FileBase DT3_rLS_rCA1_20151008_1956um_1440um ElecNo 11 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 0.63 and 0.94 GB. - 8 bytes per element (scalar), 42087350 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.23 and 0.34 GB. - 8 bytes per element (scalar), 15151446 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.06 and 0.08 GB. - 2 bytes per element (data_int), 15151446 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 15151446 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.03 and 0.04 GB. - 1 bytes per element (char), 15151446 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), 16200 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=841747, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.97 and 1.45 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 841747 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 841747 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 7 (883 points): Lose 45.606748 but Gain 1296.107303 Iteration 0F (11.988838 sec): 19 clusters Score: Raw -65004846.349403 + Penalty 23329.931462 = -64981516.417941 nChanged 796236 Deleting Class 14 (563 points): Lose 601.825396 but Gain 1296.107303 Iteration 1F (18.931157 sec): 18 clusters Score: Raw -67867560.353659 + Penalty 22033.824158 = -67845526.529500 nChanged 307212 Iteration 2F (25.483543 sec): 18 clusters Score: Raw -68458750.458920 + Penalty 22033.824158 = -68436716.634762 nChanged 153354 Iteration 3F (32.023520 sec): 18 clusters Score: Raw -68698630.784777 + Penalty 22033.824158 = -68676596.960619 nChanged 78073 Iteration 4F (38.574103 sec): 18 clusters Score: Raw -68803218.900660 + Penalty 22033.824158 = -68781185.076501 nChanged 47358 Iteration 5F (45.107880 sec): 18 clusters Score: Raw -68859376.325379 + Penalty 22033.824158 = -68837342.501220 nChanged 34864 Iteration 6Q (49.468565 sec): 18 clusters Score: Raw -68892281.527953 + Penalty 22033.824158 = -68870247.703794 nChanged 27180 Iteration 7Q (53.697626 sec): 18 clusters Score: Raw -68910683.016568 + Penalty 22033.824158 = -68888649.192410 nChanged 20994 Iteration 8Q (57.864139 sec): 18 clusters Score: Raw -68922453.136229 + Penalty 22033.824158 = -68900419.312070 nChanged 17725 Iteration 9Q (61.965448 sec): 18 clusters Score: Raw -68931479.984590 + Penalty 22033.824158 = -68909446.160431 nChanged 16034 Iteration 10Q (66.061649 sec): 18 clusters Score: Raw -68938962.405467 + Penalty 22033.824158 = -68916928.581309 nChanged 15084 Deleting Class 12 (1010 points): Lose 1281.665827 but Gain 1296.107303 Iteration 11Q (70.128933 sec): 17 clusters Score: Raw -68944881.437425 + Penalty 20737.716855 = -68924143.720571 nChanged 15935 Iteration 12Q (73.967620 sec): 17 clusters Score: Raw -68955262.948350 + Penalty 20737.716855 = -68934525.231495 nChanged 15984 Iteration 13Q (77.820453 sec): 17 clusters Score: Raw -68964963.472616 + Penalty 20737.716855 = -68944225.755761 nChanged 16843 Iteration 14Q (81.649512 sec): 17 clusters Score: Raw -68973468.702807 + Penalty 20737.716855 = -68952730.985952 nChanged 17298 Iteration 15Q (85.484616 sec): 17 clusters Score: Raw -68982864.182958 + Penalty 20737.716855 = -68962126.466103 nChanged 18310 Iteration 16Q (89.310834 sec): 17 clusters Score: Raw -68991225.686145 + Penalty 20737.716855 = -68970487.969290 nChanged 19516 Iteration 17Q (93.142247 sec): 17 clusters Score: Raw -69000063.795480 + Penalty 20737.716855 = -68979326.078625 nChanged 20860 Iteration 18Q (96.985891 sec): 17 clusters Score: Raw -69009833.808450 + Penalty 20737.716855 = -68989096.091595 nChanged 22433 Iteration 19Q (100.830894 sec): 17 clusters Score: Raw -69021230.487201 + Penalty 20737.716855 = -69000492.770346 nChanged 24417 Writing temp clu file Because OldScore, -68989096.091595, is greater than current (better) Score,-69000492.770346 Compute initial score before splitting: Score: Raw -69021230.487201 + Penalty 20737.716855 = -69000492.770346 Trying to split cluster 1 (403100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.581433 sec): 2 clusters Score: Raw -34181811.234836 + Penalty 1226.159295 = -34180585.075541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.053074 sec): 3 clusters Score: Raw -33909626.390701 + Penalty 2452.318590 = -33907174.072110 nChanged 198224 SP:Iteration 1F (102.515938 sec): 3 clusters Score: Raw -34034032.413120 + Penalty 2452.318590 = -34031580.094530 nChanged 14237 SP:Iteration 2Q (103.028811 sec): 3 clusters Score: Raw -34038583.120422 + Penalty 2452.318590 = -34036130.801832 nChanged 15781 SP:Iteration 3Q (103.541586 sec): 3 clusters Score: Raw -34044200.727959 + Penalty 2452.318590 = -34041748.409369 nChanged 16680 SP:Iteration 4Q (104.051277 sec): 3 clusters Score: Raw -34050593.040632 + Penalty 2452.318590 = -34048140.722041 nChanged 17982 SP:Iteration 5Q (104.561129 sec): 3 clusters Score: Raw -34058229.745799 + Penalty 2452.318590 = -34055777.427208 nChanged 19149 SP:Iteration 6Q (105.069659 sec): 3 clusters Score: Raw -34067199.756460 + Penalty 2452.318590 = -34064747.437870 nChanged 19866 SP:Iteration 7Q (105.577233 sec): 3 clusters Score: Raw -34077433.405871 + Penalty 2452.318590 = -34074981.087281 nChanged 19995 SP:Iteration 8Q (106.083108 sec): 3 clusters Score: Raw -34088079.005356 + Penalty 2452.318590 = -34085626.686765 nChanged 18557 SP:Iteration 9Q (106.589681 sec): 3 clusters Score: Raw -34096605.881564 + Penalty 2452.318590 = -34094153.562974 nChanged 15547 SP:Iteration 10Q (107.094946 sec): 3 clusters Score: Raw -34102175.363488 + Penalty 2452.318590 = -34099723.044897 nChanged 11684 SP:Iteration 11Q (107.597014 sec): 3 clusters Score: Raw -34105432.327085 + Penalty 2452.318590 = -34102980.008495 nChanged 8972 SP:Iteration 12Q (108.094087 sec): 3 clusters Score: Raw -34107659.281354 + Penalty 2452.318590 = -34105206.962764 nChanged 7494 SP:Iteration 13Q (108.590122 sec): 3 clusters Score: Raw -34109520.442776 + Penalty 2452.318590 = -34107068.124185 nChanged 6816 SP:Iteration 14Q (109.084864 sec): 3 clusters Score: Raw -34111247.523509 + Penalty 2452.318590 = -34108795.204919 nChanged 6528 SP:Iteration 15Q (109.578904 sec): 3 clusters Score: Raw -34112872.864993 + Penalty 2452.318590 = -34110420.546403 nChanged 6402 SP:Iteration 16Q (110.071780 sec): 3 clusters Score: Raw -34114447.293041 + Penalty 2452.318590 = -34111994.974450 nChanged 6345 SP:Iteration 17Q (110.563087 sec): 3 clusters Score: Raw -34116030.097080 + Penalty 2452.318590 = -34113577.778489 nChanged 6328 SP:Iteration 18Q (111.053559 sec): 3 clusters Score: Raw -34117638.573341 + Penalty 2452.318590 = -34115186.254750 nChanged 6370 SP:Iteration 19Q (111.547828 sec): 3 clusters Score: Raw -34119251.765427 + Penalty 2452.318590 = -34116799.446837 nChanged 6340 SP:Iteration 20F (112.010669 sec): 3 clusters Score: Raw -34120902.642751 + Penalty 2452.318590 = -34118450.324160 nChanged 6446 SP:Iteration 21Q (112.498737 sec): 3 clusters Score: Raw -34122697.032873 + Penalty 2452.318590 = -34120244.714283 nChanged 6849 SP:Iteration 22Q (112.984883 sec): 3 clusters Score: Raw -34124671.022109 + Penalty 2452.318590 = -34122218.703519 nChanged 7173 SP:Iteration 23Q (113.469144 sec): 3 clusters Score: Raw -34126821.475731 + Penalty 2452.318590 = -34124369.157141 nChanged 7472 SP:Iteration 24Q (113.951174 sec): 3 clusters Score: Raw -34129110.974714 + Penalty 2452.318590 = -34126658.656124 nChanged 7806 SP:Iteration 25Q (114.430649 sec): 3 clusters Score: Raw -34131629.510819 + Penalty 2452.318590 = -34129177.192229 nChanged 8276 SP:Iteration 26Q (114.906983 sec): 3 clusters Score: Raw -34134399.267821 + Penalty 2452.318590 = -34131946.949230 nChanged 8365 SP:Iteration 27Q (115.380343 sec): 3 clusters Score: Raw -34137327.387896 + Penalty 2452.318590 = -34134875.069305 nChanged 8621 SP:Iteration 28Q (115.849958 sec): 3 clusters Score: Raw -34140503.758710 + Penalty 2452.318590 = -34138051.440119 nChanged 8792 SP:Iteration 29Q (116.315798 sec): 3 clusters Score: Raw -34143868.018843 + Penalty 2452.318590 = -34141415.700253 nChanged 8928 SP:Iteration 30Q (116.777877 sec): 3 clusters Score: Raw -34147548.623268 + Penalty 2452.318590 = -34145096.304678 nChanged 8933 SP:Iteration 31Q (117.235048 sec): 3 clusters Score: Raw -34151546.919745 + Penalty 2452.318590 = -34149094.601154 nChanged 8901 SP:Iteration 32Q (117.688284 sec): 3 clusters Score: Raw -34155734.321022 + Penalty 2452.318590 = -34153282.002431 nChanged 8448 SP:Iteration 33Q (118.136839 sec): 3 clusters Score: Raw -34160002.350578 + Penalty 2452.318590 = -34157550.031988 nChanged 7842 SP:Iteration 34Q (118.581697 sec): 3 clusters Score: Raw -34164106.402873 + Penalty 2452.318590 = -34161654.084283 nChanged 6860 SP:Iteration 35Q (119.022286 sec): 3 clusters Score: Raw -34167790.120067 + Penalty 2452.318590 = -34165337.801477 nChanged 5540 SP:Iteration 36Q (119.459622 sec): 3 clusters Score: Raw -34170802.026985 + Penalty 2452.318590 = -34168349.708394 nChanged 4443 SP:Iteration 37Q (119.894792 sec): 3 clusters Score: Raw -34173363.360764 + Penalty 2452.318590 = -34170911.042173 nChanged 3229 SP:Iteration 38Q (120.326913 sec): 3 clusters Score: Raw -34175376.917751 + Penalty 2452.318590 = -34172924.599161 nChanged 2121 SP:Iteration 39Q (120.749946 sec): 3 clusters Score: Raw -34176963.809021 + Penalty 2452.318590 = -34174511.490430 nChanged 1204 SP:Iteration 40F (121.206754 sec): 3 clusters Score: Raw -34179913.319543 + Penalty 2452.318590 = -34177461.000953 nChanged 1355 SP:Iteration 41Q (121.622144 sec): 3 clusters Score: Raw -34189214.250295 + Penalty 2452.318590 = -34186761.931704 nChanged 2791 SP:Iteration 42Q (122.022777 sec): 3 clusters Score: Raw -34191881.766576 + Penalty 2452.318590 = -34189429.447985 nChanged 3096 SP:Iteration 43Q (122.428708 sec): 3 clusters Score: Raw -34194518.484126 + Penalty 2452.318590 = -34192066.165536 nChanged 3505 SP:Iteration 44Q (122.832672 sec): 3 clusters Score: Raw -34197289.222122 + Penalty 2452.318590 = -34194836.903532 nChanged 3988 SP:Iteration 45Q (123.239736 sec): 3 clusters Score: Raw -34200270.322515 + Penalty 2452.318590 = -34197818.003925 nChanged 4545 SP:Iteration 46Q (123.650196 sec): 3 clusters Score: Raw -34203630.748260 + Penalty 2452.318590 = -34201178.429669 nChanged 5227 SP:Iteration 47Q (124.060099 sec): 3 clusters Score: Raw -34206931.238816 + Penalty 2452.318590 = -34204478.920225 nChanged 4586 SP:Iteration 48Q (124.468103 sec): 3 clusters Score: Raw -34208871.972273 + Penalty 2452.318590 = -34206419.653682 nChanged 2864 SP:Iteration 49Q (124.876159 sec): 3 clusters Score: Raw -34209674.744596 + Penalty 2452.318590 = -34207222.426005 nChanged 1532 SP:Iteration 50Q (125.284442 sec): 3 clusters Score: Raw -34209994.698054 + Penalty 2452.318590 = -34207542.379464 nChanged 836 SP:Iteration 51Q (125.692958 sec): 3 clusters Score: Raw -34210144.834849 + Penalty 2452.318590 = -34207692.516259 nChanged 487 SP:Iteration 52Q (126.102949 sec): 3 clusters Score: Raw -34210228.135229 + Penalty 2452.318590 = -34207775.816639 nChanged 342 SP:Iteration 53Q (126.512353 sec): 3 clusters Score: Raw -34210281.525182 + Penalty 2452.318590 = -34207829.206592 nChanged 230 SP:Iteration 54Q (126.921731 sec): 3 clusters Score: Raw -34210318.341765 + Penalty 2452.318590 = -34207866.023175 nChanged 170 SP:Iteration 55Q (127.330842 sec): 3 clusters Score: Raw -34210346.443725 + Penalty 2452.318590 = -34207894.125134 nChanged 147 SP:Iteration 56Q (127.739440 sec): 3 clusters Score: Raw -34210364.002654 + Penalty 2452.318590 = -34207911.684063 nChanged 108 SP:Iteration 57Q (128.148279 sec): 3 clusters Score: Raw -34210376.759868 + Penalty 2452.318590 = -34207924.441278 nChanged 96 SP:Iteration 58Q (128.556930 sec): 3 clusters Score: Raw -34210385.088951 + Penalty 2452.318590 = -34207932.770361 nChanged 70 SP:Iteration 59Q (128.968796 sec): 3 clusters Score: Raw -34210394.832887 + Penalty 2452.318590 = -34207942.514297 nChanged 61 SP:Iteration 60F (129.432486 sec): 3 clusters Score: Raw -34213852.586073 + Penalty 2452.318590 = -34211400.267482 nChanged 7404 SP:Iteration 61Q (129.861059 sec): 3 clusters Score: Raw -34219794.242735 + Penalty 2452.318590 = -34217341.924144 nChanged 8763 SP:Iteration 62Q (130.289317 sec): 3 clusters Score: Raw -34226810.851428 + Penalty 2452.318590 = -34224358.532838 nChanged 10383 SP:Iteration 63Q (130.716694 sec): 3 clusters Score: Raw -34235670.356981 + Penalty 2452.318590 = -34233218.038391 nChanged 12098 SP:Iteration 64Q (131.145741 sec): 3 clusters Score: Raw -34246536.464177 + Penalty 2452.318590 = -34244084.145587 nChanged 12892 SP:Iteration 65Q (131.575340 sec): 3 clusters Score: Raw -34256499.616278 + Penalty 2452.318590 = -34254047.297688 nChanged 10337 SP:Iteration 66Q (132.005179 sec): 3 clusters Score: Raw -34262786.991675 + Penalty 2452.318590 = -34260334.673085 nChanged 6735 SP:Iteration 67Q (132.435709 sec): 3 clusters Score: Raw -34266160.548538 + Penalty 2452.318590 = -34263708.229948 nChanged 3816 SP:Iteration 68Q (132.866109 sec): 3 clusters Score: Raw -34267937.626782 + Penalty 2452.318590 = -34265485.308191 nChanged 2242 SP:Iteration 69Q (133.297200 sec): 3 clusters Score: Raw -34268993.041351 + Penalty 2452.318590 = -34266540.722761 nChanged 1453 SP:Iteration 70Q (133.728155 sec): 3 clusters Score: Raw -34269666.571461 + Penalty 2452.318590 = -34267214.252871 nChanged 960 SP:Iteration 71Q (134.158923 sec): 3 clusters Score: Raw -34270063.536758 + Penalty 2452.318590 = -34267611.218168 nChanged 597 SP:Iteration 72Q (134.588978 sec): 3 clusters Score: Raw -34270287.613161 + Penalty 2452.318590 = -34267835.294571 nChanged 355 SP:Iteration 73Q (135.019287 sec): 3 clusters Score: Raw -34270400.213266 + Penalty 2452.318590 = -34267947.894676 nChanged 214 SP:Iteration 74Q (135.444582 sec): 3 clusters Score: Raw -34270474.387587 + Penalty 2452.318590 = -34268022.068997 nChanged 124 SP:Iteration 75Q (135.874744 sec): 3 clusters Score: Raw -34270498.061635 + Penalty 2452.318590 = -34268045.743044 nChanged 63 SP:Iteration 76Q (136.304898 sec): 3 clusters Score: Raw -34270510.859740 + Penalty 2452.318590 = -34268058.541149 nChanged 31 SP:Iteration 77Q (136.735334 sec): 3 clusters Score: Raw -34270519.819203 + Penalty 2452.318590 = -34268067.500612 nChanged 27 SP:Iteration 78Q (137.165586 sec): 3 clusters Score: Raw -34270520.897118 + Penalty 2452.318590 = -34268068.578528 nChanged 5 SP:Iteration 79Q (137.595761 sec): 3 clusters Score: Raw -34270520.908922 + Penalty 2452.318590 = -34268068.590332 nChanged 1 SP:Iteration 80F (138.058196 sec): 3 clusters Score: Raw -34279658.207085 + Penalty 2452.318590 = -34277205.888494 nChanged 11162 SP:Iteration 81Q (138.495311 sec): 3 clusters Score: Raw -34293351.342403 + Penalty 2452.318590 = -34290899.023812 nChanged 7818 SP:Iteration 82Q (138.932469 sec): 3 clusters Score: Raw -34306045.816034 + Penalty 2452.318590 = -34303593.497444 nChanged 6028 SP:Iteration 83Q (139.372229 sec): 3 clusters Score: Raw -34321626.107466 + Penalty 2452.318590 = -34319173.788875 nChanged 4343 SP:Iteration 84Q (139.809245 sec): 3 clusters Score: Raw -34336663.976857 + Penalty 2452.318590 = -34334211.658267 nChanged 1440 SP:Iteration 85Q (140.228438 sec): 3 clusters Score: Raw -34341952.231420 + Penalty 2452.318590 = -34339499.912830 nChanged 550 SP:Iteration 86Q (140.635662 sec): 3 clusters Score: Raw -34344240.337254 + Penalty 2452.318590 = -34341788.018664 nChanged 260 SP:Iteration 87Q (141.037408 sec): 3 clusters Score: Raw -34345359.899993 + Penalty 2452.318590 = -34342907.581402 nChanged 126 SP:Iteration 88Q (141.436784 sec): 3 clusters Score: Raw -34345910.009801 + Penalty 2452.318590 = -34343457.691211 nChanged 63 SP:Iteration 89Q (141.836011 sec): 3 clusters Score: Raw -34346206.858828 + Penalty 2452.318590 = -34343754.540238 nChanged 34 SP:Iteration 90Q (142.234106 sec): 3 clusters Score: Raw -34346310.465583 + Penalty 2452.318590 = -34343858.146993 nChanged 12 SP:Iteration 91Q (142.633348 sec): 3 clusters Score: Raw -34346380.082835 + Penalty 2452.318590 = -34343927.764245 nChanged 8 SP:Iteration 92Q (143.030811 sec): 3 clusters Score: Raw -34346422.166809 + Penalty 2452.318590 = -34343969.848219 nChanged 5 SP:Iteration 93Q (143.428050 sec): 3 clusters Score: Raw -34346422.222886 + Penalty 2452.318590 = -34343969.904296 nChanged 0 SP:Iteration 94F (143.891235 sec): 3 clusters Score: Raw -34363476.976424 + Penalty 2452.318590 = -34361024.657833 nChanged 2621 SP:Iteration 95Q (144.289211 sec): 3 clusters Score: Raw -34391024.332753 + Penalty 2452.318590 = -34388572.014162 nChanged 347 SP:Iteration 96Q (144.688993 sec): 3 clusters Score: Raw -34392799.595449 + Penalty 2452.318590 = -34390347.276858 nChanged 1 SP:Iteration 97Q (145.074584 sec): 3 clusters Score: Raw -34392799.664733 + Penalty 2452.318590 = -34390347.346143 nChanged 0 SP:Iteration 98F (145.537532 sec): 3 clusters Score: Raw -34392799.664733 + Penalty 2452.318590 = -34390347.346143 nChanged 0 Score: Raw -69237928.880227 + Penalty 22033.824158 = -69215895.056069 Splitting cluster 1 changes total score from -69000492.770346 to -69215895.056069 So it's getting split into cluster 7. Trying to split cluster 2 (12070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.170486 sec): 2 clusters Score: Raw -923265.680517 + Penalty 892.855440 = -922372.825077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.198903 sec): 3 clusters Score: Raw -915963.818011 + Penalty 1785.710880 = -914178.107132 nChanged 5510 SP:Iteration 1F (152.226227 sec): 3 clusters Score: Raw -919351.806662 + Penalty 1785.710880 = -917566.095782 nChanged 1047 SP:Iteration 2F (152.253423 sec): 3 clusters Score: Raw -920384.742610 + Penalty 1785.710880 = -918599.031730 nChanged 1213 SP:Iteration 3F (152.280707 sec): 3 clusters Score: Raw -921795.803987 + Penalty 1785.710880 = -920010.093107 nChanged 1245 SP:Iteration 4F (152.307956 sec): 3 clusters Score: Raw -923077.679601 + Penalty 1785.710880 = -921291.968722 nChanged 953 SP:Iteration 5F (152.335175 sec): 3 clusters Score: Raw -923899.891630 + Penalty 1785.710880 = -922114.180750 nChanged 654 SP:Iteration 6F (152.362359 sec): 3 clusters Score: Raw -924467.215806 + Penalty 1785.710880 = -922681.504926 nChanged 528 SP:Iteration 7Q (152.389531 sec): 3 clusters Score: Raw -924898.235949 + Penalty 1785.710880 = -923112.525069 nChanged 464 SP:Iteration 8Q (152.416414 sec): 3 clusters Score: Raw -925181.299170 + Penalty 1785.710880 = -923395.588290 nChanged 339 SP:Iteration 9Q (152.443179 sec): 3 clusters Score: Raw -925395.677023 + Penalty 1785.710880 = -923609.966143 nChanged 294 SP:Iteration 10Q (152.469698 sec): 3 clusters Score: Raw -925589.687119 + Penalty 1785.710880 = -923803.976239 nChanged 270 SP:Iteration 11Q (152.496176 sec): 3 clusters Score: Raw -925789.678601 + Penalty 1785.710880 = -924003.967721 nChanged 280 SP:Iteration 12Q (152.522573 sec): 3 clusters Score: Raw -926017.386215 + Penalty 1785.710880 = -924231.675335 nChanged 257 SP:Iteration 13Q (152.549185 sec): 3 clusters Score: Raw -926281.815244 + Penalty 1785.710880 = -924496.104364 nChanged 291 SP:Iteration 14Q (152.575214 sec): 3 clusters Score: Raw -926669.245715 + Penalty 1785.710880 = -924883.534835 nChanged 301 SP:Iteration 15Q (152.601004 sec): 3 clusters Score: Raw -927168.090109 + Penalty 1785.710880 = -925382.379229 nChanged 244 SP:Iteration 16Q (152.626228 sec): 3 clusters Score: Raw -927520.382194 + Penalty 1785.710880 = -925734.671314 nChanged 172 SP:Iteration 17Q (152.651133 sec): 3 clusters Score: Raw -927749.540019 + Penalty 1785.710880 = -925963.829139 nChanged 129 SP:Iteration 18Q (152.675733 sec): 3 clusters Score: Raw -927951.597837 + Penalty 1785.710880 = -926165.886958 nChanged 108 SP:Iteration 19Q (152.699994 sec): 3 clusters Score: Raw -928124.609494 + Penalty 1785.710880 = -926338.898615 nChanged 77 SP:Iteration 20F (152.727280 sec): 3 clusters Score: Raw -928289.305182 + Penalty 1785.710880 = -926503.594302 nChanged 86 SP:Iteration 21Q (152.751620 sec): 3 clusters Score: Raw -928415.253710 + Penalty 1785.710880 = -926629.542830 nChanged 67 SP:Iteration 22Q (152.775833 sec): 3 clusters Score: Raw -928504.882535 + Penalty 1785.710880 = -926719.171656 nChanged 57 SP:Iteration 23Q (152.800264 sec): 3 clusters Score: Raw -928552.772821 + Penalty 1785.710880 = -926767.061942 nChanged 50 SP:Iteration 24Q (152.824156 sec): 3 clusters Score: Raw -928603.259053 + Penalty 1785.710880 = -926817.548174 nChanged 58 SP:Iteration 25Q (152.848187 sec): 3 clusters Score: Raw -928683.416853 + Penalty 1785.710880 = -926897.705973 nChanged 79 SP:Iteration 26Q (152.872141 sec): 3 clusters Score: Raw -928885.684614 + Penalty 1785.710880 = -927099.973734 nChanged 123 SP:Iteration 27Q (152.896064 sec): 3 clusters Score: Raw -929261.075805 + Penalty 1785.710880 = -927475.364926 nChanged 90 SP:Iteration 28Q (152.919777 sec): 3 clusters Score: Raw -929467.005033 + Penalty 1785.710880 = -927681.294153 nChanged 41 SP:Iteration 29Q (152.943262 sec): 3 clusters Score: Raw -929506.496447 + Penalty 1785.710880 = -927720.785567 nChanged 9 SP:Iteration 30Q (152.967023 sec): 3 clusters Score: Raw -929534.392195 + Penalty 1785.710880 = -927748.681315 nChanged 6 SP:Iteration 31Q (152.990582 sec): 3 clusters Score: Raw -929537.760639 + Penalty 1785.710880 = -927752.049759 nChanged 5 SP:Iteration 32Q (153.014399 sec): 3 clusters Score: Raw -929538.283784 + Penalty 1785.710880 = -927752.572904 nChanged 3 SP:Iteration 33Q (153.037851 sec): 3 clusters Score: Raw -929538.510137 + Penalty 1785.710880 = -927752.799258 nChanged 0 SP:Iteration 34F (153.073716 sec): 3 clusters Score: Raw -929538.510137 + Penalty 1785.710880 = -927752.799258 nChanged 0 Score: Raw -69244201.709847 + Penalty 23329.931462 = -69220871.778386 Splitting cluster 2 changes total score from -69000492.770346 to -69220871.778386 So it's getting split into cluster 12. Trying to split cluster 3 (4669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.417806 sec): 2 clusters Score: Raw -389935.283615 + Penalty 802.626519 = -389132.657097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.436915 sec): 3 clusters Score: Raw -387385.966074 + Penalty 1605.253037 = -385780.713037 nChanged 1944 SP:Iteration 1F (160.454035 sec): 3 clusters Score: Raw -388564.885415 + Penalty 1605.253037 = -386959.632378 nChanged 357 SP:Iteration 2F (160.471267 sec): 3 clusters Score: Raw -388789.295957 + Penalty 1605.253037 = -387184.042920 nChanged 283 SP:Iteration 3F (160.489050 sec): 3 clusters Score: Raw -389002.297893 + Penalty 1605.253037 = -387397.044856 nChanged 302 SP:Iteration 4F (160.506297 sec): 3 clusters Score: Raw -389266.282072 + Penalty 1605.253037 = -387661.029035 nChanged 321 SP:Iteration 5F (160.523374 sec): 3 clusters Score: Raw -389569.300965 + Penalty 1605.253037 = -387964.047927 nChanged 290 SP:Iteration 6F (160.540454 sec): 3 clusters Score: Raw -389834.612466 + Penalty 1605.253037 = -388229.359429 nChanged 273 SP:Iteration 7F (160.557696 sec): 3 clusters Score: Raw -390048.558905 + Penalty 1605.253037 = -388443.305868 nChanged 197 SP:Iteration 8Q (160.574730 sec): 3 clusters Score: Raw -390160.599576 + Penalty 1605.253037 = -388555.346539 nChanged 151 SP:Iteration 9Q (160.591599 sec): 3 clusters Score: Raw -390249.329601 + Penalty 1605.253037 = -388644.076564 nChanged 115 SP:Iteration 10Q (160.608542 sec): 3 clusters Score: Raw -390290.499559 + Penalty 1605.253037 = -388685.246522 nChanged 59 SP:Iteration 11Q (160.625577 sec): 3 clusters Score: Raw -390308.165503 + Penalty 1605.253037 = -388702.912466 nChanged 39 SP:Iteration 12Q (160.642297 sec): 3 clusters Score: Raw -390316.538552 + Penalty 1605.253037 = -388711.285514 nChanged 29 SP:Iteration 13Q (160.659201 sec): 3 clusters Score: Raw -390321.287022 + Penalty 1605.253037 = -388716.033985 nChanged 15 SP:Iteration 14Q (160.676066 sec): 3 clusters Score: Raw -390323.381793 + Penalty 1605.253037 = -388718.128756 nChanged 9 SP:Iteration 15Q (160.692872 sec): 3 clusters Score: Raw -390324.340524 + Penalty 1605.253037 = -388719.087487 nChanged 5 SP:Iteration 16Q (160.709488 sec): 3 clusters Score: Raw -390324.762793 + Penalty 1605.253037 = -388719.509756 nChanged 4 SP:Iteration 17Q (160.726280 sec): 3 clusters Score: Raw -390325.308855 + Penalty 1605.253037 = -388720.055818 nChanged 5 SP:Iteration 18Q (160.742938 sec): 3 clusters Score: Raw -390326.008223 + Penalty 1605.253037 = -388720.755186 nChanged 2 SP:Iteration 19Q (160.759728 sec): 3 clusters Score: Raw -390326.656736 + Penalty 1605.253037 = -388721.403699 nChanged 4 SP:Iteration 20F (160.776968 sec): 3 clusters Score: Raw -390327.364180 + Penalty 1605.253037 = -388722.111143 nChanged 2 SP:Iteration 21Q (160.793837 sec): 3 clusters Score: Raw -390327.769508 + Penalty 1605.253037 = -388722.516471 nChanged 1 SP:Iteration 22Q (160.810423 sec): 3 clusters Score: Raw -390327.945756 + Penalty 1605.253037 = -388722.692719 nChanged 2 SP:Iteration 23Q (160.827065 sec): 3 clusters Score: Raw -390328.153061 + Penalty 1605.253037 = -388722.900024 nChanged 2 SP:Iteration 24Q (160.843898 sec): 3 clusters Score: Raw -390328.439846 + Penalty 1605.253037 = -388723.186809 nChanged 1 SP:Iteration 25Q (160.860559 sec): 3 clusters Score: Raw -390328.532048 + Penalty 1605.253037 = -388723.279011 nChanged 0 SP:Iteration 26F (160.877889 sec): 3 clusters Score: Raw -390328.532048 + Penalty 1605.253037 = -388723.279011 nChanged 0 Trying to split cluster 4 (79403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.971469 sec): 2 clusters Score: Raw -6598225.507368 + Penalty 1071.817686 = -6597153.689682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.083353 sec): 3 clusters Score: Raw -6546286.962823 + Penalty 2143.635372 = -6544143.327451 nChanged 38201 SP:Iteration 1F (161.183502 sec): 3 clusters Score: Raw -6569092.093145 + Penalty 2143.635372 = -6566948.457773 nChanged 4435 SP:Iteration 2F (161.290222 sec): 3 clusters Score: Raw -6571384.763902 + Penalty 2143.635372 = -6569241.128530 nChanged 5639 SP:Iteration 3F (161.396438 sec): 3 clusters Score: Raw -6575376.382860 + Penalty 2143.635372 = -6573232.747489 nChanged 6770 SP:Iteration 4F (161.498874 sec): 3 clusters Score: Raw -6581581.597221 + Penalty 2143.635372 = -6579437.961850 nChanged 7204 SP:Iteration 5F (161.607384 sec): 3 clusters Score: Raw -6588576.703285 + Penalty 2143.635372 = -6586433.067913 nChanged 5976 SP:Iteration 6F (161.716175 sec): 3 clusters Score: Raw -6594353.347915 + Penalty 2143.635372 = -6592209.712543 nChanged 4154 SP:Iteration 7F (161.824856 sec): 3 clusters Score: Raw -6598063.758749 + Penalty 2143.635372 = -6595920.123377 nChanged 2533 SP:Iteration 8Q (161.935181 sec): 3 clusters Score: Raw -6599794.261155 + Penalty 2143.635372 = -6597650.625783 nChanged 1659 SP:Iteration 9Q (162.044864 sec): 3 clusters Score: Raw -6600613.020452 + Penalty 2143.635372 = -6598469.385080 nChanged 1068 SP:Iteration 10Q (162.151677 sec): 3 clusters Score: Raw -6601026.467936 + Penalty 2143.635372 = -6598882.832565 nChanged 828 SP:Iteration 11Q (162.258022 sec): 3 clusters Score: Raw -6601292.454359 + Penalty 2143.635372 = -6599148.818988 nChanged 669 SP:Iteration 12Q (162.363916 sec): 3 clusters Score: Raw -6601459.316632 + Penalty 2143.635372 = -6599315.681260 nChanged 511 SP:Iteration 13Q (162.468956 sec): 3 clusters Score: Raw -6601554.799579 + Penalty 2143.635372 = -6599411.164207 nChanged 395 SP:Iteration 14Q (162.573768 sec): 3 clusters Score: Raw -6601610.574144 + Penalty 2143.635372 = -6599466.938773 nChanged 257 SP:Iteration 15Q (162.679683 sec): 3 clusters Score: Raw -6601640.982065 + Penalty 2143.635372 = -6599497.346693 nChanged 230 SP:Iteration 16Q (162.784639 sec): 3 clusters Score: Raw -6601665.918161 + Penalty 2143.635372 = -6599522.282790 nChanged 192 SP:Iteration 17Q (162.889984 sec): 3 clusters Score: Raw -6601681.970779 + Penalty 2143.635372 = -6599538.335408 nChanged 155 SP:Iteration 18Q (162.995113 sec): 3 clusters Score: Raw -6601694.092764 + Penalty 2143.635372 = -6599550.457393 nChanged 127 SP:Iteration 19Q (163.100680 sec): 3 clusters Score: Raw -6601702.311667 + Penalty 2143.635372 = -6599558.676296 nChanged 111 SP:Iteration 20F (163.210388 sec): 3 clusters Score: Raw -6601708.248315 + Penalty 2143.635372 = -6599564.612943 nChanged 82 SP:Iteration 21Q (163.315933 sec): 3 clusters Score: Raw -6601712.487084 + Penalty 2143.635372 = -6599568.851713 nChanged 86 SP:Iteration 22Q (163.421097 sec): 3 clusters Score: Raw -6601716.373155 + Penalty 2143.635372 = -6599572.737783 nChanged 68 SP:Iteration 23Q (163.526597 sec): 3 clusters Score: Raw -6601718.485034 + Penalty 2143.635372 = -6599574.849662 nChanged 64 SP:Iteration 24Q (163.631803 sec): 3 clusters Score: Raw -6601720.530865 + Penalty 2143.635372 = -6599576.895493 nChanged 50 SP:Iteration 25Q (163.736763 sec): 3 clusters Score: Raw -6601722.069896 + Penalty 2143.635372 = -6599578.434525 nChanged 45 SP:Iteration 26Q (163.842069 sec): 3 clusters Score: Raw -6601723.217356 + Penalty 2143.635372 = -6599579.581984 nChanged 35 SP:Iteration 27Q (163.947034 sec): 3 clusters Score: Raw -6601723.830306 + Penalty 2143.635372 = -6599580.194934 nChanged 24 SP:Iteration 28Q (164.051907 sec): 3 clusters Score: Raw -6601724.266310 + Penalty 2143.635372 = -6599580.630938 nChanged 16 SP:Iteration 29Q (164.157243 sec): 3 clusters Score: Raw -6601724.592689 + Penalty 2143.635372 = -6599580.957317 nChanged 14 SP:Iteration 30Q (164.262524 sec): 3 clusters Score: Raw -6601724.829807 + Penalty 2143.635372 = -6599581.194435 nChanged 15 SP:Iteration 31Q (164.367834 sec): 3 clusters Score: Raw -6601725.057931 + Penalty 2143.635372 = -6599581.422559 nChanged 13 SP:Iteration 32Q (164.472770 sec): 3 clusters Score: Raw -6601725.227222 + Penalty 2143.635372 = -6599581.591851 nChanged 8 SP:Iteration 33Q (164.577887 sec): 3 clusters Score: Raw -6601725.310401 + Penalty 2143.635372 = -6599581.675029 nChanged 8 SP:Iteration 34Q (164.682997 sec): 3 clusters Score: Raw -6601725.401955 + Penalty 2143.635372 = -6599581.766584 nChanged 7 SP:Iteration 35Q (164.787828 sec): 3 clusters Score: Raw -6601725.529907 + Penalty 2143.635372 = -6599581.894535 nChanged 9 SP:Iteration 36Q (164.892760 sec): 3 clusters Score: Raw -6601725.625085 + Penalty 2143.635372 = -6599581.989714 nChanged 3 SP:Iteration 37Q (164.997927 sec): 3 clusters Score: Raw -6601725.644136 + Penalty 2143.635372 = -6599582.008764 nChanged 0 SP:Iteration 38F (165.106792 sec): 3 clusters Score: Raw -6601725.644136 + Penalty 2143.635372 = -6599582.008764 nChanged 0 Score: Raw -69247701.846615 + Penalty 24626.038765 = -69223075.807849 Splitting cluster 4 changes total score from -69000492.770346 to -69223075.807849 So it's getting split into cluster 14. Trying to split cluster 5 (12744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.082121 sec): 2 clusters Score: Raw -1089758.731178 + Penalty 898.017506 = -1088860.713672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.111241 sec): 3 clusters Score: Raw -1082068.399044 + Penalty 1796.035012 = -1080272.364033 nChanged 5809 SP:Iteration 1F (173.138669 sec): 3 clusters Score: Raw -1085645.345165 + Penalty 1796.035012 = -1083849.310154 nChanged 1036 SP:Iteration 2F (173.166427 sec): 3 clusters Score: Raw -1086592.187302 + Penalty 1796.035012 = -1084796.152290 nChanged 1256 SP:Iteration 3F (173.194219 sec): 3 clusters Score: Raw -1088117.961413 + Penalty 1796.035012 = -1086321.926402 nChanged 1338 SP:Iteration 4F (173.221776 sec): 3 clusters Score: Raw -1089788.277510 + Penalty 1796.035012 = -1087992.242499 nChanged 1119 SP:Iteration 5F (173.249459 sec): 3 clusters Score: Raw -1091088.332105 + Penalty 1796.035012 = -1089292.297093 nChanged 680 SP:Iteration 6F (173.277261 sec): 3 clusters Score: Raw -1091725.111050 + Penalty 1796.035012 = -1089929.076038 nChanged 384 SP:Iteration 7Q (173.304123 sec): 3 clusters Score: Raw -1091944.198077 + Penalty 1796.035012 = -1090148.163066 nChanged 208 SP:Iteration 8Q (173.330944 sec): 3 clusters Score: Raw -1092016.528780 + Penalty 1796.035012 = -1090220.493768 nChanged 125 SP:Iteration 9Q (173.357575 sec): 3 clusters Score: Raw -1092045.548493 + Penalty 1796.035012 = -1090249.513481 nChanged 73 SP:Iteration 10Q (173.384170 sec): 3 clusters Score: Raw -1092058.085559 + Penalty 1796.035012 = -1090262.050548 nChanged 36 SP:Iteration 11Q (173.410776 sec): 3 clusters Score: Raw -1092062.091063 + Penalty 1796.035012 = -1090266.056051 nChanged 26 SP:Iteration 12Q (173.437591 sec): 3 clusters Score: Raw -1092064.581774 + Penalty 1796.035012 = -1090268.546762 nChanged 14 SP:Iteration 13Q (173.464409 sec): 3 clusters Score: Raw -1092066.195309 + Penalty 1796.035012 = -1090270.160297 nChanged 12 SP:Iteration 14Q (173.491015 sec): 3 clusters Score: Raw -1092067.413328 + Penalty 1796.035012 = -1090271.378316 nChanged 8 SP:Iteration 15Q (173.517671 sec): 3 clusters Score: Raw -1092067.960433 + Penalty 1796.035012 = -1090271.925421 nChanged 9 SP:Iteration 16Q (173.544291 sec): 3 clusters Score: Raw -1092069.044867 + Penalty 1796.035012 = -1090273.009856 nChanged 10 SP:Iteration 17Q (173.571040 sec): 3 clusters Score: Raw -1092070.280288 + Penalty 1796.035012 = -1090274.245276 nChanged 5 SP:Iteration 18Q (173.597592 sec): 3 clusters Score: Raw -1092070.664750 + Penalty 1796.035012 = -1090274.629738 nChanged 11 SP:Iteration 19Q (173.624262 sec): 3 clusters Score: Raw -1092071.331147 + Penalty 1796.035012 = -1090275.296135 nChanged 9 SP:Iteration 20F (173.651897 sec): 3 clusters Score: Raw -1092071.846854 + Penalty 1796.035012 = -1090275.811842 nChanged 7 SP:Iteration 21Q (173.678600 sec): 3 clusters Score: Raw -1092072.258482 + Penalty 1796.035012 = -1090276.223470 nChanged 4 SP:Iteration 22Q (173.704934 sec): 3 clusters Score: Raw -1092072.403312 + Penalty 1796.035012 = -1090276.368300 nChanged 3 SP:Iteration 23Q (173.731709 sec): 3 clusters Score: Raw -1092072.526756 + Penalty 1796.035012 = -1090276.491744 nChanged 5 SP:Iteration 24Q (173.758403 sec): 3 clusters Score: Raw -1092072.849359 + Penalty 1796.035012 = -1090276.814348 nChanged 8 SP:Iteration 25Q (173.785125 sec): 3 clusters Score: Raw -1092073.455119 + Penalty 1796.035012 = -1090277.420107 nChanged 7 SP:Iteration 26Q (173.811880 sec): 3 clusters Score: Raw -1092074.076187 + Penalty 1796.035012 = -1090278.041175 nChanged 8 SP:Iteration 27Q (173.838543 sec): 3 clusters Score: Raw -1092074.676011 + Penalty 1796.035012 = -1090278.640999 nChanged 10 SP:Iteration 28Q (173.865086 sec): 3 clusters Score: Raw -1092075.361034 + Penalty 1796.035012 = -1090279.326022 nChanged 9 SP:Iteration 29Q (173.892013 sec): 3 clusters Score: Raw -1092076.578786 + Penalty 1796.035012 = -1090280.543774 nChanged 9 SP:Iteration 30Q (173.918777 sec): 3 clusters Score: Raw -1092077.289079 + Penalty 1796.035012 = -1090281.254067 nChanged 6 SP:Iteration 31Q (173.945324 sec): 3 clusters Score: Raw -1092077.613144 + Penalty 1796.035012 = -1090281.578132 nChanged 4 SP:Iteration 32Q (173.971807 sec): 3 clusters Score: Raw -1092077.814230 + Penalty 1796.035012 = -1090281.779218 nChanged 4 SP:Iteration 33Q (173.998478 sec): 3 clusters Score: Raw -1092078.019218 + Penalty 1796.035012 = -1090281.984206 nChanged 3 SP:Iteration 34Q (174.025215 sec): 3 clusters Score: Raw -1092078.096432 + Penalty 1796.035012 = -1090282.061420 nChanged 1 SP:Iteration 35Q (174.052040 sec): 3 clusters Score: Raw -1092078.113498 + Penalty 1796.035012 = -1090282.078486 nChanged 1 SP:Iteration 36Q (174.078724 sec): 3 clusters Score: Raw -1092078.147168 + Penalty 1796.035012 = -1090282.112156 nChanged 0 SP:Iteration 37F (174.106481 sec): 3 clusters Score: Raw -1092078.147168 + Penalty 1796.035012 = -1090282.112156 nChanged 0 Score: Raw -69250021.262605 + Penalty 25922.146069 = -69224099.116536 Splitting cluster 5 changes total score from -69000492.770346 to -69224099.116536 So it's getting split into cluster 20. Trying to split cluster 6 (18695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.775366 sec): 2 clusters Score: Raw -1601577.216108 + Penalty 934.421082 = -1600642.795026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.810242 sec): 3 clusters Score: Raw -1590044.300160 + Penalty 1868.842164 = -1588175.457997 nChanged 8659 SP:Iteration 1F (181.843086 sec): 3 clusters Score: Raw -1594806.998350 + Penalty 1868.842164 = -1592938.156186 nChanged 899 SP:Iteration 2Q (181.876787 sec): 3 clusters Score: Raw -1595108.833410 + Penalty 1868.842164 = -1593239.991246 nChanged 860 SP:Iteration 3Q (181.910559 sec): 3 clusters Score: Raw -1595438.560452 + Penalty 1868.842164 = -1593569.718289 nChanged 872 SP:Iteration 4Q (181.944318 sec): 3 clusters Score: Raw -1595822.860821 + Penalty 1868.842164 = -1593954.018657 nChanged 907 SP:Iteration 5Q (181.977835 sec): 3 clusters Score: Raw -1596269.887742 + Penalty 1868.842164 = -1594401.045579 nChanged 920 SP:Iteration 6Q (182.011443 sec): 3 clusters Score: Raw -1596777.911256 + Penalty 1868.842164 = -1594909.069093 nChanged 1000 SP:Iteration 7F (182.044418 sec): 3 clusters Score: Raw -1597441.291469 + Penalty 1868.842164 = -1595572.449305 nChanged 1007 SP:Iteration 8F (182.077201 sec): 3 clusters Score: Raw -1598199.008208 + Penalty 1868.842164 = -1596330.166044 nChanged 920 SP:Iteration 9Q (182.110791 sec): 3 clusters Score: Raw -1598998.137379 + Penalty 1868.842164 = -1597129.295215 nChanged 827 SP:Iteration 10Q (182.143893 sec): 3 clusters Score: Raw -1599759.649476 + Penalty 1868.842164 = -1597890.807313 nChanged 718 SP:Iteration 11Q (182.176349 sec): 3 clusters Score: Raw -1600459.841592 + Penalty 1868.842164 = -1598590.999428 nChanged 633 SP:Iteration 12Q (182.208356 sec): 3 clusters Score: Raw -1601006.785735 + Penalty 1868.842164 = -1599137.943571 nChanged 520 SP:Iteration 13Q (182.239589 sec): 3 clusters Score: Raw -1601364.103872 + Penalty 1868.842164 = -1599495.261709 nChanged 402 SP:Iteration 14Q (182.270492 sec): 3 clusters Score: Raw -1601623.788389 + Penalty 1868.842164 = -1599754.946226 nChanged 337 SP:Iteration 15Q (182.301266 sec): 3 clusters Score: Raw -1601801.709003 + Penalty 1868.842164 = -1599932.866839 nChanged 271 SP:Iteration 16Q (182.331661 sec): 3 clusters Score: Raw -1601925.383770 + Penalty 1868.842164 = -1600056.541606 nChanged 237 SP:Iteration 17Q (182.362304 sec): 3 clusters Score: Raw -1602031.679612 + Penalty 1868.842164 = -1600162.837448 nChanged 218 SP:Iteration 18Q (182.392713 sec): 3 clusters Score: Raw -1602119.705426 + Penalty 1868.842164 = -1600250.863262 nChanged 196 SP:Iteration 19Q (182.423124 sec): 3 clusters Score: Raw -1602179.484107 + Penalty 1868.842164 = -1600310.641943 nChanged 150 SP:Iteration 20F (182.455916 sec): 3 clusters Score: Raw -1602222.867114 + Penalty 1868.842164 = -1600354.024950 nChanged 136 SP:Iteration 21Q (182.486398 sec): 3 clusters Score: Raw -1602257.089401 + Penalty 1868.842164 = -1600388.247238 nChanged 119 SP:Iteration 22Q (182.516753 sec): 3 clusters Score: Raw -1602283.888648 + Penalty 1868.842164 = -1600415.046485 nChanged 103 SP:Iteration 23Q (182.547001 sec): 3 clusters Score: Raw -1602301.873160 + Penalty 1868.842164 = -1600433.030996 nChanged 63 SP:Iteration 24Q (182.577304 sec): 3 clusters Score: Raw -1602309.271597 + Penalty 1868.842164 = -1600440.429433 nChanged 41 SP:Iteration 25Q (182.607640 sec): 3 clusters Score: Raw -1602314.958149 + Penalty 1868.842164 = -1600446.115985 nChanged 39 SP:Iteration 26Q (182.637843 sec): 3 clusters Score: Raw -1602318.924793 + Penalty 1868.842164 = -1600450.082629 nChanged 21 SP:Iteration 27Q (182.668066 sec): 3 clusters Score: Raw -1602321.016136 + Penalty 1868.842164 = -1600452.173972 nChanged 18 SP:Iteration 28Q (182.698347 sec): 3 clusters Score: Raw -1602323.213472 + Penalty 1868.842164 = -1600454.371308 nChanged 22 SP:Iteration 29Q (182.728506 sec): 3 clusters Score: Raw -1602326.032422 + Penalty 1868.842164 = -1600457.190258 nChanged 23 SP:Iteration 30Q (182.758658 sec): 3 clusters Score: Raw -1602328.391752 + Penalty 1868.842164 = -1600459.549588 nChanged 22 SP:Iteration 31Q (182.788759 sec): 3 clusters Score: Raw -1602330.667614 + Penalty 1868.842164 = -1600461.825450 nChanged 21 SP:Iteration 32Q (182.818917 sec): 3 clusters Score: Raw -1602332.286776 + Penalty 1868.842164 = -1600463.444613 nChanged 20 SP:Iteration 33Q (182.849161 sec): 3 clusters Score: Raw -1602334.115206 + Penalty 1868.842164 = -1600465.273042 nChanged 23 SP:Iteration 34Q (182.879312 sec): 3 clusters Score: Raw -1602336.064205 + Penalty 1868.842164 = -1600467.222042 nChanged 18 SP:Iteration 35Q (182.909571 sec): 3 clusters Score: Raw -1602337.952320 + Penalty 1868.842164 = -1600469.110157 nChanged 22 SP:Iteration 36Q (182.939632 sec): 3 clusters Score: Raw -1602340.292551 + Penalty 1868.842164 = -1600471.450388 nChanged 23 SP:Iteration 37Q (182.969756 sec): 3 clusters Score: Raw -1602342.580325 + Penalty 1868.842164 = -1600473.738161 nChanged 17 SP:Iteration 38Q (182.999831 sec): 3 clusters Score: Raw -1602344.454209 + Penalty 1868.842164 = -1600475.612045 nChanged 17 SP:Iteration 39Q (183.030028 sec): 3 clusters Score: Raw -1602346.289223 + Penalty 1868.842164 = -1600477.447060 nChanged 27 SP:Iteration 40F (183.062790 sec): 3 clusters Score: Raw -1602349.782761 + Penalty 1868.842164 = -1600480.940598 nChanged 30 SP:Iteration 41Q (183.093202 sec): 3 clusters Score: Raw -1602353.629941 + Penalty 1868.842164 = -1600484.787777 nChanged 27 SP:Iteration 42Q (183.123362 sec): 3 clusters Score: Raw -1602356.356961 + Penalty 1868.842164 = -1600487.514798 nChanged 29 SP:Iteration 43Q (183.153666 sec): 3 clusters Score: Raw -1602359.956160 + Penalty 1868.842164 = -1600491.113996 nChanged 25 SP:Iteration 44Q (183.183711 sec): 3 clusters Score: Raw -1602361.863311 + Penalty 1868.842164 = -1600493.021148 nChanged 23 SP:Iteration 45Q (183.213710 sec): 3 clusters Score: Raw -1602364.562912 + Penalty 1868.842164 = -1600495.720749 nChanged 23 SP:Iteration 46Q (183.243852 sec): 3 clusters Score: Raw -1602366.771786 + Penalty 1868.842164 = -1600497.929623 nChanged 14 SP:Iteration 47Q (183.273927 sec): 3 clusters Score: Raw -1602368.043048 + Penalty 1868.842164 = -1600499.200884 nChanged 16 SP:Iteration 48Q (183.303903 sec): 3 clusters Score: Raw -1602369.416110 + Penalty 1868.842164 = -1600500.573946 nChanged 10 SP:Iteration 49Q (183.333802 sec): 3 clusters Score: Raw -1602370.074102 + Penalty 1868.842164 = -1600501.231938 nChanged 10 SP:Iteration 50Q (183.364003 sec): 3 clusters Score: Raw -1602370.857898 + Penalty 1868.842164 = -1600502.015735 nChanged 6 SP:Iteration 51Q (183.394181 sec): 3 clusters Score: Raw -1602371.284906 + Penalty 1868.842164 = -1600502.442743 nChanged 8 SP:Iteration 52Q (183.424192 sec): 3 clusters Score: Raw -1602372.084681 + Penalty 1868.842164 = -1600503.242517 nChanged 9 SP:Iteration 53Q (183.454188 sec): 3 clusters Score: Raw -1602373.098991 + Penalty 1868.842164 = -1600504.256827 nChanged 12 SP:Iteration 54Q (183.484302 sec): 3 clusters Score: Raw -1602374.191365 + Penalty 1868.842164 = -1600505.349202 nChanged 13 SP:Iteration 55Q (183.514376 sec): 3 clusters Score: Raw -1602375.592045 + Penalty 1868.842164 = -1600506.749881 nChanged 9 SP:Iteration 56Q (183.544450 sec): 3 clusters Score: Raw -1602376.600533 + Penalty 1868.842164 = -1600507.758369 nChanged 9 SP:Iteration 57Q (183.574439 sec): 3 clusters Score: Raw -1602377.576812 + Penalty 1868.842164 = -1600508.734648 nChanged 8 SP:Iteration 58Q (183.604456 sec): 3 clusters Score: Raw -1602378.255185 + Penalty 1868.842164 = -1600509.413022 nChanged 6 SP:Iteration 59Q (183.634561 sec): 3 clusters Score: Raw -1602378.738006 + Penalty 1868.842164 = -1600509.895842 nChanged 9 SP:Iteration 60F (183.667565 sec): 3 clusters Score: Raw -1602379.652099 + Penalty 1868.842164 = -1600510.809936 nChanged 7 SP:Iteration 61Q (183.697670 sec): 3 clusters Score: Raw -1602380.221834 + Penalty 1868.842164 = -1600511.379670 nChanged 6 SP:Iteration 62Q (183.727664 sec): 3 clusters Score: Raw -1602380.580865 + Penalty 1868.842164 = -1600511.738701 nChanged 7 SP:Iteration 63Q (183.757638 sec): 3 clusters Score: Raw -1602380.908422 + Penalty 1868.842164 = -1600512.066258 nChanged 2 SP:Iteration 64Q (183.787703 sec): 3 clusters Score: Raw -1602381.136262 + Penalty 1868.842164 = -1600512.294099 nChanged 2 SP:Iteration 65Q (183.817618 sec): 3 clusters Score: Raw -1602381.397751 + Penalty 1868.842164 = -1600512.555587 nChanged 1 SP:Iteration 66Q (183.847617 sec): 3 clusters Score: Raw -1602381.466415 + Penalty 1868.842164 = -1600512.624251 nChanged 1 SP:Iteration 67Q (183.877476 sec): 3 clusters Score: Raw -1602381.495100 + Penalty 1868.842164 = -1600512.652937 nChanged 0 SP:Iteration 68F (183.910291 sec): 3 clusters Score: Raw -1602381.495100 + Penalty 1868.842164 = -1600512.652937 nChanged 0 Trying to split cluster 8 (96377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.013233 sec): 2 clusters Score: Raw -8357381.385497 + Penalty 1090.222172 = -8356291.163325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.135906 sec): 3 clusters Score: Raw -8293762.717394 + Penalty 2180.444344 = -8291582.273050 nChanged 46541 SP:Iteration 1F (184.256471 sec): 3 clusters Score: Raw -8324181.424325 + Penalty 2180.444344 = -8322000.979981 nChanged 5190 SP:Iteration 2F (184.377288 sec): 3 clusters Score: Raw -8326806.593567 + Penalty 2180.444344 = -8324626.149223 nChanged 5883 SP:Iteration 3F (184.497969 sec): 3 clusters Score: Raw -8330454.593831 + Penalty 2180.444344 = -8328274.149487 nChanged 6705 SP:Iteration 4F (184.619347 sec): 3 clusters Score: Raw -8335344.685670 + Penalty 2180.444344 = -8333164.241326 nChanged 6866 SP:Iteration 5F (184.739965 sec): 3 clusters Score: Raw -8340646.530950 + Penalty 2180.444344 = -8338466.086606 nChanged 6152 SP:Iteration 6F (184.860478 sec): 3 clusters Score: Raw -8344758.606780 + Penalty 2180.444344 = -8342578.162436 nChanged 4467 SP:Iteration 7Q (184.989492 sec): 3 clusters Score: Raw -8346862.534536 + Penalty 2180.444344 = -8344682.090192 nChanged 2996 SP:Iteration 8Q (185.117575 sec): 3 clusters Score: Raw -8347823.224336 + Penalty 2180.444344 = -8345642.779992 nChanged 1874 SP:Iteration 9Q (185.244659 sec): 3 clusters Score: Raw -8348311.088976 + Penalty 2180.444344 = -8346130.644632 nChanged 1442 SP:Iteration 10Q (185.370826 sec): 3 clusters Score: Raw -8348663.009969 + Penalty 2180.444344 = -8346482.565625 nChanged 1332 SP:Iteration 11Q (185.496724 sec): 3 clusters Score: Raw -8348979.970036 + Penalty 2180.444344 = -8346799.525692 nChanged 1325 SP:Iteration 12Q (185.622021 sec): 3 clusters Score: Raw -8349317.152057 + Penalty 2180.444344 = -8347136.707713 nChanged 1304 SP:Iteration 13Q (185.746865 sec): 3 clusters Score: Raw -8349645.352389 + Penalty 2180.444344 = -8347464.908045 nChanged 1269 SP:Iteration 14Q (185.871597 sec): 3 clusters Score: Raw -8349960.003827 + Penalty 2180.444344 = -8347779.559483 nChanged 1283 SP:Iteration 15Q (185.996291 sec): 3 clusters Score: Raw -8350291.673896 + Penalty 2180.444344 = -8348111.229552 nChanged 1344 SP:Iteration 16Q (186.120845 sec): 3 clusters Score: Raw -8350669.521836 + Penalty 2180.444344 = -8348489.077492 nChanged 1359 SP:Iteration 17Q (186.244768 sec): 3 clusters Score: Raw -8351072.709815 + Penalty 2180.444344 = -8348892.265471 nChanged 1386 SP:Iteration 18Q (186.368325 sec): 3 clusters Score: Raw -8351522.164358 + Penalty 2180.444344 = -8349341.720014 nChanged 1374 SP:Iteration 19Q (186.491243 sec): 3 clusters Score: Raw -8351963.423529 + Penalty 2180.444344 = -8349782.979185 nChanged 1371 SP:Iteration 20F (186.612173 sec): 3 clusters Score: Raw -8352480.275879 + Penalty 2180.444344 = -8350299.831535 nChanged 1426 SP:Iteration 21Q (186.734679 sec): 3 clusters Score: Raw -8353043.300115 + Penalty 2180.444344 = -8350862.855771 nChanged 1463 SP:Iteration 22Q (186.856751 sec): 3 clusters Score: Raw -8353689.898593 + Penalty 2180.444344 = -8351509.454249 nChanged 1458 SP:Iteration 23Q (186.977928 sec): 3 clusters Score: Raw -8354409.709495 + Penalty 2180.444344 = -8352229.265151 nChanged 1541 SP:Iteration 24Q (187.098296 sec): 3 clusters Score: Raw -8355207.885308 + Penalty 2180.444344 = -8353027.440964 nChanged 1486 SP:Iteration 25Q (187.218129 sec): 3 clusters Score: Raw -8355895.023582 + Penalty 2180.444344 = -8353714.579238 nChanged 1341 SP:Iteration 26Q (187.337138 sec): 3 clusters Score: Raw -8356463.332194 + Penalty 2180.444344 = -8354282.887850 nChanged 1207 SP:Iteration 27Q (187.455423 sec): 3 clusters Score: Raw -8356903.997612 + Penalty 2180.444344 = -8354723.553268 nChanged 1104 SP:Iteration 28Q (187.572986 sec): 3 clusters Score: Raw -8357325.256405 + Penalty 2180.444344 = -8355144.812061 nChanged 1049 SP:Iteration 29Q (187.690257 sec): 3 clusters Score: Raw -8357715.409677 + Penalty 2180.444344 = -8355534.965333 nChanged 972 SP:Iteration 30Q (187.806853 sec): 3 clusters Score: Raw -8358089.752430 + Penalty 2180.444344 = -8355909.308086 nChanged 910 SP:Iteration 31Q (187.922800 sec): 3 clusters Score: Raw -8358422.679335 + Penalty 2180.444344 = -8356242.234991 nChanged 874 SP:Iteration 32Q (188.038546 sec): 3 clusters Score: Raw -8358735.547730 + Penalty 2180.444344 = -8356555.103386 nChanged 857 SP:Iteration 33Q (188.154019 sec): 3 clusters Score: Raw -8359033.204664 + Penalty 2180.444344 = -8356852.760320 nChanged 756 SP:Iteration 34Q (188.268665 sec): 3 clusters Score: Raw -8359289.262159 + Penalty 2180.444344 = -8357108.817815 nChanged 725 SP:Iteration 35Q (188.382657 sec): 3 clusters Score: Raw -8359552.004834 + Penalty 2180.444344 = -8357371.560491 nChanged 667 SP:Iteration 36Q (188.496161 sec): 3 clusters Score: Raw -8359788.823303 + Penalty 2180.444344 = -8357608.378959 nChanged 634 SP:Iteration 37Q (188.608924 sec): 3 clusters Score: Raw -8360010.619932 + Penalty 2180.444344 = -8357830.175588 nChanged 517 SP:Iteration 38Q (188.721039 sec): 3 clusters Score: Raw -8360171.884602 + Penalty 2180.444344 = -8357991.440258 nChanged 455 SP:Iteration 39Q (188.834443 sec): 3 clusters Score: Raw -8360313.777760 + Penalty 2180.444344 = -8358133.333416 nChanged 394 SP:Iteration 40F (188.956003 sec): 3 clusters Score: Raw -8360539.654252 + Penalty 2180.444344 = -8358359.209908 nChanged 405 SP:Iteration 41Q (189.068319 sec): 3 clusters Score: Raw -8360686.048265 + Penalty 2180.444344 = -8358505.603921 nChanged 400 SP:Iteration 42Q (189.180363 sec): 3 clusters Score: Raw -8360821.980443 + Penalty 2180.444344 = -8358641.536099 nChanged 378 SP:Iteration 43Q (189.291632 sec): 3 clusters Score: Raw -8360970.179773 + Penalty 2180.444344 = -8358789.735429 nChanged 390 SP:Iteration 44Q (189.402585 sec): 3 clusters Score: Raw -8361125.765543 + Penalty 2180.444344 = -8358945.321199 nChanged 319 SP:Iteration 45Q (189.513002 sec): 3 clusters Score: Raw -8361267.716124 + Penalty 2180.444344 = -8359087.271780 nChanged 282 SP:Iteration 46Q (189.622880 sec): 3 clusters Score: Raw -8361379.185785 + Penalty 2180.444344 = -8359198.741441 nChanged 237 SP:Iteration 47Q (189.732380 sec): 3 clusters Score: Raw -8361468.235066 + Penalty 2180.444344 = -8359287.790722 nChanged 234 SP:Iteration 48Q (189.841427 sec): 3 clusters Score: Raw -8361559.753348 + Penalty 2180.444344 = -8359379.309004 nChanged 193 SP:Iteration 49Q (189.950194 sec): 3 clusters Score: Raw -8361618.637971 + Penalty 2180.444344 = -8359438.193627 nChanged 151 SP:Iteration 50Q (190.059048 sec): 3 clusters Score: Raw -8361669.097422 + Penalty 2180.444344 = -8359488.653078 nChanged 151 SP:Iteration 51Q (190.167681 sec): 3 clusters Score: Raw -8361719.823972 + Penalty 2180.444344 = -8359539.379628 nChanged 163 SP:Iteration 52Q (190.275826 sec): 3 clusters Score: Raw -8361769.183582 + Penalty 2180.444344 = -8359588.739238 nChanged 139 SP:Iteration 53Q (190.383678 sec): 3 clusters Score: Raw -8361804.444374 + Penalty 2180.444344 = -8359624.000030 nChanged 123 SP:Iteration 54Q (190.491461 sec): 3 clusters Score: Raw -8361831.467392 + Penalty 2180.444344 = -8359651.023048 nChanged 97 SP:Iteration 55Q (190.599064 sec): 3 clusters Score: Raw -8361853.354063 + Penalty 2180.444344 = -8359672.909719 nChanged 102 SP:Iteration 56Q (190.706506 sec): 3 clusters Score: Raw -8361882.434316 + Penalty 2180.444344 = -8359701.989972 nChanged 114 SP:Iteration 57Q (190.814057 sec): 3 clusters Score: Raw -8361908.038722 + Penalty 2180.444344 = -8359727.594378 nChanged 111 SP:Iteration 58Q (190.921537 sec): 3 clusters Score: Raw -8361926.423443 + Penalty 2180.444344 = -8359745.979099 nChanged 78 SP:Iteration 59Q (191.029291 sec): 3 clusters Score: Raw -8361937.237452 + Penalty 2180.444344 = -8359756.793108 nChanged 60 SP:Iteration 60F (191.149541 sec): 3 clusters Score: Raw -8361949.799981 + Penalty 2180.444344 = -8359769.355637 nChanged 65 SP:Iteration 61Q (191.257940 sec): 3 clusters Score: Raw -8361960.637042 + Penalty 2180.444344 = -8359780.192698 nChanged 62 SP:Iteration 62Q (191.366213 sec): 3 clusters Score: Raw -8361967.825386 + Penalty 2180.444344 = -8359787.381042 nChanged 34 SP:Iteration 63Q (191.474356 sec): 3 clusters Score: Raw -8361971.467927 + Penalty 2180.444344 = -8359791.023583 nChanged 34 SP:Iteration 64Q (191.583135 sec): 3 clusters Score: Raw -8361973.741824 + Penalty 2180.444344 = -8359793.297480 nChanged 21 SP:Iteration 65Q (191.693340 sec): 3 clusters Score: Raw -8361974.939181 + Penalty 2180.444344 = -8359794.494837 nChanged 16 SP:Iteration 66Q (191.801024 sec): 3 clusters Score: Raw -8361975.805333 + Penalty 2180.444344 = -8359795.360989 nChanged 11 SP:Iteration 67Q (191.908688 sec): 3 clusters Score: Raw -8361976.398400 + Penalty 2180.444344 = -8359795.954056 nChanged 4 SP:Iteration 68Q (192.016311 sec): 3 clusters Score: Raw -8361976.515714 + Penalty 2180.444344 = -8359796.071370 nChanged 2 SP:Iteration 69Q (192.124012 sec): 3 clusters Score: Raw -8361976.671995 + Penalty 2180.444344 = -8359796.227651 nChanged 3 SP:Iteration 70Q (192.231691 sec): 3 clusters Score: Raw -8361976.901213 + Penalty 2180.444344 = -8359796.456869 nChanged 4 SP:Iteration 71Q (192.339478 sec): 3 clusters Score: Raw -8361977.452788 + Penalty 2180.444344 = -8359797.008444 nChanged 8 SP:Iteration 72Q (192.447152 sec): 3 clusters Score: Raw -8361978.093550 + Penalty 2180.444344 = -8359797.649206 nChanged 8 SP:Iteration 73Q (192.554738 sec): 3 clusters Score: Raw -8361978.537244 + Penalty 2180.444344 = -8359798.092900 nChanged 6 SP:Iteration 74Q (192.662537 sec): 3 clusters Score: Raw -8361978.869325 + Penalty 2180.444344 = -8359798.424981 nChanged 3 SP:Iteration 75Q (192.770438 sec): 3 clusters Score: Raw -8361979.046433 + Penalty 2180.444344 = -8359798.602089 nChanged 2 SP:Iteration 76Q (192.878194 sec): 3 clusters Score: Raw -8361979.077445 + Penalty 2180.444344 = -8359798.633101 nChanged 1 SP:Iteration 77Q (192.986002 sec): 3 clusters Score: Raw -8361979.101640 + Penalty 2180.444344 = -8359798.657296 nChanged 0 SP:Iteration 78F (193.106536 sec): 3 clusters Score: Raw -8361979.101640 + Penalty 2180.444344 = -8359798.657296 nChanged 0 Score: Raw -69254618.978748 + Penalty 27218.253372 = -69227400.725376 Splitting cluster 8 changes total score from -69000492.770346 to -69227400.725376 So it's getting split into cluster 21. Trying to split cluster 9 (8022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (201.158070 sec): 2 clusters Score: Raw -673667.674656 + Penalty 854.044589 = -672813.630066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (201.180785 sec): 3 clusters Score: Raw -668969.303620 + Penalty 1708.089179 = -667261.214441 nChanged 3580 SP:Iteration 1F (201.203033 sec): 3 clusters Score: Raw -671270.616862 + Penalty 1708.089179 = -669562.527683 nChanged 636 SP:Iteration 2F (201.225233 sec): 3 clusters Score: Raw -671738.153739 + Penalty 1708.089179 = -670030.064561 nChanged 624 SP:Iteration 3F (201.247457 sec): 3 clusters Score: Raw -672304.899580 + Penalty 1708.089179 = -670596.810401 nChanged 629 SP:Iteration 4F (201.269808 sec): 3 clusters Score: Raw -672876.322352 + Penalty 1708.089179 = -671168.233173 nChanged 542 SP:Iteration 5F (201.292195 sec): 3 clusters Score: Raw -673282.691389 + Penalty 1708.089179 = -671574.602210 nChanged 409 SP:Iteration 6F (201.314474 sec): 3 clusters Score: Raw -673529.823456 + Penalty 1708.089179 = -671821.734278 nChanged 291 SP:Iteration 7Q (201.336416 sec): 3 clusters Score: Raw -673680.152066 + Penalty 1708.089179 = -671972.062887 nChanged 246 SP:Iteration 8Q (201.358276 sec): 3 clusters Score: Raw -673840.624250 + Penalty 1708.089179 = -672132.535072 nChanged 252 SP:Iteration 9Q (201.379943 sec): 3 clusters Score: Raw -673996.267432 + Penalty 1708.089179 = -672288.178254 nChanged 215 SP:Iteration 10Q (201.401559 sec): 3 clusters Score: Raw -674114.467708 + Penalty 1708.089179 = -672406.378530 nChanged 194 SP:Iteration 11Q (201.423342 sec): 3 clusters Score: Raw -674225.991339 + Penalty 1708.089179 = -672517.902160 nChanged 179 SP:Iteration 12Q (201.444976 sec): 3 clusters Score: Raw -674328.927569 + Penalty 1708.089179 = -672620.838390 nChanged 157 SP:Iteration 13Q (201.466489 sec): 3 clusters Score: Raw -674397.235176 + Penalty 1708.089179 = -672689.145997 nChanged 129 SP:Iteration 14Q (201.488035 sec): 3 clusters Score: Raw -674459.544425 + Penalty 1708.089179 = -672751.455246 nChanged 122 SP:Iteration 15Q (201.509325 sec): 3 clusters Score: Raw -674507.857191 + Penalty 1708.089179 = -672799.768012 nChanged 103 SP:Iteration 16Q (201.530860 sec): 3 clusters Score: Raw -674546.595614 + Penalty 1708.089179 = -672838.506436 nChanged 82 SP:Iteration 17Q (201.552378 sec): 3 clusters Score: Raw -674572.335811 + Penalty 1708.089179 = -672864.246632 nChanged 61 SP:Iteration 18Q (201.573641 sec): 3 clusters Score: Raw -674585.975593 + Penalty 1708.089179 = -672877.886414 nChanged 41 SP:Iteration 19Q (201.594870 sec): 3 clusters Score: Raw -674594.424400 + Penalty 1708.089179 = -672886.335221 nChanged 30 SP:Iteration 20F (201.616939 sec): 3 clusters Score: Raw -674603.123971 + Penalty 1708.089179 = -672895.034792 nChanged 32 SP:Iteration 21Q (201.638237 sec): 3 clusters Score: Raw -674610.290274 + Penalty 1708.089179 = -672902.201095 nChanged 33 SP:Iteration 22Q (201.659674 sec): 3 clusters Score: Raw -674617.182255 + Penalty 1708.089179 = -672909.093077 nChanged 24 SP:Iteration 23Q (201.681057 sec): 3 clusters Score: Raw -674621.143457 + Penalty 1708.089179 = -672913.054278 nChanged 22 SP:Iteration 24Q (201.702608 sec): 3 clusters Score: Raw -674626.499807 + Penalty 1708.089179 = -672918.410628 nChanged 35 SP:Iteration 25Q (201.724131 sec): 3 clusters Score: Raw -674633.694170 + Penalty 1708.089179 = -672925.604992 nChanged 29 SP:Iteration 26Q (201.745417 sec): 3 clusters Score: Raw -674641.946028 + Penalty 1708.089179 = -672933.856849 nChanged 34 SP:Iteration 27Q (201.766648 sec): 3 clusters Score: Raw -674664.282617 + Penalty 1708.089179 = -672956.193438 nChanged 38 SP:Iteration 28Q (201.787984 sec): 3 clusters Score: Raw -674687.340562 + Penalty 1708.089179 = -672979.251383 nChanged 40 SP:Iteration 29Q (201.809445 sec): 3 clusters Score: Raw -674707.617547 + Penalty 1708.089179 = -672999.528369 nChanged 46 SP:Iteration 30Q (201.830470 sec): 3 clusters Score: Raw -674734.709138 + Penalty 1708.089179 = -673026.619959 nChanged 53 SP:Iteration 31Q (201.851764 sec): 3 clusters Score: Raw -674753.791823 + Penalty 1708.089179 = -673045.702644 nChanged 48 SP:Iteration 32Q (201.873152 sec): 3 clusters Score: Raw -674768.791381 + Penalty 1708.089179 = -673060.702202 nChanged 40 SP:Iteration 33Q (201.894423 sec): 3 clusters Score: Raw -674778.194794 + Penalty 1708.089179 = -673070.105615 nChanged 25 SP:Iteration 34Q (201.915802 sec): 3 clusters Score: Raw -674782.924757 + Penalty 1708.089179 = -673074.835578 nChanged 15 SP:Iteration 35Q (201.937127 sec): 3 clusters Score: Raw -674789.278338 + Penalty 1708.089179 = -673081.189159 nChanged 11 SP:Iteration 36Q (201.958245 sec): 3 clusters Score: Raw -674794.342803 + Penalty 1708.089179 = -673086.253624 nChanged 6 SP:Iteration 37Q (201.979606 sec): 3 clusters Score: Raw -674797.537261 + Penalty 1708.089179 = -673089.448082 nChanged 10 SP:Iteration 38Q (202.000693 sec): 3 clusters Score: Raw -674799.028987 + Penalty 1708.089179 = -673090.939809 nChanged 12 SP:Iteration 39Q (202.022004 sec): 3 clusters Score: Raw -674800.360728 + Penalty 1708.089179 = -673092.271549 nChanged 4 SP:Iteration 40F (202.044380 sec): 3 clusters Score: Raw -674804.544497 + Penalty 1708.089179 = -673096.455318 nChanged 8 SP:Iteration 41Q (202.065513 sec): 3 clusters Score: Raw -674808.188407 + Penalty 1708.089179 = -673100.099228 nChanged 10 SP:Iteration 42Q (202.086922 sec): 3 clusters Score: Raw -674811.270535 + Penalty 1708.089179 = -673103.181356 nChanged 12 SP:Iteration 43Q (202.108341 sec): 3 clusters Score: Raw -674813.148936 + Penalty 1708.089179 = -673105.059757 nChanged 7 SP:Iteration 44Q (202.129733 sec): 3 clusters Score: Raw -674814.419647 + Penalty 1708.089179 = -673106.330468 nChanged 6 SP:Iteration 45Q (202.151102 sec): 3 clusters Score: Raw -674814.907433 + Penalty 1708.089179 = -673106.818254 nChanged 4 SP:Iteration 46Q (202.172446 sec): 3 clusters Score: Raw -674815.226593 + Penalty 1708.089179 = -673107.137414 nChanged 3 SP:Iteration 47Q (202.193632 sec): 3 clusters Score: Raw -674815.457016 + Penalty 1708.089179 = -673107.367837 nChanged 1 SP:Iteration 48Q (202.215010 sec): 3 clusters Score: Raw -674815.560397 + Penalty 1708.089179 = -673107.471218 nChanged 0 SP:Iteration 49F (202.237235 sec): 3 clusters Score: Raw -674815.560397 + Penalty 1708.089179 = -673107.471218 nChanged 0 Score: Raw -69255766.864489 + Penalty 28514.360676 = -69227252.503814 Splitting cluster 9 changes total score from -69000492.770346 to -69227252.503814 So it's getting split into cluster 22. Trying to split cluster 10 (6476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.818218 sec): 2 clusters Score: Raw -511749.168311 + Penalty 833.706540 = -510915.461771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.840012 sec): 3 clusters Score: Raw -508306.290287 + Penalty 1667.413080 = -506638.877207 nChanged 2907 SP:Iteration 1F (210.860994 sec): 3 clusters Score: Raw -513212.684097 + Penalty 1667.413080 = -511545.271017 nChanged 1068 SP:Iteration 2F (210.881848 sec): 3 clusters Score: Raw -515189.915722 + Penalty 1667.413080 = -513522.502642 nChanged 481 SP:Iteration 3F (210.903039 sec): 3 clusters Score: Raw -515638.013560 + Penalty 1667.413080 = -513970.600481 nChanged 222 SP:Iteration 4Q (210.923715 sec): 3 clusters Score: Raw -515822.446067 + Penalty 1667.413080 = -514155.032988 nChanged 147 SP:Iteration 5Q (210.944275 sec): 3 clusters Score: Raw -515910.140006 + Penalty 1667.413080 = -514242.726926 nChanged 102 SP:Iteration 6Q (210.964632 sec): 3 clusters Score: Raw -515965.583945 + Penalty 1667.413080 = -514298.170866 nChanged 81 SP:Iteration 7Q (210.984894 sec): 3 clusters Score: Raw -515996.791585 + Penalty 1667.413080 = -514329.378505 nChanged 59 SP:Iteration 8Q (211.005219 sec): 3 clusters Score: Raw -516014.209452 + Penalty 1667.413080 = -514346.796372 nChanged 38 SP:Iteration 9Q (211.025565 sec): 3 clusters Score: Raw -516023.544242 + Penalty 1667.413080 = -514356.131162 nChanged 39 SP:Iteration 10Q (211.045711 sec): 3 clusters Score: Raw -516032.021353 + Penalty 1667.413080 = -514364.608273 nChanged 30 SP:Iteration 11Q (211.065980 sec): 3 clusters Score: Raw -516037.250678 + Penalty 1667.413080 = -514369.837599 nChanged 16 SP:Iteration 12Q (211.086047 sec): 3 clusters Score: Raw -516039.936449 + Penalty 1667.413080 = -514372.523369 nChanged 12 SP:Iteration 13Q (211.106223 sec): 3 clusters Score: Raw -516041.872478 + Penalty 1667.413080 = -514374.459398 nChanged 12 SP:Iteration 14Q (211.126337 sec): 3 clusters Score: Raw -516044.659323 + Penalty 1667.413080 = -514377.246244 nChanged 19 SP:Iteration 15Q (211.146789 sec): 3 clusters Score: Raw -516049.333838 + Penalty 1667.413080 = -514381.920758 nChanged 15 SP:Iteration 16Q (211.166983 sec): 3 clusters Score: Raw -516051.578193 + Penalty 1667.413080 = -514384.165113 nChanged 11 SP:Iteration 17Q (211.187112 sec): 3 clusters Score: Raw -516053.003533 + Penalty 1667.413080 = -514385.590453 nChanged 9 SP:Iteration 18Q (211.207407 sec): 3 clusters Score: Raw -516053.976348 + Penalty 1667.413080 = -514386.563268 nChanged 6 SP:Iteration 19Q (211.227849 sec): 3 clusters Score: Raw -516054.515418 + Penalty 1667.413080 = -514387.102338 nChanged 9 SP:Iteration 20F (211.248583 sec): 3 clusters Score: Raw -516055.365843 + Penalty 1667.413080 = -514387.952763 nChanged 7 SP:Iteration 21Q (211.268911 sec): 3 clusters Score: Raw -516056.229014 + Penalty 1667.413080 = -514388.815935 nChanged 3 SP:Iteration 22Q (211.289078 sec): 3 clusters Score: Raw -516056.717606 + Penalty 1667.413080 = -514389.304526 nChanged 3 SP:Iteration 23Q (211.309328 sec): 3 clusters Score: Raw -516057.041815 + Penalty 1667.413080 = -514389.628736 nChanged 4 SP:Iteration 24Q (211.329606 sec): 3 clusters Score: Raw -516057.512599 + Penalty 1667.413080 = -514390.099519 nChanged 5 SP:Iteration 25Q (211.349812 sec): 3 clusters Score: Raw -516058.010747 + Penalty 1667.413080 = -514390.597668 nChanged 3 SP:Iteration 26Q (211.369796 sec): 3 clusters Score: Raw -516058.267751 + Penalty 1667.413080 = -514390.854671 nChanged 4 SP:Iteration 27Q (211.389949 sec): 3 clusters Score: Raw -516058.584844 + Penalty 1667.413080 = -514391.171764 nChanged 2 SP:Iteration 28Q (211.410093 sec): 3 clusters Score: Raw -516058.725930 + Penalty 1667.413080 = -514391.312850 nChanged 0 SP:Iteration 29F (211.430872 sec): 3 clusters Score: Raw -516058.725930 + Penalty 1667.413080 = -514391.312850 nChanged 0 Score: Raw -69260076.422108 + Penalty 29810.467979 = -69230265.954129 Splitting cluster 10 changes total score from -69000492.770346 to -69230265.954129 So it's getting split into cluster 23. Trying to split cluster 11 (5785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (221.155287 sec): 2 clusters Score: Raw -497683.359537 + Penalty 822.987246 = -496860.372291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (221.175604 sec): 3 clusters Score: Raw -494545.269651 + Penalty 1645.974492 = -492899.295159 nChanged 2550 SP:Iteration 1F (221.195507 sec): 3 clusters Score: Raw -496100.665758 + Penalty 1645.974492 = -494454.691266 nChanged 491 SP:Iteration 2F (221.215342 sec): 3 clusters Score: Raw -496459.029347 + Penalty 1645.974492 = -494813.054855 nChanged 476 SP:Iteration 3F (221.235041 sec): 3 clusters Score: Raw -496999.928790 + Penalty 1645.974492 = -495353.954299 nChanged 546 SP:Iteration 4F (221.254734 sec): 3 clusters Score: Raw -498492.066604 + Penalty 1645.974492 = -496846.092112 nChanged 622 SP:Iteration 5F (221.281514 sec): 3 clusters Score: Raw -500928.906406 + Penalty 1645.974492 = -499282.931915 nChanged 610 SP:Iteration 6F (221.301519 sec): 3 clusters Score: Raw -501895.655657 + Penalty 1645.974492 = -500249.681166 nChanged 302 SP:Iteration 7F (221.321339 sec): 3 clusters Score: Raw -502137.287982 + Penalty 1645.974492 = -500491.313490 nChanged 129 SP:Iteration 8Q (221.341005 sec): 3 clusters Score: Raw -502203.848985 + Penalty 1645.974492 = -500557.874494 nChanged 70 SP:Iteration 9Q (221.360805 sec): 3 clusters Score: Raw -502231.578150 + Penalty 1645.974492 = -500585.603658 nChanged 52 SP:Iteration 10Q (221.380313 sec): 3 clusters Score: Raw -502247.579763 + Penalty 1645.974492 = -500601.605272 nChanged 33 SP:Iteration 11Q (221.399887 sec): 3 clusters Score: Raw -502256.780359 + Penalty 1645.974492 = -500610.805868 nChanged 22 SP:Iteration 12Q (221.419243 sec): 3 clusters Score: Raw -502261.930978 + Penalty 1645.974492 = -500615.956486 nChanged 18 SP:Iteration 13Q (221.438779 sec): 3 clusters Score: Raw -502266.066807 + Penalty 1645.974492 = -500620.092316 nChanged 13 SP:Iteration 14Q (221.458371 sec): 3 clusters Score: Raw -502268.772928 + Penalty 1645.974492 = -500622.798436 nChanged 15 SP:Iteration 15Q (221.477709 sec): 3 clusters Score: Raw -502271.467199 + Penalty 1645.974492 = -500625.492708 nChanged 10 SP:Iteration 16Q (221.497265 sec): 3 clusters Score: Raw -502273.208414 + Penalty 1645.974492 = -500627.233922 nChanged 11 SP:Iteration 17Q (221.516494 sec): 3 clusters Score: Raw -502275.261522 + Penalty 1645.974492 = -500629.287030 nChanged 9 SP:Iteration 18Q (221.535788 sec): 3 clusters Score: Raw -502276.527577 + Penalty 1645.974492 = -500630.553085 nChanged 6 SP:Iteration 19Q (221.554977 sec): 3 clusters Score: Raw -502277.152997 + Penalty 1645.974492 = -500631.178505 nChanged 5 SP:Iteration 20F (221.574764 sec): 3 clusters Score: Raw -502277.914231 + Penalty 1645.974492 = -500631.939739 nChanged 6 SP:Iteration 21Q (221.594152 sec): 3 clusters Score: Raw -502278.706886 + Penalty 1645.974492 = -500632.732395 nChanged 4 SP:Iteration 22Q (221.613673 sec): 3 clusters Score: Raw -502279.397038 + Penalty 1645.974492 = -500633.422546 nChanged 4 SP:Iteration 23Q (221.632994 sec): 3 clusters Score: Raw -502280.006190 + Penalty 1645.974492 = -500634.031698 nChanged 1 SP:Iteration 24Q (221.652479 sec): 3 clusters Score: Raw -502280.115189 + Penalty 1645.974492 = -500634.140697 nChanged 0 SP:Iteration 25F (221.672121 sec): 3 clusters Score: Raw -502280.115189 + Penalty 1645.974492 = -500634.140697 nChanged 0 Score: Raw -69264673.177760 + Penalty 31106.575282 = -69233566.602478 Splitting cluster 11 changes total score from -69000492.770346 to -69233566.602478 So it's getting split into cluster 24. Trying to split cluster 13 (6551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (231.739661 sec): 2 clusters Score: Raw -504522.925014 + Penalty 834.800434 = -503688.124580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.761451 sec): 3 clusters Score: Raw -500870.886570 + Penalty 1669.600868 = -499201.285702 nChanged 2856 SP:Iteration 1F (231.782433 sec): 3 clusters Score: Raw -502636.843520 + Penalty 1669.600868 = -500967.242653 nChanged 576 SP:Iteration 2F (231.803659 sec): 3 clusters Score: Raw -503150.211665 + Penalty 1669.600868 = -501480.610798 nChanged 630 SP:Iteration 3F (231.824663 sec): 3 clusters Score: Raw -503912.710484 + Penalty 1669.600868 = -502243.109616 nChanged 611 SP:Iteration 4F (231.845820 sec): 3 clusters Score: Raw -504678.624540 + Penalty 1669.600868 = -503009.023672 nChanged 464 SP:Iteration 5F (231.866933 sec): 3 clusters Score: Raw -505117.769244 + Penalty 1669.600868 = -503448.168376 nChanged 315 SP:Iteration 6Q (231.887730 sec): 3 clusters Score: Raw -505341.780352 + Penalty 1669.600868 = -503672.179484 nChanged 220 SP:Iteration 7Q (231.908582 sec): 3 clusters Score: Raw -505455.866730 + Penalty 1669.600868 = -503786.265863 nChanged 164 SP:Iteration 8Q (231.929272 sec): 3 clusters Score: Raw -505528.299346 + Penalty 1669.600868 = -503858.698478 nChanged 128 SP:Iteration 9Q (231.949915 sec): 3 clusters Score: Raw -505593.188925 + Penalty 1669.600868 = -503923.588057 nChanged 121 SP:Iteration 10Q (231.970798 sec): 3 clusters Score: Raw -505639.522867 + Penalty 1669.600868 = -503969.922000 nChanged 92 SP:Iteration 11Q (231.991512 sec): 3 clusters Score: Raw -505673.696589 + Penalty 1669.600868 = -504004.095721 nChanged 74 SP:Iteration 12Q (232.012126 sec): 3 clusters Score: Raw -505702.824656 + Penalty 1669.600868 = -504033.223788 nChanged 57 SP:Iteration 13Q (232.032803 sec): 3 clusters Score: Raw -505721.324195 + Penalty 1669.600868 = -504051.723327 nChanged 54 SP:Iteration 14Q (232.053473 sec): 3 clusters Score: Raw -505734.852074 + Penalty 1669.600868 = -504065.251206 nChanged 47 SP:Iteration 15Q (232.074107 sec): 3 clusters Score: Raw -505748.307640 + Penalty 1669.600868 = -504078.706772 nChanged 42 SP:Iteration 16Q (232.094722 sec): 3 clusters Score: Raw -505762.905498 + Penalty 1669.600868 = -504093.304631 nChanged 39 SP:Iteration 17Q (232.115583 sec): 3 clusters Score: Raw -505771.737949 + Penalty 1669.600868 = -504102.137082 nChanged 29 SP:Iteration 18Q (232.136104 sec): 3 clusters Score: Raw -505792.918397 + Penalty 1669.600868 = -504123.317529 nChanged 28 SP:Iteration 19Q (232.156736 sec): 3 clusters Score: Raw -505800.989232 + Penalty 1669.600868 = -504131.388364 nChanged 30 SP:Iteration 20F (232.177540 sec): 3 clusters Score: Raw -505829.813675 + Penalty 1669.600868 = -504160.212807 nChanged 39 SP:Iteration 21Q (232.198240 sec): 3 clusters Score: Raw -505864.529391 + Penalty 1669.600868 = -504194.928523 nChanged 49 SP:Iteration 22Q (232.218765 sec): 3 clusters Score: Raw -505891.955032 + Penalty 1669.600868 = -504222.354164 nChanged 47 SP:Iteration 23Q (232.239458 sec): 3 clusters Score: Raw -505916.118350 + Penalty 1669.600868 = -504246.517482 nChanged 44 SP:Iteration 24Q (232.260342 sec): 3 clusters Score: Raw -505935.138312 + Penalty 1669.600868 = -504265.537444 nChanged 41 SP:Iteration 25Q (232.281105 sec): 3 clusters Score: Raw -505946.909966 + Penalty 1669.600868 = -504277.309099 nChanged 34 SP:Iteration 26Q (232.301817 sec): 3 clusters Score: Raw -505954.875659 + Penalty 1669.600868 = -504285.274791 nChanged 33 SP:Iteration 27Q (232.322638 sec): 3 clusters Score: Raw -505962.105907 + Penalty 1669.600868 = -504292.505040 nChanged 37 SP:Iteration 28Q (232.343301 sec): 3 clusters Score: Raw -505970.623039 + Penalty 1669.600868 = -504301.022171 nChanged 39 SP:Iteration 29Q (232.363845 sec): 3 clusters Score: Raw -505980.422174 + Penalty 1669.600868 = -504310.821306 nChanged 47 SP:Iteration 30Q (232.384553 sec): 3 clusters Score: Raw -505994.151883 + Penalty 1669.600868 = -504324.551016 nChanged 51 SP:Iteration 31Q (232.405242 sec): 3 clusters Score: Raw -506007.918163 + Penalty 1669.600868 = -504338.317295 nChanged 52 SP:Iteration 32Q (232.425922 sec): 3 clusters Score: Raw -506021.578606 + Penalty 1669.600868 = -504351.977739 nChanged 59 SP:Iteration 33Q (232.446419 sec): 3 clusters Score: Raw -506039.077450 + Penalty 1669.600868 = -504369.476583 nChanged 56 SP:Iteration 34Q (232.467033 sec): 3 clusters Score: Raw -506055.204293 + Penalty 1669.600868 = -504385.603425 nChanged 71 SP:Iteration 35Q (232.487409 sec): 3 clusters Score: Raw -506086.058063 + Penalty 1669.600868 = -504416.457195 nChanged 88 SP:Iteration 36Q (232.508088 sec): 3 clusters Score: Raw -506126.133360 + Penalty 1669.600868 = -504456.532493 nChanged 95 SP:Iteration 37Q (232.528593 sec): 3 clusters Score: Raw -506165.113753 + Penalty 1669.600868 = -504495.512885 nChanged 95 SP:Iteration 38Q (232.549088 sec): 3 clusters Score: Raw -506206.246709 + Penalty 1669.600868 = -504536.645842 nChanged 104 SP:Iteration 39Q (232.569858 sec): 3 clusters Score: Raw -506256.672521 + Penalty 1669.600868 = -504587.071653 nChanged 113 SP:Iteration 40F (232.590746 sec): 3 clusters Score: Raw -506315.848188 + Penalty 1669.600868 = -504646.247320 nChanged 120 SP:Iteration 41Q (232.611292 sec): 3 clusters Score: Raw -506378.194120 + Penalty 1669.600868 = -504708.593252 nChanged 125 SP:Iteration 42Q (232.631582 sec): 3 clusters Score: Raw -506449.455840 + Penalty 1669.600868 = -504779.854972 nChanged 130 SP:Iteration 43Q (232.651786 sec): 3 clusters Score: Raw -506525.731612 + Penalty 1669.600868 = -504856.130744 nChanged 147 SP:Iteration 44Q (232.672181 sec): 3 clusters Score: Raw -506617.775324 + Penalty 1669.600868 = -504948.174456 nChanged 150 SP:Iteration 45Q (232.692511 sec): 3 clusters Score: Raw -506724.627286 + Penalty 1669.600868 = -505055.026418 nChanged 148 SP:Iteration 46Q (232.712736 sec): 3 clusters Score: Raw -506830.005833 + Penalty 1669.600868 = -505160.404965 nChanged 142 SP:Iteration 47Q (232.732891 sec): 3 clusters Score: Raw -506936.161446 + Penalty 1669.600868 = -505266.560578 nChanged 125 SP:Iteration 48Q (232.753027 sec): 3 clusters Score: Raw -507017.627564 + Penalty 1669.600868 = -505348.026697 nChanged 103 SP:Iteration 49Q (232.773056 sec): 3 clusters Score: Raw -507087.976584 + Penalty 1669.600868 = -505418.375717 nChanged 99 SP:Iteration 50Q (232.792944 sec): 3 clusters Score: Raw -507166.259905 + Penalty 1669.600868 = -505496.659037 nChanged 80 SP:Iteration 51Q (232.825030 sec): 3 clusters Score: Raw -507223.098141 + Penalty 1669.600868 = -505553.497273 nChanged 73 SP:Iteration 52Q (232.844759 sec): 3 clusters Score: Raw -507267.145958 + Penalty 1669.600868 = -505597.545090 nChanged 59 SP:Iteration 53Q (232.864728 sec): 3 clusters Score: Raw -507292.090320 + Penalty 1669.600868 = -505622.489452 nChanged 48 SP:Iteration 54Q (232.884597 sec): 3 clusters Score: Raw -507310.888558 + Penalty 1669.600868 = -505641.287690 nChanged 46 SP:Iteration 55Q (232.904287 sec): 3 clusters Score: Raw -507336.600454 + Penalty 1669.600868 = -505666.999587 nChanged 44 SP:Iteration 56Q (232.923901 sec): 3 clusters Score: Raw -507366.503725 + Penalty 1669.600868 = -505696.902858 nChanged 40 SP:Iteration 57Q (232.943403 sec): 3 clusters Score: Raw -507390.468639 + Penalty 1669.600868 = -505720.867771 nChanged 32 SP:Iteration 58Q (232.962918 sec): 3 clusters Score: Raw -507404.226834 + Penalty 1669.600868 = -505734.625967 nChanged 21 SP:Iteration 59Q (232.982686 sec): 3 clusters Score: Raw -507413.779380 + Penalty 1669.600868 = -505744.178512 nChanged 20 SP:Iteration 60F (233.003571 sec): 3 clusters Score: Raw -507422.562775 + Penalty 1669.600868 = -505752.961907 nChanged 21 SP:Iteration 61Q (233.023144 sec): 3 clusters Score: Raw -507431.510318 + Penalty 1669.600868 = -505761.909450 nChanged 15 SP:Iteration 62Q (233.042815 sec): 3 clusters Score: Raw -507438.247505 + Penalty 1669.600868 = -505768.646637 nChanged 14 SP:Iteration 63Q (233.062289 sec): 3 clusters Score: Raw -507443.853737 + Penalty 1669.600868 = -505774.252869 nChanged 9 SP:Iteration 64Q (233.081746 sec): 3 clusters Score: Raw -507446.914699 + Penalty 1669.600868 = -505777.313832 nChanged 10 SP:Iteration 65Q (233.101606 sec): 3 clusters Score: Raw -507449.461726 + Penalty 1669.600868 = -505779.860858 nChanged 9 SP:Iteration 66Q (233.121228 sec): 3 clusters Score: Raw -507452.846725 + Penalty 1669.600868 = -505783.245858 nChanged 10 SP:Iteration 67Q (233.140675 sec): 3 clusters Score: Raw -507456.395098 + Penalty 1669.600868 = -505786.794230 nChanged 8 SP:Iteration 68Q (233.160302 sec): 3 clusters Score: Raw -507458.720302 + Penalty 1669.600868 = -505789.119434 nChanged 7 SP:Iteration 69Q (233.179746 sec): 3 clusters Score: Raw -507460.566759 + Penalty 1669.600868 = -505790.965892 nChanged 5 SP:Iteration 70Q (233.199292 sec): 3 clusters Score: Raw -507462.032976 + Penalty 1669.600868 = -505792.432108 nChanged 7 SP:Iteration 71Q (233.218722 sec): 3 clusters Score: Raw -507464.691820 + Penalty 1669.600868 = -505795.090952 nChanged 7 SP:Iteration 72Q (233.238287 sec): 3 clusters Score: Raw -507466.839121 + Penalty 1669.600868 = -505797.238253 nChanged 9 SP:Iteration 73Q (233.257849 sec): 3 clusters Score: Raw -507468.624093 + Penalty 1669.600868 = -505799.023225 nChanged 3 SP:Iteration 74Q (233.277307 sec): 3 clusters Score: Raw -507469.288323 + Penalty 1669.600868 = -505799.687456 nChanged 0 SP:Iteration 75F (233.298220 sec): 3 clusters Score: Raw -507469.288323 + Penalty 1669.600868 = -505799.687456 nChanged 0 Score: Raw -69267619.541069 + Penalty 32402.682586 = -69235216.858483 Splitting cluster 13 changes total score from -69000492.770346 to -69235216.858483 So it's getting split into cluster 25. Trying to split cluster 15 (21783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.794483 sec): 2 clusters Score: Raw -1859735.068129 + Penalty 948.944087 = -1858786.124042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.835188 sec): 3 clusters Score: Raw -1846236.920040 + Penalty 1897.888174 = -1844339.031866 nChanged 10107 SP:Iteration 1F (243.871225 sec): 3 clusters Score: Raw -1852814.039545 + Penalty 1897.888174 = -1850916.151371 nChanged 1547 SP:Iteration 2F (243.907776 sec): 3 clusters Score: Raw -1853864.145806 + Penalty 1897.888174 = -1851966.257632 nChanged 1659 SP:Iteration 3F (243.943985 sec): 3 clusters Score: Raw -1855105.126339 + Penalty 1897.888174 = -1853207.238165 nChanged 1595 SP:Iteration 4F (243.979983 sec): 3 clusters Score: Raw -1856374.411646 + Penalty 1897.888174 = -1854476.523472 nChanged 1365 SP:Iteration 5F (244.016272 sec): 3 clusters Score: Raw -1857471.532451 + Penalty 1897.888174 = -1855573.644277 nChanged 1030 SP:Iteration 6Q (244.052709 sec): 3 clusters Score: Raw -1858277.838717 + Penalty 1897.888174 = -1856379.950542 nChanged 787 SP:Iteration 7Q (244.088521 sec): 3 clusters Score: Raw -1858835.761376 + Penalty 1897.888174 = -1856937.873202 nChanged 568 SP:Iteration 8Q (244.123802 sec): 3 clusters Score: Raw -1859202.666582 + Penalty 1897.888174 = -1857304.778408 nChanged 433 SP:Iteration 9Q (244.158496 sec): 3 clusters Score: Raw -1859434.677126 + Penalty 1897.888174 = -1857536.788952 nChanged 331 SP:Iteration 10Q (244.192620 sec): 3 clusters Score: Raw -1859565.312544 + Penalty 1897.888174 = -1857667.424370 nChanged 256 SP:Iteration 11Q (244.226622 sec): 3 clusters Score: Raw -1859652.260196 + Penalty 1897.888174 = -1857754.372022 nChanged 209 SP:Iteration 12Q (244.260454 sec): 3 clusters Score: Raw -1859718.331533 + Penalty 1897.888174 = -1857820.443358 nChanged 177 SP:Iteration 13Q (244.294120 sec): 3 clusters Score: Raw -1859769.109164 + Penalty 1897.888174 = -1857871.220990 nChanged 155 SP:Iteration 14Q (244.327570 sec): 3 clusters Score: Raw -1859810.181147 + Penalty 1897.888174 = -1857912.292973 nChanged 125 SP:Iteration 15Q (244.360945 sec): 3 clusters Score: Raw -1859842.236686 + Penalty 1897.888174 = -1857944.348512 nChanged 109 SP:Iteration 16Q (244.394232 sec): 3 clusters Score: Raw -1859865.259284 + Penalty 1897.888174 = -1857967.371109 nChanged 90 SP:Iteration 17Q (244.427504 sec): 3 clusters Score: Raw -1859880.979776 + Penalty 1897.888174 = -1857983.091602 nChanged 86 SP:Iteration 18Q (244.460537 sec): 3 clusters Score: Raw -1859894.348717 + Penalty 1897.888174 = -1857996.460543 nChanged 71 SP:Iteration 19Q (244.493546 sec): 3 clusters Score: Raw -1859908.384241 + Penalty 1897.888174 = -1858010.496067 nChanged 66 SP:Iteration 20F (244.529786 sec): 3 clusters Score: Raw -1859919.915833 + Penalty 1897.888174 = -1858022.027659 nChanged 50 SP:Iteration 21Q (244.563033 sec): 3 clusters Score: Raw -1859928.604769 + Penalty 1897.888174 = -1858030.716595 nChanged 55 SP:Iteration 22Q (244.596067 sec): 3 clusters Score: Raw -1859937.499452 + Penalty 1897.888174 = -1858039.611278 nChanged 52 SP:Iteration 23Q (244.629016 sec): 3 clusters Score: Raw -1859945.467744 + Penalty 1897.888174 = -1858047.579570 nChanged 41 SP:Iteration 24Q (244.661894 sec): 3 clusters Score: Raw -1859950.345026 + Penalty 1897.888174 = -1858052.456852 nChanged 40 SP:Iteration 25Q (244.694665 sec): 3 clusters Score: Raw -1859954.920093 + Penalty 1897.888174 = -1858057.031918 nChanged 33 SP:Iteration 26Q (244.728066 sec): 3 clusters Score: Raw -1859959.774823 + Penalty 1897.888174 = -1858061.886649 nChanged 36 SP:Iteration 27Q (244.761071 sec): 3 clusters Score: Raw -1859966.450453 + Penalty 1897.888174 = -1858068.562279 nChanged 36 SP:Iteration 28Q (244.794056 sec): 3 clusters Score: Raw -1859970.933707 + Penalty 1897.888174 = -1858073.045533 nChanged 21 SP:Iteration 29Q (244.826739 sec): 3 clusters Score: Raw -1859972.930212 + Penalty 1897.888174 = -1858075.042038 nChanged 13 SP:Iteration 30Q (244.859297 sec): 3 clusters Score: Raw -1859974.196335 + Penalty 1897.888174 = -1858076.308161 nChanged 10 SP:Iteration 31Q (244.892204 sec): 3 clusters Score: Raw -1859975.376498 + Penalty 1897.888174 = -1858077.488323 nChanged 14 SP:Iteration 32Q (244.924790 sec): 3 clusters Score: Raw -1859976.762826 + Penalty 1897.888174 = -1858078.874652 nChanged 19 SP:Iteration 33Q (244.957615 sec): 3 clusters Score: Raw -1859979.221871 + Penalty 1897.888174 = -1858081.333697 nChanged 18 SP:Iteration 34Q (244.990092 sec): 3 clusters Score: Raw -1859981.150279 + Penalty 1897.888174 = -1858083.262105 nChanged 19 SP:Iteration 35Q (245.022694 sec): 3 clusters Score: Raw -1859983.168664 + Penalty 1897.888174 = -1858085.280490 nChanged 23 SP:Iteration 36Q (245.055293 sec): 3 clusters Score: Raw -1859987.374322 + Penalty 1897.888174 = -1858089.486148 nChanged 31 SP:Iteration 37Q (245.088010 sec): 3 clusters Score: Raw -1859991.511508 + Penalty 1897.888174 = -1858093.623334 nChanged 22 SP:Iteration 38Q (245.120633 sec): 3 clusters Score: Raw -1859995.345321 + Penalty 1897.888174 = -1858097.457146 nChanged 20 SP:Iteration 39Q (245.153092 sec): 3 clusters Score: Raw -1859998.111247 + Penalty 1897.888174 = -1858100.223073 nChanged 17 SP:Iteration 40F (245.189349 sec): 3 clusters Score: Raw -1860000.221939 + Penalty 1897.888174 = -1858102.333765 nChanged 18 SP:Iteration 41Q (245.222013 sec): 3 clusters Score: Raw -1860002.333097 + Penalty 1897.888174 = -1858104.444922 nChanged 17 SP:Iteration 42Q (245.254444 sec): 3 clusters Score: Raw -1860005.020211 + Penalty 1897.888174 = -1858107.132037 nChanged 15 SP:Iteration 43Q (245.286813 sec): 3 clusters Score: Raw -1860007.355108 + Penalty 1897.888174 = -1858109.466934 nChanged 22 SP:Iteration 44Q (245.319387 sec): 3 clusters Score: Raw -1860010.681938 + Penalty 1897.888174 = -1858112.793764 nChanged 23 SP:Iteration 45Q (245.352073 sec): 3 clusters Score: Raw -1860013.765224 + Penalty 1897.888174 = -1858115.877049 nChanged 13 SP:Iteration 46Q (245.384743 sec): 3 clusters Score: Raw -1860015.440403 + Penalty 1897.888174 = -1858117.552229 nChanged 15 SP:Iteration 47Q (245.417217 sec): 3 clusters Score: Raw -1860017.523063 + Penalty 1897.888174 = -1858119.634889 nChanged 12 SP:Iteration 48Q (245.449663 sec): 3 clusters Score: Raw -1860018.387869 + Penalty 1897.888174 = -1858120.499694 nChanged 5 SP:Iteration 49Q (245.482146 sec): 3 clusters Score: Raw -1860019.042548 + Penalty 1897.888174 = -1858121.154374 nChanged 3 SP:Iteration 50Q (245.514583 sec): 3 clusters Score: Raw -1860019.465705 + Penalty 1897.888174 = -1858121.577531 nChanged 2 SP:Iteration 51Q (245.547019 sec): 3 clusters Score: Raw -1860019.630031 + Penalty 1897.888174 = -1858121.741856 nChanged 1 SP:Iteration 52Q (245.579403 sec): 3 clusters Score: Raw -1860019.726578 + Penalty 1897.888174 = -1858121.838404 nChanged 0 SP:Iteration 53F (245.615736 sec): 3 clusters Score: Raw -1860019.726578 + Penalty 1897.888174 = -1858121.838404 nChanged 0 Trying to split cluster 16 (76421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.701546 sec): 2 clusters Score: Raw -6173234.568089 + Penalty 1068.181217 = -6172166.386873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.801503 sec): 3 clusters Score: Raw -6123049.943281 + Penalty 2136.362433 = -6120913.580848 nChanged 36926 SP:Iteration 1F (245.899717 sec): 3 clusters Score: Raw -6145713.082879 + Penalty 2136.362433 = -6143576.720446 nChanged 4294 SP:Iteration 2F (246.002347 sec): 3 clusters Score: Raw -6147944.117091 + Penalty 2136.362433 = -6145807.754658 nChanged 4964 SP:Iteration 3F (246.100498 sec): 3 clusters Score: Raw -6151066.949037 + Penalty 2136.362433 = -6148930.586604 nChanged 5276 SP:Iteration 4F (246.198618 sec): 3 clusters Score: Raw -6154972.726700 + Penalty 2136.362433 = -6152836.364267 nChanged 5369 SP:Iteration 5F (246.296831 sec): 3 clusters Score: Raw -6159220.973859 + Penalty 2136.362433 = -6157084.611425 nChanged 4787 SP:Iteration 6F (246.395110 sec): 3 clusters Score: Raw -6162446.572928 + Penalty 2136.362433 = -6160310.210495 nChanged 3680 SP:Iteration 7Q (246.499120 sec): 3 clusters Score: Raw -6164205.824048 + Penalty 2136.362433 = -6162069.461615 nChanged 2442 SP:Iteration 8Q (246.602563 sec): 3 clusters Score: Raw -6165020.740793 + Penalty 2136.362433 = -6162884.378360 nChanged 1572 SP:Iteration 9Q (246.705342 sec): 3 clusters Score: Raw -6165453.174642 + Penalty 2136.362433 = -6163316.812209 nChanged 1209 SP:Iteration 10Q (246.807880 sec): 3 clusters Score: Raw -6165772.523986 + Penalty 2136.362433 = -6163636.161553 nChanged 1083 SP:Iteration 11Q (246.910122 sec): 3 clusters Score: Raw -6166032.098306 + Penalty 2136.362433 = -6163895.735873 nChanged 1005 SP:Iteration 12Q (247.012444 sec): 3 clusters Score: Raw -6166276.432911 + Penalty 2136.362433 = -6164140.070478 nChanged 973 SP:Iteration 13Q (247.114527 sec): 3 clusters Score: Raw -6166516.655499 + Penalty 2136.362433 = -6164380.293065 nChanged 990 SP:Iteration 14Q (247.216343 sec): 3 clusters Score: Raw -6166772.468161 + Penalty 2136.362433 = -6164636.105727 nChanged 995 SP:Iteration 15Q (247.317906 sec): 3 clusters Score: Raw -6167037.610966 + Penalty 2136.362433 = -6164901.248533 nChanged 1050 SP:Iteration 16Q (247.419378 sec): 3 clusters Score: Raw -6167340.298376 + Penalty 2136.362433 = -6165203.935943 nChanged 1092 SP:Iteration 17Q (247.520814 sec): 3 clusters Score: Raw -6167676.281639 + Penalty 2136.362433 = -6165539.919205 nChanged 1228 SP:Iteration 18Q (247.621839 sec): 3 clusters Score: Raw -6168118.104149 + Penalty 2136.362433 = -6165981.741716 nChanged 1339 SP:Iteration 19Q (247.722669 sec): 3 clusters Score: Raw -6168709.895300 + Penalty 2136.362433 = -6166573.532867 nChanged 1504 SP:Iteration 20F (247.820814 sec): 3 clusters Score: Raw -6169519.610959 + Penalty 2136.362433 = -6167383.248526 nChanged 1561 SP:Iteration 21Q (247.921173 sec): 3 clusters Score: Raw -6170511.330870 + Penalty 2136.362433 = -6168374.968437 nChanged 1548 SP:Iteration 22Q (248.020565 sec): 3 clusters Score: Raw -6171550.314974 + Penalty 2136.362433 = -6169413.952541 nChanged 1371 SP:Iteration 23Q (248.119044 sec): 3 clusters Score: Raw -6172366.525046 + Penalty 2136.362433 = -6170230.162613 nChanged 1179 SP:Iteration 24Q (248.216236 sec): 3 clusters Score: Raw -6172961.970407 + Penalty 2136.362433 = -6170825.607974 nChanged 954 SP:Iteration 25Q (248.311985 sec): 3 clusters Score: Raw -6173350.934769 + Penalty 2136.362433 = -6171214.572336 nChanged 789 SP:Iteration 26Q (248.407120 sec): 3 clusters Score: Raw -6173612.520796 + Penalty 2136.362433 = -6171476.158363 nChanged 637 SP:Iteration 27Q (248.512423 sec): 3 clusters Score: Raw -6173790.162222 + Penalty 2136.362433 = -6171653.799789 nChanged 524 SP:Iteration 28Q (248.626624 sec): 3 clusters Score: Raw -6173909.150008 + Penalty 2136.362433 = -6171772.787575 nChanged 443 SP:Iteration 29Q (248.720101 sec): 3 clusters Score: Raw -6174003.980029 + Penalty 2136.362433 = -6171867.617596 nChanged 445 SP:Iteration 30Q (248.813156 sec): 3 clusters Score: Raw -6174087.666974 + Penalty 2136.362433 = -6171951.304541 nChanged 397 SP:Iteration 31Q (248.905974 sec): 3 clusters Score: Raw -6174154.971111 + Penalty 2136.362433 = -6172018.608678 nChanged 342 SP:Iteration 32Q (248.998331 sec): 3 clusters Score: Raw -6174207.987260 + Penalty 2136.362433 = -6172071.624826 nChanged 319 SP:Iteration 33Q (249.090543 sec): 3 clusters Score: Raw -6174254.281350 + Penalty 2136.362433 = -6172117.918917 nChanged 303 SP:Iteration 34Q (249.182610 sec): 3 clusters Score: Raw -6174297.096600 + Penalty 2136.362433 = -6172160.734167 nChanged 271 SP:Iteration 35Q (249.275673 sec): 3 clusters Score: Raw -6174334.874175 + Penalty 2136.362433 = -6172198.511742 nChanged 269 SP:Iteration 36Q (249.368450 sec): 3 clusters Score: Raw -6174373.087330 + Penalty 2136.362433 = -6172236.724896 nChanged 239 SP:Iteration 37Q (249.460597 sec): 3 clusters Score: Raw -6174406.032389 + Penalty 2136.362433 = -6172269.669955 nChanged 224 SP:Iteration 38Q (249.552726 sec): 3 clusters Score: Raw -6174438.017441 + Penalty 2136.362433 = -6172301.655008 nChanged 213 SP:Iteration 39Q (249.644915 sec): 3 clusters Score: Raw -6174466.539605 + Penalty 2136.362433 = -6172330.177172 nChanged 216 SP:Iteration 40F (249.743299 sec): 3 clusters Score: Raw -6174498.429401 + Penalty 2136.362433 = -6172362.066968 nChanged 226 SP:Iteration 41Q (249.835049 sec): 3 clusters Score: Raw -6174531.594160 + Penalty 2136.362433 = -6172395.231726 nChanged 200 SP:Iteration 42Q (249.927828 sec): 3 clusters Score: Raw -6174557.777036 + Penalty 2136.362433 = -6172421.414603 nChanged 201 SP:Iteration 43Q (250.019709 sec): 3 clusters Score: Raw -6174584.753058 + Penalty 2136.362433 = -6172448.390625 nChanged 198 SP:Iteration 44Q (250.111456 sec): 3 clusters Score: Raw -6174609.056739 + Penalty 2136.362433 = -6172472.694306 nChanged 184 SP:Iteration 45Q (250.202976 sec): 3 clusters Score: Raw -6174629.736758 + Penalty 2136.362433 = -6172493.374324 nChanged 166 SP:Iteration 46Q (250.294877 sec): 3 clusters Score: Raw -6174649.841493 + Penalty 2136.362433 = -6172513.479060 nChanged 159 SP:Iteration 47Q (250.386307 sec): 3 clusters Score: Raw -6174667.555406 + Penalty 2136.362433 = -6172531.192973 nChanged 124 SP:Iteration 48Q (250.477627 sec): 3 clusters Score: Raw -6174679.849964 + Penalty 2136.362433 = -6172543.487531 nChanged 124 SP:Iteration 49Q (250.568830 sec): 3 clusters Score: Raw -6174691.345254 + Penalty 2136.362433 = -6172554.982820 nChanged 120 SP:Iteration 50Q (250.661112 sec): 3 clusters Score: Raw -6174702.117920 + Penalty 2136.362433 = -6172565.755487 nChanged 132 SP:Iteration 51Q (250.752140 sec): 3 clusters Score: Raw -6174713.013120 + Penalty 2136.362433 = -6172576.650687 nChanged 110 SP:Iteration 52Q (250.843111 sec): 3 clusters Score: Raw -6174721.062883 + Penalty 2136.362433 = -6172584.700450 nChanged 94 SP:Iteration 53Q (250.934151 sec): 3 clusters Score: Raw -6174727.619581 + Penalty 2136.362433 = -6172591.257148 nChanged 81 SP:Iteration 54Q (251.024962 sec): 3 clusters Score: Raw -6174732.957160 + Penalty 2136.362433 = -6172596.594727 nChanged 68 SP:Iteration 55Q (251.115763 sec): 3 clusters Score: Raw -6174737.002616 + Penalty 2136.362433 = -6172600.640182 nChanged 56 SP:Iteration 56Q (251.206262 sec): 3 clusters Score: Raw -6174740.481650 + Penalty 2136.362433 = -6172604.119217 nChanged 55 SP:Iteration 57Q (251.296971 sec): 3 clusters Score: Raw -6174744.119226 + Penalty 2136.362433 = -6172607.756792 nChanged 51 SP:Iteration 58Q (251.387673 sec): 3 clusters Score: Raw -6174746.974105 + Penalty 2136.362433 = -6172610.611672 nChanged 43 SP:Iteration 59Q (251.478397 sec): 3 clusters Score: Raw -6174749.374769 + Penalty 2136.362433 = -6172613.012336 nChanged 39 SP:Iteration 60F (251.576546 sec): 3 clusters Score: Raw -6174751.414657 + Penalty 2136.362433 = -6172615.052223 nChanged 42 SP:Iteration 61Q (251.667329 sec): 3 clusters Score: Raw -6174753.223632 + Penalty 2136.362433 = -6172616.861199 nChanged 39 SP:Iteration 62Q (251.757991 sec): 3 clusters Score: Raw -6174755.187773 + Penalty 2136.362433 = -6172618.825340 nChanged 28 SP:Iteration 63Q (251.848382 sec): 3 clusters Score: Raw -6174756.126998 + Penalty 2136.362433 = -6172619.764565 nChanged 19 SP:Iteration 64Q (251.938771 sec): 3 clusters Score: Raw -6174756.881013 + Penalty 2136.362433 = -6172620.518579 nChanged 23 SP:Iteration 65Q (252.051339 sec): 3 clusters Score: Raw -6174757.828202 + Penalty 2136.362433 = -6172621.465769 nChanged 20 SP:Iteration 66Q (252.141950 sec): 3 clusters Score: Raw -6174758.692565 + Penalty 2136.362433 = -6172622.330131 nChanged 16 SP:Iteration 67Q (252.232390 sec): 3 clusters Score: Raw -6174759.265193 + Penalty 2136.362433 = -6172622.902760 nChanged 15 SP:Iteration 68Q (252.322835 sec): 3 clusters Score: Raw -6174759.762144 + Penalty 2136.362433 = -6172623.399711 nChanged 16 SP:Iteration 69Q (252.413253 sec): 3 clusters Score: Raw -6174760.296625 + Penalty 2136.362433 = -6172623.934191 nChanged 15 SP:Iteration 70Q (252.503618 sec): 3 clusters Score: Raw -6174760.752362 + Penalty 2136.362433 = -6172624.389928 nChanged 13 SP:Iteration 71Q (252.594374 sec): 3 clusters Score: Raw -6174761.108326 + Penalty 2136.362433 = -6172624.745893 nChanged 17 SP:Iteration 72Q (252.684747 sec): 3 clusters Score: Raw -6174761.651235 + Penalty 2136.362433 = -6172625.288801 nChanged 17 SP:Iteration 73Q (252.775110 sec): 3 clusters Score: Raw -6174762.401374 + Penalty 2136.362433 = -6172626.038941 nChanged 15 SP:Iteration 74Q (252.865519 sec): 3 clusters Score: Raw -6174762.894398 + Penalty 2136.362433 = -6172626.531964 nChanged 10 SP:Iteration 75Q (252.955927 sec): 3 clusters Score: Raw -6174763.281819 + Penalty 2136.362433 = -6172626.919386 nChanged 15 SP:Iteration 76Q (253.046208 sec): 3 clusters Score: Raw -6174763.942076 + Penalty 2136.362433 = -6172627.579643 nChanged 13 SP:Iteration 77Q (253.136515 sec): 3 clusters Score: Raw -6174764.429800 + Penalty 2136.362433 = -6172628.067367 nChanged 12 SP:Iteration 78Q (253.227165 sec): 3 clusters Score: Raw -6174764.785231 + Penalty 2136.362433 = -6172628.422798 nChanged 10 SP:Iteration 79Q (253.317495 sec): 3 clusters Score: Raw -6174765.216899 + Penalty 2136.362433 = -6172628.854466 nChanged 14 SP:Iteration 80F (253.415716 sec): 3 clusters Score: Raw -6174765.774839 + Penalty 2136.362433 = -6172629.412405 nChanged 16 SP:Iteration 81Q (253.505952 sec): 3 clusters Score: Raw -6174766.347407 + Penalty 2136.362433 = -6172629.984973 nChanged 13 SP:Iteration 82Q (253.596193 sec): 3 clusters Score: Raw -6174766.775771 + Penalty 2136.362433 = -6172630.413338 nChanged 14 SP:Iteration 83Q (253.686571 sec): 3 clusters Score: Raw -6174767.337925 + Penalty 2136.362433 = -6172630.975492 nChanged 15 SP:Iteration 84Q (253.776853 sec): 3 clusters Score: Raw -6174768.070532 + Penalty 2136.362433 = -6172631.708099 nChanged 20 SP:Iteration 85Q (253.867217 sec): 3 clusters Score: Raw -6174768.719425 + Penalty 2136.362433 = -6172632.356992 nChanged 17 SP:Iteration 86Q (253.957579 sec): 3 clusters Score: Raw -6174769.274192 + Penalty 2136.362433 = -6172632.911759 nChanged 17 SP:Iteration 87Q (254.047983 sec): 3 clusters Score: Raw -6174769.769035 + Penalty 2136.362433 = -6172633.406602 nChanged 15 SP:Iteration 88Q (254.138165 sec): 3 clusters Score: Raw -6174770.263141 + Penalty 2136.362433 = -6172633.900708 nChanged 15 SP:Iteration 89Q (254.228203 sec): 3 clusters Score: Raw -6174770.768359 + Penalty 2136.362433 = -6172634.405926 nChanged 8 SP:Iteration 90Q (254.318377 sec): 3 clusters Score: Raw -6174770.930148 + Penalty 2136.362433 = -6172634.567715 nChanged 5 SP:Iteration 91Q (254.408473 sec): 3 clusters Score: Raw -6174771.062534 + Penalty 2136.362433 = -6172634.700101 nChanged 6 SP:Iteration 92Q (254.498515 sec): 3 clusters Score: Raw -6174771.227345 + Penalty 2136.362433 = -6172634.864911 nChanged 5 SP:Iteration 93Q (254.588844 sec): 3 clusters Score: Raw -6174771.442155 + Penalty 2136.362433 = -6172635.079722 nChanged 5 SP:Iteration 94Q (254.679142 sec): 3 clusters Score: Raw -6174771.567793 + Penalty 2136.362433 = -6172635.205359 nChanged 3 SP:Iteration 95Q (254.769277 sec): 3 clusters Score: Raw -6174771.616775 + Penalty 2136.362433 = -6172635.254342 nChanged 3 SP:Iteration 96Q (254.859339 sec): 3 clusters Score: Raw -6174771.695919 + Penalty 2136.362433 = -6172635.333486 nChanged 6 SP:Iteration 97Q (254.949339 sec): 3 clusters Score: Raw -6174771.848305 + Penalty 2136.362433 = -6172635.485872 nChanged 6 SP:Iteration 98Q (255.039692 sec): 3 clusters Score: Raw -6174772.032447 + Penalty 2136.362433 = -6172635.670014 nChanged 5 SP:Iteration 99Q (255.129955 sec): 3 clusters Score: Raw -6174772.202159 + Penalty 2136.362433 = -6172635.839726 nChanged 6 SP:Iteration 100F (255.228142 sec): 3 clusters Score: Raw -6174772.383108 + Penalty 2136.362433 = -6172636.020675 nChanged 5 SP:Iteration 101Q (255.318542 sec): 3 clusters Score: Raw -6174772.613095 + Penalty 2136.362433 = -6172636.250662 nChanged 5 SP:Iteration 102Q (255.408715 sec): 3 clusters Score: Raw -6174772.739334 + Penalty 2136.362433 = -6172636.376900 nChanged 5 SP:Iteration 103Q (255.499319 sec): 3 clusters Score: Raw -6174772.854590 + Penalty 2136.362433 = -6172636.492156 nChanged 4 SP:Iteration 104Q (255.590360 sec): 3 clusters Score: Raw -6174772.973112 + Penalty 2136.362433 = -6172636.610679 nChanged 2 SP:Iteration 105Q (255.680632 sec): 3 clusters Score: Raw -6174772.997688 + Penalty 2136.362433 = -6172636.635255 nChanged 1 SP:Iteration 106Q (255.770741 sec): 3 clusters Score: Raw -6174773.008516 + Penalty 2136.362433 = -6172636.646083 nChanged 0 SP:Iteration 107F (255.868658 sec): 3 clusters Score: Raw -6174773.008516 + Penalty 2136.362433 = -6172636.646083 nChanged 0 Score: Raw -69269157.981496 + Penalty 33698.789889 = -69235459.191606 Splitting cluster 16 changes total score from -69000492.770346 to -69235459.191606 So it's getting split into cluster 26. Trying to split cluster 17 (31936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (265.764601 sec): 2 clusters Score: Raw -2749194.078860 + Penalty 985.291472 = -2748208.787388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (265.815373 sec): 3 clusters Score: Raw -2728823.819395 + Penalty 1970.582944 = -2726853.236451 nChanged 15089 SP:Iteration 1F (265.862679 sec): 3 clusters Score: Raw -2739247.664192 + Penalty 1970.582944 = -2737277.081248 nChanged 2776 SP:Iteration 2F (265.909696 sec): 3 clusters Score: Raw -2742130.810344 + Penalty 1970.582944 = -2740160.227400 nChanged 3456 SP:Iteration 3F (265.956793 sec): 3 clusters Score: Raw -2746394.308177 + Penalty 1970.582944 = -2744423.725233 nChanged 3456 SP:Iteration 4F (266.004124 sec): 3 clusters Score: Raw -2750324.527817 + Penalty 1970.582944 = -2748353.944873 nChanged 2630 SP:Iteration 5F (266.051570 sec): 3 clusters Score: Raw -2752852.375011 + Penalty 1970.582944 = -2750881.792067 nChanged 1712 SP:Iteration 6F (266.098610 sec): 3 clusters Score: Raw -2754174.892423 + Penalty 1970.582944 = -2752204.309479 nChanged 1122 SP:Iteration 7Q (266.145988 sec): 3 clusters Score: Raw -2754852.146766 + Penalty 1970.582944 = -2752881.563822 nChanged 773 SP:Iteration 8Q (266.193002 sec): 3 clusters Score: Raw -2755217.112220 + Penalty 1970.582944 = -2753246.529276 nChanged 533 SP:Iteration 9Q (266.240004 sec): 3 clusters Score: Raw -2755432.212503 + Penalty 1970.582944 = -2753461.629559 nChanged 385 SP:Iteration 10Q (266.286743 sec): 3 clusters Score: Raw -2755551.036608 + Penalty 1970.582944 = -2753580.453663 nChanged 252 SP:Iteration 11Q (266.333445 sec): 3 clusters Score: Raw -2755615.589900 + Penalty 1970.582944 = -2753645.006956 nChanged 192 SP:Iteration 12Q (266.379781 sec): 3 clusters Score: Raw -2755660.789443 + Penalty 1970.582944 = -2753690.206499 nChanged 175 SP:Iteration 13Q (266.426064 sec): 3 clusters Score: Raw -2755700.598831 + Penalty 1970.582944 = -2753730.015887 nChanged 155 SP:Iteration 14Q (266.472255 sec): 3 clusters Score: Raw -2755734.518511 + Penalty 1970.582944 = -2753763.935567 nChanged 145 SP:Iteration 15Q (266.518670 sec): 3 clusters Score: Raw -2755767.448761 + Penalty 1970.582944 = -2753796.865817 nChanged 134 SP:Iteration 16Q (266.564869 sec): 3 clusters Score: Raw -2755795.311756 + Penalty 1970.582944 = -2753824.728812 nChanged 134 SP:Iteration 17Q (266.610680 sec): 3 clusters Score: Raw -2755827.689407 + Penalty 1970.582944 = -2753857.106463 nChanged 136 SP:Iteration 18Q (266.656571 sec): 3 clusters Score: Raw -2755857.812481 + Penalty 1970.582944 = -2753887.229536 nChanged 130 SP:Iteration 19Q (266.702408 sec): 3 clusters Score: Raw -2755883.411781 + Penalty 1970.582944 = -2753912.828837 nChanged 122 SP:Iteration 20F (266.749418 sec): 3 clusters Score: Raw -2755910.984262 + Penalty 1970.582944 = -2753940.401318 nChanged 126 SP:Iteration 21Q (266.795320 sec): 3 clusters Score: Raw -2755937.525079 + Penalty 1970.582944 = -2753966.942135 nChanged 117 SP:Iteration 22Q (266.840785 sec): 3 clusters Score: Raw -2755956.902143 + Penalty 1970.582944 = -2753986.319199 nChanged 91 SP:Iteration 23Q (266.886389 sec): 3 clusters Score: Raw -2755969.290858 + Penalty 1970.582944 = -2753998.707914 nChanged 83 SP:Iteration 24Q (266.931359 sec): 3 clusters Score: Raw -2755982.227595 + Penalty 1970.582944 = -2754011.644651 nChanged 84 SP:Iteration 25Q (266.976465 sec): 3 clusters Score: Raw -2755995.290795 + Penalty 1970.582944 = -2754024.707851 nChanged 75 SP:Iteration 26Q (267.021876 sec): 3 clusters Score: Raw -2756007.502162 + Penalty 1970.582944 = -2754036.919218 nChanged 67 SP:Iteration 27Q (267.066647 sec): 3 clusters Score: Raw -2756017.914539 + Penalty 1970.582944 = -2754047.331595 nChanged 67 SP:Iteration 28Q (267.111703 sec): 3 clusters Score: Raw -2756028.749641 + Penalty 1970.582944 = -2754058.166697 nChanged 56 SP:Iteration 29Q (267.156467 sec): 3 clusters Score: Raw -2756036.859104 + Penalty 1970.582944 = -2754066.276160 nChanged 52 SP:Iteration 30Q (267.201014 sec): 3 clusters Score: Raw -2756043.888777 + Penalty 1970.582944 = -2754073.305833 nChanged 51 SP:Iteration 31Q (267.245690 sec): 3 clusters Score: Raw -2756050.729990 + Penalty 1970.582944 = -2754080.147046 nChanged 44 SP:Iteration 32Q (267.290095 sec): 3 clusters Score: Raw -2756055.364013 + Penalty 1970.582944 = -2754084.781069 nChanged 38 SP:Iteration 33Q (267.334462 sec): 3 clusters Score: Raw -2756059.528111 + Penalty 1970.582944 = -2754088.945167 nChanged 40 SP:Iteration 34Q (267.378854 sec): 3 clusters Score: Raw -2756063.219964 + Penalty 1970.582944 = -2754092.637020 nChanged 35 SP:Iteration 35Q (267.423054 sec): 3 clusters Score: Raw -2756066.929975 + Penalty 1970.582944 = -2754096.347031 nChanged 39 SP:Iteration 36Q (267.467132 sec): 3 clusters Score: Raw -2756071.159293 + Penalty 1970.582944 = -2754100.576349 nChanged 45 SP:Iteration 37Q (267.511552 sec): 3 clusters Score: Raw -2756075.870469 + Penalty 1970.582944 = -2754105.287525 nChanged 47 SP:Iteration 38Q (267.555524 sec): 3 clusters Score: Raw -2756079.765505 + Penalty 1970.582944 = -2754109.182561 nChanged 28 SP:Iteration 39Q (267.599724 sec): 3 clusters Score: Raw -2756082.891900 + Penalty 1970.582944 = -2754112.308956 nChanged 28 SP:Iteration 40F (267.646791 sec): 3 clusters Score: Raw -2756085.887228 + Penalty 1970.582944 = -2754115.304284 nChanged 19 SP:Iteration 41Q (267.690755 sec): 3 clusters Score: Raw -2756087.346318 + Penalty 1970.582944 = -2754116.763374 nChanged 14 SP:Iteration 42Q (267.767089 sec): 3 clusters Score: Raw -2756088.302352 + Penalty 1970.582944 = -2754117.719408 nChanged 11 SP:Iteration 43Q (267.811223 sec): 3 clusters Score: Raw -2756088.775177 + Penalty 1970.582944 = -2754118.192233 nChanged 6 SP:Iteration 44Q (267.854643 sec): 3 clusters Score: Raw -2756089.058866 + Penalty 1970.582944 = -2754118.475922 nChanged 7 SP:Iteration 45Q (267.898422 sec): 3 clusters Score: Raw -2756089.665301 + Penalty 1970.582944 = -2754119.082357 nChanged 11 SP:Iteration 46Q (267.942468 sec): 3 clusters Score: Raw -2756090.338391 + Penalty 1970.582944 = -2754119.755447 nChanged 12 SP:Iteration 47Q (267.986679 sec): 3 clusters Score: Raw -2756091.010708 + Penalty 1970.582944 = -2754120.427764 nChanged 9 SP:Iteration 48Q (268.030565 sec): 3 clusters Score: Raw -2756091.410762 + Penalty 1970.582944 = -2754120.827818 nChanged 10 SP:Iteration 49Q (268.074200 sec): 3 clusters Score: Raw -2756092.047350 + Penalty 1970.582944 = -2754121.464406 nChanged 8 SP:Iteration 50Q (268.117999 sec): 3 clusters Score: Raw -2756092.443675 + Penalty 1970.582944 = -2754121.860731 nChanged 7 SP:Iteration 51Q (268.161966 sec): 3 clusters Score: Raw -2756092.743261 + Penalty 1970.582944 = -2754122.160317 nChanged 9 SP:Iteration 52Q (268.205864 sec): 3 clusters Score: Raw -2756093.241442 + Penalty 1970.582944 = -2754122.658498 nChanged 10 SP:Iteration 53Q (268.249588 sec): 3 clusters Score: Raw -2756093.561448 + Penalty 1970.582944 = -2754122.978504 nChanged 7 SP:Iteration 54Q (268.293548 sec): 3 clusters Score: Raw -2756093.740884 + Penalty 1970.582944 = -2754123.157940 nChanged 3 SP:Iteration 55Q (268.337518 sec): 3 clusters Score: Raw -2756093.801078 + Penalty 1970.582944 = -2754123.218134 nChanged 1 SP:Iteration 56Q (268.381293 sec): 3 clusters Score: Raw -2756093.809301 + Penalty 1970.582944 = -2754123.226357 nChanged 0 SP:Iteration 57F (268.428635 sec): 3 clusters Score: Raw -2756093.809301 + Penalty 1970.582944 = -2754123.226357 nChanged 0 Score: Raw -69276057.711937 + Penalty 34994.897193 = -69241062.814744 Splitting cluster 17 changes total score from -69000492.770346 to -69241062.814744 So it's getting split into cluster 27. Trying to split cluster 18 (21919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.503445 sec): 2 clusters Score: Raw -1831896.388339 + Penalty 949.535366 = -1830946.852973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.542315 sec): 3 clusters Score: Raw -1818194.483824 + Penalty 1899.070733 = -1816295.413091 nChanged 10081 SP:Iteration 1F (278.578459 sec): 3 clusters Score: Raw -1824486.183279 + Penalty 1899.070733 = -1822587.112546 nChanged 1432 SP:Iteration 2F (278.614981 sec): 3 clusters Score: Raw -1825666.939791 + Penalty 1899.070733 = -1823767.869058 nChanged 1743 SP:Iteration 3F (278.651360 sec): 3 clusters Score: Raw -1827488.090465 + Penalty 1899.070733 = -1825589.019732 nChanged 2000 SP:Iteration 4F (278.687847 sec): 3 clusters Score: Raw -1829887.017782 + Penalty 1899.070733 = -1827987.947050 nChanged 1957 SP:Iteration 5F (278.724257 sec): 3 clusters Score: Raw -1832434.673685 + Penalty 1899.070733 = -1830535.602953 nChanged 1561 SP:Iteration 6F (278.760671 sec): 3 clusters Score: Raw -1834263.195239 + Penalty 1899.070733 = -1832364.124506 nChanged 1054 SP:Iteration 7Q (278.795866 sec): 3 clusters Score: Raw -1835459.289664 + Penalty 1899.070733 = -1833560.218931 nChanged 726 SP:Iteration 8Q (278.830471 sec): 3 clusters Score: Raw -1836205.543411 + Penalty 1899.070733 = -1834306.472678 nChanged 518 SP:Iteration 9Q (278.864190 sec): 3 clusters Score: Raw -1836646.074605 + Penalty 1899.070733 = -1834747.003872 nChanged 407 SP:Iteration 10Q (278.897406 sec): 3 clusters Score: Raw -1836942.013445 + Penalty 1899.070733 = -1835042.942713 nChanged 262 SP:Iteration 11Q (278.930084 sec): 3 clusters Score: Raw -1837092.059951 + Penalty 1899.070733 = -1835192.989218 nChanged 205 SP:Iteration 12Q (278.962511 sec): 3 clusters Score: Raw -1837197.377444 + Penalty 1899.070733 = -1835298.306711 nChanged 170 SP:Iteration 13Q (278.994768 sec): 3 clusters Score: Raw -1837277.061110 + Penalty 1899.070733 = -1835377.990377 nChanged 127 SP:Iteration 14Q (279.026988 sec): 3 clusters Score: Raw -1837320.275404 + Penalty 1899.070733 = -1835421.204672 nChanged 96 SP:Iteration 15Q (279.058939 sec): 3 clusters Score: Raw -1837343.474428 + Penalty 1899.070733 = -1835444.403695 nChanged 55 SP:Iteration 16Q (279.091088 sec): 3 clusters Score: Raw -1837351.419566 + Penalty 1899.070733 = -1835452.348834 nChanged 41 SP:Iteration 17Q (279.123087 sec): 3 clusters Score: Raw -1837355.956391 + Penalty 1899.070733 = -1835456.885658 nChanged 28 SP:Iteration 18Q (279.154941 sec): 3 clusters Score: Raw -1837358.503499 + Penalty 1899.070733 = -1835459.432766 nChanged 11 SP:Iteration 19Q (279.186641 sec): 3 clusters Score: Raw -1837359.150442 + Penalty 1899.070733 = -1835460.079709 nChanged 4 SP:Iteration 20F (279.223040 sec): 3 clusters Score: Raw -1837359.374234 + Penalty 1899.070733 = -1835460.303501 nChanged 1 SP:Iteration 21Q (279.255413 sec): 3 clusters Score: Raw -1837359.391779 + Penalty 1899.070733 = -1835460.321047 nChanged 0 SP:Iteration 22F (279.291741 sec): 3 clusters Score: Raw -1837359.391779 + Penalty 1899.070733 = -1835460.321047 nChanged 0 Score: Raw -69281520.715378 + Penalty 36291.004496 = -69245229.710881 Splitting cluster 18 changes total score from -69000492.770346 to -69245229.710881 So it's getting split into cluster 28. Trying to split cluster 19 (35290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.742076 sec): 2 clusters Score: Raw -2669051.195392 + Penalty 994.778717 = -2668056.416675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.799903 sec): 3 clusters Score: Raw -2646964.306215 + Penalty 1989.557434 = -2644974.748781 nChanged 16768 SP:Iteration 1F (289.853032 sec): 3 clusters Score: Raw -2662012.105443 + Penalty 1989.557434 = -2660022.548009 nChanged 4532 SP:Iteration 2F (289.906385 sec): 3 clusters Score: Raw -2667748.607829 + Penalty 1989.557434 = -2665759.050395 nChanged 3981 SP:Iteration 3F (289.959721 sec): 3 clusters Score: Raw -2672089.992582 + Penalty 1989.557434 = -2670100.435147 nChanged 2532 SP:Iteration 4F (290.012964 sec): 3 clusters Score: Raw -2674194.663486 + Penalty 1989.557434 = -2672205.106052 nChanged 1484 SP:Iteration 5Q (290.067506 sec): 3 clusters Score: Raw -2675241.684259 + Penalty 1989.557434 = -2673252.126824 nChanged 990 SP:Iteration 6Q (290.121800 sec): 3 clusters Score: Raw -2675826.822705 + Penalty 1989.557434 = -2673837.265271 nChanged 730 SP:Iteration 7Q (290.176069 sec): 3 clusters Score: Raw -2676207.802305 + Penalty 1989.557434 = -2674218.244871 nChanged 584 SP:Iteration 8Q (290.230499 sec): 3 clusters Score: Raw -2676484.575183 + Penalty 1989.557434 = -2674495.017749 nChanged 421 SP:Iteration 9Q (290.284129 sec): 3 clusters Score: Raw -2676647.238790 + Penalty 1989.557434 = -2674657.681356 nChanged 313 SP:Iteration 10Q (290.337589 sec): 3 clusters Score: Raw -2676744.962406 + Penalty 1989.557434 = -2674755.404971 nChanged 236 SP:Iteration 11Q (290.390944 sec): 3 clusters Score: Raw -2676808.969355 + Penalty 1989.557434 = -2674819.411920 nChanged 187 SP:Iteration 12Q (290.443992 sec): 3 clusters Score: Raw -2676846.697781 + Penalty 1989.557434 = -2674857.140347 nChanged 134 SP:Iteration 13Q (290.496285 sec): 3 clusters Score: Raw -2676871.182385 + Penalty 1989.557434 = -2674881.624951 nChanged 105 SP:Iteration 14Q (290.548482 sec): 3 clusters Score: Raw -2676884.615870 + Penalty 1989.557434 = -2674895.058436 nChanged 64 SP:Iteration 15Q (290.600239 sec): 3 clusters Score: Raw -2676890.930106 + Penalty 1989.557434 = -2674901.372672 nChanged 45 SP:Iteration 16Q (290.651907 sec): 3 clusters Score: Raw -2676894.972074 + Penalty 1989.557434 = -2674905.414640 nChanged 41 SP:Iteration 17Q (290.703710 sec): 3 clusters Score: Raw -2676898.831717 + Penalty 1989.557434 = -2674909.274283 nChanged 34 SP:Iteration 18Q (290.754667 sec): 3 clusters Score: Raw -2676901.540184 + Penalty 1989.557434 = -2674911.982750 nChanged 21 SP:Iteration 19Q (290.806094 sec): 3 clusters Score: Raw -2676902.678272 + Penalty 1989.557434 = -2674913.120838 nChanged 14 SP:Iteration 20F (290.859504 sec): 3 clusters Score: Raw -2676903.395481 + Penalty 1989.557434 = -2674913.838046 nChanged 11 SP:Iteration 21Q (290.911269 sec): 3 clusters Score: Raw -2676903.914609 + Penalty 1989.557434 = -2674914.357174 nChanged 8 SP:Iteration 22Q (290.962906 sec): 3 clusters Score: Raw -2676904.277701 + Penalty 1989.557434 = -2674914.720267 nChanged 13 SP:Iteration 23Q (291.014358 sec): 3 clusters Score: Raw -2676904.924519 + Penalty 1989.557434 = -2674915.367085 nChanged 11 SP:Iteration 24Q (291.065978 sec): 3 clusters Score: Raw -2676905.433918 + Penalty 1989.557434 = -2674915.876484 nChanged 8 SP:Iteration 25Q (291.118055 sec): 3 clusters Score: Raw -2676905.830379 + Penalty 1989.557434 = -2674916.272945 nChanged 6 SP:Iteration 26Q (291.169404 sec): 3 clusters Score: Raw -2676906.059591 + Penalty 1989.557434 = -2674916.502157 nChanged 1 SP:Iteration 27Q (291.220847 sec): 3 clusters Score: Raw -2676906.127335 + Penalty 1989.557434 = -2674916.569901 nChanged 0 SP:Iteration 28F (291.273647 sec): 3 clusters Score: Raw -2676906.127335 + Penalty 1989.557434 = -2674916.569901 nChanged 0 Score: Raw -69289375.647320 + Penalty 37587.111800 = -69251788.535521 Splitting cluster 19 changes total score from -69000492.770346 to -69251788.535521 So it's getting split into cluster 29. Iteration 20F (313.325874 sec): 30 clusters Score: Raw -69348760.087555 + Penalty 37587.111800 = -69311172.975755 nChanged 49217 Iteration 21F (324.385190 sec): 30 clusters Score: Raw -69396631.102297 + Penalty 37587.111800 = -69359043.990497 nChanged 30191 Iteration 22Q (330.596044 sec): 30 clusters Score: Raw -69418309.655950 + Penalty 37587.111800 = -69380722.544151 nChanged 23076 Iteration 23Q (336.758369 sec): 30 clusters Score: Raw -69430110.432942 + Penalty 37587.111800 = -69392523.321142 nChanged 18873 Iteration 24Q (342.865402 sec): 30 clusters Score: Raw -69438240.849433 + Penalty 37587.111800 = -69400653.737633 nChanged 16439 Iteration 25Q (348.983128 sec): 30 clusters Score: Raw -69444496.164040 + Penalty 37587.111800 = -69406909.052240 nChanged 14802 Iteration 26Q (355.044128 sec): 30 clusters Score: Raw -69449678.901803 + Penalty 37587.111800 = -69412091.790004 nChanged 13714 Iteration 27Q (361.138638 sec): 30 clusters Score: Raw -69454103.215254 + Penalty 37587.111800 = -69416516.103455 nChanged 12715 Iteration 28Q (367.177131 sec): 30 clusters Score: Raw -69457980.780357 + Penalty 37587.111800 = -69420393.668557 nChanged 12191 Iteration 29Q (373.279113 sec): 30 clusters Score: Raw -69461398.553288 + Penalty 37587.111800 = -69423811.441489 nChanged 11465 Iteration 30Q (379.296013 sec): 30 clusters Score: Raw -69464270.494329 + Penalty 37587.111800 = -69426683.382530 nChanged 10449 Iteration 31Q (385.335877 sec): 30 clusters Score: Raw -69466587.216475 + Penalty 37587.111800 = -69429000.104675 nChanged 9519 Iteration 32Q (391.360243 sec): 30 clusters Score: Raw -69468490.932809 + Penalty 37587.111800 = -69430903.821009 nChanged 8824 Iteration 33Q (397.381755 sec): 30 clusters Score: Raw -69470110.646932 + Penalty 37587.111800 = -69432523.535133 nChanged 8195 Iteration 34Q (403.369650 sec): 30 clusters Score: Raw -69471511.112365 + Penalty 37587.111800 = -69433924.000565 nChanged 7530 Iteration 35Q (409.381464 sec): 30 clusters Score: Raw -69472719.162555 + Penalty 37587.111800 = -69435132.050755 nChanged 6938 Iteration 36Q (415.361788 sec): 30 clusters Score: Raw -69473801.725265 + Penalty 37587.111800 = -69436214.613466 nChanged 6467 Iteration 37Q (421.361333 sec): 30 clusters Score: Raw -69474727.833149 + Penalty 37587.111800 = -69437140.721349 nChanged 6091 Iteration 38Q (427.333511 sec): 30 clusters Score: Raw -69475585.369433 + Penalty 37587.111800 = -69437998.257634 nChanged 5801 Iteration 39Q (433.353307 sec): 30 clusters Score: Raw -69476406.752127 + Penalty 37587.111800 = -69438819.640327 nChanged 5676 Iteration 40F (444.415759 sec): 30 clusters Score: Raw -69483500.484099 + Penalty 37587.111800 = -69445913.372299 nChanged 6606 Iteration 41Q (450.544174 sec): 30 clusters Score: Raw -69488203.835319 + Penalty 37587.111800 = -69450616.723519 nChanged 6631 Iteration 42Q (456.601140 sec): 30 clusters Score: Raw -69489642.636092 + Penalty 37587.111800 = -69452055.524292 nChanged 6496 Iteration 43Q (462.717570 sec): 30 clusters Score: Raw -69490921.040796 + Penalty 37587.111800 = -69453333.928996 nChanged 6274 Iteration 44Q (468.771281 sec): 30 clusters Score: Raw -69492145.204844 + Penalty 37587.111800 = -69454558.093045 nChanged 6127 Iteration 45Q (474.860653 sec): 30 clusters Score: Raw -69493456.260080 + Penalty 37587.111800 = -69455869.148280 nChanged 6178 Iteration 46Q (480.904011 sec): 30 clusters Score: Raw -69494843.510320 + Penalty 37587.111800 = -69457256.398520 nChanged 6327 Iteration 47Q (486.984752 sec): 30 clusters Score: Raw -69496350.634141 + Penalty 37587.111800 = -69458763.522341 nChanged 6352 Iteration 48Q (493.023847 sec): 30 clusters Score: Raw -69497991.363374 + Penalty 37587.111800 = -69460404.251574 nChanged 6251 Iteration 49Q (499.098650 sec): 30 clusters Score: Raw -69499780.896302 + Penalty 37587.111800 = -69462193.784502 nChanged 6100 Iteration 50Q (505.125901 sec): 30 clusters Score: Raw -69501696.164349 + Penalty 37587.111800 = -69464109.052550 nChanged 5962 Iteration 51Q (511.188927 sec): 30 clusters Score: Raw -69503132.297191 + Penalty 37587.111800 = -69465545.185392 nChanged 5674 Iteration 52Q (517.206889 sec): 30 clusters Score: Raw -69504233.433068 + Penalty 37587.111800 = -69466646.321268 nChanged 5440 Iteration 53Q (523.282487 sec): 30 clusters Score: Raw -69505193.863714 + Penalty 37587.111800 = -69467606.751915 nChanged 5089 Iteration 54Q (529.289605 sec): 30 clusters Score: Raw -69506037.195117 + Penalty 37587.111800 = -69468450.083317 nChanged 4909 Iteration 55Q (535.333837 sec): 30 clusters Score: Raw -69506822.635118 + Penalty 37587.111800 = -69469235.523318 nChanged 4790 Iteration 56Q (541.335797 sec): 30 clusters Score: Raw -69507551.377345 + Penalty 37587.111800 = -69469964.265545 nChanged 4613 Iteration 57Q (547.391147 sec): 30 clusters Score: Raw -69508225.814822 + Penalty 37587.111800 = -69470638.703022 nChanged 4384 Iteration 58Q (553.377247 sec): 30 clusters Score: Raw -69508842.012274 + Penalty 37587.111800 = -69471254.900475 nChanged 4234 Writing temp clu file Because OldScore, -69470638.703022, is greater than current (better) Score,-69471254.900475 Compute initial score before splitting: Score: Raw -69508842.012274 + Penalty 37587.111800 = -69471254.900475 Trying to split cluster 1 (256193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.752544 sec): 2 clusters Score: Raw -22181236.388951 + Penalty 1183.100203 = -22180053.288748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.051976 sec): 3 clusters Score: Raw -22009105.924042 + Penalty 2366.200406 = -22006739.723637 nChanged 125555 SP:Iteration 1F (554.346419 sec): 3 clusters Score: Raw -22084567.167742 + Penalty 2366.200406 = -22082200.967337 nChanged 10184 SP:Iteration 2Q (554.669612 sec): 3 clusters Score: Raw -22087949.546194 + Penalty 2366.200406 = -22085583.345788 nChanged 12467 SP:Iteration 3Q (554.992485 sec): 3 clusters Score: Raw -22093664.001315 + Penalty 2366.200406 = -22091297.800909 nChanged 15468 SP:Iteration 4F (555.286774 sec): 3 clusters Score: Raw -22102906.870218 + Penalty 2366.200406 = -22100540.669812 nChanged 18134 SP:Iteration 5F (555.580501 sec): 3 clusters Score: Raw -22116146.421216 + Penalty 2366.200406 = -22113780.220810 nChanged 18820 SP:Iteration 6F (555.874737 sec): 3 clusters Score: Raw -22131496.001167 + Penalty 2366.200406 = -22129129.800761 nChanged 16733 SP:Iteration 7F (556.169972 sec): 3 clusters Score: Raw -22145759.814755 + Penalty 2366.200406 = -22143393.614349 nChanged 13013 SP:Iteration 8F (556.468196 sec): 3 clusters Score: Raw -22156547.024903 + Penalty 2366.200406 = -22154180.824498 nChanged 9381 SP:Iteration 9Q (556.765824 sec): 3 clusters Score: Raw -22163596.657190 + Penalty 2366.200406 = -22161230.456785 nChanged 6747 SP:Iteration 10Q (557.051674 sec): 3 clusters Score: Raw -22168122.888719 + Penalty 2366.200406 = -22165756.688313 nChanged 5134 SP:Iteration 11Q (557.329167 sec): 3 clusters Score: Raw -22171375.960263 + Penalty 2366.200406 = -22169009.759857 nChanged 4090 SP:Iteration 12Q (557.599786 sec): 3 clusters Score: Raw -22173794.820103 + Penalty 2366.200406 = -22171428.619698 nChanged 3266 SP:Iteration 13Q (557.865341 sec): 3 clusters Score: Raw -22175676.036176 + Penalty 2366.200406 = -22173309.835770 nChanged 2678 SP:Iteration 14Q (558.126568 sec): 3 clusters Score: Raw -22177202.712444 + Penalty 2366.200406 = -22174836.512039 nChanged 2225 SP:Iteration 15Q (558.385350 sec): 3 clusters Score: Raw -22178450.168188 + Penalty 2366.200406 = -22176083.967782 nChanged 1758 SP:Iteration 16Q (558.637452 sec): 3 clusters Score: Raw -22179412.911966 + Penalty 2366.200406 = -22177046.711560 nChanged 1300 SP:Iteration 17Q (558.886846 sec): 3 clusters Score: Raw -22180069.863394 + Penalty 2366.200406 = -22177703.662988 nChanged 1006 SP:Iteration 18Q (559.134044 sec): 3 clusters Score: Raw -22180538.040833 + Penalty 2366.200406 = -22178171.840427 nChanged 764 SP:Iteration 19Q (559.379638 sec): 3 clusters Score: Raw -22180865.479531 + Penalty 2366.200406 = -22178499.279125 nChanged 573 SP:Iteration 20F (559.670090 sec): 3 clusters Score: Raw -22181094.591683 + Penalty 2366.200406 = -22178728.391278 nChanged 456 SP:Iteration 21Q (559.913887 sec): 3 clusters Score: Raw -22181260.842597 + Penalty 2366.200406 = -22178894.642191 nChanged 346 SP:Iteration 22Q (560.156973 sec): 3 clusters Score: Raw -22181380.080375 + Penalty 2366.200406 = -22179013.879969 nChanged 262 SP:Iteration 23Q (560.399320 sec): 3 clusters Score: Raw -22181462.752251 + Penalty 2366.200406 = -22179096.551846 nChanged 196 SP:Iteration 24Q (560.641217 sec): 3 clusters Score: Raw -22181515.900416 + Penalty 2366.200406 = -22179149.700011 nChanged 167 SP:Iteration 25Q (560.882809 sec): 3 clusters Score: Raw -22181570.000979 + Penalty 2366.200406 = -22179203.800573 nChanged 163 SP:Iteration 26Q (561.124280 sec): 3 clusters Score: Raw -22181618.744338 + Penalty 2366.200406 = -22179252.543933 nChanged 127 SP:Iteration 27Q (561.371923 sec): 3 clusters Score: Raw -22181658.227611 + Penalty 2366.200406 = -22179292.027205 nChanged 116 SP:Iteration 28Q (561.612707 sec): 3 clusters Score: Raw -22181686.922170 + Penalty 2366.200406 = -22179320.721765 nChanged 88 SP:Iteration 29Q (561.853878 sec): 3 clusters Score: Raw -22181714.412794 + Penalty 2366.200406 = -22179348.212388 nChanged 79 SP:Iteration 30Q (562.094664 sec): 3 clusters Score: Raw -22181741.325584 + Penalty 2366.200406 = -22179375.125178 nChanged 88 SP:Iteration 31Q (562.335263 sec): 3 clusters Score: Raw -22181771.786865 + Penalty 2366.200406 = -22179405.586460 nChanged 87 SP:Iteration 32Q (562.575741 sec): 3 clusters Score: Raw -22181798.193528 + Penalty 2366.200406 = -22179431.993122 nChanged 64 SP:Iteration 33Q (562.816239 sec): 3 clusters Score: Raw -22181817.207586 + Penalty 2366.200406 = -22179451.007180 nChanged 74 SP:Iteration 34Q (563.056568 sec): 3 clusters Score: Raw -22181836.383097 + Penalty 2366.200406 = -22179470.182691 nChanged 65 SP:Iteration 35Q (563.296807 sec): 3 clusters Score: Raw -22181849.228275 + Penalty 2366.200406 = -22179483.027870 nChanged 60 SP:Iteration 36Q (563.537574 sec): 3 clusters Score: Raw -22181860.807065 + Penalty 2366.200406 = -22179494.606659 nChanged 44 SP:Iteration 37Q (563.778682 sec): 3 clusters Score: Raw -22181868.849376 + Penalty 2366.200406 = -22179502.648970 nChanged 36 SP:Iteration 38Q (564.023518 sec): 3 clusters Score: Raw -22181875.883616 + Penalty 2366.200406 = -22179509.683210 nChanged 26 SP:Iteration 39Q (564.265361 sec): 3 clusters Score: Raw -22181879.917299 + Penalty 2366.200406 = -22179513.716894 nChanged 23 SP:Iteration 40F (564.556673 sec): 3 clusters Score: Raw -22181886.066345 + Penalty 2366.200406 = -22179519.865939 nChanged 23 SP:Iteration 41Q (564.796037 sec): 3 clusters Score: Raw -22181891.386892 + Penalty 2366.200406 = -22179525.186487 nChanged 27 SP:Iteration 42Q (565.037264 sec): 3 clusters Score: Raw -22181895.876620 + Penalty 2366.200406 = -22179529.676214 nChanged 16 SP:Iteration 43Q (565.277710 sec): 3 clusters Score: Raw -22181898.768534 + Penalty 2366.200406 = -22179532.568128 nChanged 17 SP:Iteration 44Q (565.518941 sec): 3 clusters Score: Raw -22181901.037816 + Penalty 2366.200406 = -22179534.837410 nChanged 14 SP:Iteration 45Q (565.759180 sec): 3 clusters Score: Raw -22181902.526538 + Penalty 2366.200406 = -22179536.326132 nChanged 11 SP:Iteration 46Q (566.000029 sec): 3 clusters Score: Raw -22181903.855977 + Penalty 2366.200406 = -22179537.655571 nChanged 10 SP:Iteration 47Q (566.240128 sec): 3 clusters Score: Raw -22181905.107905 + Penalty 2366.200406 = -22179538.907499 nChanged 14 SP:Iteration 48Q (566.480210 sec): 3 clusters Score: Raw -22181906.273364 + Penalty 2366.200406 = -22179540.072958 nChanged 7 SP:Iteration 49Q (566.720229 sec): 3 clusters Score: Raw -22181907.302067 + Penalty 2366.200406 = -22179541.101662 nChanged 5 SP:Iteration 50Q (566.960512 sec): 3 clusters Score: Raw -22181907.849459 + Penalty 2366.200406 = -22179541.649054 nChanged 3 SP:Iteration 51Q (567.221945 sec): 3 clusters Score: Raw -22181908.052725 + Penalty 2366.200406 = -22179541.852319 nChanged 3 SP:Iteration 52Q (567.462164 sec): 3 clusters Score: Raw -22181908.388629 + Penalty 2366.200406 = -22179542.188224 nChanged 3 SP:Iteration 53Q (567.702886 sec): 3 clusters Score: Raw -22181908.519416 + Penalty 2366.200406 = -22179542.319010 nChanged 0 SP:Iteration 54F (568.022833 sec): 3 clusters Score: Raw -22181908.519416 + Penalty 2366.200406 = -22179542.319010 nChanged 0 Trying to split cluster 2 (6735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.046726 sec): 2 clusters Score: Raw -524168.954313 + Penalty 837.431943 = -523331.522369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.068212 sec): 3 clusters Score: Raw -520273.779727 + Penalty 1674.863887 = -518598.915840 nChanged 2935 SP:Iteration 1F (568.088987 sec): 3 clusters Score: Raw -521946.832525 + Penalty 1674.863887 = -520271.968638 nChanged 446 SP:Iteration 2F (568.109894 sec): 3 clusters Score: Raw -522193.400589 + Penalty 1674.863887 = -520518.536702 nChanged 434 SP:Iteration 3F (568.130611 sec): 3 clusters Score: Raw -522484.062323 + Penalty 1674.863887 = -520809.198436 nChanged 408 SP:Iteration 4F (568.151299 sec): 3 clusters Score: Raw -522813.187362 + Penalty 1674.863887 = -521138.323475 nChanged 427 SP:Iteration 5F (568.172013 sec): 3 clusters Score: Raw -523160.703573 + Penalty 1674.863887 = -521485.839686 nChanged 409 SP:Iteration 6F (568.192878 sec): 3 clusters Score: Raw -523472.734566 + Penalty 1674.863887 = -521797.870679 nChanged 386 SP:Iteration 7F (568.213701 sec): 3 clusters Score: Raw -523805.559036 + Penalty 1674.863887 = -522130.695149 nChanged 329 SP:Iteration 8Q (568.234329 sec): 3 clusters Score: Raw -524059.309687 + Penalty 1674.863887 = -522384.445800 nChanged 313 SP:Iteration 9Q (568.255132 sec): 3 clusters Score: Raw -524290.495487 + Penalty 1674.863887 = -522615.631600 nChanged 222 SP:Iteration 10Q (568.275543 sec): 3 clusters Score: Raw -524463.498994 + Penalty 1674.863887 = -522788.635107 nChanged 228 SP:Iteration 11Q (568.295962 sec): 3 clusters Score: Raw -524614.494853 + Penalty 1674.863887 = -522939.630966 nChanged 209 SP:Iteration 12Q (568.316361 sec): 3 clusters Score: Raw -524766.700391 + Penalty 1674.863887 = -523091.836504 nChanged 209 SP:Iteration 13Q (568.336562 sec): 3 clusters Score: Raw -524947.096142 + Penalty 1674.863887 = -523272.232255 nChanged 185 SP:Iteration 14Q (568.356860 sec): 3 clusters Score: Raw -525121.794571 + Penalty 1674.863887 = -523446.930684 nChanged 181 SP:Iteration 15Q (568.377127 sec): 3 clusters Score: Raw -525290.599422 + Penalty 1674.863887 = -523615.735535 nChanged 163 SP:Iteration 16Q (568.397344 sec): 3 clusters Score: Raw -525456.245029 + Penalty 1674.863887 = -523781.381142 nChanged 153 SP:Iteration 17Q (568.417459 sec): 3 clusters Score: Raw -525604.384640 + Penalty 1674.863887 = -523929.520753 nChanged 154 SP:Iteration 18Q (568.437444 sec): 3 clusters Score: Raw -525726.274010 + Penalty 1674.863887 = -524051.410123 nChanged 158 SP:Iteration 19Q (568.457405 sec): 3 clusters Score: Raw -525847.807578 + Penalty 1674.863887 = -524172.943691 nChanged 137 SP:Iteration 20F (568.478306 sec): 3 clusters Score: Raw -526005.401292 + Penalty 1674.863887 = -524330.537405 nChanged 142 SP:Iteration 21Q (568.498170 sec): 3 clusters Score: Raw -526166.901601 + Penalty 1674.863887 = -524492.037714 nChanged 128 SP:Iteration 22Q (568.517977 sec): 3 clusters Score: Raw -526295.833751 + Penalty 1674.863887 = -524620.969864 nChanged 108 SP:Iteration 23Q (568.537842 sec): 3 clusters Score: Raw -526382.876905 + Penalty 1674.863887 = -524708.013018 nChanged 82 SP:Iteration 24Q (568.557262 sec): 3 clusters Score: Raw -526446.931121 + Penalty 1674.863887 = -524772.067234 nChanged 79 SP:Iteration 25Q (568.576767 sec): 3 clusters Score: Raw -526500.572190 + Penalty 1674.863887 = -524825.708303 nChanged 63 SP:Iteration 26Q (568.596371 sec): 3 clusters Score: Raw -526540.335916 + Penalty 1674.863887 = -524865.472029 nChanged 39 SP:Iteration 27Q (568.615777 sec): 3 clusters Score: Raw -526559.850917 + Penalty 1674.863887 = -524884.987030 nChanged 27 SP:Iteration 28Q (568.635300 sec): 3 clusters Score: Raw -526571.317377 + Penalty 1674.863887 = -524896.453490 nChanged 23 SP:Iteration 29Q (568.654844 sec): 3 clusters Score: Raw -526582.204155 + Penalty 1674.863887 = -524907.340268 nChanged 20 SP:Iteration 30Q (568.674368 sec): 3 clusters Score: Raw -526590.196080 + Penalty 1674.863887 = -524915.332193 nChanged 21 SP:Iteration 31Q (568.693799 sec): 3 clusters Score: Raw -526597.265585 + Penalty 1674.863887 = -524922.401698 nChanged 15 SP:Iteration 32Q (568.713508 sec): 3 clusters Score: Raw -526601.535654 + Penalty 1674.863887 = -524926.671767 nChanged 7 SP:Iteration 33Q (568.733000 sec): 3 clusters Score: Raw -526603.112698 + Penalty 1674.863887 = -524928.248811 nChanged 1 SP:Iteration 34Q (568.752720 sec): 3 clusters Score: Raw -526603.226959 + Penalty 1674.863887 = -524928.363072 nChanged 0 SP:Iteration 35F (568.773275 sec): 3 clusters Score: Raw -526603.226959 + Penalty 1674.863887 = -524928.363072 nChanged 0 Score: Raw -69511583.398381 + Penalty 38883.219103 = -69472700.179278 Splitting cluster 2 changes total score from -69471254.900475 to -69472700.179278 So it's getting split into cluster 30. Trying to split cluster 3 (25685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.212937 sec): 2 clusters Score: Raw -2194463.044737 + Penalty 964.597932 = -2193498.446805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.256789 sec): 3 clusters Score: Raw -2178241.951587 + Penalty 1929.195864 = -2176312.755723 nChanged 12016 SP:Iteration 1F (581.299542 sec): 3 clusters Score: Raw -2185235.644859 + Penalty 1929.195864 = -2183306.448995 nChanged 1299 SP:Iteration 2F (581.342308 sec): 3 clusters Score: Raw -2185859.792238 + Penalty 1929.195864 = -2183930.596374 nChanged 1606 SP:Iteration 3F (581.385621 sec): 3 clusters Score: Raw -2186863.628599 + Penalty 1929.195864 = -2184934.432735 nChanged 1765 SP:Iteration 4F (581.428896 sec): 3 clusters Score: Raw -2188272.133008 + Penalty 1929.195864 = -2186342.937143 nChanged 2006 SP:Iteration 5F (581.472186 sec): 3 clusters Score: Raw -2190113.350191 + Penalty 1929.195864 = -2188184.154327 nChanged 1928 SP:Iteration 6F (581.515505 sec): 3 clusters Score: Raw -2191827.786620 + Penalty 1929.195864 = -2189898.590756 nChanged 1511 SP:Iteration 7F (581.558621 sec): 3 clusters Score: Raw -2192951.105281 + Penalty 1929.195864 = -2191021.909417 nChanged 1029 SP:Iteration 8Q (581.601068 sec): 3 clusters Score: Raw -2193573.372074 + Penalty 1929.195864 = -2191644.176209 nChanged 722 SP:Iteration 9Q (581.643448 sec): 3 clusters Score: Raw -2193994.355409 + Penalty 1929.195864 = -2192065.159545 nChanged 575 SP:Iteration 10Q (581.685275 sec): 3 clusters Score: Raw -2194351.947039 + Penalty 1929.195864 = -2192422.751175 nChanged 521 SP:Iteration 11Q (581.726440 sec): 3 clusters Score: Raw -2194694.872679 + Penalty 1929.195864 = -2192765.676815 nChanged 506 SP:Iteration 12Q (581.767642 sec): 3 clusters Score: Raw -2195043.778066 + Penalty 1929.195864 = -2193114.582202 nChanged 452 SP:Iteration 13Q (581.808446 sec): 3 clusters Score: Raw -2195334.365533 + Penalty 1929.195864 = -2193405.169668 nChanged 373 SP:Iteration 14Q (581.848758 sec): 3 clusters Score: Raw -2195506.183468 + Penalty 1929.195864 = -2193576.987603 nChanged 265 SP:Iteration 15Q (581.888650 sec): 3 clusters Score: Raw -2195606.349646 + Penalty 1929.195864 = -2193677.153782 nChanged 186 SP:Iteration 16Q (581.928254 sec): 3 clusters Score: Raw -2195667.541629 + Penalty 1929.195864 = -2193738.345765 nChanged 144 SP:Iteration 17Q (581.967894 sec): 3 clusters Score: Raw -2195701.041461 + Penalty 1929.195864 = -2193771.845597 nChanged 106 SP:Iteration 18Q (582.007285 sec): 3 clusters Score: Raw -2195720.534121 + Penalty 1929.195864 = -2193791.338257 nChanged 81 SP:Iteration 19Q (582.046909 sec): 3 clusters Score: Raw -2195731.121089 + Penalty 1929.195864 = -2193801.925225 nChanged 59 SP:Iteration 20F (582.089824 sec): 3 clusters Score: Raw -2195738.731639 + Penalty 1929.195864 = -2193809.535775 nChanged 49 SP:Iteration 21Q (582.129630 sec): 3 clusters Score: Raw -2195743.224701 + Penalty 1929.195864 = -2193814.028836 nChanged 40 SP:Iteration 22Q (582.169300 sec): 3 clusters Score: Raw -2195746.359660 + Penalty 1929.195864 = -2193817.163796 nChanged 35 SP:Iteration 23Q (582.208973 sec): 3 clusters Score: Raw -2195749.178958 + Penalty 1929.195864 = -2193819.983094 nChanged 28 SP:Iteration 24Q (582.248595 sec): 3 clusters Score: Raw -2195750.978985 + Penalty 1929.195864 = -2193821.783121 nChanged 19 SP:Iteration 25Q (582.288159 sec): 3 clusters Score: Raw -2195751.977699 + Penalty 1929.195864 = -2193822.781835 nChanged 13 SP:Iteration 26Q (582.327699 sec): 3 clusters Score: Raw -2195752.450167 + Penalty 1929.195864 = -2193823.254303 nChanged 6 SP:Iteration 27Q (582.367496 sec): 3 clusters Score: Raw -2195752.665462 + Penalty 1929.195864 = -2193823.469598 nChanged 3 SP:Iteration 28Q (582.407090 sec): 3 clusters Score: Raw -2195752.829318 + Penalty 1929.195864 = -2193823.633454 nChanged 1 SP:Iteration 29Q (582.446519 sec): 3 clusters Score: Raw -2195752.843555 + Penalty 1929.195864 = -2193823.647691 nChanged 0 SP:Iteration 30F (582.489605 sec): 3 clusters Score: Raw -2195752.843555 + Penalty 1929.195864 = -2193823.647691 nChanged 0 Score: Raw -69512873.197199 + Penalty 40179.326407 = -69472693.870792 Splitting cluster 3 changes total score from -69471254.900475 to -69472693.870792 So it's getting split into cluster 31. Trying to split cluster 4 (31620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.534900 sec): 2 clusters Score: Raw -2580429.426208 + Penalty 984.346786 = -2579445.079422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.585232 sec): 3 clusters Score: Raw -2560289.476117 + Penalty 1968.693571 = -2558320.782546 nChanged 14867 SP:Iteration 1F (595.631891 sec): 3 clusters Score: Raw -2569052.855461 + Penalty 1968.693571 = -2567084.161890 nChanged 1450 SP:Iteration 2Q (595.680226 sec): 3 clusters Score: Raw -2569564.848729 + Penalty 1968.693571 = -2567596.155158 nChanged 1477 SP:Iteration 3Q (595.728460 sec): 3 clusters Score: Raw -2570126.114919 + Penalty 1968.693571 = -2568157.421348 nChanged 1508 SP:Iteration 4Q (595.776929 sec): 3 clusters Score: Raw -2570813.883413 + Penalty 1968.693571 = -2568845.189842 nChanged 1625 SP:Iteration 5F (595.823347 sec): 3 clusters Score: Raw -2571661.425831 + Penalty 1968.693571 = -2569692.732260 nChanged 1672 SP:Iteration 6F (595.870281 sec): 3 clusters Score: Raw -2572688.742608 + Penalty 1968.693571 = -2570720.049037 nChanged 1749 SP:Iteration 7F (595.917061 sec): 3 clusters Score: Raw -2573887.957259 + Penalty 1968.693571 = -2571919.263688 nChanged 1647 SP:Iteration 8F (595.963878 sec): 3 clusters Score: Raw -2574911.068472 + Penalty 1968.693571 = -2572942.374901 nChanged 1463 SP:Iteration 9Q (596.011897 sec): 3 clusters Score: Raw -2575624.853246 + Penalty 1968.693571 = -2573656.159675 nChanged 1086 SP:Iteration 10Q (596.059058 sec): 3 clusters Score: Raw -2576023.667543 + Penalty 1968.693571 = -2574054.973972 nChanged 766 SP:Iteration 11Q (596.105912 sec): 3 clusters Score: Raw -2576252.815176 + Penalty 1968.693571 = -2574284.121605 nChanged 560 SP:Iteration 12Q (596.152514 sec): 3 clusters Score: Raw -2576413.953699 + Penalty 1968.693571 = -2574445.260128 nChanged 497 SP:Iteration 13Q (596.198844 sec): 3 clusters Score: Raw -2576537.984125 + Penalty 1968.693571 = -2574569.290554 nChanged 446 SP:Iteration 14Q (596.245459 sec): 3 clusters Score: Raw -2576665.239031 + Penalty 1968.693571 = -2574696.545460 nChanged 434 SP:Iteration 15Q (596.291693 sec): 3 clusters Score: Raw -2576795.018427 + Penalty 1968.693571 = -2574826.324856 nChanged 469 SP:Iteration 16Q (596.337950 sec): 3 clusters Score: Raw -2576934.968306 + Penalty 1968.693571 = -2574966.274735 nChanged 466 SP:Iteration 17Q (596.384184 sec): 3 clusters Score: Raw -2577089.338182 + Penalty 1968.693571 = -2575120.644611 nChanged 496 SP:Iteration 18Q (596.429909 sec): 3 clusters Score: Raw -2577261.432626 + Penalty 1968.693571 = -2575292.739055 nChanged 468 SP:Iteration 19Q (596.475769 sec): 3 clusters Score: Raw -2577430.953072 + Penalty 1968.693571 = -2575462.259501 nChanged 489 SP:Iteration 20F (596.522539 sec): 3 clusters Score: Raw -2577612.760607 + Penalty 1968.693571 = -2575644.067036 nChanged 480 SP:Iteration 21Q (596.568287 sec): 3 clusters Score: Raw -2577804.584137 + Penalty 1968.693571 = -2575835.890566 nChanged 507 SP:Iteration 22Q (596.613807 sec): 3 clusters Score: Raw -2577999.239243 + Penalty 1968.693571 = -2576030.545672 nChanged 470 SP:Iteration 23Q (596.659027 sec): 3 clusters Score: Raw -2578188.845545 + Penalty 1968.693571 = -2576220.151974 nChanged 489 SP:Iteration 24Q (596.704099 sec): 3 clusters Score: Raw -2578392.223772 + Penalty 1968.693571 = -2576423.530201 nChanged 466 SP:Iteration 25Q (596.748899 sec): 3 clusters Score: Raw -2578588.882037 + Penalty 1968.693571 = -2576620.188466 nChanged 454 SP:Iteration 26Q (596.793753 sec): 3 clusters Score: Raw -2578791.712732 + Penalty 1968.693571 = -2576823.019161 nChanged 452 SP:Iteration 27Q (596.837970 sec): 3 clusters Score: Raw -2578985.687358 + Penalty 1968.693571 = -2577016.993787 nChanged 400 SP:Iteration 28Q (596.882235 sec): 3 clusters Score: Raw -2579162.087355 + Penalty 1968.693571 = -2577193.393783 nChanged 374 SP:Iteration 29Q (596.926102 sec): 3 clusters Score: Raw -2579315.948767 + Penalty 1968.693571 = -2577347.255196 nChanged 325 SP:Iteration 30Q (596.969469 sec): 3 clusters Score: Raw -2579442.488269 + Penalty 1968.693571 = -2577473.794698 nChanged 302 SP:Iteration 31Q (597.013001 sec): 3 clusters Score: Raw -2579551.159791 + Penalty 1968.693571 = -2577582.466220 nChanged 250 SP:Iteration 32Q (597.056050 sec): 3 clusters Score: Raw -2579637.272159 + Penalty 1968.693571 = -2577668.578588 nChanged 260 SP:Iteration 33Q (597.099177 sec): 3 clusters Score: Raw -2579721.289135 + Penalty 1968.693571 = -2577752.595564 nChanged 234 SP:Iteration 34Q (597.142487 sec): 3 clusters Score: Raw -2579783.509560 + Penalty 1968.693571 = -2577814.815989 nChanged 198 SP:Iteration 35Q (597.185206 sec): 3 clusters Score: Raw -2579831.189559 + Penalty 1968.693571 = -2577862.495988 nChanged 159 SP:Iteration 36Q (597.228078 sec): 3 clusters Score: Raw -2579859.788826 + Penalty 1968.693571 = -2577891.095255 nChanged 118 SP:Iteration 37Q (597.270727 sec): 3 clusters Score: Raw -2579879.507907 + Penalty 1968.693571 = -2577910.814336 nChanged 97 SP:Iteration 38Q (597.313349 sec): 3 clusters Score: Raw -2579894.641249 + Penalty 1968.693571 = -2577925.947678 nChanged 88 SP:Iteration 39Q (597.355764 sec): 3 clusters Score: Raw -2579907.905434 + Penalty 1968.693571 = -2577939.211862 nChanged 88 SP:Iteration 40F (597.402536 sec): 3 clusters Score: Raw -2579922.608266 + Penalty 1968.693571 = -2577953.914695 nChanged 77 SP:Iteration 41Q (597.445663 sec): 3 clusters Score: Raw -2579934.972957 + Penalty 1968.693571 = -2577966.279386 nChanged 64 SP:Iteration 42Q (597.488283 sec): 3 clusters Score: Raw -2579942.071260 + Penalty 1968.693571 = -2577973.377689 nChanged 58 SP:Iteration 43Q (597.530995 sec): 3 clusters Score: Raw -2579948.114594 + Penalty 1968.693571 = -2577979.421022 nChanged 53 SP:Iteration 44Q (597.573548 sec): 3 clusters Score: Raw -2579952.654273 + Penalty 1968.693571 = -2577983.960702 nChanged 43 SP:Iteration 45Q (597.616333 sec): 3 clusters Score: Raw -2579956.342526 + Penalty 1968.693571 = -2577987.648955 nChanged 43 SP:Iteration 46Q (597.658648 sec): 3 clusters Score: Raw -2579959.612819 + Penalty 1968.693571 = -2577990.919248 nChanged 37 SP:Iteration 47Q (597.701493 sec): 3 clusters Score: Raw -2579962.587280 + Penalty 1968.693571 = -2577993.893709 nChanged 41 SP:Iteration 48Q (597.744047 sec): 3 clusters Score: Raw -2579965.431412 + Penalty 1968.693571 = -2577996.737841 nChanged 36 SP:Iteration 49Q (597.786401 sec): 3 clusters Score: Raw -2579968.012200 + Penalty 1968.693571 = -2577999.318629 nChanged 40 SP:Iteration 50Q (597.829076 sec): 3 clusters Score: Raw -2579970.983097 + Penalty 1968.693571 = -2578002.289526 nChanged 36 SP:Iteration 51Q (597.871347 sec): 3 clusters Score: Raw -2579973.829147 + Penalty 1968.693571 = -2578005.135576 nChanged 35 SP:Iteration 52Q (597.913893 sec): 3 clusters Score: Raw -2579976.320707 + Penalty 1968.693571 = -2578007.627136 nChanged 38 SP:Iteration 53Q (597.956042 sec): 3 clusters Score: Raw -2579979.242541 + Penalty 1968.693571 = -2578010.548970 nChanged 45 SP:Iteration 54Q (597.998690 sec): 3 clusters Score: Raw -2579982.630592 + Penalty 1968.693571 = -2578013.937021 nChanged 30 SP:Iteration 55Q (598.040944 sec): 3 clusters Score: Raw -2579985.419819 + Penalty 1968.693571 = -2578016.726248 nChanged 44 SP:Iteration 56Q (598.083479 sec): 3 clusters Score: Raw -2579989.328807 + Penalty 1968.693571 = -2578020.635236 nChanged 35 SP:Iteration 57Q (598.125916 sec): 3 clusters Score: Raw -2579991.963113 + Penalty 1968.693571 = -2578023.269542 nChanged 35 SP:Iteration 58Q (598.168107 sec): 3 clusters Score: Raw -2579994.557976 + Penalty 1968.693571 = -2578025.864405 nChanged 32 SP:Iteration 59Q (598.210648 sec): 3 clusters Score: Raw -2579996.433513 + Penalty 1968.693571 = -2578027.739942 nChanged 22 SP:Iteration 60F (598.257196 sec): 3 clusters Score: Raw -2579997.782920 + Penalty 1968.693571 = -2578029.089349 nChanged 22 SP:Iteration 61Q (598.299836 sec): 3 clusters Score: Raw -2579999.127801 + Penalty 1968.693571 = -2578030.434230 nChanged 22 SP:Iteration 62Q (598.342200 sec): 3 clusters Score: Raw -2580000.327560 + Penalty 1968.693571 = -2578031.633989 nChanged 17 SP:Iteration 63Q (598.384307 sec): 3 clusters Score: Raw -2580001.512907 + Penalty 1968.693571 = -2578032.819336 nChanged 22 SP:Iteration 64Q (598.426559 sec): 3 clusters Score: Raw -2580002.994681 + Penalty 1968.693571 = -2578034.301110 nChanged 21 SP:Iteration 65Q (598.468541 sec): 3 clusters Score: Raw -2580004.154401 + Penalty 1968.693571 = -2578035.460830 nChanged 17 SP:Iteration 66Q (598.510957 sec): 3 clusters Score: Raw -2580004.858571 + Penalty 1968.693571 = -2578036.165000 nChanged 12 SP:Iteration 67Q (598.552936 sec): 3 clusters Score: Raw -2580005.551421 + Penalty 1968.693571 = -2578036.857850 nChanged 17 SP:Iteration 68Q (598.595332 sec): 3 clusters Score: Raw -2580006.430785 + Penalty 1968.693571 = -2578037.737214 nChanged 21 SP:Iteration 69Q (598.666151 sec): 3 clusters Score: Raw -2580007.452191 + Penalty 1968.693571 = -2578038.758620 nChanged 19 SP:Iteration 70Q (598.707808 sec): 3 clusters Score: Raw -2580008.624214 + Penalty 1968.693571 = -2578039.930643 nChanged 20 SP:Iteration 71Q (598.750133 sec): 3 clusters Score: Raw -2580010.422116 + Penalty 1968.693571 = -2578041.728545 nChanged 31 SP:Iteration 72Q (598.792255 sec): 3 clusters Score: Raw -2580013.475729 + Penalty 1968.693571 = -2578044.782158 nChanged 35 SP:Iteration 73Q (598.834518 sec): 3 clusters Score: Raw -2580016.985779 + Penalty 1968.693571 = -2578048.292207 nChanged 35 SP:Iteration 74Q (598.876448 sec): 3 clusters Score: Raw -2580019.793501 + Penalty 1968.693571 = -2578051.099930 nChanged 30 SP:Iteration 75Q (598.918385 sec): 3 clusters Score: Raw -2580022.400278 + Penalty 1968.693571 = -2578053.706707 nChanged 35 SP:Iteration 76Q (598.960450 sec): 3 clusters Score: Raw -2580024.787015 + Penalty 1968.693571 = -2578056.093444 nChanged 29 SP:Iteration 77Q (599.002411 sec): 3 clusters Score: Raw -2580026.594154 + Penalty 1968.693571 = -2578057.900583 nChanged 20 SP:Iteration 78Q (599.044407 sec): 3 clusters Score: Raw -2580027.714623 + Penalty 1968.693571 = -2578059.021051 nChanged 15 SP:Iteration 79Q (599.086085 sec): 3 clusters Score: Raw -2580028.592471 + Penalty 1968.693571 = -2578059.898900 nChanged 18 SP:Iteration 80F (599.132963 sec): 3 clusters Score: Raw -2580029.538978 + Penalty 1968.693571 = -2578060.845407 nChanged 12 SP:Iteration 81Q (599.174683 sec): 3 clusters Score: Raw -2580030.058669 + Penalty 1968.693571 = -2578061.365098 nChanged 12 SP:Iteration 82Q (599.216499 sec): 3 clusters Score: Raw -2580030.970734 + Penalty 1968.693571 = -2578062.277163 nChanged 17 SP:Iteration 83Q (599.258264 sec): 3 clusters Score: Raw -2580032.077636 + Penalty 1968.693571 = -2578063.384065 nChanged 14 SP:Iteration 84Q (599.300126 sec): 3 clusters Score: Raw -2580032.831963 + Penalty 1968.693571 = -2578064.138392 nChanged 10 SP:Iteration 85Q (599.341839 sec): 3 clusters Score: Raw -2580033.317053 + Penalty 1968.693571 = -2578064.623482 nChanged 13 SP:Iteration 86Q (599.383839 sec): 3 clusters Score: Raw -2580033.920212 + Penalty 1968.693571 = -2578065.226641 nChanged 10 SP:Iteration 87Q (599.443218 sec): 3 clusters Score: Raw -2580034.457176 + Penalty 1968.693571 = -2578065.763605 nChanged 15 SP:Iteration 88Q (599.495277 sec): 3 clusters Score: Raw -2580035.040438 + Penalty 1968.693571 = -2578066.346867 nChanged 9 SP:Iteration 89Q (599.536904 sec): 3 clusters Score: Raw -2580035.412216 + Penalty 1968.693571 = -2578066.718645 nChanged 6 SP:Iteration 90Q (599.578977 sec): 3 clusters Score: Raw -2580035.617099 + Penalty 1968.693571 = -2578066.923528 nChanged 8 SP:Iteration 91Q (599.621356 sec): 3 clusters Score: Raw -2580035.873443 + Penalty 1968.693571 = -2578067.179872 nChanged 9 SP:Iteration 92Q (599.662903 sec): 3 clusters Score: Raw -2580036.191877 + Penalty 1968.693571 = -2578067.498306 nChanged 7 SP:Iteration 93Q (599.704775 sec): 3 clusters Score: Raw -2580036.470903 + Penalty 1968.693571 = -2578067.777332 nChanged 7 SP:Iteration 94Q (599.746492 sec): 3 clusters Score: Raw -2580036.781976 + Penalty 1968.693571 = -2578068.088405 nChanged 12 SP:Iteration 95Q (599.788373 sec): 3 clusters Score: Raw -2580037.457018 + Penalty 1968.693571 = -2578068.763447 nChanged 20 SP:Iteration 96Q (599.830083 sec): 3 clusters Score: Raw -2580038.920511 + Penalty 1968.693571 = -2578070.226940 nChanged 18 SP:Iteration 97Q (599.872033 sec): 3 clusters Score: Raw -2580040.167870 + Penalty 1968.693571 = -2578071.474299 nChanged 17 SP:Iteration 98Q (599.913794 sec): 3 clusters Score: Raw -2580041.290606 + Penalty 1968.693571 = -2578072.597034 nChanged 16 SP:Iteration 99Q (599.955377 sec): 3 clusters Score: Raw -2580042.372011 + Penalty 1968.693571 = -2578073.678440 nChanged 16 SP:Iteration 100F (600.002497 sec): 3 clusters Score: Raw -2580043.472941 + Penalty 1968.693571 = -2578074.779370 nChanged 13 SP:Iteration 101Q (600.045913 sec): 3 clusters Score: Raw -2580044.168147 + Penalty 1968.693571 = -2578075.474576 nChanged 13 SP:Iteration 102Q (600.086912 sec): 3 clusters Score: Raw -2580044.964743 + Penalty 1968.693571 = -2578076.271172 nChanged 16 SP:Iteration 103Q (600.128505 sec): 3 clusters Score: Raw -2580045.868319 + Penalty 1968.693571 = -2578077.174748 nChanged 12 SP:Iteration 104Q (600.171545 sec): 3 clusters Score: Raw -2580046.376806 + Penalty 1968.693571 = -2578077.683234 nChanged 12 SP:Iteration 105Q (600.212906 sec): 3 clusters Score: Raw -2580046.960921 + Penalty 1968.693571 = -2578078.267349 nChanged 10 SP:Iteration 106Q (600.254395 sec): 3 clusters Score: Raw -2580047.401095 + Penalty 1968.693571 = -2578078.707524 nChanged 18 SP:Iteration 107Q (600.296105 sec): 3 clusters Score: Raw -2580048.573901 + Penalty 1968.693571 = -2578079.880330 nChanged 22 SP:Iteration 108Q (600.337577 sec): 3 clusters Score: Raw -2580050.151564 + Penalty 1968.693571 = -2578081.457993 nChanged 16 SP:Iteration 109Q (600.379385 sec): 3 clusters Score: Raw -2580051.209459 + Penalty 1968.693571 = -2578082.515888 nChanged 12 SP:Iteration 110Q (600.420614 sec): 3 clusters Score: Raw -2580051.974933 + Penalty 1968.693571 = -2578083.281362 nChanged 11 SP:Iteration 111Q (600.462286 sec): 3 clusters Score: Raw -2580052.549158 + Penalty 1968.693571 = -2578083.855587 nChanged 13 SP:Iteration 112Q (600.503925 sec): 3 clusters Score: Raw -2580053.616983 + Penalty 1968.693571 = -2578084.923412 nChanged 23 SP:Iteration 113Q (600.545719 sec): 3 clusters Score: Raw -2580055.889397 + Penalty 1968.693571 = -2578087.195826 nChanged 31 SP:Iteration 114Q (600.587070 sec): 3 clusters Score: Raw -2580058.806580 + Penalty 1968.693571 = -2578090.113009 nChanged 27 SP:Iteration 115Q (600.628655 sec): 3 clusters Score: Raw -2580061.008852 + Penalty 1968.693571 = -2578092.315281 nChanged 28 SP:Iteration 116Q (600.669920 sec): 3 clusters Score: Raw -2580063.338668 + Penalty 1968.693571 = -2578094.645097 nChanged 27 SP:Iteration 117Q (600.711572 sec): 3 clusters Score: Raw -2580065.616422 + Penalty 1968.693571 = -2578096.922851 nChanged 29 SP:Iteration 118Q (600.753088 sec): 3 clusters Score: Raw -2580067.897029 + Penalty 1968.693571 = -2578099.203458 nChanged 24 SP:Iteration 119Q (600.794422 sec): 3 clusters Score: Raw -2580069.915999 + Penalty 1968.693571 = -2578101.222428 nChanged 26 SP:Iteration 120F (600.841059 sec): 3 clusters Score: Raw -2580071.856113 + Penalty 1968.693571 = -2578103.162542 nChanged 20 SP:Iteration 121Q (600.882724 sec): 3 clusters Score: Raw -2580073.142349 + Penalty 1968.693571 = -2578104.448778 nChanged 19 SP:Iteration 122Q (600.924151 sec): 3 clusters Score: Raw -2580074.336199 + Penalty 1968.693571 = -2578105.642628 nChanged 20 SP:Iteration 123Q (600.965465 sec): 3 clusters Score: Raw -2580075.854485 + Penalty 1968.693571 = -2578107.160914 nChanged 24 SP:Iteration 124Q (601.006795 sec): 3 clusters Score: Raw -2580077.887011 + Penalty 1968.693571 = -2578109.193440 nChanged 23 SP:Iteration 125Q (601.048020 sec): 3 clusters Score: Raw -2580079.731607 + Penalty 1968.693571 = -2578111.038036 nChanged 25 SP:Iteration 126Q (601.091999 sec): 3 clusters Score: Raw -2580081.878901 + Penalty 1968.693571 = -2578113.185330 nChanged 36 SP:Iteration 127Q (601.132677 sec): 3 clusters Score: Raw -2580085.398538 + Penalty 1968.693571 = -2578116.704967 nChanged 39 SP:Iteration 128Q (601.174034 sec): 3 clusters Score: Raw -2580088.731305 + Penalty 1968.693571 = -2578120.037734 nChanged 37 SP:Iteration 129Q (601.215119 sec): 3 clusters Score: Raw -2580092.192370 + Penalty 1968.693571 = -2578123.498799 nChanged 29 SP:Iteration 130Q (601.256394 sec): 3 clusters Score: Raw -2580094.439710 + Penalty 1968.693571 = -2578125.746138 nChanged 23 SP:Iteration 131Q (601.297427 sec): 3 clusters Score: Raw -2580096.191267 + Penalty 1968.693571 = -2578127.497695 nChanged 22 SP:Iteration 132Q (601.338748 sec): 3 clusters Score: Raw -2580097.714458 + Penalty 1968.693571 = -2578129.020887 nChanged 25 SP:Iteration 133Q (601.379752 sec): 3 clusters Score: Raw -2580100.342426 + Penalty 1968.693571 = -2578131.648855 nChanged 36 SP:Iteration 134Q (601.421165 sec): 3 clusters Score: Raw -2580104.045645 + Penalty 1968.693571 = -2578135.352074 nChanged 46 SP:Iteration 135Q (601.462294 sec): 3 clusters Score: Raw -2580108.905002 + Penalty 1968.693571 = -2578140.211431 nChanged 43 SP:Iteration 136Q (601.503607 sec): 3 clusters Score: Raw -2580112.838037 + Penalty 1968.693571 = -2578144.144466 nChanged 38 SP:Iteration 137Q (601.544483 sec): 3 clusters Score: Raw -2580116.907706 + Penalty 1968.693571 = -2578148.214135 nChanged 40 SP:Iteration 138Q (601.585585 sec): 3 clusters Score: Raw -2580121.231297 + Penalty 1968.693571 = -2578152.537725 nChanged 38 SP:Iteration 139Q (601.626468 sec): 3 clusters Score: Raw -2580124.093249 + Penalty 1968.693571 = -2578155.399678 nChanged 28 SP:Iteration 140F (601.673149 sec): 3 clusters Score: Raw -2580126.783502 + Penalty 1968.693571 = -2578158.089931 nChanged 32 SP:Iteration 141Q (601.714350 sec): 3 clusters Score: Raw -2580129.849415 + Penalty 1968.693571 = -2578161.155844 nChanged 33 SP:Iteration 142Q (601.755344 sec): 3 clusters Score: Raw -2580133.078494 + Penalty 1968.693571 = -2578164.384923 nChanged 33 SP:Iteration 143Q (601.796239 sec): 3 clusters Score: Raw -2580136.932192 + Penalty 1968.693571 = -2578168.238621 nChanged 38 SP:Iteration 144Q (601.837071 sec): 3 clusters Score: Raw -2580140.403451 + Penalty 1968.693571 = -2578171.709880 nChanged 38 SP:Iteration 145Q (601.878112 sec): 3 clusters Score: Raw -2580144.226425 + Penalty 1968.693571 = -2578175.532854 nChanged 32 SP:Iteration 146Q (601.918748 sec): 3 clusters Score: Raw -2580147.631686 + Penalty 1968.693571 = -2578178.938115 nChanged 30 SP:Iteration 147Q (601.959454 sec): 3 clusters Score: Raw -2580150.255431 + Penalty 1968.693571 = -2578181.561860 nChanged 30 SP:Iteration 148Q (602.000379 sec): 3 clusters Score: Raw -2580153.068856 + Penalty 1968.693571 = -2578184.375285 nChanged 25 SP:Iteration 149Q (602.041047 sec): 3 clusters Score: Raw -2580154.696391 + Penalty 1968.693571 = -2578186.002819 nChanged 14 SP:Iteration 150Q (602.081864 sec): 3 clusters Score: Raw -2580155.432759 + Penalty 1968.693571 = -2578186.739188 nChanged 12 SP:Iteration 151Q (602.122767 sec): 3 clusters Score: Raw -2580156.557185 + Penalty 1968.693571 = -2578187.863614 nChanged 12 SP:Iteration 152Q (602.163263 sec): 3 clusters Score: Raw -2580157.904782 + Penalty 1968.693571 = -2578189.211211 nChanged 15 SP:Iteration 153Q (602.203842 sec): 3 clusters Score: Raw -2580159.281686 + Penalty 1968.693571 = -2578190.588115 nChanged 19 SP:Iteration 154Q (602.244603 sec): 3 clusters Score: Raw -2580160.903458 + Penalty 1968.693571 = -2578192.209887 nChanged 20 SP:Iteration 155Q (602.285229 sec): 3 clusters Score: Raw -2580162.675016 + Penalty 1968.693571 = -2578193.981445 nChanged 24 SP:Iteration 156Q (602.326111 sec): 3 clusters Score: Raw -2580164.735733 + Penalty 1968.693571 = -2578196.042162 nChanged 17 SP:Iteration 157Q (602.366621 sec): 3 clusters Score: Raw -2580166.365126 + Penalty 1968.693571 = -2578197.671555 nChanged 23 SP:Iteration 158Q (602.407352 sec): 3 clusters Score: Raw -2580169.232192 + Penalty 1968.693571 = -2578200.538621 nChanged 26 SP:Iteration 159Q (602.447912 sec): 3 clusters Score: Raw -2580172.384192 + Penalty 1968.693571 = -2578203.690621 nChanged 31 SP:Iteration 160F (602.494773 sec): 3 clusters Score: Raw -2580176.728090 + Penalty 1968.693571 = -2578208.034519 nChanged 38 SP:Iteration 161Q (602.535631 sec): 3 clusters Score: Raw -2580180.735015 + Penalty 1968.693571 = -2578212.041444 nChanged 34 SP:Iteration 162Q (602.576142 sec): 3 clusters Score: Raw -2580184.885964 + Penalty 1968.693571 = -2578216.192392 nChanged 43 SP:Iteration 163Q (602.616879 sec): 3 clusters Score: Raw -2580190.377985 + Penalty 1968.693571 = -2578221.684414 nChanged 32 SP:Iteration 164Q (602.657383 sec): 3 clusters Score: Raw -2580193.930278 + Penalty 1968.693571 = -2578225.236707 nChanged 33 SP:Iteration 165Q (602.697949 sec): 3 clusters Score: Raw -2580197.162637 + Penalty 1968.693571 = -2578228.469066 nChanged 30 SP:Iteration 166Q (602.738535 sec): 3 clusters Score: Raw -2580199.404404 + Penalty 1968.693571 = -2578230.710833 nChanged 19 SP:Iteration 167Q (602.779776 sec): 3 clusters Score: Raw -2580200.730965 + Penalty 1968.693571 = -2578232.037393 nChanged 16 SP:Iteration 168Q (602.820094 sec): 3 clusters Score: Raw -2580202.273503 + Penalty 1968.693571 = -2578233.579931 nChanged 15 SP:Iteration 169Q (602.860592 sec): 3 clusters Score: Raw -2580203.653260 + Penalty 1968.693571 = -2578234.959689 nChanged 14 SP:Iteration 170Q (602.901083 sec): 3 clusters Score: Raw -2580204.779303 + Penalty 1968.693571 = -2578236.085732 nChanged 9 SP:Iteration 171Q (602.941844 sec): 3 clusters Score: Raw -2580205.470706 + Penalty 1968.693571 = -2578236.777135 nChanged 8 SP:Iteration 172Q (602.982374 sec): 3 clusters Score: Raw -2580206.064899 + Penalty 1968.693571 = -2578237.371328 nChanged 8 SP:Iteration 173Q (603.022681 sec): 3 clusters Score: Raw -2580206.658833 + Penalty 1968.693571 = -2578237.965262 nChanged 10 SP:Iteration 174Q (603.063021 sec): 3 clusters Score: Raw -2580207.446123 + Penalty 1968.693571 = -2578238.752552 nChanged 10 SP:Iteration 175Q (603.103472 sec): 3 clusters Score: Raw -2580207.944786 + Penalty 1968.693571 = -2578239.251215 nChanged 5 SP:Iteration 176Q (603.143875 sec): 3 clusters Score: Raw -2580208.194234 + Penalty 1968.693571 = -2578239.500663 nChanged 5 SP:Iteration 177Q (603.184135 sec): 3 clusters Score: Raw -2580208.505612 + Penalty 1968.693571 = -2578239.812041 nChanged 8 SP:Iteration 178Q (603.224512 sec): 3 clusters Score: Raw -2580209.129191 + Penalty 1968.693571 = -2578240.435620 nChanged 14 SP:Iteration 179Q (603.294700 sec): 3 clusters Score: Raw -2580210.099515 + Penalty 1968.693571 = -2578241.405944 nChanged 8 SP:Iteration 180F (603.339961 sec): 3 clusters Score: Raw -2580210.470245 + Penalty 1968.693571 = -2578241.776674 nChanged 4 SP:Iteration 181Q (603.380728 sec): 3 clusters Score: Raw -2580210.697512 + Penalty 1968.693571 = -2578242.003941 nChanged 5 SP:Iteration 182Q (603.420948 sec): 3 clusters Score: Raw -2580210.952831 + Penalty 1968.693571 = -2578242.259260 nChanged 5 SP:Iteration 183Q (603.461494 sec): 3 clusters Score: Raw -2580211.207584 + Penalty 1968.693571 = -2578242.514013 nChanged 2 SP:Iteration 184Q (603.501943 sec): 3 clusters Score: Raw -2580211.412043 + Penalty 1968.693571 = -2578242.718472 nChanged 4 SP:Iteration 185Q (603.542571 sec): 3 clusters Score: Raw -2580211.671072 + Penalty 1968.693571 = -2578242.977501 nChanged 8 SP:Iteration 186Q (603.582800 sec): 3 clusters Score: Raw -2580212.146664 + Penalty 1968.693571 = -2578243.453093 nChanged 7 SP:Iteration 187Q (603.623352 sec): 3 clusters Score: Raw -2580212.608046 + Penalty 1968.693571 = -2578243.914475 nChanged 5 SP:Iteration 188Q (603.663571 sec): 3 clusters Score: Raw -2580212.912239 + Penalty 1968.693571 = -2578244.218668 nChanged 10 SP:Iteration 189Q (603.703982 sec): 3 clusters Score: Raw -2580213.475285 + Penalty 1968.693571 = -2578244.781714 nChanged 8 SP:Iteration 190Q (603.744320 sec): 3 clusters Score: Raw -2580214.092977 + Penalty 1968.693571 = -2578245.399406 nChanged 8 SP:Iteration 191Q (603.784879 sec): 3 clusters Score: Raw -2580214.890352 + Penalty 1968.693571 = -2578246.196781 nChanged 9 SP:Iteration 192Q (603.825224 sec): 3 clusters Score: Raw -2580215.503614 + Penalty 1968.693571 = -2578246.810043 nChanged 6 SP:Iteration 193Q (603.865639 sec): 3 clusters Score: Raw -2580215.804787 + Penalty 1968.693571 = -2578247.111216 nChanged 7 SP:Iteration 194Q (603.905975 sec): 3 clusters Score: Raw -2580216.107883 + Penalty 1968.693571 = -2578247.414312 nChanged 5 SP:Iteration 195Q (603.954979 sec): 3 clusters Score: Raw -2580216.330038 + Penalty 1968.693571 = -2578247.636467 nChanged 5 SP:Iteration 196Q (603.995322 sec): 3 clusters Score: Raw -2580216.718185 + Penalty 1968.693571 = -2578248.024614 nChanged 9 SP:Iteration 197Q (604.035764 sec): 3 clusters Score: Raw -2580217.240840 + Penalty 1968.693571 = -2578248.547269 nChanged 13 SP:Iteration 198Q (604.076084 sec): 3 clusters Score: Raw -2580218.282523 + Penalty 1968.693571 = -2578249.588952 nChanged 17 SP:Iteration 199Q (604.116262 sec): 3 clusters Score: Raw -2580219.905871 + Penalty 1968.693571 = -2578251.212300 nChanged 20 SP:Iteration 200F (604.163081 sec): 3 clusters Score: Raw -2580222.416312 + Penalty 1968.693571 = -2578253.722741 nChanged 27 SP:Iteration 201Q (604.203399 sec): 3 clusters Score: Raw -2580225.223562 + Penalty 1968.693571 = -2578256.529991 nChanged 23 SP:Iteration 202Q (604.244101 sec): 3 clusters Score: Raw -2580227.668756 + Penalty 1968.693571 = -2578258.975185 nChanged 31 SP:Iteration 203Q (604.284091 sec): 3 clusters Score: Raw -2580230.545825 + Penalty 1968.693571 = -2578261.852254 nChanged 24 SP:Iteration 204Q (604.324495 sec): 3 clusters Score: Raw -2580233.228575 + Penalty 1968.693571 = -2578264.535004 nChanged 26 SP:Iteration 205Q (604.364548 sec): 3 clusters Score: Raw -2580237.219461 + Penalty 1968.693571 = -2578268.525890 nChanged 27 SP:Iteration 206Q (604.405046 sec): 3 clusters Score: Raw -2580240.342341 + Penalty 1968.693571 = -2578271.648770 nChanged 27 SP:Iteration 207Q (604.445051 sec): 3 clusters Score: Raw -2580242.628912 + Penalty 1968.693571 = -2578273.935341 nChanged 22 SP:Iteration 208Q (604.485230 sec): 3 clusters Score: Raw -2580244.492462 + Penalty 1968.693571 = -2578275.798891 nChanged 14 SP:Iteration 209Q (604.525333 sec): 3 clusters Score: Raw -2580245.546968 + Penalty 1968.693571 = -2578276.853397 nChanged 16 SP:Iteration 210Q (604.565700 sec): 3 clusters Score: Raw -2580247.193465 + Penalty 1968.693571 = -2578278.499894 nChanged 17 SP:Iteration 211Q (604.605750 sec): 3 clusters Score: Raw -2580248.959114 + Penalty 1968.693571 = -2578280.265543 nChanged 16 SP:Iteration 212Q (604.645902 sec): 3 clusters Score: Raw -2580250.752845 + Penalty 1968.693571 = -2578282.059273 nChanged 18 SP:Iteration 213Q (604.685872 sec): 3 clusters Score: Raw -2580253.004157 + Penalty 1968.693571 = -2578284.310585 nChanged 20 SP:Iteration 214Q (604.725895 sec): 3 clusters Score: Raw -2580254.767721 + Penalty 1968.693571 = -2578286.074150 nChanged 16 SP:Iteration 215Q (604.766098 sec): 3 clusters Score: Raw -2580256.646833 + Penalty 1968.693571 = -2578287.953262 nChanged 16 SP:Iteration 216Q (604.806054 sec): 3 clusters Score: Raw -2580258.651401 + Penalty 1968.693571 = -2578289.957830 nChanged 20 SP:Iteration 217Q (604.846351 sec): 3 clusters Score: Raw -2580260.849896 + Penalty 1968.693571 = -2578292.156325 nChanged 15 SP:Iteration 218Q (604.886288 sec): 3 clusters Score: Raw -2580262.492566 + Penalty 1968.693571 = -2578293.798994 nChanged 14 SP:Iteration 219Q (604.926207 sec): 3 clusters Score: Raw -2580263.792083 + Penalty 1968.693571 = -2578295.098512 nChanged 17 SP:Iteration 220F (604.973541 sec): 3 clusters Score: Raw -2580265.101501 + Penalty 1968.693571 = -2578296.407930 nChanged 17 SP:Iteration 221Q (605.013168 sec): 3 clusters Score: Raw -2580266.708168 + Penalty 1968.693571 = -2578298.014597 nChanged 16 SP:Iteration 222Q (605.053508 sec): 3 clusters Score: Raw -2580268.383748 + Penalty 1968.693571 = -2578299.690177 nChanged 14 SP:Iteration 223Q (605.093550 sec): 3 clusters Score: Raw -2580269.793771 + Penalty 1968.693571 = -2578301.100200 nChanged 15 SP:Iteration 224Q (605.133547 sec): 3 clusters Score: Raw -2580271.079545 + Penalty 1968.693571 = -2578302.385974 nChanged 16 SP:Iteration 225Q (605.173507 sec): 3 clusters Score: Raw -2580273.241074 + Penalty 1968.693571 = -2578304.547502 nChanged 23 SP:Iteration 226Q (605.214294 sec): 3 clusters Score: Raw -2580275.823102 + Penalty 1968.693571 = -2578307.129531 nChanged 17 SP:Iteration 227Q (605.253967 sec): 3 clusters Score: Raw -2580277.486437 + Penalty 1968.693571 = -2578308.792866 nChanged 21 SP:Iteration 228Q (605.293723 sec): 3 clusters Score: Raw -2580279.834757 + Penalty 1968.693571 = -2578311.141186 nChanged 17 SP:Iteration 229Q (605.333596 sec): 3 clusters Score: Raw -2580281.475492 + Penalty 1968.693571 = -2578312.781921 nChanged 13 SP:Iteration 230Q (605.373340 sec): 3 clusters Score: Raw -2580282.427820 + Penalty 1968.693571 = -2578313.734249 nChanged 9 SP:Iteration 231Q (605.413548 sec): 3 clusters Score: Raw -2580283.185069 + Penalty 1968.693571 = -2578314.491498 nChanged 8 SP:Iteration 232Q (605.453369 sec): 3 clusters Score: Raw -2580283.857209 + Penalty 1968.693571 = -2578315.163638 nChanged 7 SP:Iteration 233Q (605.493452 sec): 3 clusters Score: Raw -2580284.765682 + Penalty 1968.693571 = -2578316.072111 nChanged 13 SP:Iteration 234Q (605.533260 sec): 3 clusters Score: Raw -2580285.822721 + Penalty 1968.693571 = -2578317.129150 nChanged 10 SP:Iteration 235Q (605.573309 sec): 3 clusters Score: Raw -2580287.033963 + Penalty 1968.693571 = -2578318.340392 nChanged 8 SP:Iteration 236Q (605.613155 sec): 3 clusters Score: Raw -2580288.060001 + Penalty 1968.693571 = -2578319.366430 nChanged 8 SP:Iteration 237Q (605.653175 sec): 3 clusters Score: Raw -2580289.084950 + Penalty 1968.693571 = -2578320.391379 nChanged 12 SP:Iteration 238Q (605.693074 sec): 3 clusters Score: Raw -2580290.263467 + Penalty 1968.693571 = -2578321.569896 nChanged 13 SP:Iteration 239Q (605.733076 sec): 3 clusters Score: Raw -2580291.450756 + Penalty 1968.693571 = -2578322.757184 nChanged 13 SP:Iteration 240F (605.779648 sec): 3 clusters Score: Raw -2580292.663002 + Penalty 1968.693571 = -2578323.969431 nChanged 12 SP:Iteration 241Q (605.819659 sec): 3 clusters Score: Raw -2580294.089916 + Penalty 1968.693571 = -2578325.396345 nChanged 18 SP:Iteration 242Q (605.859554 sec): 3 clusters Score: Raw -2580295.670820 + Penalty 1968.693571 = -2578326.977249 nChanged 14 SP:Iteration 243Q (605.899488 sec): 3 clusters Score: Raw -2580296.873672 + Penalty 1968.693571 = -2578328.180101 nChanged 14 SP:Iteration 244Q (605.939229 sec): 3 clusters Score: Raw -2580298.269831 + Penalty 1968.693571 = -2578329.576260 nChanged 21 SP:Iteration 245Q (605.979228 sec): 3 clusters Score: Raw -2580300.613471 + Penalty 1968.693571 = -2578331.919900 nChanged 19 SP:Iteration 246Q (606.019106 sec): 3 clusters Score: Raw -2580303.145413 + Penalty 1968.693571 = -2578334.451842 nChanged 22 SP:Iteration 247Q (606.058971 sec): 3 clusters Score: Raw -2580305.892312 + Penalty 1968.693571 = -2578337.198741 nChanged 16 SP:Iteration 248Q (606.098759 sec): 3 clusters Score: Raw -2580307.848754 + Penalty 1968.693571 = -2578339.155183 nChanged 16 SP:Iteration 249Q (606.138445 sec): 3 clusters Score: Raw -2580309.800120 + Penalty 1968.693571 = -2578341.106549 nChanged 19 SP:Iteration 250Q (606.178343 sec): 3 clusters Score: Raw -2580312.422489 + Penalty 1968.693571 = -2578343.728918 nChanged 20 SP:Iteration 251Q (606.218400 sec): 3 clusters Score: Raw -2580315.480037 + Penalty 1968.693571 = -2578346.786466 nChanged 25 SP:Iteration 252Q (606.258101 sec): 3 clusters Score: Raw -2580319.647369 + Penalty 1968.693571 = -2578350.953798 nChanged 25 SP:Iteration 253Q (606.297701 sec): 3 clusters Score: Raw -2580322.947459 + Penalty 1968.693571 = -2578354.253888 nChanged 24 SP:Iteration 254Q (606.337527 sec): 3 clusters Score: Raw -2580326.149558 + Penalty 1968.693571 = -2578357.455987 nChanged 16 SP:Iteration 255Q (606.377364 sec): 3 clusters Score: Raw -2580328.507063 + Penalty 1968.693571 = -2578359.813492 nChanged 15 SP:Iteration 256Q (606.417203 sec): 3 clusters Score: Raw -2580330.057542 + Penalty 1968.693571 = -2578361.363971 nChanged 13 SP:Iteration 257Q (606.456876 sec): 3 clusters Score: Raw -2580331.165985 + Penalty 1968.693571 = -2578362.472414 nChanged 11 SP:Iteration 258Q (606.496553 sec): 3 clusters Score: Raw -2580332.369529 + Penalty 1968.693571 = -2578363.675958 nChanged 13 SP:Iteration 259Q (606.536086 sec): 3 clusters Score: Raw -2580334.274931 + Penalty 1968.693571 = -2578365.581359 nChanged 19 SP:Iteration 260F (606.582753 sec): 3 clusters Score: Raw -2580337.796047 + Penalty 1968.693571 = -2578369.102476 nChanged 22 SP:Iteration 261Q (606.622541 sec): 3 clusters Score: Raw -2580341.755032 + Penalty 1968.693571 = -2578373.061461 nChanged 29 SP:Iteration 262Q (606.662084 sec): 3 clusters Score: Raw -2580346.398648 + Penalty 1968.693571 = -2578377.705077 nChanged 28 SP:Iteration 263Q (606.701641 sec): 3 clusters Score: Raw -2580351.077475 + Penalty 1968.693571 = -2578382.383904 nChanged 27 SP:Iteration 264Q (606.741501 sec): 3 clusters Score: Raw -2580355.703614 + Penalty 1968.693571 = -2578387.010043 nChanged 29 SP:Iteration 265Q (606.781016 sec): 3 clusters Score: Raw -2580359.931371 + Penalty 1968.693571 = -2578391.237800 nChanged 27 SP:Iteration 266Q (606.852542 sec): 3 clusters Score: Raw -2580363.926972 + Penalty 1968.693571 = -2578395.233401 nChanged 24 SP:Iteration 267Q (606.891552 sec): 3 clusters Score: Raw -2580366.892100 + Penalty 1968.693571 = -2578398.198529 nChanged 23 SP:Iteration 268Q (606.930731 sec): 3 clusters Score: Raw -2580370.179517 + Penalty 1968.693571 = -2578401.485946 nChanged 25 SP:Iteration 269Q (606.970228 sec): 3 clusters Score: Raw -2580373.627452 + Penalty 1968.693571 = -2578404.933881 nChanged 21 SP:Iteration 270Q (607.010048 sec): 3 clusters Score: Raw -2580376.517447 + Penalty 1968.693571 = -2578407.823876 nChanged 22 SP:Iteration 271Q (607.049488 sec): 3 clusters Score: Raw -2580380.059791 + Penalty 1968.693571 = -2578411.366220 nChanged 15 SP:Iteration 272Q (607.089229 sec): 3 clusters Score: Raw -2580383.338191 + Penalty 1968.693571 = -2578414.644620 nChanged 17 SP:Iteration 273Q (607.128819 sec): 3 clusters Score: Raw -2580385.763259 + Penalty 1968.693571 = -2578417.069688 nChanged 12 SP:Iteration 274Q (607.168665 sec): 3 clusters Score: Raw -2580387.466197 + Penalty 1968.693571 = -2578418.772626 nChanged 18 SP:Iteration 275Q (607.208092 sec): 3 clusters Score: Raw -2580390.004585 + Penalty 1968.693571 = -2578421.311014 nChanged 12 SP:Iteration 276Q (607.247508 sec): 3 clusters Score: Raw -2580391.589303 + Penalty 1968.693571 = -2578422.895732 nChanged 11 SP:Iteration 277Q (607.287272 sec): 3 clusters Score: Raw -2580393.405419 + Penalty 1968.693571 = -2578424.711848 nChanged 15 SP:Iteration 278Q (607.326810 sec): 3 clusters Score: Raw -2580395.537204 + Penalty 1968.693571 = -2578426.843633 nChanged 10 SP:Iteration 279Q (607.366506 sec): 3 clusters Score: Raw -2580396.951587 + Penalty 1968.693571 = -2578428.258016 nChanged 10 SP:Iteration 280F (607.413290 sec): 3 clusters Score: Raw -2580398.284990 + Penalty 1968.693571 = -2578429.591419 nChanged 10 SP:Iteration 281Q (607.452885 sec): 3 clusters Score: Raw -2580399.789898 + Penalty 1968.693571 = -2578431.096327 nChanged 16 SP:Iteration 282Q (607.492636 sec): 3 clusters Score: Raw -2580402.775124 + Penalty 1968.693571 = -2578434.081553 nChanged 21 SP:Iteration 283Q (607.532071 sec): 3 clusters Score: Raw -2580406.175797 + Penalty 1968.693571 = -2578437.482226 nChanged 18 SP:Iteration 284Q (607.571781 sec): 3 clusters Score: Raw -2580408.761434 + Penalty 1968.693571 = -2578440.067863 nChanged 15 SP:Iteration 285Q (607.611029 sec): 3 clusters Score: Raw -2580411.585590 + Penalty 1968.693571 = -2578442.892019 nChanged 25 SP:Iteration 286Q (607.650348 sec): 3 clusters Score: Raw -2580415.096615 + Penalty 1968.693571 = -2578446.403044 nChanged 16 SP:Iteration 287Q (607.690369 sec): 3 clusters Score: Raw -2580417.566614 + Penalty 1968.693571 = -2578448.873043 nChanged 13 SP:Iteration 288Q (607.729595 sec): 3 clusters Score: Raw -2580419.920090 + Penalty 1968.693571 = -2578451.226519 nChanged 18 SP:Iteration 289Q (607.769255 sec): 3 clusters Score: Raw -2580423.611514 + Penalty 1968.693571 = -2578454.917943 nChanged 18 SP:Iteration 290Q (607.808641 sec): 3 clusters Score: Raw -2580427.080039 + Penalty 1968.693571 = -2578458.386468 nChanged 20 SP:Iteration 291Q (607.848197 sec): 3 clusters Score: Raw -2580431.966160 + Penalty 1968.693571 = -2578463.272589 nChanged 23 SP:Iteration 292Q (607.887592 sec): 3 clusters Score: Raw -2580437.127090 + Penalty 1968.693571 = -2578468.433519 nChanged 19 SP:Iteration 293Q (607.926970 sec): 3 clusters Score: Raw -2580441.195186 + Penalty 1968.693571 = -2578472.501615 nChanged 18 SP:Iteration 294Q (607.966437 sec): 3 clusters Score: Raw -2580443.623871 + Penalty 1968.693571 = -2578474.930300 nChanged 8 SP:Iteration 295Q (608.006346 sec): 3 clusters Score: Raw -2580444.220050 + Penalty 1968.693571 = -2578475.526479 nChanged 5 SP:Iteration 296Q (608.045572 sec): 3 clusters Score: Raw -2580444.613708 + Penalty 1968.693571 = -2578475.920137 nChanged 5 SP:Iteration 297Q (608.085134 sec): 3 clusters Score: Raw -2580445.099991 + Penalty 1968.693571 = -2578476.406420 nChanged 6 SP:Iteration 298Q (608.124593 sec): 3 clusters Score: Raw -2580445.804483 + Penalty 1968.693571 = -2578477.110912 nChanged 10 SP:Iteration 299Q (608.164193 sec): 3 clusters Score: Raw -2580447.243807 + Penalty 1968.693571 = -2578478.550236 nChanged 8 SP:Iteration 300F (608.211079 sec): 3 clusters Score: Raw -2580448.170882 + Penalty 1968.693571 = -2578479.477311 nChanged 8 SP:Iteration 301Q (608.250694 sec): 3 clusters Score: Raw -2580449.003980 + Penalty 1968.693571 = -2578480.310409 nChanged 7 SP:Iteration 302Q (608.290251 sec): 3 clusters Score: Raw -2580450.374224 + Penalty 1968.693571 = -2578481.680653 nChanged 10 SP:Iteration 303Q (608.329705 sec): 3 clusters Score: Raw -2580451.375733 + Penalty 1968.693571 = -2578482.682162 nChanged 3 SP:Iteration 304Q (608.369079 sec): 3 clusters Score: Raw -2580451.604518 + Penalty 1968.693571 = -2578482.910947 nChanged 5 SP:Iteration 305Q (608.408506 sec): 3 clusters Score: Raw -2580452.232014 + Penalty 1968.693571 = -2578483.538443 nChanged 5 SP:Iteration 306Q (608.447869 sec): 3 clusters Score: Raw -2580452.678061 + Penalty 1968.693571 = -2578483.984490 nChanged 4 SP:Iteration 307Q (608.487421 sec): 3 clusters Score: Raw -2580453.275880 + Penalty 1968.693571 = -2578484.582309 nChanged 1 SP:Iteration 308Q (608.526813 sec): 3 clusters Score: Raw -2580453.317383 + Penalty 1968.693571 = -2578484.623812 nChanged 1 SP:Iteration 309Q (608.566198 sec): 3 clusters Score: Raw -2580453.434099 + Penalty 1968.693571 = -2578484.740528 nChanged 2 SP:Iteration 310Q (608.605871 sec): 3 clusters Score: Raw -2580453.611476 + Penalty 1968.693571 = -2578484.917905 nChanged 1 SP:Iteration 311Q (608.645094 sec): 3 clusters Score: Raw -2580453.699691 + Penalty 1968.693571 = -2578485.006120 nChanged 0 SP:Iteration 312F (608.692172 sec): 3 clusters Score: Raw -2580453.699691 + Penalty 1968.693571 = -2578485.006120 nChanged 0 Trying to split cluster 5 (3799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.706466 sec): 2 clusters Score: Raw -325552.736454 + Penalty 783.036850 = -324769.699604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.721701 sec): 3 clusters Score: Raw -323534.802632 + Penalty 1566.073699 = -321968.728933 nChanged 1557 SP:Iteration 1F (608.735656 sec): 3 clusters Score: Raw -324419.835262 + Penalty 1566.073699 = -322853.761562 nChanged 275 SP:Iteration 2F (608.749518 sec): 3 clusters Score: Raw -324595.514140 + Penalty 1566.073699 = -323029.440441 nChanged 228 SP:Iteration 3F (608.763515 sec): 3 clusters Score: Raw -324749.672573 + Penalty 1566.073699 = -323183.598874 nChanged 222 SP:Iteration 4F (608.777519 sec): 3 clusters Score: Raw -324938.698679 + Penalty 1566.073699 = -323372.624980 nChanged 281 SP:Iteration 5F (608.791562 sec): 3 clusters Score: Raw -325181.283862 + Penalty 1566.073699 = -323615.210163 nChanged 252 SP:Iteration 6F (608.805497 sec): 3 clusters Score: Raw -325408.536534 + Penalty 1566.073699 = -323842.462835 nChanged 234 SP:Iteration 7F (608.819382 sec): 3 clusters Score: Raw -325597.685629 + Penalty 1566.073699 = -324031.611930 nChanged 174 SP:Iteration 8Q (608.833313 sec): 3 clusters Score: Raw -325718.826331 + Penalty 1566.073699 = -324152.752632 nChanged 118 SP:Iteration 9Q (608.847210 sec): 3 clusters Score: Raw -325793.325947 + Penalty 1566.073699 = -324227.252248 nChanged 94 SP:Iteration 10Q (608.860992 sec): 3 clusters Score: Raw -325850.405282 + Penalty 1566.073699 = -324284.331583 nChanged 72 SP:Iteration 11Q (608.874768 sec): 3 clusters Score: Raw -325885.640169 + Penalty 1566.073699 = -324319.566470 nChanged 43 SP:Iteration 12Q (608.888458 sec): 3 clusters Score: Raw -325897.575504 + Penalty 1566.073699 = -324331.501805 nChanged 26 SP:Iteration 13Q (608.902260 sec): 3 clusters Score: Raw -325905.443542 + Penalty 1566.073699 = -324339.369843 nChanged 17 SP:Iteration 14Q (608.915892 sec): 3 clusters Score: Raw -325910.400572 + Penalty 1566.073699 = -324344.326873 nChanged 16 SP:Iteration 15Q (608.929529 sec): 3 clusters Score: Raw -325914.738342 + Penalty 1566.073699 = -324348.664643 nChanged 11 SP:Iteration 16Q (608.943214 sec): 3 clusters Score: Raw -325918.879827 + Penalty 1566.073699 = -324352.806128 nChanged 17 SP:Iteration 17Q (608.956986 sec): 3 clusters Score: Raw -325926.975123 + Penalty 1566.073699 = -324360.901424 nChanged 27 SP:Iteration 18Q (608.970783 sec): 3 clusters Score: Raw -325935.562928 + Penalty 1566.073699 = -324369.489229 nChanged 21 SP:Iteration 19Q (608.984501 sec): 3 clusters Score: Raw -325941.481148 + Penalty 1566.073699 = -324375.407449 nChanged 22 SP:Iteration 20F (608.998350 sec): 3 clusters Score: Raw -325948.347568 + Penalty 1566.073699 = -324382.273869 nChanged 21 SP:Iteration 21Q (609.012092 sec): 3 clusters Score: Raw -325954.355221 + Penalty 1566.073699 = -324388.281522 nChanged 17 SP:Iteration 22Q (609.025723 sec): 3 clusters Score: Raw -325957.987540 + Penalty 1566.073699 = -324391.913840 nChanged 16 SP:Iteration 23Q (609.039459 sec): 3 clusters Score: Raw -325961.109246 + Penalty 1566.073699 = -324395.035547 nChanged 13 SP:Iteration 24Q (609.053218 sec): 3 clusters Score: Raw -325964.129008 + Penalty 1566.073699 = -324398.055309 nChanged 11 SP:Iteration 25Q (609.066890 sec): 3 clusters Score: Raw -325965.937736 + Penalty 1566.073699 = -324399.864037 nChanged 2 SP:Iteration 26Q (609.080488 sec): 3 clusters Score: Raw -325966.306694 + Penalty 1566.073699 = -324400.232995 nChanged 1 SP:Iteration 27Q (609.094051 sec): 3 clusters Score: Raw -325966.395932 + Penalty 1566.073699 = -324400.322233 nChanged 1 SP:Iteration 28Q (609.107595 sec): 3 clusters Score: Raw -325966.492470 + Penalty 1566.073699 = -324400.418771 nChanged 1 SP:Iteration 29Q (609.121410 sec): 3 clusters Score: Raw -325966.629805 + Penalty 1566.073699 = -324400.556106 nChanged 0 SP:Iteration 30F (609.135333 sec): 3 clusters Score: Raw -325966.629805 + Penalty 1566.073699 = -324400.556106 nChanged 0 Trying to split cluster 6 (18751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.166381 sec): 2 clusters Score: Raw -1606166.934552 + Penalty 934.705225 = -1605232.229327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.201766 sec): 3 clusters Score: Raw -1594399.473743 + Penalty 1869.410449 = -1592530.063294 nChanged 8712 SP:Iteration 1F (609.234609 sec): 3 clusters Score: Raw -1599579.767877 + Penalty 1869.410449 = -1597710.357428 nChanged 1124 SP:Iteration 2F (609.267900 sec): 3 clusters Score: Raw -1600230.688451 + Penalty 1869.410449 = -1598361.278002 nChanged 1351 SP:Iteration 3F (609.301006 sec): 3 clusters Score: Raw -1601149.416983 + Penalty 1869.410449 = -1599280.006534 nChanged 1454 SP:Iteration 4F (609.334104 sec): 3 clusters Score: Raw -1602314.014420 + Penalty 1869.410449 = -1600444.603971 nChanged 1518 SP:Iteration 5F (609.367107 sec): 3 clusters Score: Raw -1603627.690358 + Penalty 1869.410449 = -1601758.279909 nChanged 1365 SP:Iteration 6F (609.400145 sec): 3 clusters Score: Raw -1604767.751958 + Penalty 1869.410449 = -1602898.341509 nChanged 1018 SP:Iteration 7F (609.433069 sec): 3 clusters Score: Raw -1605520.228403 + Penalty 1869.410449 = -1603650.817954 nChanged 737 SP:Iteration 8Q (609.466681 sec): 3 clusters Score: Raw -1605966.751100 + Penalty 1869.410449 = -1604097.340651 nChanged 530 SP:Iteration 9Q (609.499800 sec): 3 clusters Score: Raw -1606221.209191 + Penalty 1869.410449 = -1604351.798742 nChanged 376 SP:Iteration 10Q (609.532540 sec): 3 clusters Score: Raw -1606410.301730 + Penalty 1869.410449 = -1604540.891281 nChanged 292 SP:Iteration 11Q (609.564980 sec): 3 clusters Score: Raw -1606550.125679 + Penalty 1869.410449 = -1604680.715230 nChanged 241 SP:Iteration 12Q (609.597177 sec): 3 clusters Score: Raw -1606638.723511 + Penalty 1869.410449 = -1604769.313062 nChanged 182 SP:Iteration 13Q (609.629134 sec): 3 clusters Score: Raw -1606677.000072 + Penalty 1869.410449 = -1604807.589623 nChanged 114 SP:Iteration 14Q (609.660992 sec): 3 clusters Score: Raw -1606698.874256 + Penalty 1869.410449 = -1604829.463807 nChanged 87 SP:Iteration 15Q (609.695104 sec): 3 clusters Score: Raw -1606713.046778 + Penalty 1869.410449 = -1604843.636329 nChanged 76 SP:Iteration 16Q (609.726611 sec): 3 clusters Score: Raw -1606724.697961 + Penalty 1869.410449 = -1604855.287512 nChanged 47 SP:Iteration 17Q (609.758370 sec): 3 clusters Score: Raw -1606730.664246 + Penalty 1869.410449 = -1604861.253797 nChanged 47 SP:Iteration 18Q (609.789985 sec): 3 clusters Score: Raw -1606735.700176 + Penalty 1869.410449 = -1604866.289727 nChanged 36 SP:Iteration 19Q (609.821635 sec): 3 clusters Score: Raw -1606740.227490 + Penalty 1869.410449 = -1604870.817041 nChanged 32 SP:Iteration 20F (609.854694 sec): 3 clusters Score: Raw -1606744.153895 + Penalty 1869.410449 = -1604874.743446 nChanged 33 SP:Iteration 21Q (609.886410 sec): 3 clusters Score: Raw -1606747.991634 + Penalty 1869.410449 = -1604878.581185 nChanged 34 SP:Iteration 22Q (609.918199 sec): 3 clusters Score: Raw -1606753.577879 + Penalty 1869.410449 = -1604884.167430 nChanged 47 SP:Iteration 23Q (609.949789 sec): 3 clusters Score: Raw -1606761.031705 + Penalty 1869.410449 = -1604891.621256 nChanged 46 SP:Iteration 24Q (609.981459 sec): 3 clusters Score: Raw -1606767.392812 + Penalty 1869.410449 = -1604897.982363 nChanged 49 SP:Iteration 25Q (610.012953 sec): 3 clusters Score: Raw -1606775.027535 + Penalty 1869.410449 = -1604905.617086 nChanged 53 SP:Iteration 26Q (610.044364 sec): 3 clusters Score: Raw -1606783.675482 + Penalty 1869.410449 = -1604914.265033 nChanged 55 SP:Iteration 27Q (610.075946 sec): 3 clusters Score: Raw -1606793.538381 + Penalty 1869.410449 = -1604924.127932 nChanged 61 SP:Iteration 28Q (610.107276 sec): 3 clusters Score: Raw -1606804.626480 + Penalty 1869.410449 = -1604935.216030 nChanged 71 SP:Iteration 29Q (610.138693 sec): 3 clusters Score: Raw -1606819.487847 + Penalty 1869.410449 = -1604950.077398 nChanged 77 SP:Iteration 30Q (610.170123 sec): 3 clusters Score: Raw -1606836.237372 + Penalty 1869.410449 = -1604966.826923 nChanged 81 SP:Iteration 31Q (610.201408 sec): 3 clusters Score: Raw -1606855.282720 + Penalty 1869.410449 = -1604985.872271 nChanged 68 SP:Iteration 32Q (610.232775 sec): 3 clusters Score: Raw -1606870.292710 + Penalty 1869.410449 = -1605000.882260 nChanged 71 SP:Iteration 33Q (610.263933 sec): 3 clusters Score: Raw -1606884.261728 + Penalty 1869.410449 = -1605014.851279 nChanged 74 SP:Iteration 34Q (610.295234 sec): 3 clusters Score: Raw -1606901.344980 + Penalty 1869.410449 = -1605031.934530 nChanged 69 SP:Iteration 35Q (610.326287 sec): 3 clusters Score: Raw -1606916.714477 + Penalty 1869.410449 = -1605047.304027 nChanged 68 SP:Iteration 36Q (610.357372 sec): 3 clusters Score: Raw -1606933.973649 + Penalty 1869.410449 = -1605064.563200 nChanged 77 SP:Iteration 37Q (610.388445 sec): 3 clusters Score: Raw -1606953.342771 + Penalty 1869.410449 = -1605083.932322 nChanged 76 SP:Iteration 38Q (610.419397 sec): 3 clusters Score: Raw -1606972.463300 + Penalty 1869.410449 = -1605103.052851 nChanged 68 SP:Iteration 39Q (610.450323 sec): 3 clusters Score: Raw -1606987.341270 + Penalty 1869.410449 = -1605117.930821 nChanged 62 SP:Iteration 40F (610.483218 sec): 3 clusters Score: Raw -1607001.749409 + Penalty 1869.410449 = -1605132.338960 nChanged 66 SP:Iteration 41Q (610.514468 sec): 3 clusters Score: Raw -1607016.316449 + Penalty 1869.410449 = -1605146.906000 nChanged 66 SP:Iteration 42Q (610.545396 sec): 3 clusters Score: Raw -1607031.519916 + Penalty 1869.410449 = -1605162.109467 nChanged 63 SP:Iteration 43Q (610.576581 sec): 3 clusters Score: Raw -1607044.317598 + Penalty 1869.410449 = -1605174.907149 nChanged 50 SP:Iteration 44Q (610.607629 sec): 3 clusters Score: Raw -1607053.074402 + Penalty 1869.410449 = -1605183.663953 nChanged 36 SP:Iteration 45Q (610.638449 sec): 3 clusters Score: Raw -1607058.139958 + Penalty 1869.410449 = -1605188.729509 nChanged 41 SP:Iteration 46Q (610.669456 sec): 3 clusters Score: Raw -1607064.416213 + Penalty 1869.410449 = -1605195.005764 nChanged 29 SP:Iteration 47Q (610.700204 sec): 3 clusters Score: Raw -1607067.716462 + Penalty 1869.410449 = -1605198.306013 nChanged 26 SP:Iteration 48Q (610.731056 sec): 3 clusters Score: Raw -1607070.623339 + Penalty 1869.410449 = -1605201.212890 nChanged 30 SP:Iteration 49Q (610.761813 sec): 3 clusters Score: Raw -1607073.701280 + Penalty 1869.410449 = -1605204.290831 nChanged 29 SP:Iteration 50Q (610.792597 sec): 3 clusters Score: Raw -1607077.707126 + Penalty 1869.410449 = -1605208.296677 nChanged 25 SP:Iteration 51Q (610.823565 sec): 3 clusters Score: Raw -1607080.834999 + Penalty 1869.410449 = -1605211.424550 nChanged 30 SP:Iteration 52Q (610.854260 sec): 3 clusters Score: Raw -1607084.276340 + Penalty 1869.410449 = -1605214.865891 nChanged 24 SP:Iteration 53Q (610.884993 sec): 3 clusters Score: Raw -1607087.053119 + Penalty 1869.410449 = -1605217.642670 nChanged 32 SP:Iteration 54Q (610.915555 sec): 3 clusters Score: Raw -1607090.344588 + Penalty 1869.410449 = -1605220.934139 nChanged 28 SP:Iteration 55Q (610.946247 sec): 3 clusters Score: Raw -1607095.372897 + Penalty 1869.410449 = -1605225.962448 nChanged 41 SP:Iteration 56Q (610.976876 sec): 3 clusters Score: Raw -1607101.504272 + Penalty 1869.410449 = -1605232.093823 nChanged 30 SP:Iteration 57Q (611.007461 sec): 3 clusters Score: Raw -1607105.842116 + Penalty 1869.410449 = -1605236.431667 nChanged 29 SP:Iteration 58Q (611.038026 sec): 3 clusters Score: Raw -1607109.244902 + Penalty 1869.410449 = -1605239.834453 nChanged 25 SP:Iteration 59Q (611.068593 sec): 3 clusters Score: Raw -1607111.605133 + Penalty 1869.410449 = -1605242.194684 nChanged 19 SP:Iteration 60F (611.101716 sec): 3 clusters Score: Raw -1607113.118545 + Penalty 1869.410449 = -1605243.708096 nChanged 21 SP:Iteration 61Q (611.132575 sec): 3 clusters Score: Raw -1607115.875463 + Penalty 1869.410449 = -1605246.465014 nChanged 22 SP:Iteration 62Q (611.163160 sec): 3 clusters Score: Raw -1607118.615977 + Penalty 1869.410449 = -1605249.205528 nChanged 24 SP:Iteration 63Q (611.193752 sec): 3 clusters Score: Raw -1607121.925079 + Penalty 1869.410449 = -1605252.514630 nChanged 21 SP:Iteration 64Q (611.224283 sec): 3 clusters Score: Raw -1607124.112650 + Penalty 1869.410449 = -1605254.702201 nChanged 14 SP:Iteration 65Q (611.254968 sec): 3 clusters Score: Raw -1607125.713333 + Penalty 1869.410449 = -1605256.302884 nChanged 14 SP:Iteration 66Q (611.285444 sec): 3 clusters Score: Raw -1607127.162670 + Penalty 1869.410449 = -1605257.752221 nChanged 11 SP:Iteration 67Q (611.316045 sec): 3 clusters Score: Raw -1607127.955560 + Penalty 1869.410449 = -1605258.545111 nChanged 6 SP:Iteration 68Q (611.346524 sec): 3 clusters Score: Raw -1607128.308434 + Penalty 1869.410449 = -1605258.897985 nChanged 3 SP:Iteration 69Q (611.376984 sec): 3 clusters Score: Raw -1607128.460398 + Penalty 1869.410449 = -1605259.049949 nChanged 2 SP:Iteration 70Q (611.407476 sec): 3 clusters Score: Raw -1607128.533183 + Penalty 1869.410449 = -1605259.122734 nChanged 1 SP:Iteration 71Q (611.437938 sec): 3 clusters Score: Raw -1607128.558361 + Penalty 1869.410449 = -1605259.147912 nChanged 2 SP:Iteration 72Q (611.468532 sec): 3 clusters Score: Raw -1607128.616135 + Penalty 1869.410449 = -1605259.205686 nChanged 2 SP:Iteration 73Q (611.530329 sec): 3 clusters Score: Raw -1607128.677731 + Penalty 1869.410449 = -1605259.267282 nChanged 2 SP:Iteration 74Q (611.561182 sec): 3 clusters Score: Raw -1607128.744701 + Penalty 1869.410449 = -1605259.334252 nChanged 1 SP:Iteration 75Q (611.591753 sec): 3 clusters Score: Raw -1607128.825802 + Penalty 1869.410449 = -1605259.415353 nChanged 3 SP:Iteration 76Q (611.622231 sec): 3 clusters Score: Raw -1607129.131060 + Penalty 1869.410449 = -1605259.720611 nChanged 5 SP:Iteration 77Q (611.652954 sec): 3 clusters Score: Raw -1607129.781742 + Penalty 1869.410449 = -1605260.371293 nChanged 6 SP:Iteration 78Q (611.683403 sec): 3 clusters Score: Raw -1607130.077155 + Penalty 1869.410449 = -1605260.666706 nChanged 3 SP:Iteration 79Q (611.713964 sec): 3 clusters Score: Raw -1607130.329260 + Penalty 1869.410449 = -1605260.918811 nChanged 4 SP:Iteration 80F (611.746846 sec): 3 clusters Score: Raw -1607130.668964 + Penalty 1869.410449 = -1605261.258515 nChanged 4 SP:Iteration 81Q (611.777575 sec): 3 clusters Score: Raw -1607130.876615 + Penalty 1869.410449 = -1605261.466166 nChanged 3 SP:Iteration 82Q (611.808485 sec): 3 clusters Score: Raw -1607131.028974 + Penalty 1869.410449 = -1605261.618525 nChanged 3 SP:Iteration 83Q (611.838943 sec): 3 clusters Score: Raw -1607131.150753 + Penalty 1869.410449 = -1605261.740304 nChanged 2 SP:Iteration 84Q (611.869627 sec): 3 clusters Score: Raw -1607131.316384 + Penalty 1869.410449 = -1605261.905935 nChanged 2 SP:Iteration 85Q (611.900185 sec): 3 clusters Score: Raw -1607131.351440 + Penalty 1869.410449 = -1605261.940991 nChanged 0 SP:Iteration 86F (611.933138 sec): 3 clusters Score: Raw -1607131.351440 + Penalty 1869.410449 = -1605261.940991 nChanged 0 Score: Raw -69513837.614087 + Penalty 41475.433710 = -69472362.180377 Splitting cluster 6 changes total score from -69471254.900475 to -69472362.180377 So it's getting split into cluster 32. Trying to split cluster 7 (135303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.043045 sec): 2 clusters Score: Raw -11774901.884336 + Penalty 1122.450839 = -11773779.433497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.218299 sec): 3 clusters Score: Raw -11684970.497273 + Penalty 2244.901678 = -11682725.595596 nChanged 65622 SP:Iteration 1F (624.390150 sec): 3 clusters Score: Raw -11726480.141935 + Penalty 2244.901678 = -11724235.240257 nChanged 7623 SP:Iteration 2F (624.562223 sec): 3 clusters Score: Raw -11730403.192156 + Penalty 2244.901678 = -11728158.290479 nChanged 9472 SP:Iteration 3F (624.734461 sec): 3 clusters Score: Raw -11736737.933187 + Penalty 2244.901678 = -11734493.031510 nChanged 10713 SP:Iteration 4F (624.906407 sec): 3 clusters Score: Raw -11745243.443306 + Penalty 2244.901678 = -11742998.541628 nChanged 10163 SP:Iteration 5F (625.078735 sec): 3 clusters Score: Raw -11754215.255135 + Penalty 2244.901678 = -11751970.353457 nChanged 8099 SP:Iteration 6F (625.250633 sec): 3 clusters Score: Raw -11761809.471337 + Penalty 2244.901678 = -11759564.569659 nChanged 5496 SP:Iteration 7Q (625.428036 sec): 3 clusters Score: Raw -11767035.975715 + Penalty 2244.901678 = -11764791.074037 nChanged 3272 SP:Iteration 8Q (625.594255 sec): 3 clusters Score: Raw -11769771.868372 + Penalty 2244.901678 = -11767526.966694 nChanged 2065 SP:Iteration 9Q (625.754243 sec): 3 clusters Score: Raw -11771140.352921 + Penalty 2244.901678 = -11768895.451244 nChanged 1496 SP:Iteration 10Q (625.909590 sec): 3 clusters Score: Raw -11772031.829754 + Penalty 2244.901678 = -11769786.928077 nChanged 1155 SP:Iteration 11Q (626.067931 sec): 3 clusters Score: Raw -11772643.654700 + Penalty 2244.901678 = -11770398.753022 nChanged 925 SP:Iteration 12Q (626.216122 sec): 3 clusters Score: Raw -11773094.908830 + Penalty 2244.901678 = -11770850.007152 nChanged 817 SP:Iteration 13Q (626.363053 sec): 3 clusters Score: Raw -11773474.310746 + Penalty 2244.901678 = -11771229.409069 nChanged 668 SP:Iteration 14Q (626.506939 sec): 3 clusters Score: Raw -11773767.330876 + Penalty 2244.901678 = -11771522.429199 nChanged 559 SP:Iteration 15Q (626.649637 sec): 3 clusters Score: Raw -11774010.381304 + Penalty 2244.901678 = -11771765.479627 nChanged 479 SP:Iteration 16Q (626.791710 sec): 3 clusters Score: Raw -11774207.052660 + Penalty 2244.901678 = -11771962.150983 nChanged 409 SP:Iteration 17Q (626.933032 sec): 3 clusters Score: Raw -11774387.728603 + Penalty 2244.901678 = -11772142.826925 nChanged 341 SP:Iteration 18Q (627.073871 sec): 3 clusters Score: Raw -11774543.025013 + Penalty 2244.901678 = -11772298.123336 nChanged 259 SP:Iteration 19Q (627.214067 sec): 3 clusters Score: Raw -11774660.471113 + Penalty 2244.901678 = -11772415.569436 nChanged 197 SP:Iteration 20F (627.383319 sec): 3 clusters Score: Raw -11774754.136095 + Penalty 2244.901678 = -11772509.234418 nChanged 161 SP:Iteration 21Q (627.523042 sec): 3 clusters Score: Raw -11774827.462476 + Penalty 2244.901678 = -11772582.560798 nChanged 134 SP:Iteration 22Q (627.662703 sec): 3 clusters Score: Raw -11774894.473775 + Penalty 2244.901678 = -11772649.572097 nChanged 103 SP:Iteration 23Q (627.802121 sec): 3 clusters Score: Raw -11774941.465031 + Penalty 2244.901678 = -11772696.563354 nChanged 80 SP:Iteration 24Q (627.941550 sec): 3 clusters Score: Raw -11774973.644648 + Penalty 2244.901678 = -11772728.742970 nChanged 55 SP:Iteration 25Q (628.081654 sec): 3 clusters Score: Raw -11774992.910592 + Penalty 2244.901678 = -11772748.008915 nChanged 40 SP:Iteration 26Q (628.220762 sec): 3 clusters Score: Raw -11775007.202407 + Penalty 2244.901678 = -11772762.300730 nChanged 43 SP:Iteration 27Q (628.359833 sec): 3 clusters Score: Raw -11775026.496079 + Penalty 2244.901678 = -11772781.594402 nChanged 37 SP:Iteration 28Q (628.498957 sec): 3 clusters Score: Raw -11775041.024787 + Penalty 2244.901678 = -11772796.123110 nChanged 29 SP:Iteration 29Q (628.637838 sec): 3 clusters Score: Raw -11775053.908106 + Penalty 2244.901678 = -11772809.006428 nChanged 27 SP:Iteration 30Q (628.776761 sec): 3 clusters Score: Raw -11775062.633589 + Penalty 2244.901678 = -11772817.731911 nChanged 17 SP:Iteration 31Q (628.915591 sec): 3 clusters Score: Raw -11775068.023903 + Penalty 2244.901678 = -11772823.122225 nChanged 13 SP:Iteration 32Q (629.054438 sec): 3 clusters Score: Raw -11775073.142748 + Penalty 2244.901678 = -11772828.241071 nChanged 15 SP:Iteration 33Q (629.193266 sec): 3 clusters Score: Raw -11775078.892935 + Penalty 2244.901678 = -11772833.991258 nChanged 12 SP:Iteration 34Q (629.332244 sec): 3 clusters Score: Raw -11775083.180145 + Penalty 2244.901678 = -11772838.278468 nChanged 10 SP:Iteration 35Q (629.470858 sec): 3 clusters Score: Raw -11775087.322504 + Penalty 2244.901678 = -11772842.420826 nChanged 13 SP:Iteration 36Q (629.609579 sec): 3 clusters Score: Raw -11775093.654754 + Penalty 2244.901678 = -11772848.753077 nChanged 7 SP:Iteration 37Q (629.748349 sec): 3 clusters Score: Raw -11775096.534738 + Penalty 2244.901678 = -11772851.633060 nChanged 7 SP:Iteration 38Q (629.886925 sec): 3 clusters Score: Raw -11775098.591739 + Penalty 2244.901678 = -11772853.690061 nChanged 2 SP:Iteration 39Q (630.025898 sec): 3 clusters Score: Raw -11775099.503119 + Penalty 2244.901678 = -11772854.601442 nChanged 5 SP:Iteration 40F (630.195822 sec): 3 clusters Score: Raw -11775100.948466 + Penalty 2244.901678 = -11772856.046789 nChanged 4 SP:Iteration 41Q (630.334557 sec): 3 clusters Score: Raw -11775102.551458 + Penalty 2244.901678 = -11772857.649781 nChanged 3 SP:Iteration 42Q (630.473239 sec): 3 clusters Score: Raw -11775103.468522 + Penalty 2244.901678 = -11772858.566845 nChanged 3 SP:Iteration 43Q (630.612026 sec): 3 clusters Score: Raw -11775104.576557 + Penalty 2244.901678 = -11772859.674880 nChanged 4 SP:Iteration 44Q (630.750850 sec): 3 clusters Score: Raw -11775106.892147 + Penalty 2244.901678 = -11772861.990469 nChanged 6 SP:Iteration 45Q (630.889472 sec): 3 clusters Score: Raw -11775109.079982 + Penalty 2244.901678 = -11772864.178305 nChanged 5 SP:Iteration 46Q (631.028173 sec): 3 clusters Score: Raw -11775111.938156 + Penalty 2244.901678 = -11772867.036479 nChanged 5 SP:Iteration 47Q (631.176161 sec): 3 clusters Score: Raw -11775114.984385 + Penalty 2244.901678 = -11772870.082708 nChanged 6 SP:Iteration 48Q (631.315415 sec): 3 clusters Score: Raw -11775118.016127 + Penalty 2244.901678 = -11772873.114450 nChanged 5 SP:Iteration 49Q (631.453913 sec): 3 clusters Score: Raw -11775119.669722 + Penalty 2244.901678 = -11772874.768045 nChanged 1 SP:Iteration 50Q (631.592831 sec): 3 clusters Score: Raw -11775119.753766 + Penalty 2244.901678 = -11772874.852088 nChanged 1 SP:Iteration 51Q (631.731817 sec): 3 clusters Score: Raw -11775120.024869 + Penalty 2244.901678 = -11772875.123192 nChanged 0 SP:Iteration 52F (631.901680 sec): 3 clusters Score: Raw -11775120.024869 + Penalty 2244.901678 = -11772875.123192 nChanged 0 Trying to split cluster 8 (12916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.921989 sec): 2 clusters Score: Raw -1106628.816532 + Penalty 899.291103 = -1105729.525429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.950051 sec): 3 clusters Score: Raw -1098733.935346 + Penalty 1798.582205 = -1096935.353141 nChanged 5814 SP:Iteration 1F (631.976939 sec): 3 clusters Score: Raw -1102277.155357 + Penalty 1798.582205 = -1100478.573152 nChanged 874 SP:Iteration 2F (632.003920 sec): 3 clusters Score: Raw -1102821.039108 + Penalty 1798.582205 = -1101022.456903 nChanged 893 SP:Iteration 3F (632.030839 sec): 3 clusters Score: Raw -1103480.164572 + Penalty 1798.582205 = -1101681.582367 nChanged 939 SP:Iteration 4F (632.057701 sec): 3 clusters Score: Raw -1104234.913653 + Penalty 1798.582205 = -1102436.331448 nChanged 897 SP:Iteration 5F (632.084546 sec): 3 clusters Score: Raw -1104901.103967 + Penalty 1798.582205 = -1103102.521762 nChanged 724 SP:Iteration 6F (632.111355 sec): 3 clusters Score: Raw -1105408.362466 + Penalty 1798.582205 = -1103609.780261 nChanged 590 SP:Iteration 7Q (632.138036 sec): 3 clusters Score: Raw -1105761.684288 + Penalty 1798.582205 = -1103963.102083 nChanged 425 SP:Iteration 8Q (632.164640 sec): 3 clusters Score: Raw -1105984.683850 + Penalty 1798.582205 = -1104186.101645 nChanged 329 SP:Iteration 9Q (632.190959 sec): 3 clusters Score: Raw -1106131.104933 + Penalty 1798.582205 = -1104332.522728 nChanged 257 SP:Iteration 10Q (632.217253 sec): 3 clusters Score: Raw -1106239.761582 + Penalty 1798.582205 = -1104441.179377 nChanged 230 SP:Iteration 11Q (632.243496 sec): 3 clusters Score: Raw -1106342.636932 + Penalty 1798.582205 = -1104544.054727 nChanged 223 SP:Iteration 12Q (632.269718 sec): 3 clusters Score: Raw -1106458.420344 + Penalty 1798.582205 = -1104659.838139 nChanged 207 SP:Iteration 13Q (632.295654 sec): 3 clusters Score: Raw -1106579.592987 + Penalty 1798.582205 = -1104781.010782 nChanged 176 SP:Iteration 14Q (632.321509 sec): 3 clusters Score: Raw -1106687.553209 + Penalty 1798.582205 = -1104888.971004 nChanged 170 SP:Iteration 15Q (632.347079 sec): 3 clusters Score: Raw -1106803.711560 + Penalty 1798.582205 = -1105005.129355 nChanged 142 SP:Iteration 16Q (632.372783 sec): 3 clusters Score: Raw -1106882.519460 + Penalty 1798.582205 = -1105083.937255 nChanged 116 SP:Iteration 17Q (632.398347 sec): 3 clusters Score: Raw -1106937.600501 + Penalty 1798.582205 = -1105139.018296 nChanged 90 SP:Iteration 18Q (632.423784 sec): 3 clusters Score: Raw -1106972.295253 + Penalty 1798.582205 = -1105173.713048 nChanged 75 SP:Iteration 19Q (632.449048 sec): 3 clusters Score: Raw -1106992.423196 + Penalty 1798.582205 = -1105193.840991 nChanged 52 SP:Iteration 20F (632.475901 sec): 3 clusters Score: Raw -1107007.014966 + Penalty 1798.582205 = -1105208.432761 nChanged 57 SP:Iteration 21Q (632.501229 sec): 3 clusters Score: Raw -1107021.579816 + Penalty 1798.582205 = -1105222.997610 nChanged 53 SP:Iteration 22Q (632.526605 sec): 3 clusters Score: Raw -1107030.960318 + Penalty 1798.582205 = -1105232.378113 nChanged 34 SP:Iteration 23Q (632.551886 sec): 3 clusters Score: Raw -1107038.004286 + Penalty 1798.582205 = -1105239.422081 nChanged 29 SP:Iteration 24Q (632.577319 sec): 3 clusters Score: Raw -1107043.809592 + Penalty 1798.582205 = -1105245.227387 nChanged 27 SP:Iteration 25Q (632.602640 sec): 3 clusters Score: Raw -1107049.705690 + Penalty 1798.582205 = -1105251.123485 nChanged 30 SP:Iteration 26Q (632.627923 sec): 3 clusters Score: Raw -1107055.990297 + Penalty 1798.582205 = -1105257.408092 nChanged 27 SP:Iteration 27Q (632.653041 sec): 3 clusters Score: Raw -1107062.977115 + Penalty 1798.582205 = -1105264.394910 nChanged 25 SP:Iteration 28Q (632.678367 sec): 3 clusters Score: Raw -1107067.870764 + Penalty 1798.582205 = -1105269.288559 nChanged 23 SP:Iteration 29Q (632.703713 sec): 3 clusters Score: Raw -1107072.287127 + Penalty 1798.582205 = -1105273.704922 nChanged 27 SP:Iteration 30Q (632.728896 sec): 3 clusters Score: Raw -1107078.466763 + Penalty 1798.582205 = -1105279.884558 nChanged 28 SP:Iteration 31Q (632.754071 sec): 3 clusters Score: Raw -1107084.745161 + Penalty 1798.582205 = -1105286.162956 nChanged 29 SP:Iteration 32Q (632.779217 sec): 3 clusters Score: Raw -1107092.313114 + Penalty 1798.582205 = -1105293.730908 nChanged 24 SP:Iteration 33Q (632.804284 sec): 3 clusters Score: Raw -1107097.478886 + Penalty 1798.582205 = -1105298.896681 nChanged 20 SP:Iteration 34Q (632.829391 sec): 3 clusters Score: Raw -1107101.626147 + Penalty 1798.582205 = -1105303.043942 nChanged 25 SP:Iteration 35Q (632.854469 sec): 3 clusters Score: Raw -1107106.273590 + Penalty 1798.582205 = -1105307.691385 nChanged 24 SP:Iteration 36Q (632.879487 sec): 3 clusters Score: Raw -1107112.559001 + Penalty 1798.582205 = -1105313.976796 nChanged 32 SP:Iteration 37Q (632.904539 sec): 3 clusters Score: Raw -1107121.199132 + Penalty 1798.582205 = -1105322.616927 nChanged 30 SP:Iteration 38Q (632.929742 sec): 3 clusters Score: Raw -1107127.054551 + Penalty 1798.582205 = -1105328.472346 nChanged 26 SP:Iteration 39Q (632.954641 sec): 3 clusters Score: Raw -1107132.057706 + Penalty 1798.582205 = -1105333.475501 nChanged 25 SP:Iteration 40F (632.981470 sec): 3 clusters Score: Raw -1107137.273108 + Penalty 1798.582205 = -1105338.690903 nChanged 22 SP:Iteration 41Q (633.006690 sec): 3 clusters Score: Raw -1107140.871048 + Penalty 1798.582205 = -1105342.288843 nChanged 20 SP:Iteration 42Q (633.031802 sec): 3 clusters Score: Raw -1107143.170094 + Penalty 1798.582205 = -1105344.587889 nChanged 10 SP:Iteration 43Q (633.056945 sec): 3 clusters Score: Raw -1107144.415774 + Penalty 1798.582205 = -1105345.833569 nChanged 10 SP:Iteration 44Q (633.082252 sec): 3 clusters Score: Raw -1107146.134748 + Penalty 1798.582205 = -1105347.552543 nChanged 12 SP:Iteration 45Q (633.107358 sec): 3 clusters Score: Raw -1107147.887924 + Penalty 1798.582205 = -1105349.305719 nChanged 14 SP:Iteration 46Q (633.132097 sec): 3 clusters Score: Raw -1107150.065860 + Penalty 1798.582205 = -1105351.483655 nChanged 6 SP:Iteration 47Q (633.157166 sec): 3 clusters Score: Raw -1107151.234526 + Penalty 1798.582205 = -1105352.652321 nChanged 8 SP:Iteration 48Q (633.182118 sec): 3 clusters Score: Raw -1107153.433031 + Penalty 1798.582205 = -1105354.850826 nChanged 10 SP:Iteration 49Q (633.207003 sec): 3 clusters Score: Raw -1107155.786531 + Penalty 1798.582205 = -1105357.204326 nChanged 13 SP:Iteration 50Q (633.232042 sec): 3 clusters Score: Raw -1107157.803207 + Penalty 1798.582205 = -1105359.221002 nChanged 11 SP:Iteration 51Q (633.256940 sec): 3 clusters Score: Raw -1107158.883493 + Penalty 1798.582205 = -1105360.301288 nChanged 3 SP:Iteration 52Q (633.281986 sec): 3 clusters Score: Raw -1107159.196289 + Penalty 1798.582205 = -1105360.614084 nChanged 3 SP:Iteration 53Q (633.306954 sec): 3 clusters Score: Raw -1107159.651101 + Penalty 1798.582205 = -1105361.068896 nChanged 3 SP:Iteration 54Q (633.331873 sec): 3 clusters Score: Raw -1107160.144821 + Penalty 1798.582205 = -1105361.562616 nChanged 5 SP:Iteration 55Q (633.356827 sec): 3 clusters Score: Raw -1107160.646649 + Penalty 1798.582205 = -1105362.064444 nChanged 5 SP:Iteration 56Q (633.416615 sec): 3 clusters Score: Raw -1107161.303077 + Penalty 1798.582205 = -1105362.720872 nChanged 4 SP:Iteration 57Q (633.441565 sec): 3 clusters Score: Raw -1107161.566550 + Penalty 1798.582205 = -1105362.984345 nChanged 2 SP:Iteration 58Q (633.466282 sec): 3 clusters Score: Raw -1107161.764404 + Penalty 1798.582205 = -1105363.182199 nChanged 2 SP:Iteration 59Q (633.491251 sec): 3 clusters Score: Raw -1107162.077437 + Penalty 1798.582205 = -1105363.495232 nChanged 5 SP:Iteration 60F (633.518073 sec): 3 clusters Score: Raw -1107162.737592 + Penalty 1798.582205 = -1105364.155387 nChanged 1 SP:Iteration 61Q (633.543111 sec): 3 clusters Score: Raw -1107162.818897 + Penalty 1798.582205 = -1105364.236692 nChanged 1 SP:Iteration 62Q (633.567841 sec): 3 clusters Score: Raw -1107162.946753 + Penalty 1798.582205 = -1105364.364548 nChanged 1 SP:Iteration 63Q (633.604008 sec): 3 clusters Score: Raw -1107163.035135 + Penalty 1798.582205 = -1105364.452930 nChanged 1 SP:Iteration 64Q (633.628849 sec): 3 clusters Score: Raw -1107163.053501 + Penalty 1798.582205 = -1105364.471296 nChanged 0 SP:Iteration 65F (633.655808 sec): 3 clusters Score: Raw -1107163.053501 + Penalty 1798.582205 = -1105364.471296 nChanged 0 Trying to split cluster 9 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.672347 sec): 2 clusters Score: Raw -335075.503892 + Penalty 787.673106 = -334287.830786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.687963 sec): 3 clusters Score: Raw -332881.378933 + Penalty 1575.346212 = -331306.032721 nChanged 1713 SP:Iteration 1F (633.702628 sec): 3 clusters Score: Raw -333836.165545 + Penalty 1575.346212 = -332260.819333 nChanged 287 SP:Iteration 2F (633.716831 sec): 3 clusters Score: Raw -334004.941222 + Penalty 1575.346212 = -332429.595010 nChanged 238 SP:Iteration 3F (633.731302 sec): 3 clusters Score: Raw -334157.403523 + Penalty 1575.346212 = -332582.057311 nChanged 240 SP:Iteration 4F (633.745450 sec): 3 clusters Score: Raw -334313.894347 + Penalty 1575.346212 = -332738.548135 nChanged 233 SP:Iteration 5F (633.759782 sec): 3 clusters Score: Raw -334462.646499 + Penalty 1575.346212 = -332887.300287 nChanged 220 SP:Iteration 6F (633.774320 sec): 3 clusters Score: Raw -334627.834671 + Penalty 1575.346212 = -333052.488459 nChanged 219 SP:Iteration 7F (633.788645 sec): 3 clusters Score: Raw -334807.848476 + Penalty 1575.346212 = -333232.502264 nChanged 184 SP:Iteration 8Q (633.802909 sec): 3 clusters Score: Raw -334955.749282 + Penalty 1575.346212 = -333380.403070 nChanged 144 SP:Iteration 9Q (633.817339 sec): 3 clusters Score: Raw -335077.984755 + Penalty 1575.346212 = -333502.638543 nChanged 106 SP:Iteration 10Q (633.831655 sec): 3 clusters Score: Raw -335174.711788 + Penalty 1575.346212 = -333599.365576 nChanged 75 SP:Iteration 11Q (633.845905 sec): 3 clusters Score: Raw -335244.854964 + Penalty 1575.346212 = -333669.508752 nChanged 51 SP:Iteration 12Q (633.859893 sec): 3 clusters Score: Raw -335296.030424 + Penalty 1575.346212 = -333720.684212 nChanged 39 SP:Iteration 13Q (633.873750 sec): 3 clusters Score: Raw -335325.805462 + Penalty 1575.346212 = -333750.459250 nChanged 17 SP:Iteration 14Q (633.887409 sec): 3 clusters Score: Raw -335340.437612 + Penalty 1575.346212 = -333765.091401 nChanged 14 SP:Iteration 15Q (633.901122 sec): 3 clusters Score: Raw -335350.912409 + Penalty 1575.346212 = -333775.566197 nChanged 8 SP:Iteration 16Q (633.914855 sec): 3 clusters Score: Raw -335356.169560 + Penalty 1575.346212 = -333780.823348 nChanged 7 SP:Iteration 17Q (633.928461 sec): 3 clusters Score: Raw -335360.162604 + Penalty 1575.346212 = -333784.816392 nChanged 4 SP:Iteration 18Q (633.942157 sec): 3 clusters Score: Raw -335361.478997 + Penalty 1575.346212 = -333786.132785 nChanged 0 SP:Iteration 19F (633.956455 sec): 3 clusters Score: Raw -335361.478997 + Penalty 1575.346212 = -333786.132785 nChanged 0 Trying to split cluster 10 (1391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.971309 sec): 2 clusters Score: Raw -115449.673321 + Penalty 687.588928 = -114762.084393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.977316 sec): 3 clusters Score: Raw -114817.083423 + Penalty 1375.177856 = -113441.905567 nChanged 525 SP:Iteration 1F (633.982784 sec): 3 clusters Score: Raw -115220.637638 + Penalty 1375.177856 = -113845.459781 nChanged 121 SP:Iteration 2F (633.988329 sec): 3 clusters Score: Raw -115335.800091 + Penalty 1375.177856 = -113960.622235 nChanged 79 SP:Iteration 3F (633.993748 sec): 3 clusters Score: Raw -115420.989230 + Penalty 1375.177856 = -114045.811373 nChanged 73 SP:Iteration 4F (633.999243 sec): 3 clusters Score: Raw -115511.731950 + Penalty 1375.177856 = -114136.554094 nChanged 65 SP:Iteration 5Q (634.004725 sec): 3 clusters Score: Raw -115588.671205 + Penalty 1375.177856 = -114213.493348 nChanged 56 SP:Iteration 6Q (634.010133 sec): 3 clusters Score: Raw -115661.391836 + Penalty 1375.177856 = -114286.213980 nChanged 56 SP:Iteration 7Q (634.015500 sec): 3 clusters Score: Raw -115766.887514 + Penalty 1375.177856 = -114391.709658 nChanged 77 SP:Iteration 8F (634.020910 sec): 3 clusters Score: Raw -115993.815154 + Penalty 1375.177856 = -114618.637297 nChanged 91 SP:Iteration 9F (634.026323 sec): 3 clusters Score: Raw -116410.366586 + Penalty 1375.177856 = -115035.188729 nChanged 84 SP:Iteration 10F (634.031707 sec): 3 clusters Score: Raw -116740.903221 + Penalty 1375.177856 = -115365.725364 nChanged 57 SP:Iteration 11Q (634.036869 sec): 3 clusters Score: Raw -116798.568389 + Penalty 1375.177856 = -115423.390533 nChanged 27 SP:Iteration 12Q (634.042055 sec): 3 clusters Score: Raw -116823.764875 + Penalty 1375.177856 = -115448.587018 nChanged 21 SP:Iteration 13Q (634.047208 sec): 3 clusters Score: Raw -116840.264804 + Penalty 1375.177856 = -115465.086948 nChanged 16 SP:Iteration 14Q (634.052365 sec): 3 clusters Score: Raw -116856.063434 + Penalty 1375.177856 = -115480.885577 nChanged 20 SP:Iteration 15Q (634.057296 sec): 3 clusters Score: Raw -116877.683202 + Penalty 1375.177856 = -115502.505345 nChanged 16 SP:Iteration 16Q (634.062407 sec): 3 clusters Score: Raw -116894.684983 + Penalty 1375.177856 = -115519.507127 nChanged 11 SP:Iteration 17Q (634.067496 sec): 3 clusters Score: Raw -116909.654578 + Penalty 1375.177856 = -115534.476721 nChanged 17 SP:Iteration 18Q (634.072651 sec): 3 clusters Score: Raw -116939.743805 + Penalty 1375.177856 = -115564.565948 nChanged 17 SP:Iteration 19Q (634.077735 sec): 3 clusters Score: Raw -116981.079334 + Penalty 1375.177856 = -115605.901477 nChanged 15 SP:Iteration 20F (634.083119 sec): 3 clusters Score: Raw -117063.210127 + Penalty 1375.177856 = -115688.032271 nChanged 11 SP:Iteration 21Q (634.088175 sec): 3 clusters Score: Raw -117186.032415 + Penalty 1375.177856 = -115810.854559 nChanged 6 SP:Iteration 22Q (634.093153 sec): 3 clusters Score: Raw -117332.358239 + Penalty 1375.177856 = -115957.180383 nChanged 0 SP:Iteration 23F (634.098564 sec): 3 clusters Score: Raw -117332.358239 + Penalty 1375.177856 = -115957.180383 nChanged 0 Score: Raw -69515720.299005 + Penalty 42771.541013 = -69472948.757992 Splitting cluster 10 changes total score from -69471254.900475 to -69472948.757992 So it's getting split into cluster 33. Trying to split cluster 11 (4052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (648.101884 sec): 2 clusters Score: Raw -361091.865677 + Penalty 789.161757 = -360302.703920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (648.117710 sec): 3 clusters Score: Raw -358932.060307 + Penalty 1578.323514 = -357353.736792 nChanged 1718 SP:Iteration 1F (648.132246 sec): 3 clusters Score: Raw -359915.333597 + Penalty 1578.323514 = -358337.010082 nChanged 300 SP:Iteration 2F (648.146655 sec): 3 clusters Score: Raw -360087.435575 + Penalty 1578.323514 = -358509.112061 nChanged 229 SP:Iteration 3F (648.161162 sec): 3 clusters Score: Raw -360241.973592 + Penalty 1578.323514 = -358663.650078 nChanged 231 SP:Iteration 4F (648.175672 sec): 3 clusters Score: Raw -360403.029432 + Penalty 1578.323514 = -358824.705917 nChanged 217 SP:Iteration 5F (648.190231 sec): 3 clusters Score: Raw -360568.358218 + Penalty 1578.323514 = -358990.034703 nChanged 190 SP:Iteration 6Q (648.204585 sec): 3 clusters Score: Raw -360717.217425 + Penalty 1578.323514 = -359138.893910 nChanged 196 SP:Iteration 7Q (648.218916 sec): 3 clusters Score: Raw -360859.244172 + Penalty 1578.323514 = -359280.920657 nChanged 158 SP:Iteration 8Q (648.233212 sec): 3 clusters Score: Raw -360954.676748 + Penalty 1578.323514 = -359376.353233 nChanged 135 SP:Iteration 9Q (648.247507 sec): 3 clusters Score: Raw -361033.606035 + Penalty 1578.323514 = -359455.282521 nChanged 104 SP:Iteration 10Q (648.261858 sec): 3 clusters Score: Raw -361096.941016 + Penalty 1578.323514 = -359518.617501 nChanged 101 SP:Iteration 11Q (648.276048 sec): 3 clusters Score: Raw -361159.208568 + Penalty 1578.323514 = -359580.885054 nChanged 106 SP:Iteration 12Q (648.290209 sec): 3 clusters Score: Raw -361212.401765 + Penalty 1578.323514 = -359634.078251 nChanged 101 SP:Iteration 13Q (648.304476 sec): 3 clusters Score: Raw -361271.296317 + Penalty 1578.323514 = -359692.972803 nChanged 93 SP:Iteration 14Q (648.318606 sec): 3 clusters Score: Raw -361322.609635 + Penalty 1578.323514 = -359744.286121 nChanged 74 SP:Iteration 15Q (648.332777 sec): 3 clusters Score: Raw -361357.423854 + Penalty 1578.323514 = -359779.100340 nChanged 64 SP:Iteration 16Q (648.346860 sec): 3 clusters Score: Raw -361391.145404 + Penalty 1578.323514 = -359812.821889 nChanged 63 SP:Iteration 17Q (648.360850 sec): 3 clusters Score: Raw -361423.320190 + Penalty 1578.323514 = -359844.996676 nChanged 54 SP:Iteration 18Q (648.374965 sec): 3 clusters Score: Raw -361455.261126 + Penalty 1578.323514 = -359876.937611 nChanged 67 SP:Iteration 19Q (648.388914 sec): 3 clusters Score: Raw -361539.664704 + Penalty 1578.323514 = -359961.341189 nChanged 103 SP:Iteration 20F (648.403360 sec): 3 clusters Score: Raw -361875.237576 + Penalty 1578.323514 = -360296.914062 nChanged 114 SP:Iteration 21Q (648.417140 sec): 3 clusters Score: Raw -362878.627211 + Penalty 1578.323514 = -361300.303696 nChanged 144 SP:Iteration 22Q (648.430819 sec): 3 clusters Score: Raw -363086.180780 + Penalty 1578.323514 = -361507.857265 nChanged 117 SP:Iteration 23Q (648.444548 sec): 3 clusters Score: Raw -363190.771635 + Penalty 1578.323514 = -361612.448120 nChanged 105 SP:Iteration 24Q (648.458355 sec): 3 clusters Score: Raw -363280.703374 + Penalty 1578.323514 = -361702.379859 nChanged 98 SP:Iteration 25Q (648.472026 sec): 3 clusters Score: Raw -363362.107879 + Penalty 1578.323514 = -361783.784364 nChanged 100 SP:Iteration 26Q (648.486157 sec): 3 clusters Score: Raw -363448.334908 + Penalty 1578.323514 = -361870.011394 nChanged 80 SP:Iteration 27Q (648.499988 sec): 3 clusters Score: Raw -363502.427402 + Penalty 1578.323514 = -361924.103888 nChanged 46 SP:Iteration 28Q (648.513699 sec): 3 clusters Score: Raw -363531.416636 + Penalty 1578.323514 = -361953.093122 nChanged 28 SP:Iteration 29Q (648.527375 sec): 3 clusters Score: Raw -363545.486795 + Penalty 1578.323514 = -361967.163280 nChanged 16 SP:Iteration 30Q (648.541092 sec): 3 clusters Score: Raw -363553.525644 + Penalty 1578.323514 = -361975.202129 nChanged 14 SP:Iteration 31Q (648.554909 sec): 3 clusters Score: Raw -363562.670028 + Penalty 1578.323514 = -361984.346513 nChanged 10 SP:Iteration 32Q (648.568768 sec): 3 clusters Score: Raw -363565.968366 + Penalty 1578.323514 = -361987.644852 nChanged 2 SP:Iteration 33Q (648.582454 sec): 3 clusters Score: Raw -363567.805305 + Penalty 1578.323514 = -361989.481791 nChanged 3 SP:Iteration 34Q (648.596276 sec): 3 clusters Score: Raw -363569.350812 + Penalty 1578.323514 = -361991.027298 nChanged 3 SP:Iteration 35Q (648.610072 sec): 3 clusters Score: Raw -363569.982295 + Penalty 1578.323514 = -361991.658781 nChanged 1 SP:Iteration 36Q (648.623869 sec): 3 clusters Score: Raw -363570.086595 + Penalty 1578.323514 = -361991.763080 nChanged 0 SP:Iteration 37F (648.638240 sec): 3 clusters Score: Raw -363650.885371 + Penalty 1578.323514 = -362072.561857 nChanged 79 SP:Iteration 38Q (648.652149 sec): 3 clusters Score: Raw -363760.455362 + Penalty 1578.323514 = -362182.131848 nChanged 97 SP:Iteration 39Q (648.665941 sec): 3 clusters Score: Raw -363972.518567 + Penalty 1578.323514 = -362394.195052 nChanged 114 SP:Iteration 40F (648.680410 sec): 3 clusters Score: Raw -364399.610718 + Penalty 1578.323514 = -362821.287204 nChanged 85 SP:Iteration 41Q (648.694013 sec): 3 clusters Score: Raw -364819.488379 + Penalty 1578.323514 = -363241.164864 nChanged 21 SP:Iteration 42Q (648.707310 sec): 3 clusters Score: Raw -364921.455283 + Penalty 1578.323514 = -363343.131768 nChanged 4 SP:Iteration 43Q (648.720580 sec): 3 clusters Score: Raw -364960.872957 + Penalty 1578.323514 = -363382.549443 nChanged 2 SP:Iteration 44Q (648.733749 sec): 3 clusters Score: Raw -364966.797469 + Penalty 1578.323514 = -363388.473955 nChanged 0 SP:Iteration 45F (648.748111 sec): 3 clusters Score: Raw -364997.651546 + Penalty 1578.323514 = -363419.328031 nChanged 4 SP:Iteration 46Q (648.761433 sec): 3 clusters Score: Raw -365115.090570 + Penalty 1578.323514 = -363536.767056 nChanged 5 SP:Iteration 47Q (648.774699 sec): 3 clusters Score: Raw -365442.431686 + Penalty 1578.323514 = -363864.108171 nChanged 2 SP:Iteration 48Q (648.788016 sec): 3 clusters Score: Raw -365672.352333 + Penalty 1578.323514 = -364094.028818 nChanged 0 SP:Iteration 49F (648.802489 sec): 3 clusters Score: Raw -365672.352333 + Penalty 1578.323514 = -364094.028818 nChanged 0 Score: Raw -69520300.785660 + Penalty 44067.648317 = -69476233.137344 Splitting cluster 11 changes total score from -69471254.900475 to -69476233.137344 So it's getting split into cluster 34. Trying to split cluster 12 (9438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.873305 sec): 2 clusters Score: Raw -763140.990228 + Penalty 869.487440 = -762271.502788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.898501 sec): 3 clusters Score: Raw -757523.363244 + Penalty 1738.974881 = -755784.388364 nChanged 4268 SP:Iteration 1F (661.922535 sec): 3 clusters Score: Raw -759985.684653 + Penalty 1738.974881 = -758246.709773 nChanged 786 SP:Iteration 2F (661.946759 sec): 3 clusters Score: Raw -760699.248414 + Penalty 1738.974881 = -758960.273533 nChanged 969 SP:Iteration 3F (661.970866 sec): 3 clusters Score: Raw -761842.831661 + Penalty 1738.974881 = -760103.856780 nChanged 957 SP:Iteration 4F (661.994871 sec): 3 clusters Score: Raw -762907.493283 + Penalty 1738.974881 = -761168.518402 nChanged 672 SP:Iteration 5F (662.018937 sec): 3 clusters Score: Raw -763519.237970 + Penalty 1738.974881 = -761780.263089 nChanged 381 SP:Iteration 6Q (662.042771 sec): 3 clusters Score: Raw -763780.368432 + Penalty 1738.974881 = -762041.393551 nChanged 253 SP:Iteration 7Q (662.066681 sec): 3 clusters Score: Raw -763903.396981 + Penalty 1738.974881 = -762164.422100 nChanged 176 SP:Iteration 8Q (662.090271 sec): 3 clusters Score: Raw -763981.150323 + Penalty 1738.974881 = -762242.175443 nChanged 140 SP:Iteration 9Q (662.113755 sec): 3 clusters Score: Raw -764030.384912 + Penalty 1738.974881 = -762291.410032 nChanged 116 SP:Iteration 10Q (662.137287 sec): 3 clusters Score: Raw -764076.551639 + Penalty 1738.974881 = -762337.576758 nChanged 108 SP:Iteration 11Q (662.160764 sec): 3 clusters Score: Raw -764116.679493 + Penalty 1738.974881 = -762377.704612 nChanged 102 SP:Iteration 12Q (662.184089 sec): 3 clusters Score: Raw -764153.881398 + Penalty 1738.974881 = -762414.906517 nChanged 105 SP:Iteration 13Q (662.207512 sec): 3 clusters Score: Raw -764186.734371 + Penalty 1738.974881 = -762447.759490 nChanged 91 SP:Iteration 14Q (662.230980 sec): 3 clusters Score: Raw -764226.070151 + Penalty 1738.974881 = -762487.095270 nChanged 97 SP:Iteration 15Q (662.254222 sec): 3 clusters Score: Raw -764267.312269 + Penalty 1738.974881 = -762528.337388 nChanged 83 SP:Iteration 16Q (662.277513 sec): 3 clusters Score: Raw -764299.503707 + Penalty 1738.974881 = -762560.528826 nChanged 77 SP:Iteration 17Q (662.300631 sec): 3 clusters Score: Raw -764320.878881 + Penalty 1738.974881 = -762581.904000 nChanged 69 SP:Iteration 18Q (662.323661 sec): 3 clusters Score: Raw -764341.339169 + Penalty 1738.974881 = -762602.364288 nChanged 69 SP:Iteration 19Q (662.346729 sec): 3 clusters Score: Raw -764357.515945 + Penalty 1738.974881 = -762618.541064 nChanged 59 SP:Iteration 20F (662.370833 sec): 3 clusters Score: Raw -764380.727185 + Penalty 1738.974881 = -762641.752304 nChanged 55 SP:Iteration 21Q (662.393788 sec): 3 clusters Score: Raw -764401.534266 + Penalty 1738.974881 = -762662.559385 nChanged 61 SP:Iteration 22Q (662.416805 sec): 3 clusters Score: Raw -764422.758828 + Penalty 1738.974881 = -762683.783948 nChanged 59 SP:Iteration 23Q (662.439885 sec): 3 clusters Score: Raw -764439.726266 + Penalty 1738.974881 = -762700.751386 nChanged 53 SP:Iteration 24Q (662.463162 sec): 3 clusters Score: Raw -764450.864763 + Penalty 1738.974881 = -762711.889882 nChanged 38 SP:Iteration 25Q (662.486433 sec): 3 clusters Score: Raw -764459.607350 + Penalty 1738.974881 = -762720.632470 nChanged 29 SP:Iteration 26Q (662.509560 sec): 3 clusters Score: Raw -764465.703895 + Penalty 1738.974881 = -762726.729014 nChanged 29 SP:Iteration 27Q (662.532670 sec): 3 clusters Score: Raw -764470.684629 + Penalty 1738.974881 = -762731.709748 nChanged 21 SP:Iteration 28Q (662.555636 sec): 3 clusters Score: Raw -764474.367360 + Penalty 1738.974881 = -762735.392479 nChanged 20 SP:Iteration 29Q (662.578544 sec): 3 clusters Score: Raw -764477.365594 + Penalty 1738.974881 = -762738.390714 nChanged 16 SP:Iteration 30Q (662.601605 sec): 3 clusters Score: Raw -764480.098381 + Penalty 1738.974881 = -762741.123500 nChanged 14 SP:Iteration 31Q (662.624572 sec): 3 clusters Score: Raw -764482.924094 + Penalty 1738.974881 = -762743.949214 nChanged 16 SP:Iteration 32Q (662.647481 sec): 3 clusters Score: Raw -764486.976940 + Penalty 1738.974881 = -762748.002059 nChanged 21 SP:Iteration 33Q (662.670352 sec): 3 clusters Score: Raw -764490.080351 + Penalty 1738.974881 = -762751.105470 nChanged 19 SP:Iteration 34Q (662.693185 sec): 3 clusters Score: Raw -764494.275618 + Penalty 1738.974881 = -762755.300737 nChanged 18 SP:Iteration 35Q (662.716131 sec): 3 clusters Score: Raw -764499.356474 + Penalty 1738.974881 = -762760.381593 nChanged 20 SP:Iteration 36Q (662.739315 sec): 3 clusters Score: Raw -764507.109436 + Penalty 1738.974881 = -762768.134555 nChanged 26 SP:Iteration 37Q (662.762425 sec): 3 clusters Score: Raw -764515.357393 + Penalty 1738.974881 = -762776.382512 nChanged 28 SP:Iteration 38Q (662.785400 sec): 3 clusters Score: Raw -764527.066729 + Penalty 1738.974881 = -762788.091849 nChanged 43 SP:Iteration 39Q (662.808360 sec): 3 clusters Score: Raw -764541.396517 + Penalty 1738.974881 = -762802.421637 nChanged 32 SP:Iteration 40F (662.832473 sec): 3 clusters Score: Raw -764549.475015 + Penalty 1738.974881 = -762810.500134 nChanged 26 SP:Iteration 41Q (662.855311 sec): 3 clusters Score: Raw -764556.201992 + Penalty 1738.974881 = -762817.227112 nChanged 29 SP:Iteration 42Q (662.878313 sec): 3 clusters Score: Raw -764562.783959 + Penalty 1738.974881 = -762823.809078 nChanged 29 SP:Iteration 43Q (662.901191 sec): 3 clusters Score: Raw -764570.380254 + Penalty 1738.974881 = -762831.405374 nChanged 21 SP:Iteration 44Q (662.924059 sec): 3 clusters Score: Raw -764574.518029 + Penalty 1738.974881 = -762835.543148 nChanged 18 SP:Iteration 45Q (662.947151 sec): 3 clusters Score: Raw -764577.481318 + Penalty 1738.974881 = -762838.506437 nChanged 16 SP:Iteration 46Q (662.969952 sec): 3 clusters Score: Raw -764579.805226 + Penalty 1738.974881 = -762840.830345 nChanged 12 SP:Iteration 47Q (662.992714 sec): 3 clusters Score: Raw -764581.335154 + Penalty 1738.974881 = -762842.360273 nChanged 10 SP:Iteration 48Q (663.015423 sec): 3 clusters Score: Raw -764583.032078 + Penalty 1738.974881 = -762844.057197 nChanged 11 SP:Iteration 49Q (663.038292 sec): 3 clusters Score: Raw -764584.473662 + Penalty 1738.974881 = -762845.498781 nChanged 5 SP:Iteration 50Q (663.061315 sec): 3 clusters Score: Raw -764585.760200 + Penalty 1738.974881 = -762846.785319 nChanged 2 SP:Iteration 51Q (663.084242 sec): 3 clusters Score: Raw -764586.196848 + Penalty 1738.974881 = -762847.221967 nChanged 6 SP:Iteration 52Q (663.107170 sec): 3 clusters Score: Raw -764587.353735 + Penalty 1738.974881 = -762848.378855 nChanged 7 SP:Iteration 53Q (663.130035 sec): 3 clusters Score: Raw -764588.191244 + Penalty 1738.974881 = -762849.216363 nChanged 4 SP:Iteration 54Q (663.152846 sec): 3 clusters Score: Raw -764588.364136 + Penalty 1738.974881 = -762849.389255 nChanged 2 SP:Iteration 55Q (663.175784 sec): 3 clusters Score: Raw -764588.521839 + Penalty 1738.974881 = -762849.546959 nChanged 1 SP:Iteration 56Q (663.198489 sec): 3 clusters Score: Raw -764588.616835 + Penalty 1738.974881 = -762849.641954 nChanged 2 SP:Iteration 57Q (663.221309 sec): 3 clusters Score: Raw -764588.862644 + Penalty 1738.974881 = -762849.887764 nChanged 1 SP:Iteration 58Q (663.244001 sec): 3 clusters Score: Raw -764589.085259 + Penalty 1738.974881 = -762850.110379 nChanged 2 SP:Iteration 59Q (663.266801 sec): 3 clusters Score: Raw -764589.587051 + Penalty 1738.974881 = -762850.612170 nChanged 3 SP:Iteration 60F (663.291129 sec): 3 clusters Score: Raw -764589.975103 + Penalty 1738.974881 = -762851.000222 nChanged 2 SP:Iteration 61Q (663.313775 sec): 3 clusters Score: Raw -764590.105277 + Penalty 1738.974881 = -762851.130397 nChanged 0 SP:Iteration 62F (663.338041 sec): 3 clusters Score: Raw -764590.105277 + Penalty 1738.974881 = -762851.130397 nChanged 0 Score: Raw -69521749.900709 + Penalty 45363.755620 = -69476386.145089 Splitting cluster 12 changes total score from -69471254.900475 to -69476386.145089 So it's getting split into cluster 35. Trying to split cluster 13 (5246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.792031 sec): 2 clusters Score: Raw -400816.571543 + Penalty 813.696010 = -400002.875533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.811750 sec): 3 clusters Score: Raw -397878.829712 + Penalty 1627.392020 = -396251.437692 nChanged 2282 SP:Iteration 1F (676.830229 sec): 3 clusters Score: Raw -399131.629639 + Penalty 1627.392020 = -397504.237619 nChanged 406 SP:Iteration 2F (676.849114 sec): 3 clusters Score: Raw -399437.957092 + Penalty 1627.392020 = -397810.565071 nChanged 389 SP:Iteration 3F (676.867881 sec): 3 clusters Score: Raw -399743.671866 + Penalty 1627.392020 = -398116.279846 nChanged 379 SP:Iteration 4F (676.886558 sec): 3 clusters Score: Raw -400045.724051 + Penalty 1627.392020 = -398418.332030 nChanged 347 SP:Iteration 5F (676.905492 sec): 3 clusters Score: Raw -400340.664838 + Penalty 1627.392020 = -398713.272818 nChanged 325 SP:Iteration 6F (676.924290 sec): 3 clusters Score: Raw -400610.223722 + Penalty 1627.392020 = -398982.831701 nChanged 285 SP:Iteration 7F (676.942779 sec): 3 clusters Score: Raw -400826.604058 + Penalty 1627.392020 = -399199.212037 nChanged 212 SP:Iteration 8Q (676.961363 sec): 3 clusters Score: Raw -400949.042532 + Penalty 1627.392020 = -399321.650511 nChanged 159 SP:Iteration 9Q (676.979723 sec): 3 clusters Score: Raw -401047.748712 + Penalty 1627.392020 = -399420.356692 nChanged 157 SP:Iteration 10Q (676.997992 sec): 3 clusters Score: Raw -401156.629172 + Penalty 1627.392020 = -399529.237151 nChanged 147 SP:Iteration 11Q (677.016324 sec): 3 clusters Score: Raw -401280.813318 + Penalty 1627.392020 = -399653.421298 nChanged 151 SP:Iteration 12Q (677.034560 sec): 3 clusters Score: Raw -401388.873841 + Penalty 1627.392020 = -399761.481821 nChanged 129 SP:Iteration 13Q (677.052783 sec): 3 clusters Score: Raw -401462.764225 + Penalty 1627.392020 = -399835.372205 nChanged 102 SP:Iteration 14Q (677.070887 sec): 3 clusters Score: Raw -401513.373738 + Penalty 1627.392020 = -399885.981718 nChanged 96 SP:Iteration 15Q (677.089189 sec): 3 clusters Score: Raw -401549.330300 + Penalty 1627.392020 = -399921.938279 nChanged 67 SP:Iteration 16Q (677.107198 sec): 3 clusters Score: Raw -401571.841562 + Penalty 1627.392020 = -399944.449542 nChanged 47 SP:Iteration 17Q (677.125369 sec): 3 clusters Score: Raw -401582.872222 + Penalty 1627.392020 = -399955.480202 nChanged 29 SP:Iteration 18Q (677.143131 sec): 3 clusters Score: Raw -401589.447533 + Penalty 1627.392020 = -399962.055513 nChanged 19 SP:Iteration 19Q (677.161429 sec): 3 clusters Score: Raw -401593.317816 + Penalty 1627.392020 = -399965.925796 nChanged 17 SP:Iteration 20F (677.180303 sec): 3 clusters Score: Raw -401596.464371 + Penalty 1627.392020 = -399969.072350 nChanged 19 SP:Iteration 21Q (677.198385 sec): 3 clusters Score: Raw -401599.440252 + Penalty 1627.392020 = -399972.048232 nChanged 13 SP:Iteration 22Q (677.216599 sec): 3 clusters Score: Raw -401601.196107 + Penalty 1627.392020 = -399973.804087 nChanged 9 SP:Iteration 23Q (677.234756 sec): 3 clusters Score: Raw -401603.216032 + Penalty 1627.392020 = -399975.824012 nChanged 13 SP:Iteration 24Q (677.253058 sec): 3 clusters Score: Raw -401605.958538 + Penalty 1627.392020 = -399978.566518 nChanged 11 SP:Iteration 25Q (677.271025 sec): 3 clusters Score: Raw -401608.279445 + Penalty 1627.392020 = -399980.887424 nChanged 7 SP:Iteration 26Q (677.288961 sec): 3 clusters Score: Raw -401608.884650 + Penalty 1627.392020 = -399981.492629 nChanged 4 SP:Iteration 27Q (677.307179 sec): 3 clusters Score: Raw -401609.490260 + Penalty 1627.392020 = -399982.098239 nChanged 1 SP:Iteration 28Q (677.325180 sec): 3 clusters Score: Raw -401609.545195 + Penalty 1627.392020 = -399982.153174 nChanged 1 SP:Iteration 29Q (677.343339 sec): 3 clusters Score: Raw -401609.632016 + Penalty 1627.392020 = -399982.239996 nChanged 0 SP:Iteration 30F (677.362027 sec): 3 clusters Score: Raw -401609.632016 + Penalty 1627.392020 = -399982.239996 nChanged 0 Trying to split cluster 14 (63405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.438929 sec): 2 clusters Score: Raw -5324762.347681 + Penalty 1050.443310 = -5323711.904371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.526313 sec): 3 clusters Score: Raw -5283555.501982 + Penalty 2100.886620 = -5281454.615362 nChanged 30287 SP:Iteration 1F (677.609774 sec): 3 clusters Score: Raw -5301422.602322 + Penalty 2100.886620 = -5299321.715701 nChanged 2433 SP:Iteration 2Q (677.698367 sec): 3 clusters Score: Raw -5302236.087985 + Penalty 2100.886620 = -5300135.201364 nChanged 2721 SP:Iteration 3Q (677.786925 sec): 3 clusters Score: Raw -5303327.337117 + Penalty 2100.886620 = -5301226.450497 nChanged 3081 SP:Iteration 4Q (677.875349 sec): 3 clusters Score: Raw -5304848.483939 + Penalty 2100.886620 = -5302747.597319 nChanged 3472 SP:Iteration 5F (677.958608 sec): 3 clusters Score: Raw -5306942.193370 + Penalty 2100.886620 = -5304841.306750 nChanged 3786 SP:Iteration 6F (678.041890 sec): 3 clusters Score: Raw -5309435.565673 + Penalty 2100.886620 = -5307334.679053 nChanged 3655 SP:Iteration 7F (678.125116 sec): 3 clusters Score: Raw -5311850.090927 + Penalty 2100.886620 = -5309749.204307 nChanged 3277 SP:Iteration 8F (678.208439 sec): 3 clusters Score: Raw -5313651.547614 + Penalty 2100.886620 = -5311550.660993 nChanged 2523 SP:Iteration 9Q (678.293906 sec): 3 clusters Score: Raw -5314675.045001 + Penalty 2100.886620 = -5312574.158381 nChanged 1810 SP:Iteration 10Q (678.378793 sec): 3 clusters Score: Raw -5315294.860963 + Penalty 2100.886620 = -5313193.974343 nChanged 1367 SP:Iteration 11Q (678.462948 sec): 3 clusters Score: Raw -5315818.439845 + Penalty 2100.886620 = -5313717.553224 nChanged 1276 SP:Iteration 12Q (678.546678 sec): 3 clusters Score: Raw -5316448.042869 + Penalty 2100.886620 = -5314347.156249 nChanged 1352 SP:Iteration 13Q (678.629705 sec): 3 clusters Score: Raw -5317252.250117 + Penalty 2100.886620 = -5315151.363496 nChanged 1390 SP:Iteration 14Q (678.722597 sec): 3 clusters Score: Raw -5318207.529540 + Penalty 2100.886620 = -5316106.642920 nChanged 1384 SP:Iteration 15Q (678.805387 sec): 3 clusters Score: Raw -5319168.378330 + Penalty 2100.886620 = -5317067.491710 nChanged 1340 SP:Iteration 16Q (678.885943 sec): 3 clusters Score: Raw -5320022.952727 + Penalty 2100.886620 = -5317922.066106 nChanged 1224 SP:Iteration 17Q (678.965192 sec): 3 clusters Score: Raw -5320730.477651 + Penalty 2100.886620 = -5318629.591031 nChanged 1024 SP:Iteration 18Q (679.043787 sec): 3 clusters Score: Raw -5321279.145575 + Penalty 2100.886620 = -5319178.258955 nChanged 914 SP:Iteration 19Q (679.121637 sec): 3 clusters Score: Raw -5321694.106137 + Penalty 2100.886620 = -5319593.219516 nChanged 741 SP:Iteration 20F (679.204933 sec): 3 clusters Score: Raw -5321996.514643 + Penalty 2100.886620 = -5319895.628023 nChanged 637 SP:Iteration 21Q (679.281700 sec): 3 clusters Score: Raw -5322240.200866 + Penalty 2100.886620 = -5320139.314246 nChanged 556 SP:Iteration 22Q (679.358053 sec): 3 clusters Score: Raw -5322415.248578 + Penalty 2100.886620 = -5320314.361958 nChanged 435 SP:Iteration 23Q (679.434082 sec): 3 clusters Score: Raw -5322531.068913 + Penalty 2100.886620 = -5320430.182292 nChanged 368 SP:Iteration 24Q (679.509925 sec): 3 clusters Score: Raw -5322615.864663 + Penalty 2100.886620 = -5320514.978042 nChanged 331 SP:Iteration 25Q (679.585493 sec): 3 clusters Score: Raw -5322692.402799 + Penalty 2100.886620 = -5320591.516179 nChanged 272 SP:Iteration 26Q (679.660897 sec): 3 clusters Score: Raw -5322752.060351 + Penalty 2100.886620 = -5320651.173730 nChanged 285 SP:Iteration 27Q (679.736222 sec): 3 clusters Score: Raw -5322811.820166 + Penalty 2100.886620 = -5320710.933545 nChanged 260 SP:Iteration 28Q (679.811341 sec): 3 clusters Score: Raw -5322867.938076 + Penalty 2100.886620 = -5320767.051456 nChanged 239 SP:Iteration 29Q (679.886074 sec): 3 clusters Score: Raw -5322916.732596 + Penalty 2100.886620 = -5320815.845976 nChanged 236 SP:Iteration 30Q (679.960709 sec): 3 clusters Score: Raw -5322962.903442 + Penalty 2100.886620 = -5320862.016822 nChanged 212 SP:Iteration 31Q (680.035029 sec): 3 clusters Score: Raw -5322997.533942 + Penalty 2100.886620 = -5320896.647322 nChanged 181 SP:Iteration 32Q (680.109227 sec): 3 clusters Score: Raw -5323023.196502 + Penalty 2100.886620 = -5320922.309881 nChanged 177 SP:Iteration 33Q (680.183425 sec): 3 clusters Score: Raw -5323044.963736 + Penalty 2100.886620 = -5320944.077116 nChanged 156 SP:Iteration 34Q (680.257522 sec): 3 clusters Score: Raw -5323063.179329 + Penalty 2100.886620 = -5320962.292709 nChanged 169 SP:Iteration 35Q (680.331324 sec): 3 clusters Score: Raw -5323084.152329 + Penalty 2100.886620 = -5320983.265709 nChanged 159 SP:Iteration 36Q (680.405158 sec): 3 clusters Score: Raw -5323103.997441 + Penalty 2100.886620 = -5321003.110821 nChanged 148 SP:Iteration 37Q (680.478917 sec): 3 clusters Score: Raw -5323122.377348 + Penalty 2100.886620 = -5321021.490728 nChanged 159 SP:Iteration 38Q (680.552403 sec): 3 clusters Score: Raw -5323142.339219 + Penalty 2100.886620 = -5321041.452598 nChanged 154 SP:Iteration 39Q (680.625728 sec): 3 clusters Score: Raw -5323160.803348 + Penalty 2100.886620 = -5321059.916727 nChanged 145 SP:Iteration 40F (680.708895 sec): 3 clusters Score: Raw -5323179.516366 + Penalty 2100.886620 = -5321078.629745 nChanged 149 SP:Iteration 41Q (680.782145 sec): 3 clusters Score: Raw -5323198.373009 + Penalty 2100.886620 = -5321097.486388 nChanged 161 SP:Iteration 42Q (680.855244 sec): 3 clusters Score: Raw -5323219.339385 + Penalty 2100.886620 = -5321118.452764 nChanged 162 SP:Iteration 43Q (680.928238 sec): 3 clusters Score: Raw -5323241.970496 + Penalty 2100.886620 = -5321141.083876 nChanged 162 SP:Iteration 44Q (681.001211 sec): 3 clusters Score: Raw -5323263.986049 + Penalty 2100.886620 = -5321163.099429 nChanged 147 SP:Iteration 45Q (681.074103 sec): 3 clusters Score: Raw -5323284.779252 + Penalty 2100.886620 = -5321183.892632 nChanged 141 SP:Iteration 46Q (681.146770 sec): 3 clusters Score: Raw -5323304.525016 + Penalty 2100.886620 = -5321203.638396 nChanged 165 SP:Iteration 47Q (681.219405 sec): 3 clusters Score: Raw -5323330.595969 + Penalty 2100.886620 = -5321229.709349 nChanged 162 SP:Iteration 48Q (681.291794 sec): 3 clusters Score: Raw -5323355.370992 + Penalty 2100.886620 = -5321254.484372 nChanged 161 SP:Iteration 49Q (681.364236 sec): 3 clusters Score: Raw -5323382.168952 + Penalty 2100.886620 = -5321281.282331 nChanged 166 SP:Iteration 50Q (681.436842 sec): 3 clusters Score: Raw -5323409.727072 + Penalty 2100.886620 = -5321308.840452 nChanged 173 SP:Iteration 51Q (681.509028 sec): 3 clusters Score: Raw -5323439.644021 + Penalty 2100.886620 = -5321338.757401 nChanged 166 SP:Iteration 52Q (681.581017 sec): 3 clusters Score: Raw -5323467.371848 + Penalty 2100.886620 = -5321366.485228 nChanged 157 SP:Iteration 53Q (681.652879 sec): 3 clusters Score: Raw -5323493.209392 + Penalty 2100.886620 = -5321392.322772 nChanged 157 SP:Iteration 54Q (681.724567 sec): 3 clusters Score: Raw -5323519.109308 + Penalty 2100.886620 = -5321418.222687 nChanged 148 SP:Iteration 55Q (681.796195 sec): 3 clusters Score: Raw -5323544.571371 + Penalty 2100.886620 = -5321443.684751 nChanged 176 SP:Iteration 56Q (681.867749 sec): 3 clusters Score: Raw -5323579.960343 + Penalty 2100.886620 = -5321479.073723 nChanged 174 SP:Iteration 57Q (681.939270 sec): 3 clusters Score: Raw -5323614.374914 + Penalty 2100.886620 = -5321513.488294 nChanged 172 SP:Iteration 58Q (682.010615 sec): 3 clusters Score: Raw -5323646.807335 + Penalty 2100.886620 = -5321545.920715 nChanged 150 SP:Iteration 59Q (682.081788 sec): 3 clusters Score: Raw -5323673.663293 + Penalty 2100.886620 = -5321572.776673 nChanged 156 SP:Iteration 60F (682.164677 sec): 3 clusters Score: Raw -5323702.196906 + Penalty 2100.886620 = -5321601.310286 nChanged 151 SP:Iteration 61Q (682.235780 sec): 3 clusters Score: Raw -5323732.176585 + Penalty 2100.886620 = -5321631.289964 nChanged 149 SP:Iteration 62Q (682.306239 sec): 3 clusters Score: Raw -5323764.674076 + Penalty 2100.886620 = -5321663.787456 nChanged 151 SP:Iteration 63Q (682.377857 sec): 3 clusters Score: Raw -5323800.127480 + Penalty 2100.886620 = -5321699.240860 nChanged 163 SP:Iteration 64Q (682.448772 sec): 3 clusters Score: Raw -5323841.902115 + Penalty 2100.886620 = -5321741.015495 nChanged 166 SP:Iteration 65Q (682.519558 sec): 3 clusters Score: Raw -5323880.306333 + Penalty 2100.886620 = -5321779.419713 nChanged 143 SP:Iteration 66Q (682.590157 sec): 3 clusters Score: Raw -5323911.271964 + Penalty 2100.886620 = -5321810.385344 nChanged 147 SP:Iteration 67Q (682.660642 sec): 3 clusters Score: Raw -5323942.622586 + Penalty 2100.886620 = -5321841.735966 nChanged 141 SP:Iteration 68Q (682.731193 sec): 3 clusters Score: Raw -5323974.359138 + Penalty 2100.886620 = -5321873.472518 nChanged 144 SP:Iteration 69Q (682.801473 sec): 3 clusters Score: Raw -5324009.862934 + Penalty 2100.886620 = -5321908.976314 nChanged 160 SP:Iteration 70Q (682.887635 sec): 3 clusters Score: Raw -5324053.688370 + Penalty 2100.886620 = -5321952.801750 nChanged 167 SP:Iteration 71Q (682.958979 sec): 3 clusters Score: Raw -5324097.249451 + Penalty 2100.886620 = -5321996.362830 nChanged 172 SP:Iteration 72Q (683.030010 sec): 3 clusters Score: Raw -5324143.939844 + Penalty 2100.886620 = -5322043.053223 nChanged 166 SP:Iteration 73Q (683.100775 sec): 3 clusters Score: Raw -5324187.604895 + Penalty 2100.886620 = -5322086.718274 nChanged 153 SP:Iteration 74Q (683.170946 sec): 3 clusters Score: Raw -5324225.095761 + Penalty 2100.886620 = -5322124.209140 nChanged 137 SP:Iteration 75Q (683.241362 sec): 3 clusters Score: Raw -5324262.654796 + Penalty 2100.886620 = -5322161.768176 nChanged 147 SP:Iteration 76Q (683.311793 sec): 3 clusters Score: Raw -5324303.751198 + Penalty 2100.886620 = -5322202.864578 nChanged 151 SP:Iteration 77Q (683.381669 sec): 3 clusters Score: Raw -5324349.845030 + Penalty 2100.886620 = -5322248.958410 nChanged 149 SP:Iteration 78Q (683.451909 sec): 3 clusters Score: Raw -5324399.752705 + Penalty 2100.886620 = -5322298.866084 nChanged 154 SP:Iteration 79Q (683.520752 sec): 3 clusters Score: Raw -5324447.011172 + Penalty 2100.886620 = -5322346.124551 nChanged 123 SP:Iteration 80F (683.602905 sec): 3 clusters Score: Raw -5324482.164162 + Penalty 2100.886620 = -5322381.277542 nChanged 112 SP:Iteration 81Q (683.671506 sec): 3 clusters Score: Raw -5324516.022516 + Penalty 2100.886620 = -5322415.135896 nChanged 118 SP:Iteration 82Q (683.740095 sec): 3 clusters Score: Raw -5324556.219497 + Penalty 2100.886620 = -5322455.332877 nChanged 123 SP:Iteration 83Q (683.808630 sec): 3 clusters Score: Raw -5324601.858485 + Penalty 2100.886620 = -5322500.971865 nChanged 120 SP:Iteration 84Q (683.877201 sec): 3 clusters Score: Raw -5324646.791990 + Penalty 2100.886620 = -5322545.905370 nChanged 90 SP:Iteration 85Q (683.945712 sec): 3 clusters Score: Raw -5324683.757421 + Penalty 2100.886620 = -5322582.870801 nChanged 82 SP:Iteration 86Q (684.014126 sec): 3 clusters Score: Raw -5324717.348742 + Penalty 2100.886620 = -5322616.462122 nChanged 72 SP:Iteration 87Q (684.082590 sec): 3 clusters Score: Raw -5324744.463292 + Penalty 2100.886620 = -5322643.576672 nChanged 57 SP:Iteration 88Q (684.150931 sec): 3 clusters Score: Raw -5324762.001798 + Penalty 2100.886620 = -5322661.115178 nChanged 48 SP:Iteration 89Q (684.219407 sec): 3 clusters Score: Raw -5324773.901954 + Penalty 2100.886620 = -5322673.015334 nChanged 24 SP:Iteration 90Q (684.287716 sec): 3 clusters Score: Raw -5324780.931525 + Penalty 2100.886620 = -5322680.044904 nChanged 25 SP:Iteration 91Q (684.357203 sec): 3 clusters Score: Raw -5324789.771221 + Penalty 2100.886620 = -5322688.884601 nChanged 34 SP:Iteration 92Q (684.425465 sec): 3 clusters Score: Raw -5324800.655553 + Penalty 2100.886620 = -5322699.768933 nChanged 28 SP:Iteration 93Q (684.493729 sec): 3 clusters Score: Raw -5324809.671496 + Penalty 2100.886620 = -5322708.784876 nChanged 25 SP:Iteration 94Q (684.562102 sec): 3 clusters Score: Raw -5324817.108345 + Penalty 2100.886620 = -5322716.221724 nChanged 20 SP:Iteration 95Q (684.630356 sec): 3 clusters Score: Raw -5324824.051422 + Penalty 2100.886620 = -5322723.164801 nChanged 25 SP:Iteration 96Q (684.698687 sec): 3 clusters Score: Raw -5324830.704713 + Penalty 2100.886620 = -5322729.818092 nChanged 15 SP:Iteration 97Q (684.766925 sec): 3 clusters Score: Raw -5324835.043124 + Penalty 2100.886620 = -5322734.156503 nChanged 18 SP:Iteration 98Q (684.835167 sec): 3 clusters Score: Raw -5324840.274584 + Penalty 2100.886620 = -5322739.387964 nChanged 18 SP:Iteration 99Q (684.903453 sec): 3 clusters Score: Raw -5324846.187324 + Penalty 2100.886620 = -5322745.300704 nChanged 20 SP:Iteration 100F (684.985283 sec): 3 clusters Score: Raw -5324853.098588 + Penalty 2100.886620 = -5322752.211968 nChanged 19 SP:Iteration 101Q (685.053539 sec): 3 clusters Score: Raw -5324860.804469 + Penalty 2100.886620 = -5322759.917849 nChanged 28 SP:Iteration 102Q (685.121782 sec): 3 clusters Score: Raw -5324874.181479 + Penalty 2100.886620 = -5322773.294859 nChanged 25 SP:Iteration 103Q (685.190005 sec): 3 clusters Score: Raw -5324885.861728 + Penalty 2100.886620 = -5322784.975108 nChanged 21 SP:Iteration 104Q (685.258244 sec): 3 clusters Score: Raw -5324895.956545 + Penalty 2100.886620 = -5322795.069925 nChanged 18 SP:Iteration 105Q (685.326435 sec): 3 clusters Score: Raw -5324904.392032 + Penalty 2100.886620 = -5322803.505412 nChanged 18 SP:Iteration 106Q (685.394619 sec): 3 clusters Score: Raw -5324913.601992 + Penalty 2100.886620 = -5322812.715372 nChanged 15 SP:Iteration 107Q (685.462897 sec): 3 clusters Score: Raw -5324919.665399 + Penalty 2100.886620 = -5322818.778778 nChanged 12 SP:Iteration 108Q (685.531114 sec): 3 clusters Score: Raw -5324923.853018 + Penalty 2100.886620 = -5322822.966398 nChanged 7 SP:Iteration 109Q (685.599341 sec): 3 clusters Score: Raw -5324926.552671 + Penalty 2100.886620 = -5322825.666050 nChanged 5 SP:Iteration 110Q (685.677740 sec): 3 clusters Score: Raw -5324928.599976 + Penalty 2100.886620 = -5322827.713356 nChanged 8 SP:Iteration 111Q (685.747571 sec): 3 clusters Score: Raw -5324932.632634 + Penalty 2100.886620 = -5322831.746014 nChanged 6 SP:Iteration 112Q (685.815821 sec): 3 clusters Score: Raw -5324934.881661 + Penalty 2100.886620 = -5322833.995041 nChanged 5 SP:Iteration 113Q (685.883975 sec): 3 clusters Score: Raw -5324936.729618 + Penalty 2100.886620 = -5322835.842997 nChanged 3 SP:Iteration 114Q (685.952467 sec): 3 clusters Score: Raw -5324937.680671 + Penalty 2100.886620 = -5322836.794051 nChanged 3 SP:Iteration 115Q (686.020535 sec): 3 clusters Score: Raw -5324938.465263 + Penalty 2100.886620 = -5322837.578643 nChanged 2 SP:Iteration 116Q (686.088656 sec): 3 clusters Score: Raw -5324939.161693 + Penalty 2100.886620 = -5322838.275073 nChanged 2 SP:Iteration 117Q (686.156908 sec): 3 clusters Score: Raw -5324939.437491 + Penalty 2100.886620 = -5322838.550871 nChanged 1 SP:Iteration 118Q (686.225045 sec): 3 clusters Score: Raw -5324939.710715 + Penalty 2100.886620 = -5322838.824095 nChanged 0 SP:Iteration 119F (686.307036 sec): 3 clusters Score: Raw -5324939.710715 + Penalty 2100.886620 = -5322838.824095 nChanged 0 Trying to split cluster 15 (21581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.329333 sec): 2 clusters Score: Raw -1841120.689107 + Penalty 948.059015 = -1840172.630092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.368003 sec): 3 clusters Score: Raw -1827561.440850 + Penalty 1896.118030 = -1825665.322820 nChanged 10001 SP:Iteration 1F (686.403989 sec): 3 clusters Score: Raw -1833450.528150 + Penalty 1896.118030 = -1831554.410120 nChanged 1431 SP:Iteration 2F (686.439963 sec): 3 clusters Score: Raw -1834327.837290 + Penalty 1896.118030 = -1832431.719260 nChanged 1791 SP:Iteration 3F (686.476026 sec): 3 clusters Score: Raw -1835827.279456 + Penalty 1896.118030 = -1833931.161427 nChanged 2017 SP:Iteration 4F (686.512053 sec): 3 clusters Score: Raw -1837819.366359 + Penalty 1896.118030 = -1835923.248330 nChanged 1958 SP:Iteration 5F (686.547971 sec): 3 clusters Score: Raw -1839653.170839 + Penalty 1896.118030 = -1837757.052810 nChanged 1404 SP:Iteration 6F (686.584031 sec): 3 clusters Score: Raw -1840852.070754 + Penalty 1896.118030 = -1838955.952724 nChanged 1021 SP:Iteration 7Q (686.620524 sec): 3 clusters Score: Raw -1841891.939013 + Penalty 1896.118030 = -1839995.820984 nChanged 830 SP:Iteration 8Q (686.656421 sec): 3 clusters Score: Raw -1842882.070439 + Penalty 1896.118030 = -1840985.952410 nChanged 822 SP:Iteration 9Q (686.691046 sec): 3 clusters Score: Raw -1843950.185315 + Penalty 1896.118030 = -1842054.067285 nChanged 816 SP:Iteration 10Q (686.724470 sec): 3 clusters Score: Raw -1845249.331613 + Penalty 1896.118030 = -1843353.213583 nChanged 797 SP:Iteration 11Q (686.757097 sec): 3 clusters Score: Raw -1846966.221529 + Penalty 1896.118030 = -1845070.103499 nChanged 685 SP:Iteration 12Q (686.789798 sec): 3 clusters Score: Raw -1848286.386924 + Penalty 1896.118030 = -1846390.268895 nChanged 394 SP:Iteration 13Q (686.821945 sec): 3 clusters Score: Raw -1848689.951606 + Penalty 1896.118030 = -1846793.833577 nChanged 177 SP:Iteration 14Q (686.853491 sec): 3 clusters Score: Raw -1848765.488075 + Penalty 1896.118030 = -1846869.370045 nChanged 87 SP:Iteration 15Q (686.884790 sec): 3 clusters Score: Raw -1848781.433174 + Penalty 1896.118030 = -1846885.315145 nChanged 44 SP:Iteration 16Q (686.916163 sec): 3 clusters Score: Raw -1848786.529560 + Penalty 1896.118030 = -1846890.411530 nChanged 24 SP:Iteration 17Q (686.947860 sec): 3 clusters Score: Raw -1848788.716837 + Penalty 1896.118030 = -1846892.598807 nChanged 15 SP:Iteration 18Q (686.979089 sec): 3 clusters Score: Raw -1848790.070570 + Penalty 1896.118030 = -1846893.952540 nChanged 10 SP:Iteration 19Q (687.010466 sec): 3 clusters Score: Raw -1848790.762680 + Penalty 1896.118030 = -1846894.644651 nChanged 5 SP:Iteration 20F (687.046719 sec): 3 clusters Score: Raw -1848791.128137 + Penalty 1896.118030 = -1846895.010107 nChanged 5 SP:Iteration 21Q (687.078738 sec): 3 clusters Score: Raw -1848791.370531 + Penalty 1896.118030 = -1846895.252501 nChanged 3 SP:Iteration 22Q (687.110656 sec): 3 clusters Score: Raw -1848791.431261 + Penalty 1896.118030 = -1846895.313231 nChanged 1 SP:Iteration 23Q (687.142414 sec): 3 clusters Score: Raw -1848791.474079 + Penalty 1896.118030 = -1846895.356050 nChanged 0 SP:Iteration 24F (687.178411 sec): 3 clusters Score: Raw -1848791.474079 + Penalty 1896.118030 = -1846895.356050 nChanged 0 Score: Raw -69529420.685682 + Penalty 46659.862924 = -69482760.822759 Splitting cluster 15 changes total score from -69471254.900475 to -69482760.822759 So it's getting split into cluster 36. Trying to split cluster 16 (27973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.799085 sec): 2 clusters Score: Raw -2265874.363215 + Penalty 972.704529 = -2264901.658687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.845176 sec): 3 clusters Score: Raw -2248174.056119 + Penalty 1945.409057 = -2246228.647062 nChanged 13139 SP:Iteration 1F (700.887810 sec): 3 clusters Score: Raw -2255832.335313 + Penalty 1945.409057 = -2253886.926256 nChanged 1274 SP:Iteration 2Q (700.931720 sec): 3 clusters Score: Raw -2256243.725196 + Penalty 1945.409057 = -2254298.316139 nChanged 1256 SP:Iteration 3Q (700.975781 sec): 3 clusters Score: Raw -2256664.498178 + Penalty 1945.409057 = -2254719.089120 nChanged 1175 SP:Iteration 4Q (701.019638 sec): 3 clusters Score: Raw -2257095.818701 + Penalty 1945.409057 = -2255150.409644 nChanged 1241 SP:Iteration 5Q (701.063856 sec): 3 clusters Score: Raw -2257606.523324 + Penalty 1945.409057 = -2255661.114266 nChanged 1278 SP:Iteration 6Q (701.107625 sec): 3 clusters Score: Raw -2258188.354769 + Penalty 1945.409057 = -2256242.945712 nChanged 1356 SP:Iteration 7Q (701.151373 sec): 3 clusters Score: Raw -2258938.161428 + Penalty 1945.409057 = -2256992.752371 nChanged 1428 SP:Iteration 8F (701.194310 sec): 3 clusters Score: Raw -2259854.625890 + Penalty 1945.409057 = -2257909.216833 nChanged 1372 SP:Iteration 9Q (701.237818 sec): 3 clusters Score: Raw -2260863.652446 + Penalty 1945.409057 = -2258918.243389 nChanged 1242 SP:Iteration 10Q (701.281246 sec): 3 clusters Score: Raw -2261754.392013 + Penalty 1945.409057 = -2259808.982956 nChanged 1069 SP:Iteration 11Q (701.323442 sec): 3 clusters Score: Raw -2262444.324628 + Penalty 1945.409057 = -2260498.915571 nChanged 824 SP:Iteration 12Q (701.364951 sec): 3 clusters Score: Raw -2262902.789179 + Penalty 1945.409057 = -2260957.380122 nChanged 614 SP:Iteration 13Q (701.406031 sec): 3 clusters Score: Raw -2263197.039938 + Penalty 1945.409057 = -2261251.630881 nChanged 531 SP:Iteration 14Q (701.446143 sec): 3 clusters Score: Raw -2263444.421513 + Penalty 1945.409057 = -2261499.012456 nChanged 455 SP:Iteration 15Q (701.486215 sec): 3 clusters Score: Raw -2263658.285344 + Penalty 1945.409057 = -2261712.876287 nChanged 412 SP:Iteration 16Q (701.525800 sec): 3 clusters Score: Raw -2263859.531381 + Penalty 1945.409057 = -2261914.122323 nChanged 400 SP:Iteration 17Q (701.564957 sec): 3 clusters Score: Raw -2264057.617080 + Penalty 1945.409057 = -2262112.208022 nChanged 387 SP:Iteration 18Q (701.604723 sec): 3 clusters Score: Raw -2264251.340498 + Penalty 1945.409057 = -2262305.931441 nChanged 345 SP:Iteration 19Q (701.642402 sec): 3 clusters Score: Raw -2264446.718924 + Penalty 1945.409057 = -2262501.309867 nChanged 360 SP:Iteration 20F (701.685376 sec): 3 clusters Score: Raw -2264689.874922 + Penalty 1945.409057 = -2262744.465865 nChanged 309 SP:Iteration 21Q (701.722974 sec): 3 clusters Score: Raw -2264915.451201 + Penalty 1945.409057 = -2262970.042144 nChanged 312 SP:Iteration 22Q (701.760431 sec): 3 clusters Score: Raw -2265170.238683 + Penalty 1945.409057 = -2263224.829626 nChanged 277 SP:Iteration 23Q (701.797783 sec): 3 clusters Score: Raw -2265400.147763 + Penalty 1945.409057 = -2263454.738706 nChanged 242 SP:Iteration 24Q (701.834510 sec): 3 clusters Score: Raw -2265590.207412 + Penalty 1945.409057 = -2263644.798355 nChanged 189 SP:Iteration 25Q (701.871194 sec): 3 clusters Score: Raw -2265732.113438 + Penalty 1945.409057 = -2263786.704381 nChanged 178 SP:Iteration 26Q (701.907714 sec): 3 clusters Score: Raw -2265850.104724 + Penalty 1945.409057 = -2263904.695667 nChanged 160 SP:Iteration 27Q (701.944167 sec): 3 clusters Score: Raw -2265941.407920 + Penalty 1945.409057 = -2263995.998863 nChanged 124 SP:Iteration 28Q (701.980654 sec): 3 clusters Score: Raw -2266003.018459 + Penalty 1945.409057 = -2264057.609402 nChanged 104 SP:Iteration 29Q (702.017037 sec): 3 clusters Score: Raw -2266050.771140 + Penalty 1945.409057 = -2264105.362083 nChanged 81 SP:Iteration 30Q (702.053390 sec): 3 clusters Score: Raw -2266082.651190 + Penalty 1945.409057 = -2264137.242132 nChanged 62 SP:Iteration 31Q (702.089757 sec): 3 clusters Score: Raw -2266101.965898 + Penalty 1945.409057 = -2264156.556840 nChanged 42 SP:Iteration 32Q (702.125886 sec): 3 clusters Score: Raw -2266113.277557 + Penalty 1945.409057 = -2264167.868500 nChanged 30 SP:Iteration 33Q (702.162404 sec): 3 clusters Score: Raw -2266120.671560 + Penalty 1945.409057 = -2264175.262503 nChanged 23 SP:Iteration 34Q (702.198916 sec): 3 clusters Score: Raw -2266125.107680 + Penalty 1945.409057 = -2264179.698622 nChanged 14 SP:Iteration 35Q (702.235133 sec): 3 clusters Score: Raw -2266128.769373 + Penalty 1945.409057 = -2264183.360316 nChanged 9 SP:Iteration 36Q (702.271289 sec): 3 clusters Score: Raw -2266130.938019 + Penalty 1945.409057 = -2264185.528962 nChanged 9 SP:Iteration 37Q (702.307590 sec): 3 clusters Score: Raw -2266132.865351 + Penalty 1945.409057 = -2264187.456294 nChanged 11 SP:Iteration 38Q (702.343761 sec): 3 clusters Score: Raw -2266135.422870 + Penalty 1945.409057 = -2264190.013813 nChanged 11 SP:Iteration 39Q (702.380103 sec): 3 clusters Score: Raw -2266137.105750 + Penalty 1945.409057 = -2264191.696693 nChanged 6 SP:Iteration 40F (702.422637 sec): 3 clusters Score: Raw -2266149.828759 + Penalty 1945.409057 = -2264204.419701 nChanged 20 SP:Iteration 41Q (702.459064 sec): 3 clusters Score: Raw -2266156.042030 + Penalty 1945.409057 = -2264210.632973 nChanged 20 SP:Iteration 42Q (702.495195 sec): 3 clusters Score: Raw -2266160.951834 + Penalty 1945.409057 = -2264215.542777 nChanged 26 SP:Iteration 43Q (702.550645 sec): 3 clusters Score: Raw -2266166.454194 + Penalty 1945.409057 = -2264221.045137 nChanged 21 SP:Iteration 44Q (702.586570 sec): 3 clusters Score: Raw -2266170.622111 + Penalty 1945.409057 = -2264225.213054 nChanged 13 SP:Iteration 45Q (702.622975 sec): 3 clusters Score: Raw -2266173.325668 + Penalty 1945.409057 = -2264227.916611 nChanged 11 SP:Iteration 46Q (702.659365 sec): 3 clusters Score: Raw -2266176.406607 + Penalty 1945.409057 = -2264230.997550 nChanged 13 SP:Iteration 47Q (702.695821 sec): 3 clusters Score: Raw -2266178.889821 + Penalty 1945.409057 = -2264233.480763 nChanged 13 SP:Iteration 48Q (702.732046 sec): 3 clusters Score: Raw -2266181.838131 + Penalty 1945.409057 = -2264236.429074 nChanged 7 SP:Iteration 49Q (702.768262 sec): 3 clusters Score: Raw -2266183.167815 + Penalty 1945.409057 = -2264237.758757 nChanged 6 SP:Iteration 50Q (702.804493 sec): 3 clusters Score: Raw -2266184.025033 + Penalty 1945.409057 = -2264238.615976 nChanged 4 SP:Iteration 51Q (702.840796 sec): 3 clusters Score: Raw -2266184.876558 + Penalty 1945.409057 = -2264239.467501 nChanged 8 SP:Iteration 52Q (702.877290 sec): 3 clusters Score: Raw -2266186.366219 + Penalty 1945.409057 = -2264240.957161 nChanged 8 SP:Iteration 53Q (702.913539 sec): 3 clusters Score: Raw -2266187.369544 + Penalty 1945.409057 = -2264241.960486 nChanged 2 SP:Iteration 54Q (702.949837 sec): 3 clusters Score: Raw -2266187.566834 + Penalty 1945.409057 = -2264242.157777 nChanged 1 SP:Iteration 55Q (702.986018 sec): 3 clusters Score: Raw -2266187.823115 + Penalty 1945.409057 = -2264242.414058 nChanged 1 SP:Iteration 56Q (703.022324 sec): 3 clusters Score: Raw -2266187.889073 + Penalty 1945.409057 = -2264242.480016 nChanged 1 SP:Iteration 57Q (703.058471 sec): 3 clusters Score: Raw -2266187.967277 + Penalty 1945.409057 = -2264242.558220 nChanged 1 SP:Iteration 58Q (703.094778 sec): 3 clusters Score: Raw -2266188.052877 + Penalty 1945.409057 = -2264242.643820 nChanged 0 SP:Iteration 59F (703.137290 sec): 3 clusters Score: Raw -2266188.052877 + Penalty 1945.409057 = -2264242.643820 nChanged 0 Trying to split cluster 17 (8810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (703.156245 sec): 2 clusters Score: Raw -749979.930175 + Penalty 862.946058 = -749116.984117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (703.179868 sec): 3 clusters Score: Raw -744800.897289 + Penalty 1725.892117 = -743075.005173 nChanged 3911 SP:Iteration 1F (703.202941 sec): 3 clusters Score: Raw -747122.127898 + Penalty 1725.892117 = -745396.235781 nChanged 688 SP:Iteration 2F (703.225634 sec): 3 clusters Score: Raw -747669.596176 + Penalty 1725.892117 = -745943.704059 nChanged 769 SP:Iteration 3F (703.248399 sec): 3 clusters Score: Raw -748378.541932 + Penalty 1725.892117 = -746652.649815 nChanged 743 SP:Iteration 4F (703.271246 sec): 3 clusters Score: Raw -749145.340982 + Penalty 1725.892117 = -747419.448865 nChanged 623 SP:Iteration 5F (703.294106 sec): 3 clusters Score: Raw -749884.386581 + Penalty 1725.892117 = -748158.494465 nChanged 447 SP:Iteration 6F (703.316962 sec): 3 clusters Score: Raw -750307.528394 + Penalty 1725.892117 = -748581.636277 nChanged 316 SP:Iteration 7Q (703.339137 sec): 3 clusters Score: Raw -750534.278155 + Penalty 1725.892117 = -748808.386038 nChanged 232 SP:Iteration 8Q (703.361153 sec): 3 clusters Score: Raw -750709.369145 + Penalty 1725.892117 = -748983.477029 nChanged 201 SP:Iteration 9Q (703.383095 sec): 3 clusters Score: Raw -750859.013924 + Penalty 1725.892117 = -749133.121808 nChanged 188 SP:Iteration 10Q (703.404856 sec): 3 clusters Score: Raw -750980.205935 + Penalty 1725.892117 = -749254.313819 nChanged 154 SP:Iteration 11Q (703.426695 sec): 3 clusters Score: Raw -751063.613983 + Penalty 1725.892117 = -749337.721867 nChanged 119 SP:Iteration 12Q (703.448274 sec): 3 clusters Score: Raw -751118.505191 + Penalty 1725.892117 = -749392.613074 nChanged 89 SP:Iteration 13Q (703.469868 sec): 3 clusters Score: Raw -751149.098576 + Penalty 1725.892117 = -749423.206459 nChanged 50 SP:Iteration 14Q (703.491562 sec): 3 clusters Score: Raw -751166.458256 + Penalty 1725.892117 = -749440.566139 nChanged 50 SP:Iteration 15Q (703.513153 sec): 3 clusters Score: Raw -751183.934787 + Penalty 1725.892117 = -749458.042671 nChanged 34 SP:Iteration 16Q (703.534514 sec): 3 clusters Score: Raw -751190.745201 + Penalty 1725.892117 = -749464.853084 nChanged 26 SP:Iteration 17Q (703.556091 sec): 3 clusters Score: Raw -751196.931816 + Penalty 1725.892117 = -749471.039699 nChanged 28 SP:Iteration 18Q (703.577769 sec): 3 clusters Score: Raw -751202.500881 + Penalty 1725.892117 = -749476.608764 nChanged 17 SP:Iteration 19Q (703.599365 sec): 3 clusters Score: Raw -751204.910892 + Penalty 1725.892117 = -749479.018776 nChanged 10 SP:Iteration 20F (703.622223 sec): 3 clusters Score: Raw -751206.218348 + Penalty 1725.892117 = -749480.326232 nChanged 10 SP:Iteration 21Q (703.643801 sec): 3 clusters Score: Raw -751207.810181 + Penalty 1725.892117 = -749481.918065 nChanged 12 SP:Iteration 22Q (703.665455 sec): 3 clusters Score: Raw -751209.490031 + Penalty 1725.892117 = -749483.597914 nChanged 11 SP:Iteration 23Q (703.687146 sec): 3 clusters Score: Raw -751210.905044 + Penalty 1725.892117 = -749485.012928 nChanged 7 SP:Iteration 24Q (703.708873 sec): 3 clusters Score: Raw -751211.476617 + Penalty 1725.892117 = -749485.584501 nChanged 2 SP:Iteration 25Q (703.730318 sec): 3 clusters Score: Raw -751211.566266 + Penalty 1725.892117 = -749485.674149 nChanged 0 SP:Iteration 26F (703.753176 sec): 3 clusters Score: Raw -751211.566266 + Penalty 1725.892117 = -749485.674149 nChanged 0 Score: Raw -69530652.321773 + Penalty 47955.970227 = -69482696.351546 Splitting cluster 17 changes total score from -69471254.900475 to -69482696.351546 So it's getting split into cluster 37. Trying to split cluster 18 (11674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.719259 sec): 2 clusters Score: Raw -977323.017759 + Penalty 889.686345 = -976433.331414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.746078 sec): 3 clusters Score: Raw -970304.039675 + Penalty 1779.372691 = -968524.666984 nChanged 5224 SP:Iteration 1F (717.771707 sec): 3 clusters Score: Raw -973712.191029 + Penalty 1779.372691 = -971932.818338 nChanged 884 SP:Iteration 2F (717.797631 sec): 3 clusters Score: Raw -974528.049508 + Penalty 1779.372691 = -972748.676817 nChanged 923 SP:Iteration 3F (717.823369 sec): 3 clusters Score: Raw -975349.100991 + Penalty 1779.372691 = -973569.728300 nChanged 858 SP:Iteration 4F (717.848977 sec): 3 clusters Score: Raw -975940.899721 + Penalty 1779.372691 = -974161.527030 nChanged 698 SP:Iteration 5F (717.874610 sec): 3 clusters Score: Raw -976342.757631 + Penalty 1779.372691 = -974563.384940 nChanged 582 SP:Iteration 6Q (717.900217 sec): 3 clusters Score: Raw -976633.211369 + Penalty 1779.372691 = -974853.838678 nChanged 468 SP:Iteration 7Q (717.925584 sec): 3 clusters Score: Raw -976863.472604 + Penalty 1779.372691 = -975084.099913 nChanged 395 SP:Iteration 8Q (717.950997 sec): 3 clusters Score: Raw -977039.540917 + Penalty 1779.372691 = -975260.168226 nChanged 304 SP:Iteration 9Q (717.976538 sec): 3 clusters Score: Raw -977155.356303 + Penalty 1779.372691 = -975375.983612 nChanged 250 SP:Iteration 10Q (718.001714 sec): 3 clusters Score: Raw -977251.747688 + Penalty 1779.372691 = -975472.374997 nChanged 232 SP:Iteration 11Q (718.026971 sec): 3 clusters Score: Raw -977326.913448 + Penalty 1779.372691 = -975547.540757 nChanged 189 SP:Iteration 12Q (718.052452 sec): 3 clusters Score: Raw -977376.050145 + Penalty 1779.372691 = -975596.677454 nChanged 158 SP:Iteration 13Q (718.077850 sec): 3 clusters Score: Raw -977412.355033 + Penalty 1779.372691 = -975632.982342 nChanged 125 SP:Iteration 14Q (718.103206 sec): 3 clusters Score: Raw -977439.232394 + Penalty 1779.372691 = -975659.859703 nChanged 113 SP:Iteration 15Q (718.128415 sec): 3 clusters Score: Raw -977464.426042 + Penalty 1779.372691 = -975685.053351 nChanged 107 SP:Iteration 16Q (718.153504 sec): 3 clusters Score: Raw -977484.290015 + Penalty 1779.372691 = -975704.917324 nChanged 85 SP:Iteration 17Q (718.178747 sec): 3 clusters Score: Raw -977499.509436 + Penalty 1779.372691 = -975720.136745 nChanged 84 SP:Iteration 18Q (718.203941 sec): 3 clusters Score: Raw -977515.459171 + Penalty 1779.372691 = -975736.086480 nChanged 99 SP:Iteration 19Q (718.228949 sec): 3 clusters Score: Raw -977531.057447 + Penalty 1779.372691 = -975751.684756 nChanged 86 SP:Iteration 20F (718.254651 sec): 3 clusters Score: Raw -977544.920852 + Penalty 1779.372691 = -975765.548161 nChanged 73 SP:Iteration 21Q (718.279731 sec): 3 clusters Score: Raw -977556.620660 + Penalty 1779.372691 = -975777.247969 nChanged 58 SP:Iteration 22Q (718.304720 sec): 3 clusters Score: Raw -977563.922519 + Penalty 1779.372691 = -975784.549828 nChanged 60 SP:Iteration 23Q (718.329745 sec): 3 clusters Score: Raw -977571.461797 + Penalty 1779.372691 = -975792.089106 nChanged 64 SP:Iteration 24Q (718.354931 sec): 3 clusters Score: Raw -977580.821701 + Penalty 1779.372691 = -975801.449010 nChanged 78 SP:Iteration 25Q (718.380263 sec): 3 clusters Score: Raw -977594.460900 + Penalty 1779.372691 = -975815.088209 nChanged 77 SP:Iteration 26Q (718.405416 sec): 3 clusters Score: Raw -977606.098147 + Penalty 1779.372691 = -975826.725456 nChanged 70 SP:Iteration 27Q (718.430471 sec): 3 clusters Score: Raw -977616.823308 + Penalty 1779.372691 = -975837.450617 nChanged 75 SP:Iteration 28Q (718.455482 sec): 3 clusters Score: Raw -977627.132448 + Penalty 1779.372691 = -975847.759757 nChanged 64 SP:Iteration 29Q (718.480474 sec): 3 clusters Score: Raw -977637.275287 + Penalty 1779.372691 = -975857.902596 nChanged 75 SP:Iteration 30Q (718.505553 sec): 3 clusters Score: Raw -977648.730554 + Penalty 1779.372691 = -975869.357863 nChanged 82 SP:Iteration 31Q (718.530707 sec): 3 clusters Score: Raw -977666.270058 + Penalty 1779.372691 = -975886.897368 nChanged 90 SP:Iteration 32Q (718.587533 sec): 3 clusters Score: Raw -977687.193607 + Penalty 1779.372691 = -975907.820916 nChanged 100 SP:Iteration 33Q (718.611898 sec): 3 clusters Score: Raw -977707.617736 + Penalty 1779.372691 = -975928.245045 nChanged 89 SP:Iteration 34Q (718.637131 sec): 3 clusters Score: Raw -977725.225117 + Penalty 1779.372691 = -975945.852426 nChanged 89 SP:Iteration 35Q (718.662193 sec): 3 clusters Score: Raw -977740.984311 + Penalty 1779.372691 = -975961.611620 nChanged 98 SP:Iteration 36Q (718.687202 sec): 3 clusters Score: Raw -977759.420355 + Penalty 1779.372691 = -975980.047664 nChanged 104 SP:Iteration 37Q (718.712181 sec): 3 clusters Score: Raw -977784.735026 + Penalty 1779.372691 = -976005.362335 nChanged 110 SP:Iteration 38Q (718.737281 sec): 3 clusters Score: Raw -977811.387969 + Penalty 1779.372691 = -976032.015278 nChanged 115 SP:Iteration 39Q (718.762317 sec): 3 clusters Score: Raw -977842.636921 + Penalty 1779.372691 = -976063.264230 nChanged 131 SP:Iteration 40F (718.787882 sec): 3 clusters Score: Raw -977877.029030 + Penalty 1779.372691 = -976097.656339 nChanged 118 SP:Iteration 41Q (718.812988 sec): 3 clusters Score: Raw -977910.130778 + Penalty 1779.372691 = -976130.758087 nChanged 113 SP:Iteration 42Q (718.838020 sec): 3 clusters Score: Raw -977942.596737 + Penalty 1779.372691 = -976163.224046 nChanged 119 SP:Iteration 43Q (718.862904 sec): 3 clusters Score: Raw -977978.250963 + Penalty 1779.372691 = -976198.878273 nChanged 120 SP:Iteration 44Q (718.887834 sec): 3 clusters Score: Raw -978015.791333 + Penalty 1779.372691 = -976236.418642 nChanged 121 SP:Iteration 45Q (718.912788 sec): 3 clusters Score: Raw -978052.585421 + Penalty 1779.372691 = -976273.212730 nChanged 110 SP:Iteration 46Q (718.937712 sec): 3 clusters Score: Raw -978078.950379 + Penalty 1779.372691 = -976299.577688 nChanged 95 SP:Iteration 47Q (718.962737 sec): 3 clusters Score: Raw -978106.310429 + Penalty 1779.372691 = -976326.937738 nChanged 92 SP:Iteration 48Q (718.987694 sec): 3 clusters Score: Raw -978134.062689 + Penalty 1779.372691 = -976354.689998 nChanged 101 SP:Iteration 49Q (719.012584 sec): 3 clusters Score: Raw -978165.868460 + Penalty 1779.372691 = -976386.495769 nChanged 98 SP:Iteration 50Q (719.037378 sec): 3 clusters Score: Raw -978204.522282 + Penalty 1779.372691 = -976425.149591 nChanged 105 SP:Iteration 51Q (719.062297 sec): 3 clusters Score: Raw -978244.748490 + Penalty 1779.372691 = -976465.375799 nChanged 94 SP:Iteration 52Q (719.087056 sec): 3 clusters Score: Raw -978269.207263 + Penalty 1779.372691 = -976489.834572 nChanged 82 SP:Iteration 53Q (719.111739 sec): 3 clusters Score: Raw -978286.957211 + Penalty 1779.372691 = -976507.584520 nChanged 67 SP:Iteration 54Q (719.136621 sec): 3 clusters Score: Raw -978298.776790 + Penalty 1779.372691 = -976519.404099 nChanged 45 SP:Iteration 55Q (719.161387 sec): 3 clusters Score: Raw -978305.055712 + Penalty 1779.372691 = -976525.683021 nChanged 39 SP:Iteration 56Q (719.186124 sec): 3 clusters Score: Raw -978309.923494 + Penalty 1779.372691 = -976530.550804 nChanged 26 SP:Iteration 57Q (719.210847 sec): 3 clusters Score: Raw -978313.355777 + Penalty 1779.372691 = -976533.983086 nChanged 19 SP:Iteration 58Q (719.235599 sec): 3 clusters Score: Raw -978316.110918 + Penalty 1779.372691 = -976536.738227 nChanged 19 SP:Iteration 59Q (719.260325 sec): 3 clusters Score: Raw -978318.046784 + Penalty 1779.372691 = -976538.674093 nChanged 11 SP:Iteration 60F (719.285994 sec): 3 clusters Score: Raw -978318.749639 + Penalty 1779.372691 = -976539.376948 nChanged 7 SP:Iteration 61Q (719.310785 sec): 3 clusters Score: Raw -978319.179512 + Penalty 1779.372691 = -976539.806821 nChanged 5 SP:Iteration 62Q (719.335764 sec): 3 clusters Score: Raw -978319.830409 + Penalty 1779.372691 = -976540.457718 nChanged 11 SP:Iteration 63Q (719.360538 sec): 3 clusters Score: Raw -978320.879984 + Penalty 1779.372691 = -976541.507293 nChanged 11 SP:Iteration 64Q (719.385254 sec): 3 clusters Score: Raw -978322.091580 + Penalty 1779.372691 = -976542.718889 nChanged 9 SP:Iteration 65Q (719.410135 sec): 3 clusters Score: Raw -978323.327589 + Penalty 1779.372691 = -976543.954898 nChanged 9 SP:Iteration 66Q (719.435032 sec): 3 clusters Score: Raw -978324.172972 + Penalty 1779.372691 = -976544.800281 nChanged 13 SP:Iteration 67Q (719.459843 sec): 3 clusters Score: Raw -978325.603038 + Penalty 1779.372691 = -976546.230347 nChanged 17 SP:Iteration 68Q (719.484553 sec): 3 clusters Score: Raw -978328.110717 + Penalty 1779.372691 = -976548.738026 nChanged 28 SP:Iteration 69Q (719.509234 sec): 3 clusters Score: Raw -978331.494910 + Penalty 1779.372691 = -976552.122219 nChanged 27 SP:Iteration 70Q (719.534055 sec): 3 clusters Score: Raw -978335.849955 + Penalty 1779.372691 = -976556.477265 nChanged 31 SP:Iteration 71Q (719.558837 sec): 3 clusters Score: Raw -978339.455587 + Penalty 1779.372691 = -976560.082897 nChanged 28 SP:Iteration 72Q (719.583701 sec): 3 clusters Score: Raw -978342.825858 + Penalty 1779.372691 = -976563.453167 nChanged 22 SP:Iteration 73Q (719.608444 sec): 3 clusters Score: Raw -978345.362404 + Penalty 1779.372691 = -976565.989713 nChanged 14 SP:Iteration 74Q (719.633222 sec): 3 clusters Score: Raw -978346.887462 + Penalty 1779.372691 = -976567.514771 nChanged 16 SP:Iteration 75Q (719.658006 sec): 3 clusters Score: Raw -978348.809991 + Penalty 1779.372691 = -976569.437300 nChanged 17 SP:Iteration 76Q (719.682808 sec): 3 clusters Score: Raw -978350.764110 + Penalty 1779.372691 = -976571.391419 nChanged 17 SP:Iteration 77Q (719.707401 sec): 3 clusters Score: Raw -978352.453943 + Penalty 1779.372691 = -976573.081252 nChanged 14 SP:Iteration 78Q (719.745208 sec): 3 clusters Score: Raw -978354.137316 + Penalty 1779.372691 = -976574.764625 nChanged 12 SP:Iteration 79Q (719.769256 sec): 3 clusters Score: Raw -978355.744766 + Penalty 1779.372691 = -976576.372075 nChanged 19 SP:Iteration 80F (719.794937 sec): 3 clusters Score: Raw -978358.351117 + Penalty 1779.372691 = -976578.978426 nChanged 16 SP:Iteration 81Q (719.820155 sec): 3 clusters Score: Raw -978360.573563 + Penalty 1779.372691 = -976581.200872 nChanged 21 SP:Iteration 82Q (719.845340 sec): 3 clusters Score: Raw -978363.740301 + Penalty 1779.372691 = -976584.367610 nChanged 29 SP:Iteration 83Q (719.870217 sec): 3 clusters Score: Raw -978367.047224 + Penalty 1779.372691 = -976587.674533 nChanged 26 SP:Iteration 84Q (719.894863 sec): 3 clusters Score: Raw -978369.995455 + Penalty 1779.372691 = -976590.622764 nChanged 21 SP:Iteration 85Q (719.919434 sec): 3 clusters Score: Raw -978372.073136 + Penalty 1779.372691 = -976592.700445 nChanged 17 SP:Iteration 86Q (719.944138 sec): 3 clusters Score: Raw -978373.597257 + Penalty 1779.372691 = -976594.224566 nChanged 15 SP:Iteration 87Q (719.968880 sec): 3 clusters Score: Raw -978375.370763 + Penalty 1779.372691 = -976595.998072 nChanged 23 SP:Iteration 88Q (719.993521 sec): 3 clusters Score: Raw -978378.703155 + Penalty 1779.372691 = -976599.330464 nChanged 37 SP:Iteration 89Q (720.018125 sec): 3 clusters Score: Raw -978384.019309 + Penalty 1779.372691 = -976604.646618 nChanged 26 SP:Iteration 90Q (720.042619 sec): 3 clusters Score: Raw -978387.323650 + Penalty 1779.372691 = -976607.950959 nChanged 17 SP:Iteration 91Q (720.067121 sec): 3 clusters Score: Raw -978388.978707 + Penalty 1779.372691 = -976609.606016 nChanged 15 SP:Iteration 92Q (720.091734 sec): 3 clusters Score: Raw -978390.304380 + Penalty 1779.372691 = -976610.931689 nChanged 17 SP:Iteration 93Q (720.116275 sec): 3 clusters Score: Raw -978391.952631 + Penalty 1779.372691 = -976612.579940 nChanged 16 SP:Iteration 94Q (720.140813 sec): 3 clusters Score: Raw -978393.859895 + Penalty 1779.372691 = -976614.487204 nChanged 13 SP:Iteration 95Q (720.165289 sec): 3 clusters Score: Raw -978395.395068 + Penalty 1779.372691 = -976616.022377 nChanged 15 SP:Iteration 96Q (720.189771 sec): 3 clusters Score: Raw -978396.841870 + Penalty 1779.372691 = -976617.469179 nChanged 6 SP:Iteration 97Q (720.214206 sec): 3 clusters Score: Raw -978397.372655 + Penalty 1779.372691 = -976617.999964 nChanged 11 SP:Iteration 98Q (720.238496 sec): 3 clusters Score: Raw -978398.531266 + Penalty 1779.372691 = -976619.158575 nChanged 10 SP:Iteration 99Q (720.262966 sec): 3 clusters Score: Raw -978399.432446 + Penalty 1779.372691 = -976620.059755 nChanged 13 SP:Iteration 100F (720.288869 sec): 3 clusters Score: Raw -978400.838338 + Penalty 1779.372691 = -976621.465647 nChanged 13 SP:Iteration 101Q (720.313457 sec): 3 clusters Score: Raw -978401.754553 + Penalty 1779.372691 = -976622.381862 nChanged 8 SP:Iteration 102Q (720.337976 sec): 3 clusters Score: Raw -978402.828707 + Penalty 1779.372691 = -976623.456016 nChanged 7 SP:Iteration 103Q (720.362367 sec): 3 clusters Score: Raw -978403.694496 + Penalty 1779.372691 = -976624.321805 nChanged 10 SP:Iteration 104Q (720.386824 sec): 3 clusters Score: Raw -978404.631338 + Penalty 1779.372691 = -976625.258648 nChanged 10 SP:Iteration 105Q (720.411272 sec): 3 clusters Score: Raw -978405.527873 + Penalty 1779.372691 = -976626.155182 nChanged 10 SP:Iteration 106Q (720.435915 sec): 3 clusters Score: Raw -978406.406474 + Penalty 1779.372691 = -976627.033783 nChanged 12 SP:Iteration 107Q (720.460639 sec): 3 clusters Score: Raw -978407.814936 + Penalty 1779.372691 = -976628.442245 nChanged 11 SP:Iteration 108Q (720.485043 sec): 3 clusters Score: Raw -978409.012918 + Penalty 1779.372691 = -976629.640228 nChanged 12 SP:Iteration 109Q (720.509460 sec): 3 clusters Score: Raw -978410.293151 + Penalty 1779.372691 = -976630.920460 nChanged 13 SP:Iteration 110Q (720.533875 sec): 3 clusters Score: Raw -978411.659061 + Penalty 1779.372691 = -976632.286370 nChanged 16 SP:Iteration 111Q (720.558331 sec): 3 clusters Score: Raw -978413.279755 + Penalty 1779.372691 = -976633.907064 nChanged 18 SP:Iteration 112Q (720.582746 sec): 3 clusters Score: Raw -978415.152248 + Penalty 1779.372691 = -976635.779557 nChanged 13 SP:Iteration 113Q (720.607246 sec): 3 clusters Score: Raw -978416.965425 + Penalty 1779.372691 = -976637.592735 nChanged 15 SP:Iteration 114Q (720.631508 sec): 3 clusters Score: Raw -978418.499117 + Penalty 1779.372691 = -976639.126427 nChanged 8 SP:Iteration 115Q (720.655825 sec): 3 clusters Score: Raw -978419.126581 + Penalty 1779.372691 = -976639.753890 nChanged 5 SP:Iteration 116Q (720.680291 sec): 3 clusters Score: Raw -978419.366626 + Penalty 1779.372691 = -976639.993935 nChanged 2 SP:Iteration 117Q (720.704566 sec): 3 clusters Score: Raw -978419.498679 + Penalty 1779.372691 = -976640.125988 nChanged 3 SP:Iteration 118Q (720.728879 sec): 3 clusters Score: Raw -978419.684196 + Penalty 1779.372691 = -976640.311505 nChanged 2 SP:Iteration 119Q (720.753395 sec): 3 clusters Score: Raw -978419.857913 + Penalty 1779.372691 = -976640.485222 nChanged 4 SP:Iteration 120F (720.779163 sec): 3 clusters Score: Raw -978420.232985 + Penalty 1779.372691 = -976640.860294 nChanged 5 SP:Iteration 121Q (720.803678 sec): 3 clusters Score: Raw -978420.645611 + Penalty 1779.372691 = -976641.272921 nChanged 2 SP:Iteration 122Q (720.828056 sec): 3 clusters Score: Raw -978420.816770 + Penalty 1779.372691 = -976641.444079 nChanged 0 SP:Iteration 123F (720.853890 sec): 3 clusters Score: Raw -978420.816770 + Penalty 1779.372691 = -976641.444079 nChanged 0 Score: Raw -69531750.120784 + Penalty 49252.077531 = -69482498.043253 Splitting cluster 18 changes total score from -69471254.900475 to -69482498.043253 So it's getting split into cluster 38. Trying to split cluster 19 (26727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.186606 sec): 2 clusters Score: Raw -2048311.225248 + Penalty 968.375809 = -2047342.849439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.230987 sec): 3 clusters Score: Raw -2031481.255497 + Penalty 1936.751618 = -2029544.503878 nChanged 12500 SP:Iteration 1F (735.272472 sec): 3 clusters Score: Raw -2039100.213046 + Penalty 1936.751618 = -2037163.461428 nChanged 1600 SP:Iteration 2F (735.313879 sec): 3 clusters Score: Raw -2039954.773835 + Penalty 1936.751618 = -2038018.022217 nChanged 1669 SP:Iteration 3F (735.355391 sec): 3 clusters Score: Raw -2040985.714446 + Penalty 1936.751618 = -2039048.962828 nChanged 1720 SP:Iteration 4F (735.396797 sec): 3 clusters Score: Raw -2042171.376330 + Penalty 1936.751618 = -2040234.624712 nChanged 1690 SP:Iteration 5F (735.438423 sec): 3 clusters Score: Raw -2043480.457479 + Penalty 1936.751618 = -2041543.705861 nChanged 1661 SP:Iteration 6F (735.479879 sec): 3 clusters Score: Raw -2044832.398926 + Penalty 1936.751618 = -2042895.647308 nChanged 1500 SP:Iteration 7F (735.521394 sec): 3 clusters Score: Raw -2046052.080607 + Penalty 1936.751618 = -2044115.328989 nChanged 1281 SP:Iteration 8Q (735.562341 sec): 3 clusters Score: Raw -2046991.923816 + Penalty 1936.751618 = -2045055.172198 nChanged 1074 SP:Iteration 9Q (735.602717 sec): 3 clusters Score: Raw -2047695.943835 + Penalty 1936.751618 = -2045759.192217 nChanged 880 SP:Iteration 10Q (735.642406 sec): 3 clusters Score: Raw -2048237.037559 + Penalty 1936.751618 = -2046300.285941 nChanged 720 SP:Iteration 11Q (735.681578 sec): 3 clusters Score: Raw -2048658.455523 + Penalty 1936.751618 = -2046721.703905 nChanged 613 SP:Iteration 12Q (735.720480 sec): 3 clusters Score: Raw -2049013.287584 + Penalty 1936.751618 = -2047076.535966 nChanged 498 SP:Iteration 13Q (735.758885 sec): 3 clusters Score: Raw -2049294.325020 + Penalty 1936.751618 = -2047357.573402 nChanged 431 SP:Iteration 14Q (735.796790 sec): 3 clusters Score: Raw -2049522.136745 + Penalty 1936.751618 = -2047585.385127 nChanged 360 SP:Iteration 15Q (735.834384 sec): 3 clusters Score: Raw -2049696.739774 + Penalty 1936.751618 = -2047759.988156 nChanged 300 SP:Iteration 16Q (735.871700 sec): 3 clusters Score: Raw -2049838.169749 + Penalty 1936.751618 = -2047901.418131 nChanged 253 SP:Iteration 17Q (735.908712 sec): 3 clusters Score: Raw -2049950.838949 + Penalty 1936.751618 = -2048014.087331 nChanged 213 SP:Iteration 18Q (735.945304 sec): 3 clusters Score: Raw -2050050.245594 + Penalty 1936.751618 = -2048113.493976 nChanged 212 SP:Iteration 19Q (735.981598 sec): 3 clusters Score: Raw -2050157.399441 + Penalty 1936.751618 = -2048220.647823 nChanged 155 SP:Iteration 20F (736.023008 sec): 3 clusters Score: Raw -2050235.328659 + Penalty 1936.751618 = -2048298.577041 nChanged 148 SP:Iteration 21Q (736.059298 sec): 3 clusters Score: Raw -2050308.751220 + Penalty 1936.751618 = -2048371.999602 nChanged 136 SP:Iteration 22Q (736.095097 sec): 3 clusters Score: Raw -2050392.426390 + Penalty 1936.751618 = -2048455.674772 nChanged 145 SP:Iteration 23Q (736.130860 sec): 3 clusters Score: Raw -2050486.139636 + Penalty 1936.751618 = -2048549.388018 nChanged 138 SP:Iteration 24Q (736.166356 sec): 3 clusters Score: Raw -2050578.126312 + Penalty 1936.751618 = -2048641.374694 nChanged 131 SP:Iteration 25Q (736.201713 sec): 3 clusters Score: Raw -2050663.252942 + Penalty 1936.751618 = -2048726.501324 nChanged 89 SP:Iteration 26Q (736.237229 sec): 3 clusters Score: Raw -2050715.354775 + Penalty 1936.751618 = -2048778.603156 nChanged 80 SP:Iteration 27Q (736.272573 sec): 3 clusters Score: Raw -2050758.343219 + Penalty 1936.751618 = -2048821.591601 nChanged 69 SP:Iteration 28Q (736.307819 sec): 3 clusters Score: Raw -2050793.816885 + Penalty 1936.751618 = -2048857.065267 nChanged 65 SP:Iteration 29Q (736.342915 sec): 3 clusters Score: Raw -2050829.919144 + Penalty 1936.751618 = -2048893.167526 nChanged 60 SP:Iteration 30Q (736.378177 sec): 3 clusters Score: Raw -2050863.194204 + Penalty 1936.751618 = -2048926.442586 nChanged 55 SP:Iteration 31Q (736.413365 sec): 3 clusters Score: Raw -2050898.289334 + Penalty 1936.751618 = -2048961.537716 nChanged 52 SP:Iteration 32Q (736.448453 sec): 3 clusters Score: Raw -2050932.259333 + Penalty 1936.751618 = -2048995.507715 nChanged 48 SP:Iteration 33Q (736.483598 sec): 3 clusters Score: Raw -2050968.072272 + Penalty 1936.751618 = -2049031.320654 nChanged 46 SP:Iteration 34Q (736.518726 sec): 3 clusters Score: Raw -2051000.378910 + Penalty 1936.751618 = -2049063.627292 nChanged 36 SP:Iteration 35Q (736.553718 sec): 3 clusters Score: Raw -2051023.160078 + Penalty 1936.751618 = -2049086.408460 nChanged 21 SP:Iteration 36Q (736.588786 sec): 3 clusters Score: Raw -2051033.305978 + Penalty 1936.751618 = -2049096.554360 nChanged 25 SP:Iteration 37Q (736.623878 sec): 3 clusters Score: Raw -2051048.695929 + Penalty 1936.751618 = -2049111.944311 nChanged 20 SP:Iteration 38Q (736.658756 sec): 3 clusters Score: Raw -2051064.547988 + Penalty 1936.751618 = -2049127.796370 nChanged 22 SP:Iteration 39Q (736.693759 sec): 3 clusters Score: Raw -2051083.448744 + Penalty 1936.751618 = -2049146.697126 nChanged 25 SP:Iteration 40F (736.735043 sec): 3 clusters Score: Raw -2051103.664134 + Penalty 1936.751618 = -2049166.912516 nChanged 18 SP:Iteration 41Q (736.770428 sec): 3 clusters Score: Raw -2051114.882846 + Penalty 1936.751618 = -2049178.131228 nChanged 16 SP:Iteration 42Q (736.805303 sec): 3 clusters Score: Raw -2051127.220895 + Penalty 1936.751618 = -2049190.469277 nChanged 18 SP:Iteration 43Q (736.839922 sec): 3 clusters Score: Raw -2051140.556087 + Penalty 1936.751618 = -2049203.804469 nChanged 12 SP:Iteration 44Q (736.874559 sec): 3 clusters Score: Raw -2051149.647934 + Penalty 1936.751618 = -2049212.896315 nChanged 15 SP:Iteration 45Q (736.908974 sec): 3 clusters Score: Raw -2051159.425987 + Penalty 1936.751618 = -2049222.674369 nChanged 15 SP:Iteration 46Q (736.943568 sec): 3 clusters Score: Raw -2051165.797597 + Penalty 1936.751618 = -2049229.045979 nChanged 11 SP:Iteration 47Q (736.978168 sec): 3 clusters Score: Raw -2051169.770979 + Penalty 1936.751618 = -2049233.019361 nChanged 7 SP:Iteration 48Q (737.012624 sec): 3 clusters Score: Raw -2051172.553151 + Penalty 1936.751618 = -2049235.801533 nChanged 4 SP:Iteration 49Q (737.047149 sec): 3 clusters Score: Raw -2051173.822473 + Penalty 1936.751618 = -2049237.070855 nChanged 3 SP:Iteration 50Q (737.081799 sec): 3 clusters Score: Raw -2051174.487945 + Penalty 1936.751618 = -2049237.736327 nChanged 1 SP:Iteration 51Q (737.116325 sec): 3 clusters Score: Raw -2051174.850791 + Penalty 1936.751618 = -2049238.099172 nChanged 2 SP:Iteration 52Q (737.150940 sec): 3 clusters Score: Raw -2051175.306139 + Penalty 1936.751618 = -2049238.554520 nChanged 1 SP:Iteration 53Q (737.185555 sec): 3 clusters Score: Raw -2051175.614292 + Penalty 1936.751618 = -2049238.862674 nChanged 0 SP:Iteration 54F (737.226594 sec): 3 clusters Score: Raw -2051175.614292 + Penalty 1936.751618 = -2049238.862674 nChanged 0 Score: Raw -69534614.509827 + Penalty 50548.184834 = -69484066.324993 Splitting cluster 19 changes total score from -69471254.900475 to -69484066.324993 So it's getting split into cluster 39. Trying to split cluster 20 (6441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (751.927780 sec): 2 clusters Score: Raw -549563.407971 + Penalty 833.191713 = -548730.216258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (751.948788 sec): 3 clusters Score: Raw -545936.321852 + Penalty 1666.383426 = -544269.938426 nChanged 2796 SP:Iteration 1F (751.969118 sec): 3 clusters Score: Raw -547558.934989 + Penalty 1666.383426 = -545892.551563 nChanged 435 SP:Iteration 2F (751.989607 sec): 3 clusters Score: Raw -547793.319158 + Penalty 1666.383426 = -546126.935732 nChanged 404 SP:Iteration 3F (752.010088 sec): 3 clusters Score: Raw -548014.282531 + Penalty 1666.383426 = -546347.899105 nChanged 373 SP:Iteration 4F (752.030283 sec): 3 clusters Score: Raw -548277.280311 + Penalty 1666.383426 = -546610.896884 nChanged 382 SP:Iteration 5F (752.050568 sec): 3 clusters Score: Raw -548539.372909 + Penalty 1666.383426 = -546872.989483 nChanged 312 SP:Iteration 6Q (752.071180 sec): 3 clusters Score: Raw -548749.763977 + Penalty 1666.383426 = -547083.380550 nChanged 260 SP:Iteration 7Q (752.091300 sec): 3 clusters Score: Raw -548953.748115 + Penalty 1666.383426 = -547287.364688 nChanged 239 SP:Iteration 8Q (752.111510 sec): 3 clusters Score: Raw -549145.234595 + Penalty 1666.383426 = -547478.851169 nChanged 191 SP:Iteration 9Q (752.131646 sec): 3 clusters Score: Raw -549306.171509 + Penalty 1666.383426 = -547639.788083 nChanged 143 SP:Iteration 10Q (752.151411 sec): 3 clusters Score: Raw -549433.079796 + Penalty 1666.383426 = -547766.696369 nChanged 107 SP:Iteration 11Q (752.170978 sec): 3 clusters Score: Raw -549530.809878 + Penalty 1666.383426 = -547864.426451 nChanged 82 SP:Iteration 12Q (752.190688 sec): 3 clusters Score: Raw -549610.142868 + Penalty 1666.383426 = -547943.759441 nChanged 56 SP:Iteration 13Q (752.209917 sec): 3 clusters Score: Raw -549654.710619 + Penalty 1666.383426 = -547988.327193 nChanged 35 SP:Iteration 14Q (752.229131 sec): 3 clusters Score: Raw -549675.813244 + Penalty 1666.383426 = -548009.429817 nChanged 27 SP:Iteration 15Q (752.248072 sec): 3 clusters Score: Raw -549692.905694 + Penalty 1666.383426 = -548026.522268 nChanged 20 SP:Iteration 16Q (752.267274 sec): 3 clusters Score: Raw -549704.200514 + Penalty 1666.383426 = -548037.817088 nChanged 15 SP:Iteration 17Q (752.286367 sec): 3 clusters Score: Raw -549713.187516 + Penalty 1666.383426 = -548046.804089 nChanged 15 SP:Iteration 18Q (752.305272 sec): 3 clusters Score: Raw -549722.220683 + Penalty 1666.383426 = -548055.837257 nChanged 11 SP:Iteration 19Q (752.324152 sec): 3 clusters Score: Raw -549727.973157 + Penalty 1666.383426 = -548061.589731 nChanged 8 SP:Iteration 20F (752.344190 sec): 3 clusters Score: Raw -549732.916588 + Penalty 1666.383426 = -548066.533162 nChanged 7 SP:Iteration 21Q (752.362894 sec): 3 clusters Score: Raw -549737.172060 + Penalty 1666.383426 = -548070.788634 nChanged 2 SP:Iteration 22Q (752.381759 sec): 3 clusters Score: Raw -549737.716496 + Penalty 1666.383426 = -548071.333070 nChanged 1 SP:Iteration 23Q (752.400310 sec): 3 clusters Score: Raw -549738.827091 + Penalty 1666.383426 = -548072.443664 nChanged 1 SP:Iteration 24Q (752.418844 sec): 3 clusters Score: Raw -549738.912965 + Penalty 1666.383426 = -548072.529539 nChanged 0 SP:Iteration 25F (752.438950 sec): 3 clusters Score: Raw -549738.912965 + Penalty 1666.383426 = -548072.529539 nChanged 0 Trying to split cluster 21 (26751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.476435 sec): 2 clusters Score: Raw -2362416.072324 + Penalty 968.461078 = -2361447.611246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.521217 sec): 3 clusters Score: Raw -2345604.347822 + Penalty 1936.922156 = -2343667.425667 nChanged 12516 SP:Iteration 1F (752.564485 sec): 3 clusters Score: Raw -2353249.669459 + Penalty 1936.922156 = -2351312.747303 nChanged 1603 SP:Iteration 2F (752.606748 sec): 3 clusters Score: Raw -2354086.451039 + Penalty 1936.922156 = -2352149.528883 nChanged 1731 SP:Iteration 3F (752.655000 sec): 3 clusters Score: Raw -2355123.651532 + Penalty 1936.922156 = -2353186.729377 nChanged 1791 SP:Iteration 4F (752.706876 sec): 3 clusters Score: Raw -2356363.078285 + Penalty 1936.922156 = -2354426.156129 nChanged 1720 SP:Iteration 5F (752.748570 sec): 3 clusters Score: Raw -2357752.370528 + Penalty 1936.922156 = -2355815.448372 nChanged 1595 SP:Iteration 6F (752.791398 sec): 3 clusters Score: Raw -2358996.054175 + Penalty 1936.922156 = -2357059.132019 nChanged 1244 SP:Iteration 7Q (752.834189 sec): 3 clusters Score: Raw -2359768.788582 + Penalty 1936.922156 = -2357831.866426 nChanged 847 SP:Iteration 8Q (752.875877 sec): 3 clusters Score: Raw -2360180.354364 + Penalty 1936.922156 = -2358243.432208 nChanged 617 SP:Iteration 9Q (752.917367 sec): 3 clusters Score: Raw -2360433.261137 + Penalty 1936.922156 = -2358496.338981 nChanged 478 SP:Iteration 10Q (752.958507 sec): 3 clusters Score: Raw -2360622.514802 + Penalty 1936.922156 = -2358685.592646 nChanged 413 SP:Iteration 11Q (752.999522 sec): 3 clusters Score: Raw -2360773.112581 + Penalty 1936.922156 = -2358836.190426 nChanged 352 SP:Iteration 12Q (753.040229 sec): 3 clusters Score: Raw -2360896.204368 + Penalty 1936.922156 = -2358959.282212 nChanged 318 SP:Iteration 13Q (753.080442 sec): 3 clusters Score: Raw -2361011.074446 + Penalty 1936.922156 = -2359074.152290 nChanged 307 SP:Iteration 14Q (753.120912 sec): 3 clusters Score: Raw -2361114.491045 + Penalty 1936.922156 = -2359177.568889 nChanged 285 SP:Iteration 15Q (753.161061 sec): 3 clusters Score: Raw -2361205.741734 + Penalty 1936.922156 = -2359268.819578 nChanged 287 SP:Iteration 16Q (753.200893 sec): 3 clusters Score: Raw -2361306.134774 + Penalty 1936.922156 = -2359369.212619 nChanged 276 SP:Iteration 17Q (753.240860 sec): 3 clusters Score: Raw -2361398.572983 + Penalty 1936.922156 = -2359461.650827 nChanged 233 SP:Iteration 18Q (753.280612 sec): 3 clusters Score: Raw -2361477.180819 + Penalty 1936.922156 = -2359540.258664 nChanged 226 SP:Iteration 19Q (753.320240 sec): 3 clusters Score: Raw -2361546.243061 + Penalty 1936.922156 = -2359609.320906 nChanged 202 SP:Iteration 20F (753.362655 sec): 3 clusters Score: Raw -2361603.112886 + Penalty 1936.922156 = -2359666.190730 nChanged 190 SP:Iteration 21Q (753.402246 sec): 3 clusters Score: Raw -2361662.027540 + Penalty 1936.922156 = -2359725.105384 nChanged 184 SP:Iteration 22Q (753.441677 sec): 3 clusters Score: Raw -2361732.901087 + Penalty 1936.922156 = -2359795.978931 nChanged 195 SP:Iteration 23Q (753.480878 sec): 3 clusters Score: Raw -2361810.670366 + Penalty 1936.922156 = -2359873.748210 nChanged 212 SP:Iteration 24Q (753.520069 sec): 3 clusters Score: Raw -2361898.279495 + Penalty 1936.922156 = -2359961.357340 nChanged 170 SP:Iteration 25Q (753.559002 sec): 3 clusters Score: Raw -2361972.940721 + Penalty 1936.922156 = -2360036.018566 nChanged 178 SP:Iteration 26Q (753.597732 sec): 3 clusters Score: Raw -2362059.969623 + Penalty 1936.922156 = -2360123.047468 nChanged 166 SP:Iteration 27Q (753.636400 sec): 3 clusters Score: Raw -2362126.394056 + Penalty 1936.922156 = -2360189.471900 nChanged 148 SP:Iteration 28Q (753.674810 sec): 3 clusters Score: Raw -2362185.433183 + Penalty 1936.922156 = -2360248.511027 nChanged 125 SP:Iteration 29Q (753.713073 sec): 3 clusters Score: Raw -2362239.526048 + Penalty 1936.922156 = -2360302.603893 nChanged 131 SP:Iteration 30Q (753.751298 sec): 3 clusters Score: Raw -2362286.692842 + Penalty 1936.922156 = -2360349.770686 nChanged 111 SP:Iteration 31Q (753.789434 sec): 3 clusters Score: Raw -2362326.392211 + Penalty 1936.922156 = -2360389.470056 nChanged 99 SP:Iteration 32Q (753.827373 sec): 3 clusters Score: Raw -2362361.136968 + Penalty 1936.922156 = -2360424.214812 nChanged 94 SP:Iteration 33Q (753.865387 sec): 3 clusters Score: Raw -2362392.999481 + Penalty 1936.922156 = -2360456.077326 nChanged 81 SP:Iteration 34Q (753.903268 sec): 3 clusters Score: Raw -2362417.712565 + Penalty 1936.922156 = -2360480.790409 nChanged 76 SP:Iteration 35Q (753.941175 sec): 3 clusters Score: Raw -2362444.275281 + Penalty 1936.922156 = -2360507.353125 nChanged 83 SP:Iteration 36Q (753.978836 sec): 3 clusters Score: Raw -2362480.113353 + Penalty 1936.922156 = -2360543.191198 nChanged 96 SP:Iteration 37Q (754.016615 sec): 3 clusters Score: Raw -2362519.838487 + Penalty 1936.922156 = -2360582.916332 nChanged 85 SP:Iteration 38Q (754.054156 sec): 3 clusters Score: Raw -2362559.482307 + Penalty 1936.922156 = -2360622.560152 nChanged 78 SP:Iteration 39Q (754.091709 sec): 3 clusters Score: Raw -2362585.430913 + Penalty 1936.922156 = -2360648.508757 nChanged 60 SP:Iteration 40F (754.133764 sec): 3 clusters Score: Raw -2362604.338840 + Penalty 1936.922156 = -2360667.416684 nChanged 51 SP:Iteration 41Q (754.171624 sec): 3 clusters Score: Raw -2362617.275758 + Penalty 1936.922156 = -2360680.353602 nChanged 42 SP:Iteration 42Q (754.209121 sec): 3 clusters Score: Raw -2362626.107873 + Penalty 1936.922156 = -2360689.185717 nChanged 32 SP:Iteration 43Q (754.246505 sec): 3 clusters Score: Raw -2362635.128692 + Penalty 1936.922156 = -2360698.206537 nChanged 30 SP:Iteration 44Q (754.284034 sec): 3 clusters Score: Raw -2362641.805130 + Penalty 1936.922156 = -2360704.882974 nChanged 24 SP:Iteration 45Q (754.321393 sec): 3 clusters Score: Raw -2362646.072795 + Penalty 1936.922156 = -2360709.150639 nChanged 22 SP:Iteration 46Q (754.359001 sec): 3 clusters Score: Raw -2362650.585362 + Penalty 1936.922156 = -2360713.663207 nChanged 18 SP:Iteration 47Q (754.396298 sec): 3 clusters Score: Raw -2362654.109671 + Penalty 1936.922156 = -2360717.187515 nChanged 21 SP:Iteration 48Q (754.433674 sec): 3 clusters Score: Raw -2362656.713965 + Penalty 1936.922156 = -2360719.791810 nChanged 18 SP:Iteration 49Q (754.471025 sec): 3 clusters Score: Raw -2362659.647198 + Penalty 1936.922156 = -2360722.725042 nChanged 18 SP:Iteration 50Q (754.508303 sec): 3 clusters Score: Raw -2362662.476180 + Penalty 1936.922156 = -2360725.554025 nChanged 15 SP:Iteration 51Q (754.545579 sec): 3 clusters Score: Raw -2362665.533139 + Penalty 1936.922156 = -2360728.610984 nChanged 12 SP:Iteration 52Q (754.582819 sec): 3 clusters Score: Raw -2362667.578477 + Penalty 1936.922156 = -2360730.656321 nChanged 11 SP:Iteration 53Q (754.620330 sec): 3 clusters Score: Raw -2362670.347405 + Penalty 1936.922156 = -2360733.425249 nChanged 12 SP:Iteration 54Q (754.657717 sec): 3 clusters Score: Raw -2362672.909498 + Penalty 1936.922156 = -2360735.987343 nChanged 12 SP:Iteration 55Q (754.694917 sec): 3 clusters Score: Raw -2362674.833850 + Penalty 1936.922156 = -2360737.911694 nChanged 14 SP:Iteration 56Q (754.732320 sec): 3 clusters Score: Raw -2362677.072800 + Penalty 1936.922156 = -2360740.150644 nChanged 5 SP:Iteration 57Q (754.770052 sec): 3 clusters Score: Raw -2362677.662207 + Penalty 1936.922156 = -2360740.740052 nChanged 3 SP:Iteration 58Q (754.807086 sec): 3 clusters Score: Raw -2362678.002815 + Penalty 1936.922156 = -2360741.080659 nChanged 2 SP:Iteration 59Q (754.844573 sec): 3 clusters Score: Raw -2362678.207893 + Penalty 1936.922156 = -2360741.285738 nChanged 1 SP:Iteration 60F (754.886937 sec): 3 clusters Score: Raw -2362678.294459 + Penalty 1936.922156 = -2360741.372303 nChanged 1 SP:Iteration 61Q (754.924430 sec): 3 clusters Score: Raw -2362678.367364 + Penalty 1936.922156 = -2360741.445209 nChanged 1 SP:Iteration 62Q (754.961915 sec): 3 clusters Score: Raw -2362678.919180 + Penalty 1936.922156 = -2360741.997025 nChanged 1 SP:Iteration 63Q (754.999179 sec): 3 clusters Score: Raw -2362679.246017 + Penalty 1936.922156 = -2360742.323862 nChanged 1 SP:Iteration 64Q (755.036394 sec): 3 clusters Score: Raw -2362679.421657 + Penalty 1936.922156 = -2360742.499502 nChanged 1 SP:Iteration 65Q (755.073647 sec): 3 clusters Score: Raw -2362679.516370 + Penalty 1936.922156 = -2360742.594214 nChanged 2 SP:Iteration 66Q (755.110967 sec): 3 clusters Score: Raw -2362679.717489 + Penalty 1936.922156 = -2360742.795334 nChanged 2 SP:Iteration 67Q (755.148391 sec): 3 clusters Score: Raw -2362679.932606 + Penalty 1936.922156 = -2360743.010450 nChanged 2 SP:Iteration 68Q (755.185591 sec): 3 clusters Score: Raw -2362680.326527 + Penalty 1936.922156 = -2360743.404372 nChanged 3 SP:Iteration 69Q (755.222829 sec): 3 clusters Score: Raw -2362680.901279 + Penalty 1936.922156 = -2360743.979124 nChanged 2 SP:Iteration 70Q (755.260114 sec): 3 clusters Score: Raw -2362681.194522 + Penalty 1936.922156 = -2360744.272367 nChanged 1 SP:Iteration 71Q (755.297381 sec): 3 clusters Score: Raw -2362681.367348 + Penalty 1936.922156 = -2360744.445192 nChanged 0 SP:Iteration 72F (755.339643 sec): 3 clusters Score: Raw -2362681.367348 + Penalty 1936.922156 = -2360744.445192 nChanged 0 Trying to split cluster 22 (3421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.354397 sec): 2 clusters Score: Raw -289408.844870 + Penalty 773.080378 = -288635.764493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.367753 sec): 3 clusters Score: Raw -287577.641128 + Penalty 1546.160755 = -286031.480373 nChanged 1425 SP:Iteration 1F (755.379983 sec): 3 clusters Score: Raw -288447.303744 + Penalty 1546.160755 = -286901.142989 nChanged 290 SP:Iteration 2F (755.392268 sec): 3 clusters Score: Raw -288633.451864 + Penalty 1546.160755 = -287087.291108 nChanged 224 SP:Iteration 3F (755.404468 sec): 3 clusters Score: Raw -288769.436723 + Penalty 1546.160755 = -287223.275968 nChanged 185 SP:Iteration 4F (755.416809 sec): 3 clusters Score: Raw -288910.471631 + Penalty 1546.160755 = -287364.310876 nChanged 166 SP:Iteration 5Q (755.429011 sec): 3 clusters Score: Raw -289040.548121 + Penalty 1546.160755 = -287494.387366 nChanged 171 SP:Iteration 6Q (755.441338 sec): 3 clusters Score: Raw -289178.937798 + Penalty 1546.160755 = -287632.777043 nChanged 155 SP:Iteration 7Q (755.453677 sec): 3 clusters Score: Raw -289306.631781 + Penalty 1546.160755 = -287760.471026 nChanged 148 SP:Iteration 8Q (755.465850 sec): 3 clusters Score: Raw -289423.984967 + Penalty 1546.160755 = -287877.824212 nChanged 104 SP:Iteration 9Q (755.477988 sec): 3 clusters Score: Raw -289475.738830 + Penalty 1546.160755 = -287929.578075 nChanged 70 SP:Iteration 10Q (755.490180 sec): 3 clusters Score: Raw -289500.596547 + Penalty 1546.160755 = -287954.435792 nChanged 45 SP:Iteration 11Q (755.502359 sec): 3 clusters Score: Raw -289516.487517 + Penalty 1546.160755 = -287970.326762 nChanged 29 SP:Iteration 12Q (755.514387 sec): 3 clusters Score: Raw -289525.059706 + Penalty 1546.160755 = -287978.898951 nChanged 23 SP:Iteration 13Q (755.526570 sec): 3 clusters Score: Raw -289530.937234 + Penalty 1546.160755 = -287984.776479 nChanged 23 SP:Iteration 14Q (755.538620 sec): 3 clusters Score: Raw -289540.770198 + Penalty 1546.160755 = -287994.609443 nChanged 30 SP:Iteration 15Q (755.550703 sec): 3 clusters Score: Raw -289551.783648 + Penalty 1546.160755 = -288005.622893 nChanged 30 SP:Iteration 16Q (755.562756 sec): 3 clusters Score: Raw -289559.369354 + Penalty 1546.160755 = -288013.208599 nChanged 22 SP:Iteration 17Q (755.574832 sec): 3 clusters Score: Raw -289565.292973 + Penalty 1546.160755 = -288019.132218 nChanged 21 SP:Iteration 18Q (755.587016 sec): 3 clusters Score: Raw -289569.396144 + Penalty 1546.160755 = -288023.235389 nChanged 12 SP:Iteration 19Q (755.599059 sec): 3 clusters Score: Raw -289571.726542 + Penalty 1546.160755 = -288025.565787 nChanged 9 SP:Iteration 20F (755.611385 sec): 3 clusters Score: Raw -289573.685176 + Penalty 1546.160755 = -288027.524421 nChanged 8 SP:Iteration 21Q (755.623438 sec): 3 clusters Score: Raw -289575.035913 + Penalty 1546.160755 = -288028.875158 nChanged 5 SP:Iteration 22Q (755.635597 sec): 3 clusters Score: Raw -289575.777243 + Penalty 1546.160755 = -288029.616487 nChanged 2 SP:Iteration 23Q (755.647787 sec): 3 clusters Score: Raw -289576.128976 + Penalty 1546.160755 = -288029.968221 nChanged 3 SP:Iteration 24Q (755.659936 sec): 3 clusters Score: Raw -289576.678330 + Penalty 1546.160755 = -288030.517575 nChanged 2 SP:Iteration 25Q (755.672141 sec): 3 clusters Score: Raw -289577.842521 + Penalty 1546.160755 = -288031.681766 nChanged 7 SP:Iteration 26Q (755.684296 sec): 3 clusters Score: Raw -289579.400749 + Penalty 1546.160755 = -288033.239994 nChanged 7 SP:Iteration 27Q (755.696338 sec): 3 clusters Score: Raw -289580.337299 + Penalty 1546.160755 = -288034.176544 nChanged 4 SP:Iteration 28Q (755.708519 sec): 3 clusters Score: Raw -289581.187112 + Penalty 1546.160755 = -288035.026357 nChanged 4 SP:Iteration 29Q (755.720568 sec): 3 clusters Score: Raw -289581.726165 + Penalty 1546.160755 = -288035.565410 nChanged 3 SP:Iteration 30Q (755.732727 sec): 3 clusters Score: Raw -289582.153558 + Penalty 1546.160755 = -288035.992802 nChanged 3 SP:Iteration 31Q (755.744919 sec): 3 clusters Score: Raw -289582.450966 + Penalty 1546.160755 = -288036.290210 nChanged 3 SP:Iteration 32Q (755.757072 sec): 3 clusters Score: Raw -289582.894557 + Penalty 1546.160755 = -288036.733802 nChanged 3 SP:Iteration 33Q (755.769248 sec): 3 clusters Score: Raw -289583.183718 + Penalty 1546.160755 = -288037.022963 nChanged 1 SP:Iteration 34Q (755.781287 sec): 3 clusters Score: Raw -289583.259426 + Penalty 1546.160755 = -288037.098671 nChanged 2 SP:Iteration 35Q (755.793423 sec): 3 clusters Score: Raw -289583.468785 + Penalty 1546.160755 = -288037.308030 nChanged 2 SP:Iteration 36Q (755.805591 sec): 3 clusters Score: Raw -289583.668869 + Penalty 1546.160755 = -288037.508113 nChanged 2 SP:Iteration 37Q (755.817630 sec): 3 clusters Score: Raw -289583.900584 + Penalty 1546.160755 = -288037.739828 nChanged 1 SP:Iteration 38Q (755.829779 sec): 3 clusters Score: Raw -289583.990751 + Penalty 1546.160755 = -288037.829996 nChanged 1 SP:Iteration 39Q (755.841832 sec): 3 clusters Score: Raw -289584.059985 + Penalty 1546.160755 = -288037.899230 nChanged 0 SP:Iteration 40F (755.854010 sec): 3 clusters Score: Raw -289584.059985 + Penalty 1546.160755 = -288037.899230 nChanged 0 Trying to split cluster 23 (2245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (755.869501 sec): 2 clusters Score: Raw -171245.536707 + Penalty 733.063776 = -170512.472931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (755.878663 sec): 3 clusters Score: Raw -170140.255996 + Penalty 1466.127552 = -168674.128444 nChanged 863 SP:Iteration 1F (755.886995 sec): 3 clusters Score: Raw -170710.882180 + Penalty 1466.127552 = -169244.754628 nChanged 216 SP:Iteration 2F (755.895404 sec): 3 clusters Score: Raw -170910.126081 + Penalty 1466.127552 = -169443.998529 nChanged 168 SP:Iteration 3F (755.903833 sec): 3 clusters Score: Raw -171070.973175 + Penalty 1466.127552 = -169604.845623 nChanged 144 SP:Iteration 4F (755.912021 sec): 3 clusters Score: Raw -171186.104440 + Penalty 1466.127552 = -169719.976888 nChanged 101 SP:Iteration 5Q (755.920306 sec): 3 clusters Score: Raw -171245.194798 + Penalty 1466.127552 = -169779.067246 nChanged 62 SP:Iteration 6Q (755.928605 sec): 3 clusters Score: Raw -171278.476321 + Penalty 1466.127552 = -169812.348769 nChanged 46 SP:Iteration 7Q (755.936822 sec): 3 clusters Score: Raw -171310.565981 + Penalty 1466.127552 = -169844.438429 nChanged 51 SP:Iteration 8Q (755.945044 sec): 3 clusters Score: Raw -171354.763327 + Penalty 1466.127552 = -169888.635775 nChanged 49 SP:Iteration 9Q (755.953259 sec): 3 clusters Score: Raw -171388.740203 + Penalty 1466.127552 = -169922.612651 nChanged 40 SP:Iteration 10Q (755.961514 sec): 3 clusters Score: Raw -171414.866775 + Penalty 1466.127552 = -169948.739223 nChanged 32 SP:Iteration 11Q (755.969757 sec): 3 clusters Score: Raw -171430.353700 + Penalty 1466.127552 = -169964.226148 nChanged 25 SP:Iteration 12Q (755.977897 sec): 3 clusters Score: Raw -171443.303298 + Penalty 1466.127552 = -169977.175746 nChanged 21 SP:Iteration 13Q (755.986083 sec): 3 clusters Score: Raw -171451.638163 + Penalty 1466.127552 = -169985.510611 nChanged 12 SP:Iteration 14Q (755.994189 sec): 3 clusters Score: Raw -171458.569550 + Penalty 1466.127552 = -169992.441998 nChanged 8 SP:Iteration 15Q (756.002291 sec): 3 clusters Score: Raw -171463.878663 + Penalty 1466.127552 = -169997.751111 nChanged 6 SP:Iteration 16Q (756.010413 sec): 3 clusters Score: Raw -171468.102201 + Penalty 1466.127552 = -170001.974649 nChanged 6 SP:Iteration 17Q (756.018468 sec): 3 clusters Score: Raw -171470.384598 + Penalty 1466.127552 = -170004.257046 nChanged 7 SP:Iteration 18Q (756.026617 sec): 3 clusters Score: Raw -171472.495943 + Penalty 1466.127552 = -170006.368391 nChanged 2 SP:Iteration 19Q (756.034497 sec): 3 clusters Score: Raw -171473.604579 + Penalty 1466.127552 = -170007.477027 nChanged 5 SP:Iteration 20F (756.042918 sec): 3 clusters Score: Raw -171476.105618 + Penalty 1466.127552 = -170009.978066 nChanged 9 SP:Iteration 21Q (756.051115 sec): 3 clusters Score: Raw -171483.695869 + Penalty 1466.127552 = -170017.568317 nChanged 12 SP:Iteration 22Q (756.059188 sec): 3 clusters Score: Raw -171491.719332 + Penalty 1466.127552 = -170025.591780 nChanged 15 SP:Iteration 23Q (756.067282 sec): 3 clusters Score: Raw -171497.385088 + Penalty 1466.127552 = -170031.257536 nChanged 6 SP:Iteration 24Q (756.075277 sec): 3 clusters Score: Raw -171502.330107 + Penalty 1466.127552 = -170036.202555 nChanged 12 SP:Iteration 25Q (756.083378 sec): 3 clusters Score: Raw -171512.751643 + Penalty 1466.127552 = -170046.624091 nChanged 15 SP:Iteration 26Q (756.091427 sec): 3 clusters Score: Raw -171529.872466 + Penalty 1466.127552 = -170063.744914 nChanged 15 SP:Iteration 27Q (756.099650 sec): 3 clusters Score: Raw -171542.179420 + Penalty 1466.127552 = -170076.051868 nChanged 17 SP:Iteration 28Q (756.107720 sec): 3 clusters Score: Raw -171546.236045 + Penalty 1466.127552 = -170080.108493 nChanged 9 SP:Iteration 29Q (756.115853 sec): 3 clusters Score: Raw -171549.851662 + Penalty 1466.127552 = -170083.724110 nChanged 15 SP:Iteration 30Q (756.123986 sec): 3 clusters Score: Raw -171552.715035 + Penalty 1466.127552 = -170086.587483 nChanged 5 SP:Iteration 31Q (756.132044 sec): 3 clusters Score: Raw -171554.952847 + Penalty 1466.127552 = -170088.825295 nChanged 4 SP:Iteration 32Q (756.140010 sec): 3 clusters Score: Raw -171555.919008 + Penalty 1466.127552 = -170089.791455 nChanged 4 SP:Iteration 33Q (756.148064 sec): 3 clusters Score: Raw -171556.737952 + Penalty 1466.127552 = -170090.610400 nChanged 5 SP:Iteration 34Q (756.156152 sec): 3 clusters Score: Raw -171557.552899 + Penalty 1466.127552 = -170091.425347 nChanged 5 SP:Iteration 35Q (756.164198 sec): 3 clusters Score: Raw -171558.819087 + Penalty 1466.127552 = -170092.691535 nChanged 3 SP:Iteration 36Q (756.172374 sec): 3 clusters Score: Raw -171559.061396 + Penalty 1466.127552 = -170092.933844 nChanged 3 SP:Iteration 37Q (756.180457 sec): 3 clusters Score: Raw -171559.438520 + Penalty 1466.127552 = -170093.310968 nChanged 1 SP:Iteration 38Q (756.188433 sec): 3 clusters Score: Raw -171559.633668 + Penalty 1466.127552 = -170093.506116 nChanged 2 SP:Iteration 39Q (756.196408 sec): 3 clusters Score: Raw -171560.147454 + Penalty 1466.127552 = -170094.019902 nChanged 5 SP:Iteration 40F (756.204672 sec): 3 clusters Score: Raw -171561.388585 + Penalty 1466.127552 = -170095.261033 nChanged 3 SP:Iteration 41Q (756.212926 sec): 3 clusters Score: Raw -171562.488186 + Penalty 1466.127552 = -170096.360634 nChanged 5 SP:Iteration 42Q (756.221031 sec): 3 clusters Score: Raw -171563.435753 + Penalty 1466.127552 = -170097.308201 nChanged 4 SP:Iteration 43Q (756.229158 sec): 3 clusters Score: Raw -171564.792057 + Penalty 1466.127552 = -170098.664504 nChanged 3 SP:Iteration 44Q (756.237212 sec): 3 clusters Score: Raw -171565.190879 + Penalty 1466.127552 = -170099.063327 nChanged 1 SP:Iteration 45Q (756.245300 sec): 3 clusters Score: Raw -171565.295653 + Penalty 1466.127552 = -170099.168101 nChanged 4 SP:Iteration 46Q (756.253387 sec): 3 clusters Score: Raw -171566.370933 + Penalty 1466.127552 = -170100.243381 nChanged 3 SP:Iteration 47Q (756.261369 sec): 3 clusters Score: Raw -171566.917506 + Penalty 1466.127552 = -170100.789954 nChanged 2 SP:Iteration 48Q (756.269454 sec): 3 clusters Score: Raw -171567.164561 + Penalty 1466.127552 = -170101.037009 nChanged 2 SP:Iteration 49Q (756.277447 sec): 3 clusters Score: Raw -171567.547455 + Penalty 1466.127552 = -170101.419903 nChanged 2 SP:Iteration 50Q (756.285433 sec): 3 clusters Score: Raw -171567.898710 + Penalty 1466.127552 = -170101.771158 nChanged 1 SP:Iteration 51Q (756.293533 sec): 3 clusters Score: Raw -171568.005797 + Penalty 1466.127552 = -170101.878245 nChanged 0 SP:Iteration 52F (756.301897 sec): 3 clusters Score: Raw -171568.005797 + Penalty 1466.127552 = -170101.878245 nChanged 0 Trying to split cluster 24 (561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (756.315200 sec): 2 clusters Score: Raw -37703.674918 + Penalty 601.323486 = -37102.351432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (756.318023 sec): 3 clusters Score: Raw -37625.535581 + Penalty 1202.646972 = -36422.888609 nChanged 195 SP:Iteration 1F (756.320547 sec): 3 clusters Score: Raw -38042.690940 + Penalty 1202.646972 = -36840.043968 nChanged 66 SP:Iteration 2F (756.323094 sec): 3 clusters Score: Raw -38229.186083 + Penalty 1202.646972 = -37026.539111 nChanged 35 SP:Iteration 3F (756.325618 sec): 3 clusters Score: Raw -38321.742214 + Penalty 1202.646972 = -37119.095242 nChanged 17 SP:Iteration 4Q (756.328104 sec): 3 clusters Score: Raw -38346.916574 + Penalty 1202.646972 = -37144.269602 nChanged 10 SP:Iteration 5Q (756.330621 sec): 3 clusters Score: Raw -38365.097253 + Penalty 1202.646972 = -37162.450281 nChanged 6 SP:Iteration 6Q (756.333065 sec): 3 clusters Score: Raw -38387.850680 + Penalty 1202.646972 = -37185.203708 nChanged 7 SP:Iteration 7Q (756.335520 sec): 3 clusters Score: Raw -38400.046910 + Penalty 1202.646972 = -37197.399938 nChanged 6 SP:Iteration 8Q (756.338041 sec): 3 clusters Score: Raw -38412.062169 + Penalty 1202.646972 = -37209.415197 nChanged 5 SP:Iteration 9Q (756.340499 sec): 3 clusters Score: Raw -38418.903690 + Penalty 1202.646972 = -37216.256718 nChanged 3 SP:Iteration 10Q (756.342949 sec): 3 clusters Score: Raw -38432.810905 + Penalty 1202.646972 = -37230.163932 nChanged 2 SP:Iteration 11Q (756.345391 sec): 3 clusters Score: Raw -38439.342362 + Penalty 1202.646972 = -37236.695390 nChanged 2 SP:Iteration 12Q (756.347831 sec): 3 clusters Score: Raw -38476.585245 + Penalty 1202.646972 = -37273.938273 nChanged 3 SP:Iteration 13Q (756.350298 sec): 3 clusters Score: Raw -38509.814076 + Penalty 1202.646972 = -37307.167104 nChanged 6 SP:Iteration 14Q (756.352727 sec): 3 clusters Score: Raw -38545.172839 + Penalty 1202.646972 = -37342.525867 nChanged 10 SP:Iteration 15Q (756.355171 sec): 3 clusters Score: Raw -38566.371618 + Penalty 1202.646972 = -37363.724646 nChanged 6 SP:Iteration 16Q (756.357619 sec): 3 clusters Score: Raw -38575.036473 + Penalty 1202.646972 = -37372.389501 nChanged 2 SP:Iteration 17Q (756.360062 sec): 3 clusters Score: Raw -38577.199943 + Penalty 1202.646972 = -37374.552970 nChanged 0 SP:Iteration 18F (756.362577 sec): 3 clusters Score: Raw -38577.199943 + Penalty 1202.646972 = -37374.552970 nChanged 0 Score: Raw -69535488.034852 + Penalty 51844.292137 = -69483643.742714 Splitting cluster 24 changes total score from -69471254.900475 to -69483643.742714 So it's getting split into cluster 40. Trying to split cluster 25 (2648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (771.703419 sec): 2 clusters Score: Raw -224587.404269 + Penalty 748.748192 = -223838.656077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (771.713916 sec): 3 clusters Score: Raw -223192.645046 + Penalty 1497.496384 = -221695.148662 nChanged 1099 SP:Iteration 1F (771.723706 sec): 3 clusters Score: Raw -223809.312154 + Penalty 1497.496384 = -222311.815770 nChanged 203 SP:Iteration 2F (771.733440 sec): 3 clusters Score: Raw -223918.176927 + Penalty 1497.496384 = -222420.680543 nChanged 135 SP:Iteration 3F (771.743151 sec): 3 clusters Score: Raw -224002.205751 + Penalty 1497.496384 = -222504.709367 nChanged 132 SP:Iteration 4Q (771.752948 sec): 3 clusters Score: Raw -224087.475490 + Penalty 1497.496384 = -222589.979106 nChanged 112 SP:Iteration 5Q (771.762729 sec): 3 clusters Score: Raw -224166.187883 + Penalty 1497.496384 = -222668.691499 nChanged 106 SP:Iteration 6Q (771.772463 sec): 3 clusters Score: Raw -224239.205858 + Penalty 1497.496384 = -222741.709474 nChanged 86 SP:Iteration 7Q (771.782136 sec): 3 clusters Score: Raw -224307.849855 + Penalty 1497.496384 = -222810.353470 nChanged 91 SP:Iteration 8Q (771.791836 sec): 3 clusters Score: Raw -224365.464758 + Penalty 1497.496384 = -222867.968374 nChanged 70 SP:Iteration 9Q (771.801439 sec): 3 clusters Score: Raw -224399.238460 + Penalty 1497.496384 = -222901.742076 nChanged 54 SP:Iteration 10Q (771.811112 sec): 3 clusters Score: Raw -224427.068209 + Penalty 1497.496384 = -222929.571824 nChanged 41 SP:Iteration 11Q (771.820756 sec): 3 clusters Score: Raw -224447.497658 + Penalty 1497.496384 = -222950.001274 nChanged 38 SP:Iteration 12Q (771.830367 sec): 3 clusters Score: Raw -224467.201270 + Penalty 1497.496384 = -222969.704886 nChanged 42 SP:Iteration 13Q (771.839986 sec): 3 clusters Score: Raw -224496.012817 + Penalty 1497.496384 = -222998.516433 nChanged 46 SP:Iteration 14Q (771.849608 sec): 3 clusters Score: Raw -224527.358926 + Penalty 1497.496384 = -223029.862541 nChanged 47 SP:Iteration 15Q (771.859098 sec): 3 clusters Score: Raw -224558.910373 + Penalty 1497.496384 = -223061.413989 nChanged 43 SP:Iteration 16Q (771.868575 sec): 3 clusters Score: Raw -224580.281854 + Penalty 1497.496384 = -223082.785470 nChanged 29 SP:Iteration 17Q (771.878081 sec): 3 clusters Score: Raw -224591.699646 + Penalty 1497.496384 = -223094.203261 nChanged 26 SP:Iteration 18Q (771.887592 sec): 3 clusters Score: Raw -224606.038126 + Penalty 1497.496384 = -223108.541742 nChanged 26 SP:Iteration 19Q (771.897011 sec): 3 clusters Score: Raw -224618.734623 + Penalty 1497.496384 = -223121.238239 nChanged 25 SP:Iteration 20F (771.906690 sec): 3 clusters Score: Raw -224632.347547 + Penalty 1497.496384 = -223134.851163 nChanged 17 SP:Iteration 21Q (771.916065 sec): 3 clusters Score: Raw -224638.093710 + Penalty 1497.496384 = -223140.597325 nChanged 5 SP:Iteration 22Q (771.925547 sec): 3 clusters Score: Raw -224639.938547 + Penalty 1497.496384 = -223142.442162 nChanged 4 SP:Iteration 23Q (771.934985 sec): 3 clusters Score: Raw -224641.342100 + Penalty 1497.496384 = -223143.845716 nChanged 3 SP:Iteration 24Q (771.944371 sec): 3 clusters Score: Raw -224642.115802 + Penalty 1497.496384 = -223144.619417 nChanged 2 SP:Iteration 25Q (771.953808 sec): 3 clusters Score: Raw -224643.092327 + Penalty 1497.496384 = -223145.595943 nChanged 2 SP:Iteration 26Q (771.963251 sec): 3 clusters Score: Raw -224643.663348 + Penalty 1497.496384 = -223146.166964 nChanged 3 SP:Iteration 27Q (771.972628 sec): 3 clusters Score: Raw -224644.259568 + Penalty 1497.496384 = -223146.763184 nChanged 1 SP:Iteration 28Q (771.982015 sec): 3 clusters Score: Raw -224644.370766 + Penalty 1497.496384 = -223146.874382 nChanged 0 SP:Iteration 29F (771.991683 sec): 3 clusters Score: Raw -224644.370766 + Penalty 1497.496384 = -223146.874382 nChanged 0 Trying to split cluster 26 (82624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.093850 sec): 2 clusters Score: Raw -6876832.312970 + Penalty 1075.595270 = -6875756.717700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.207728 sec): 3 clusters Score: Raw -6822460.188055 + Penalty 2151.190540 = -6820308.997515 nChanged 39890 SP:Iteration 1F (772.320988 sec): 3 clusters Score: Raw -6847515.119875 + Penalty 2151.190540 = -6845363.929335 nChanged 4048 SP:Iteration 2Q (772.442144 sec): 3 clusters Score: Raw -6849112.685743 + Penalty 2151.190540 = -6846961.495203 nChanged 4369 SP:Iteration 3F (772.555489 sec): 3 clusters Score: Raw -6851051.881075 + Penalty 2151.190540 = -6848900.690535 nChanged 4679 SP:Iteration 4F (772.668163 sec): 3 clusters Score: Raw -6853426.905885 + Penalty 2151.190540 = -6851275.715345 nChanged 5015 SP:Iteration 5F (772.780473 sec): 3 clusters Score: Raw -6856356.805895 + Penalty 2151.190540 = -6854205.615355 nChanged 5177 SP:Iteration 6F (772.892984 sec): 3 clusters Score: Raw -6859592.727915 + Penalty 2151.190540 = -6857441.537375 nChanged 4854 SP:Iteration 7F (773.005543 sec): 3 clusters Score: Raw -6862601.758695 + Penalty 2151.190540 = -6860450.568155 nChanged 4291 SP:Iteration 8F (773.118162 sec): 3 clusters Score: Raw -6865238.804939 + Penalty 2151.190540 = -6863087.614399 nChanged 3795 SP:Iteration 9Q (773.235991 sec): 3 clusters Score: Raw -6867573.737183 + Penalty 2151.190540 = -6865422.546643 nChanged 3248 SP:Iteration 10Q (773.354548 sec): 3 clusters Score: Raw -6869496.703393 + Penalty 2151.190540 = -6867345.512853 nChanged 2776 SP:Iteration 11Q (773.471785 sec): 3 clusters Score: Raw -6871146.323786 + Penalty 2151.190540 = -6868995.133246 nChanged 2211 SP:Iteration 12Q (773.587507 sec): 3 clusters Score: Raw -6872466.953450 + Penalty 2151.190540 = -6870315.762910 nChanged 1831 SP:Iteration 13Q (773.702139 sec): 3 clusters Score: Raw -6873494.992833 + Penalty 2151.190540 = -6871343.802293 nChanged 1495 SP:Iteration 14Q (773.815793 sec): 3 clusters Score: Raw -6874215.870549 + Penalty 2151.190540 = -6872064.680009 nChanged 1290 SP:Iteration 15Q (773.928238 sec): 3 clusters Score: Raw -6874745.613151 + Penalty 2151.190540 = -6872594.422611 nChanged 1089 SP:Iteration 16Q (774.040006 sec): 3 clusters Score: Raw -6875101.078240 + Penalty 2151.190540 = -6872949.887700 nChanged 880 SP:Iteration 17Q (774.151270 sec): 3 clusters Score: Raw -6875346.633197 + Penalty 2151.190540 = -6873195.442657 nChanged 787 SP:Iteration 18Q (774.262634 sec): 3 clusters Score: Raw -6875545.241425 + Penalty 2151.190540 = -6873394.050885 nChanged 704 SP:Iteration 19Q (774.373321 sec): 3 clusters Score: Raw -6875704.329122 + Penalty 2151.190540 = -6873553.138582 nChanged 632 SP:Iteration 20F (774.486022 sec): 3 clusters Score: Raw -6875840.140462 + Penalty 2151.190540 = -6873688.949922 nChanged 576 SP:Iteration 21Q (774.596083 sec): 3 clusters Score: Raw -6875956.147954 + Penalty 2151.190540 = -6873804.957414 nChanged 544 SP:Iteration 22Q (774.706071 sec): 3 clusters Score: Raw -6876070.125088 + Penalty 2151.190540 = -6873918.934548 nChanged 513 SP:Iteration 23Q (774.815030 sec): 3 clusters Score: Raw -6876178.104516 + Penalty 2151.190540 = -6874026.913976 nChanged 503 SP:Iteration 24Q (774.924125 sec): 3 clusters Score: Raw -6876279.497704 + Penalty 2151.190540 = -6874128.307164 nChanged 481 SP:Iteration 25Q (775.032927 sec): 3 clusters Score: Raw -6876366.312830 + Penalty 2151.190540 = -6874215.122290 nChanged 453 SP:Iteration 26Q (775.141091 sec): 3 clusters Score: Raw -6876446.413540 + Penalty 2151.190540 = -6874295.223000 nChanged 459 SP:Iteration 27Q (775.248697 sec): 3 clusters Score: Raw -6876528.723604 + Penalty 2151.190540 = -6874377.533064 nChanged 450 SP:Iteration 28Q (775.356646 sec): 3 clusters Score: Raw -6876605.507212 + Penalty 2151.190540 = -6874454.316672 nChanged 417 SP:Iteration 29Q (775.463443 sec): 3 clusters Score: Raw -6876669.926838 + Penalty 2151.190540 = -6874518.736298 nChanged 395 SP:Iteration 30Q (775.570448 sec): 3 clusters Score: Raw -6876725.807291 + Penalty 2151.190540 = -6874574.616751 nChanged 368 SP:Iteration 31Q (775.676953 sec): 3 clusters Score: Raw -6876776.395084 + Penalty 2151.190540 = -6874625.204543 nChanged 351 SP:Iteration 32Q (775.783938 sec): 3 clusters Score: Raw -6876820.052519 + Penalty 2151.190540 = -6874668.861979 nChanged 335 SP:Iteration 33Q (775.889929 sec): 3 clusters Score: Raw -6876859.377764 + Penalty 2151.190540 = -6874708.187224 nChanged 316 SP:Iteration 34Q (775.996019 sec): 3 clusters Score: Raw -6876892.806005 + Penalty 2151.190540 = -6874741.615465 nChanged 294 SP:Iteration 35Q (776.101055 sec): 3 clusters Score: Raw -6876922.993246 + Penalty 2151.190540 = -6874771.802706 nChanged 275 SP:Iteration 36Q (776.208021 sec): 3 clusters Score: Raw -6876951.792739 + Penalty 2151.190540 = -6874800.602199 nChanged 268 SP:Iteration 37Q (776.313403 sec): 3 clusters Score: Raw -6876978.514884 + Penalty 2151.190540 = -6874827.324344 nChanged 252 SP:Iteration 38Q (776.418252 sec): 3 clusters Score: Raw -6877000.747047 + Penalty 2151.190540 = -6874849.556506 nChanged 230 SP:Iteration 39Q (776.523387 sec): 3 clusters Score: Raw -6877021.321398 + Penalty 2151.190540 = -6874870.130857 nChanged 223 SP:Iteration 40F (776.636017 sec): 3 clusters Score: Raw -6877041.107870 + Penalty 2151.190540 = -6874889.917330 nChanged 216 SP:Iteration 41Q (776.742225 sec): 3 clusters Score: Raw -6877060.881775 + Penalty 2151.190540 = -6874909.691235 nChanged 238 SP:Iteration 42Q (776.849486 sec): 3 clusters Score: Raw -6877085.007677 + Penalty 2151.190540 = -6874933.817137 nChanged 238 SP:Iteration 43Q (776.956428 sec): 3 clusters Score: Raw -6877109.987732 + Penalty 2151.190540 = -6874958.797192 nChanged 245 SP:Iteration 44Q (777.063400 sec): 3 clusters Score: Raw -6877134.693713 + Penalty 2151.190540 = -6874983.503173 nChanged 239 SP:Iteration 45Q (777.169712 sec): 3 clusters Score: Raw -6877160.197362 + Penalty 2151.190540 = -6875009.006822 nChanged 251 SP:Iteration 46Q (777.276124 sec): 3 clusters Score: Raw -6877189.308077 + Penalty 2151.190540 = -6875038.117537 nChanged 268 SP:Iteration 47Q (777.381671 sec): 3 clusters Score: Raw -6877222.582506 + Penalty 2151.190540 = -6875071.391966 nChanged 274 SP:Iteration 48Q (777.486724 sec): 3 clusters Score: Raw -6877256.132617 + Penalty 2151.190540 = -6875104.942077 nChanged 257 SP:Iteration 49Q (777.591126 sec): 3 clusters Score: Raw -6877287.107411 + Penalty 2151.190540 = -6875135.916871 nChanged 245 SP:Iteration 50Q (777.696133 sec): 3 clusters Score: Raw -6877313.478598 + Penalty 2151.190540 = -6875162.288058 nChanged 245 SP:Iteration 51Q (777.801002 sec): 3 clusters Score: Raw -6877341.298688 + Penalty 2151.190540 = -6875190.108148 nChanged 227 SP:Iteration 52Q (777.905536 sec): 3 clusters Score: Raw -6877364.675833 + Penalty 2151.190540 = -6875213.485293 nChanged 216 SP:Iteration 53Q (778.009489 sec): 3 clusters Score: Raw -6877386.105463 + Penalty 2151.190540 = -6875234.914923 nChanged 219 SP:Iteration 54Q (778.113374 sec): 3 clusters Score: Raw -6877409.147952 + Penalty 2151.190540 = -6875257.957412 nChanged 222 SP:Iteration 55Q (778.217559 sec): 3 clusters Score: Raw -6877434.074168 + Penalty 2151.190540 = -6875282.883628 nChanged 235 SP:Iteration 56Q (778.321455 sec): 3 clusters Score: Raw -6877457.924464 + Penalty 2151.190540 = -6875306.733924 nChanged 213 SP:Iteration 57Q (778.425049 sec): 3 clusters Score: Raw -6877477.842739 + Penalty 2151.190540 = -6875326.652199 nChanged 210 SP:Iteration 58Q (778.528551 sec): 3 clusters Score: Raw -6877497.328429 + Penalty 2151.190540 = -6875346.137889 nChanged 206 SP:Iteration 59Q (778.631459 sec): 3 clusters Score: Raw -6877516.311657 + Penalty 2151.190540 = -6875365.121117 nChanged 208 SP:Iteration 60F (778.743739 sec): 3 clusters Score: Raw -6877534.587345 + Penalty 2151.190540 = -6875383.396804 nChanged 181 SP:Iteration 61Q (778.847270 sec): 3 clusters Score: Raw -6877551.532291 + Penalty 2151.190540 = -6875400.341751 nChanged 190 SP:Iteration 62Q (778.951136 sec): 3 clusters Score: Raw -6877568.856441 + Penalty 2151.190540 = -6875417.665901 nChanged 165 SP:Iteration 63Q (779.055112 sec): 3 clusters Score: Raw -6877583.296393 + Penalty 2151.190540 = -6875432.105853 nChanged 149 SP:Iteration 64Q (779.158766 sec): 3 clusters Score: Raw -6877594.873942 + Penalty 2151.190540 = -6875443.683402 nChanged 153 SP:Iteration 65Q (779.262138 sec): 3 clusters Score: Raw -6877608.151759 + Penalty 2151.190540 = -6875456.961219 nChanged 171 SP:Iteration 66Q (779.365759 sec): 3 clusters Score: Raw -6877624.875437 + Penalty 2151.190540 = -6875473.684897 nChanged 168 SP:Iteration 67Q (779.468424 sec): 3 clusters Score: Raw -6877640.465196 + Penalty 2151.190540 = -6875489.274656 nChanged 158 SP:Iteration 68Q (779.571319 sec): 3 clusters Score: Raw -6877653.228708 + Penalty 2151.190540 = -6875502.038168 nChanged 141 SP:Iteration 69Q (779.674011 sec): 3 clusters Score: Raw -6877664.334292 + Penalty 2151.190540 = -6875513.143752 nChanged 138 SP:Iteration 70Q (779.778111 sec): 3 clusters Score: Raw -6877675.178818 + Penalty 2151.190540 = -6875523.988278 nChanged 118 SP:Iteration 71Q (779.880447 sec): 3 clusters Score: Raw -6877683.550406 + Penalty 2151.190540 = -6875532.359866 nChanged 107 SP:Iteration 72Q (779.982880 sec): 3 clusters Score: Raw -6877690.611956 + Penalty 2151.190540 = -6875539.421416 nChanged 109 SP:Iteration 73Q (780.085542 sec): 3 clusters Score: Raw -6877697.911176 + Penalty 2151.190540 = -6875546.720636 nChanged 115 SP:Iteration 74Q (780.187581 sec): 3 clusters Score: Raw -6877706.030935 + Penalty 2151.190540 = -6875554.840395 nChanged 113 SP:Iteration 75Q (780.290261 sec): 3 clusters Score: Raw -6877714.050602 + Penalty 2151.190540 = -6875562.860061 nChanged 108 SP:Iteration 76Q (780.392429 sec): 3 clusters Score: Raw -6877722.636062 + Penalty 2151.190540 = -6875571.445522 nChanged 112 SP:Iteration 77Q (780.494833 sec): 3 clusters Score: Raw -6877731.449541 + Penalty 2151.190540 = -6875580.259001 nChanged 110 SP:Iteration 78Q (780.597266 sec): 3 clusters Score: Raw -6877740.009867 + Penalty 2151.190540 = -6875588.819327 nChanged 103 SP:Iteration 79Q (780.699422 sec): 3 clusters Score: Raw -6877747.067047 + Penalty 2151.190540 = -6875595.876507 nChanged 94 SP:Iteration 80F (780.811709 sec): 3 clusters Score: Raw -6877753.241925 + Penalty 2151.190540 = -6875602.051385 nChanged 97 SP:Iteration 81Q (780.913690 sec): 3 clusters Score: Raw -6877760.195139 + Penalty 2151.190540 = -6875609.004599 nChanged 115 SP:Iteration 82Q (781.015927 sec): 3 clusters Score: Raw -6877768.296683 + Penalty 2151.190540 = -6875617.106143 nChanged 114 SP:Iteration 83Q (781.117652 sec): 3 clusters Score: Raw -6877776.471613 + Penalty 2151.190540 = -6875625.281073 nChanged 87 SP:Iteration 84Q (781.219471 sec): 3 clusters Score: Raw -6877781.586914 + Penalty 2151.190540 = -6875630.396374 nChanged 85 SP:Iteration 85Q (781.321135 sec): 3 clusters Score: Raw -6877786.952132 + Penalty 2151.190540 = -6875635.761591 nChanged 106 SP:Iteration 86Q (781.422417 sec): 3 clusters Score: Raw -6877794.839041 + Penalty 2151.190540 = -6875643.648501 nChanged 112 SP:Iteration 87Q (781.523462 sec): 3 clusters Score: Raw -6877803.124330 + Penalty 2151.190540 = -6875651.933789 nChanged 112 SP:Iteration 88Q (781.624698 sec): 3 clusters Score: Raw -6877810.965550 + Penalty 2151.190540 = -6875659.775010 nChanged 97 SP:Iteration 89Q (781.726265 sec): 3 clusters Score: Raw -6877817.781162 + Penalty 2151.190540 = -6875666.590622 nChanged 101 SP:Iteration 90Q (781.827357 sec): 3 clusters Score: Raw -6877825.366395 + Penalty 2151.190540 = -6875674.175855 nChanged 105 SP:Iteration 91Q (781.928467 sec): 3 clusters Score: Raw -6877833.741580 + Penalty 2151.190540 = -6875682.551040 nChanged 98 SP:Iteration 92Q (782.029637 sec): 3 clusters Score: Raw -6877840.951643 + Penalty 2151.190540 = -6875689.761103 nChanged 86 SP:Iteration 93Q (782.130890 sec): 3 clusters Score: Raw -6877846.482318 + Penalty 2151.190540 = -6875695.291778 nChanged 78 SP:Iteration 94Q (782.232122 sec): 3 clusters Score: Raw -6877851.199317 + Penalty 2151.190540 = -6875700.008777 nChanged 73 SP:Iteration 95Q (782.333247 sec): 3 clusters Score: Raw -6877855.864271 + Penalty 2151.190540 = -6875704.673731 nChanged 75 SP:Iteration 96Q (782.434315 sec): 3 clusters Score: Raw -6877861.072575 + Penalty 2151.190540 = -6875709.882035 nChanged 86 SP:Iteration 97Q (782.535458 sec): 3 clusters Score: Raw -6877867.224029 + Penalty 2151.190540 = -6875716.033489 nChanged 88 SP:Iteration 98Q (782.636288 sec): 3 clusters Score: Raw -6877873.024102 + Penalty 2151.190540 = -6875721.833562 nChanged 82 SP:Iteration 99Q (782.736922 sec): 3 clusters Score: Raw -6877877.520328 + Penalty 2151.190540 = -6875726.329788 nChanged 65 SP:Iteration 100F (782.849741 sec): 3 clusters Score: Raw -6877881.372635 + Penalty 2151.190540 = -6875730.182095 nChanged 70 SP:Iteration 101Q (782.950340 sec): 3 clusters Score: Raw -6877886.009692 + Penalty 2151.190540 = -6875734.819152 nChanged 72 SP:Iteration 102Q (783.050838 sec): 3 clusters Score: Raw -6877890.864862 + Penalty 2151.190540 = -6875739.674322 nChanged 82 SP:Iteration 103Q (783.151227 sec): 3 clusters Score: Raw -6877896.146401 + Penalty 2151.190540 = -6875744.955861 nChanged 88 SP:Iteration 104Q (783.262884 sec): 3 clusters Score: Raw -6877902.511827 + Penalty 2151.190540 = -6875751.321287 nChanged 80 SP:Iteration 105Q (783.363653 sec): 3 clusters Score: Raw -6877908.359589 + Penalty 2151.190540 = -6875757.169049 nChanged 92 SP:Iteration 106Q (783.464020 sec): 3 clusters Score: Raw -6877915.144572 + Penalty 2151.190540 = -6875763.954032 nChanged 88 SP:Iteration 107Q (783.564386 sec): 3 clusters Score: Raw -6877921.287368 + Penalty 2151.190540 = -6875770.096828 nChanged 81 SP:Iteration 108Q (783.664466 sec): 3 clusters Score: Raw -6877925.922337 + Penalty 2151.190540 = -6875774.731797 nChanged 58 SP:Iteration 109Q (783.764778 sec): 3 clusters Score: Raw -6877929.164903 + Penalty 2151.190540 = -6875777.974363 nChanged 57 SP:Iteration 110Q (783.865257 sec): 3 clusters Score: Raw -6877932.075100 + Penalty 2151.190540 = -6875780.884560 nChanged 57 SP:Iteration 111Q (783.965716 sec): 3 clusters Score: Raw -6877935.215249 + Penalty 2151.190540 = -6875784.024709 nChanged 61 SP:Iteration 112Q (784.065611 sec): 3 clusters Score: Raw -6877938.725928 + Penalty 2151.190540 = -6875787.535388 nChanged 63 SP:Iteration 113Q (784.165277 sec): 3 clusters Score: Raw -6877942.788558 + Penalty 2151.190540 = -6875791.598018 nChanged 69 SP:Iteration 114Q (784.265534 sec): 3 clusters Score: Raw -6877947.865923 + Penalty 2151.190540 = -6875796.675383 nChanged 73 SP:Iteration 115Q (784.365737 sec): 3 clusters Score: Raw -6877953.285797 + Penalty 2151.190540 = -6875802.095257 nChanged 76 SP:Iteration 116Q (784.465479 sec): 3 clusters Score: Raw -6877958.394590 + Penalty 2151.190540 = -6875807.204050 nChanged 60 SP:Iteration 117Q (784.565127 sec): 3 clusters Score: Raw -6877962.116211 + Penalty 2151.190540 = -6875810.925671 nChanged 54 SP:Iteration 118Q (784.664682 sec): 3 clusters Score: Raw -6877965.253943 + Penalty 2151.190540 = -6875814.063403 nChanged 54 SP:Iteration 119Q (784.764029 sec): 3 clusters Score: Raw -6877968.443467 + Penalty 2151.190540 = -6875817.252927 nChanged 44 SP:Iteration 120F (784.877101 sec): 3 clusters Score: Raw -6877970.675772 + Penalty 2151.190540 = -6875819.485232 nChanged 49 SP:Iteration 121Q (784.976588 sec): 3 clusters Score: Raw -6877972.992537 + Penalty 2151.190540 = -6875821.801997 nChanged 42 SP:Iteration 122Q (785.075975 sec): 3 clusters Score: Raw -6877975.325699 + Penalty 2151.190540 = -6875824.135159 nChanged 44 SP:Iteration 123Q (785.175292 sec): 3 clusters Score: Raw -6877978.049367 + Penalty 2151.190540 = -6875826.858827 nChanged 50 SP:Iteration 124Q (785.274996 sec): 3 clusters Score: Raw -6877981.802311 + Penalty 2151.190540 = -6875830.611770 nChanged 63 SP:Iteration 125Q (785.374305 sec): 3 clusters Score: Raw -6877986.885330 + Penalty 2151.190540 = -6875835.694790 nChanged 74 SP:Iteration 126Q (785.473774 sec): 3 clusters Score: Raw -6877992.211360 + Penalty 2151.190540 = -6875841.020820 nChanged 75 SP:Iteration 127Q (785.573791 sec): 3 clusters Score: Raw -6877997.307869 + Penalty 2151.190540 = -6875846.117329 nChanged 64 SP:Iteration 128Q (785.673137 sec): 3 clusters Score: Raw -6878002.095706 + Penalty 2151.190540 = -6875850.905166 nChanged 64 SP:Iteration 129Q (785.772046 sec): 3 clusters Score: Raw -6878005.910687 + Penalty 2151.190540 = -6875854.720147 nChanged 52 SP:Iteration 130Q (785.871737 sec): 3 clusters Score: Raw -6878008.681094 + Penalty 2151.190540 = -6875857.490554 nChanged 45 SP:Iteration 131Q (785.970658 sec): 3 clusters Score: Raw -6878011.071357 + Penalty 2151.190540 = -6875859.880817 nChanged 46 SP:Iteration 132Q (786.069589 sec): 3 clusters Score: Raw -6878013.662896 + Penalty 2151.190540 = -6875862.472356 nChanged 45 SP:Iteration 133Q (786.168870 sec): 3 clusters Score: Raw -6878016.741545 + Penalty 2151.190540 = -6875865.551005 nChanged 59 SP:Iteration 134Q (786.267714 sec): 3 clusters Score: Raw -6878020.771681 + Penalty 2151.190540 = -6875869.581141 nChanged 63 SP:Iteration 135Q (786.366474 sec): 3 clusters Score: Raw -6878025.163929 + Penalty 2151.190540 = -6875873.973389 nChanged 58 SP:Iteration 136Q (786.465209 sec): 3 clusters Score: Raw -6878030.051353 + Penalty 2151.190540 = -6875878.860813 nChanged 54 SP:Iteration 137Q (786.564442 sec): 3 clusters Score: Raw -6878034.223806 + Penalty 2151.190540 = -6875883.033266 nChanged 49 SP:Iteration 138Q (786.663307 sec): 3 clusters Score: Raw -6878037.484602 + Penalty 2151.190540 = -6875886.294062 nChanged 44 SP:Iteration 139Q (786.775153 sec): 3 clusters Score: Raw -6878040.249513 + Penalty 2151.190540 = -6875889.058973 nChanged 42 SP:Iteration 140F (786.891809 sec): 3 clusters Score: Raw -6878042.503278 + Penalty 2151.190540 = -6875891.312738 nChanged 35 SP:Iteration 141Q (786.990540 sec): 3 clusters Score: Raw -6878043.836161 + Penalty 2151.190540 = -6875892.645621 nChanged 29 SP:Iteration 142Q (787.089447 sec): 3 clusters Score: Raw -6878045.168195 + Penalty 2151.190540 = -6875893.977655 nChanged 27 SP:Iteration 143Q (787.188564 sec): 3 clusters Score: Raw -6878046.372799 + Penalty 2151.190540 = -6875895.182259 nChanged 26 SP:Iteration 144Q (787.287252 sec): 3 clusters Score: Raw -6878047.620192 + Penalty 2151.190540 = -6875896.429652 nChanged 38 SP:Iteration 145Q (787.386201 sec): 3 clusters Score: Raw -6878049.825995 + Penalty 2151.190540 = -6875898.635455 nChanged 36 SP:Iteration 146Q (787.485154 sec): 3 clusters Score: Raw -6878051.714906 + Penalty 2151.190540 = -6875900.524366 nChanged 37 SP:Iteration 147Q (787.583566 sec): 3 clusters Score: Raw -6878053.728164 + Penalty 2151.190540 = -6875902.537623 nChanged 35 SP:Iteration 148Q (787.682428 sec): 3 clusters Score: Raw -6878055.369205 + Penalty 2151.190540 = -6875904.178665 nChanged 30 SP:Iteration 149Q (787.781363 sec): 3 clusters Score: Raw -6878056.637787 + Penalty 2151.190540 = -6875905.447247 nChanged 24 SP:Iteration 150Q (787.880673 sec): 3 clusters Score: Raw -6878057.715597 + Penalty 2151.190540 = -6875906.525057 nChanged 23 SP:Iteration 151Q (787.979674 sec): 3 clusters Score: Raw -6878058.980474 + Penalty 2151.190540 = -6875907.789934 nChanged 28 SP:Iteration 152Q (788.077819 sec): 3 clusters Score: Raw -6878060.609491 + Penalty 2151.190540 = -6875909.418951 nChanged 26 SP:Iteration 153Q (788.176462 sec): 3 clusters Score: Raw -6878062.116011 + Penalty 2151.190540 = -6875910.925471 nChanged 29 SP:Iteration 154Q (788.275053 sec): 3 clusters Score: Raw -6878064.226023 + Penalty 2151.190540 = -6875913.035483 nChanged 43 SP:Iteration 155Q (788.373845 sec): 3 clusters Score: Raw -6878066.907945 + Penalty 2151.190540 = -6875915.717404 nChanged 45 SP:Iteration 156Q (788.471744 sec): 3 clusters Score: Raw -6878069.476946 + Penalty 2151.190540 = -6875918.286406 nChanged 34 SP:Iteration 157Q (788.570176 sec): 3 clusters Score: Raw -6878070.949669 + Penalty 2151.190540 = -6875919.759129 nChanged 27 SP:Iteration 158Q (788.668311 sec): 3 clusters Score: Raw -6878072.000456 + Penalty 2151.190540 = -6875920.809916 nChanged 28 SP:Iteration 159Q (788.766527 sec): 3 clusters Score: Raw -6878073.464599 + Penalty 2151.190540 = -6875922.274058 nChanged 30 SP:Iteration 160F (788.878642 sec): 3 clusters Score: Raw -6878074.701359 + Penalty 2151.190540 = -6875923.510819 nChanged 20 SP:Iteration 161Q (788.976607 sec): 3 clusters Score: Raw -6878075.375872 + Penalty 2151.190540 = -6875924.185332 nChanged 14 SP:Iteration 162Q (789.075262 sec): 3 clusters Score: Raw -6878075.969247 + Penalty 2151.190540 = -6875924.778707 nChanged 16 SP:Iteration 163Q (789.173881 sec): 3 clusters Score: Raw -6878076.472831 + Penalty 2151.190540 = -6875925.282290 nChanged 9 SP:Iteration 164Q (789.272238 sec): 3 clusters Score: Raw -6878076.707435 + Penalty 2151.190540 = -6875925.516895 nChanged 8 SP:Iteration 165Q (789.370260 sec): 3 clusters Score: Raw -6878076.910163 + Penalty 2151.190540 = -6875925.719623 nChanged 5 SP:Iteration 166Q (789.468679 sec): 3 clusters Score: Raw -6878077.056666 + Penalty 2151.190540 = -6875925.866126 nChanged 5 SP:Iteration 167Q (789.566811 sec): 3 clusters Score: Raw -6878077.152634 + Penalty 2151.190540 = -6875925.962094 nChanged 3 SP:Iteration 168Q (789.665282 sec): 3 clusters Score: Raw -6878077.216714 + Penalty 2151.190540 = -6875926.026174 nChanged 4 SP:Iteration 169Q (789.763878 sec): 3 clusters Score: Raw -6878077.270295 + Penalty 2151.190540 = -6875926.079755 nChanged 2 SP:Iteration 170Q (789.862079 sec): 3 clusters Score: Raw -6878077.369061 + Penalty 2151.190540 = -6875926.178521 nChanged 5 SP:Iteration 171Q (789.960421 sec): 3 clusters Score: Raw -6878077.567852 + Penalty 2151.190540 = -6875926.377312 nChanged 3 SP:Iteration 172Q (790.058254 sec): 3 clusters Score: Raw -6878077.654928 + Penalty 2151.190540 = -6875926.464388 nChanged 4 SP:Iteration 173Q (790.156708 sec): 3 clusters Score: Raw -6878077.713881 + Penalty 2151.190540 = -6875926.523340 nChanged 3 SP:Iteration 174Q (790.254966 sec): 3 clusters Score: Raw -6878077.770189 + Penalty 2151.190540 = -6875926.579649 nChanged 5 SP:Iteration 175Q (790.354580 sec): 3 clusters Score: Raw -6878077.860259 + Penalty 2151.190540 = -6875926.669719 nChanged 2 SP:Iteration 176Q (790.453175 sec): 3 clusters Score: Raw -6878077.924267 + Penalty 2151.190540 = -6875926.733727 nChanged 5 SP:Iteration 177Q (790.551865 sec): 3 clusters Score: Raw -6878078.027004 + Penalty 2151.190540 = -6875926.836464 nChanged 2 SP:Iteration 178Q (790.650438 sec): 3 clusters Score: Raw -6878078.053703 + Penalty 2151.190540 = -6875926.863163 nChanged 1 SP:Iteration 179Q (790.748773 sec): 3 clusters Score: Raw -6878078.096640 + Penalty 2151.190540 = -6875926.906100 nChanged 1 SP:Iteration 180F (790.860887 sec): 3 clusters Score: Raw -6878078.121774 + Penalty 2151.190540 = -6875926.931234 nChanged 2 SP:Iteration 181Q (790.959122 sec): 3 clusters Score: Raw -6878078.225978 + Penalty 2151.190540 = -6875927.035438 nChanged 2 SP:Iteration 182Q (791.057426 sec): 3 clusters Score: Raw -6878078.369915 + Penalty 2151.190540 = -6875927.179375 nChanged 2 SP:Iteration 183Q (791.155648 sec): 3 clusters Score: Raw -6878078.412328 + Penalty 2151.190540 = -6875927.221788 nChanged 1 SP:Iteration 184Q (791.254190 sec): 3 clusters Score: Raw -6878078.420347 + Penalty 2151.190540 = -6875927.229807 nChanged 0 SP:Iteration 185F (791.366951 sec): 3 clusters Score: Raw -6878078.420347 + Penalty 2151.190540 = -6875927.229807 nChanged 0 Score: Raw -69536734.142226 + Penalty 53140.399441 = -69483593.742785 Splitting cluster 26 changes total score from -69471254.900475 to -69483593.742785 So it's getting split into cluster 41. Trying to split cluster 27 (34257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.633039 sec): 2 clusters Score: Raw -3024657.357285 + Penalty 991.956389 = -3023665.400896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.687315 sec): 3 clusters Score: Raw -3002647.294707 + Penalty 1983.912778 = -3000663.381929 nChanged 16217 SP:Iteration 1F (808.737498 sec): 3 clusters Score: Raw -3012388.054480 + Penalty 1983.912778 = -3010404.141702 nChanged 2110 SP:Iteration 2F (808.787552 sec): 3 clusters Score: Raw -3013446.838377 + Penalty 1983.912778 = -3011462.925599 nChanged 2345 SP:Iteration 3F (808.837783 sec): 3 clusters Score: Raw -3014847.250203 + Penalty 1983.912778 = -3012863.337424 nChanged 2566 SP:Iteration 4F (808.887896 sec): 3 clusters Score: Raw -3016690.537065 + Penalty 1983.912778 = -3014706.624287 nChanged 2532 SP:Iteration 5F (808.938299 sec): 3 clusters Score: Raw -3018791.635371 + Penalty 1983.912778 = -3016807.722592 nChanged 2228 SP:Iteration 6F (808.989195 sec): 3 clusters Score: Raw -3020865.553408 + Penalty 1983.912778 = -3018881.640630 nChanged 1770 SP:Iteration 7F (809.039401 sec): 3 clusters Score: Raw -3022444.018683 + Penalty 1983.912778 = -3020460.105905 nChanged 1288 SP:Iteration 8Q (809.089371 sec): 3 clusters Score: Raw -3023329.165988 + Penalty 1983.912778 = -3021345.253210 nChanged 866 SP:Iteration 9Q (809.138185 sec): 3 clusters Score: Raw -3023770.299288 + Penalty 1983.912778 = -3021786.386510 nChanged 610 SP:Iteration 10Q (809.185694 sec): 3 clusters Score: Raw -3024027.739151 + Penalty 1983.912778 = -3022043.826372 nChanged 438 SP:Iteration 11Q (809.233758 sec): 3 clusters Score: Raw -3024189.927290 + Penalty 1983.912778 = -3022206.014512 nChanged 384 SP:Iteration 12Q (809.281364 sec): 3 clusters Score: Raw -3024335.812757 + Penalty 1983.912778 = -3022351.899978 nChanged 354 SP:Iteration 13Q (809.328602 sec): 3 clusters Score: Raw -3024455.374486 + Penalty 1983.912778 = -3022471.461708 nChanged 324 SP:Iteration 14Q (809.375427 sec): 3 clusters Score: Raw -3024558.652842 + Penalty 1983.912778 = -3022574.740063 nChanged 284 SP:Iteration 15Q (809.422197 sec): 3 clusters Score: Raw -3024637.694753 + Penalty 1983.912778 = -3022653.781975 nChanged 231 SP:Iteration 16Q (809.469017 sec): 3 clusters Score: Raw -3024693.889546 + Penalty 1983.912778 = -3022709.976768 nChanged 200 SP:Iteration 17Q (809.515320 sec): 3 clusters Score: Raw -3024737.376574 + Penalty 1983.912778 = -3022753.463795 nChanged 168 SP:Iteration 18Q (809.561893 sec): 3 clusters Score: Raw -3024771.945648 + Penalty 1983.912778 = -3022788.032870 nChanged 172 SP:Iteration 19Q (809.608424 sec): 3 clusters Score: Raw -3024803.780877 + Penalty 1983.912778 = -3022819.868098 nChanged 142 SP:Iteration 20F (809.658529 sec): 3 clusters Score: Raw -3024832.436378 + Penalty 1983.912778 = -3022848.523599 nChanged 125 SP:Iteration 21Q (809.705358 sec): 3 clusters Score: Raw -3024855.847321 + Penalty 1983.912778 = -3022871.934543 nChanged 119 SP:Iteration 22Q (809.751662 sec): 3 clusters Score: Raw -3024878.405904 + Penalty 1983.912778 = -3022894.493126 nChanged 110 SP:Iteration 23Q (809.797836 sec): 3 clusters Score: Raw -3024901.216465 + Penalty 1983.912778 = -3022917.303686 nChanged 124 SP:Iteration 24Q (809.844177 sec): 3 clusters Score: Raw -3024929.059587 + Penalty 1983.912778 = -3022945.146809 nChanged 122 SP:Iteration 25Q (809.890217 sec): 3 clusters Score: Raw -3024948.508838 + Penalty 1983.912778 = -3022964.596060 nChanged 93 SP:Iteration 26Q (809.936233 sec): 3 clusters Score: Raw -3024962.170733 + Penalty 1983.912778 = -3022978.257954 nChanged 84 SP:Iteration 27Q (809.982404 sec): 3 clusters Score: Raw -3024973.366552 + Penalty 1983.912778 = -3022989.453774 nChanged 69 SP:Iteration 28Q (810.028854 sec): 3 clusters Score: Raw -3024981.576883 + Penalty 1983.912778 = -3022997.664105 nChanged 70 SP:Iteration 29Q (810.074907 sec): 3 clusters Score: Raw -3024989.545254 + Penalty 1983.912778 = -3023005.632475 nChanged 48 SP:Iteration 30Q (810.120400 sec): 3 clusters Score: Raw -3024995.643363 + Penalty 1983.912778 = -3023011.730584 nChanged 52 SP:Iteration 31Q (810.166275 sec): 3 clusters Score: Raw -3025001.996890 + Penalty 1983.912778 = -3023018.084112 nChanged 55 SP:Iteration 32Q (810.211815 sec): 3 clusters Score: Raw -3025008.745008 + Penalty 1983.912778 = -3023024.832229 nChanged 55 SP:Iteration 33Q (810.257303 sec): 3 clusters Score: Raw -3025017.152843 + Penalty 1983.912778 = -3023033.240065 nChanged 63 SP:Iteration 34Q (810.302958 sec): 3 clusters Score: Raw -3025027.718119 + Penalty 1983.912778 = -3023043.805340 nChanged 68 SP:Iteration 35Q (810.348802 sec): 3 clusters Score: Raw -3025038.158767 + Penalty 1983.912778 = -3023054.245988 nChanged 68 SP:Iteration 36Q (810.394353 sec): 3 clusters Score: Raw -3025049.616671 + Penalty 1983.912778 = -3023065.703892 nChanged 72 SP:Iteration 37Q (810.439520 sec): 3 clusters Score: Raw -3025061.921187 + Penalty 1983.912778 = -3023078.008408 nChanged 55 SP:Iteration 38Q (810.484932 sec): 3 clusters Score: Raw -3025069.467245 + Penalty 1983.912778 = -3023085.554466 nChanged 60 SP:Iteration 39Q (810.530509 sec): 3 clusters Score: Raw -3025078.462658 + Penalty 1983.912778 = -3023094.549879 nChanged 70 SP:Iteration 40F (810.580625 sec): 3 clusters Score: Raw -3025090.243905 + Penalty 1983.912778 = -3023106.331127 nChanged 62 SP:Iteration 41Q (810.626345 sec): 3 clusters Score: Raw -3025098.931634 + Penalty 1983.912778 = -3023115.018856 nChanged 57 SP:Iteration 42Q (810.671845 sec): 3 clusters Score: Raw -3025106.308620 + Penalty 1983.912778 = -3023122.395841 nChanged 51 SP:Iteration 43Q (810.716989 sec): 3 clusters Score: Raw -3025112.496423 + Penalty 1983.912778 = -3023128.583644 nChanged 42 SP:Iteration 44Q (810.761933 sec): 3 clusters Score: Raw -3025117.223867 + Penalty 1983.912778 = -3023133.311088 nChanged 36 SP:Iteration 45Q (810.807171 sec): 3 clusters Score: Raw -3025121.644987 + Penalty 1983.912778 = -3023137.732208 nChanged 33 SP:Iteration 46Q (810.852239 sec): 3 clusters Score: Raw -3025125.164971 + Penalty 1983.912778 = -3023141.252192 nChanged 43 SP:Iteration 47Q (810.897177 sec): 3 clusters Score: Raw -3025131.445970 + Penalty 1983.912778 = -3023147.533192 nChanged 52 SP:Iteration 48Q (810.942244 sec): 3 clusters Score: Raw -3025140.277444 + Penalty 1983.912778 = -3023156.364666 nChanged 50 SP:Iteration 49Q (810.987026 sec): 3 clusters Score: Raw -3025147.273447 + Penalty 1983.912778 = -3023163.360669 nChanged 54 SP:Iteration 50Q (811.069737 sec): 3 clusters Score: Raw -3025154.435692 + Penalty 1983.912778 = -3023170.522914 nChanged 52 SP:Iteration 51Q (811.126464 sec): 3 clusters Score: Raw -3025162.548519 + Penalty 1983.912778 = -3023178.635741 nChanged 51 SP:Iteration 52Q (811.171256 sec): 3 clusters Score: Raw -3025169.378095 + Penalty 1983.912778 = -3023185.465316 nChanged 52 SP:Iteration 53Q (811.216086 sec): 3 clusters Score: Raw -3025176.796187 + Penalty 1983.912778 = -3023192.883408 nChanged 47 SP:Iteration 54Q (811.260891 sec): 3 clusters Score: Raw -3025184.554580 + Penalty 1983.912778 = -3023200.641802 nChanged 51 SP:Iteration 55Q (811.305550 sec): 3 clusters Score: Raw -3025193.605602 + Penalty 1983.912778 = -3023209.692824 nChanged 56 SP:Iteration 56Q (811.350090 sec): 3 clusters Score: Raw -3025201.906823 + Penalty 1983.912778 = -3023217.994045 nChanged 49 SP:Iteration 57Q (811.394915 sec): 3 clusters Score: Raw -3025208.942628 + Penalty 1983.912778 = -3023225.029850 nChanged 36 SP:Iteration 58Q (811.439357 sec): 3 clusters Score: Raw -3025213.779110 + Penalty 1983.912778 = -3023229.866331 nChanged 35 SP:Iteration 59Q (811.483586 sec): 3 clusters Score: Raw -3025217.890692 + Penalty 1983.912778 = -3023233.977913 nChanged 36 SP:Iteration 60F (811.533465 sec): 3 clusters Score: Raw -3025222.768580 + Penalty 1983.912778 = -3023238.855802 nChanged 37 SP:Iteration 61Q (811.578609 sec): 3 clusters Score: Raw -3025228.281555 + Penalty 1983.912778 = -3023244.368776 nChanged 38 SP:Iteration 62Q (811.622808 sec): 3 clusters Score: Raw -3025234.919063 + Penalty 1983.912778 = -3023251.006285 nChanged 44 SP:Iteration 63Q (811.667332 sec): 3 clusters Score: Raw -3025242.027082 + Penalty 1983.912778 = -3023258.114303 nChanged 52 SP:Iteration 64Q (811.711847 sec): 3 clusters Score: Raw -3025250.362207 + Penalty 1983.912778 = -3023266.449429 nChanged 48 SP:Iteration 65Q (811.756511 sec): 3 clusters Score: Raw -3025257.491910 + Penalty 1983.912778 = -3023273.579132 nChanged 43 SP:Iteration 66Q (811.800616 sec): 3 clusters Score: Raw -3025263.439520 + Penalty 1983.912778 = -3023279.526742 nChanged 43 SP:Iteration 67Q (811.844778 sec): 3 clusters Score: Raw -3025268.782418 + Penalty 1983.912778 = -3023284.869640 nChanged 39 SP:Iteration 68Q (811.889353 sec): 3 clusters Score: Raw -3025273.577720 + Penalty 1983.912778 = -3023289.664942 nChanged 36 SP:Iteration 69Q (811.933380 sec): 3 clusters Score: Raw -3025276.739366 + Penalty 1983.912778 = -3023292.826587 nChanged 23 SP:Iteration 70Q (811.977542 sec): 3 clusters Score: Raw -3025278.557209 + Penalty 1983.912778 = -3023294.644430 nChanged 27 SP:Iteration 71Q (812.021562 sec): 3 clusters Score: Raw -3025281.273232 + Penalty 1983.912778 = -3023297.360454 nChanged 24 SP:Iteration 72Q (812.065900 sec): 3 clusters Score: Raw -3025283.786402 + Penalty 1983.912778 = -3023299.873624 nChanged 21 SP:Iteration 73Q (812.110074 sec): 3 clusters Score: Raw -3025286.149036 + Penalty 1983.912778 = -3023302.236258 nChanged 24 SP:Iteration 74Q (812.154190 sec): 3 clusters Score: Raw -3025288.354031 + Penalty 1983.912778 = -3023304.441252 nChanged 20 SP:Iteration 75Q (812.205418 sec): 3 clusters Score: Raw -3025289.427441 + Penalty 1983.912778 = -3023305.514663 nChanged 17 SP:Iteration 76Q (812.249114 sec): 3 clusters Score: Raw -3025290.504038 + Penalty 1983.912778 = -3023306.591260 nChanged 9 SP:Iteration 77Q (812.293175 sec): 3 clusters Score: Raw -3025290.819348 + Penalty 1983.912778 = -3023306.906570 nChanged 6 SP:Iteration 78Q (812.337014 sec): 3 clusters Score: Raw -3025291.204711 + Penalty 1983.912778 = -3023307.291933 nChanged 10 SP:Iteration 79Q (812.380861 sec): 3 clusters Score: Raw -3025291.912805 + Penalty 1983.912778 = -3023308.000026 nChanged 12 SP:Iteration 80F (812.430870 sec): 3 clusters Score: Raw -3025292.618737 + Penalty 1983.912778 = -3023308.705958 nChanged 12 SP:Iteration 81Q (812.475177 sec): 3 clusters Score: Raw -3025293.900124 + Penalty 1983.912778 = -3023309.987346 nChanged 10 SP:Iteration 82Q (812.519267 sec): 3 clusters Score: Raw -3025294.970716 + Penalty 1983.912778 = -3023311.057937 nChanged 10 SP:Iteration 83Q (812.563340 sec): 3 clusters Score: Raw -3025295.726457 + Penalty 1983.912778 = -3023311.813678 nChanged 11 SP:Iteration 84Q (812.607233 sec): 3 clusters Score: Raw -3025296.534240 + Penalty 1983.912778 = -3023312.621462 nChanged 9 SP:Iteration 85Q (812.650933 sec): 3 clusters Score: Raw -3025297.258197 + Penalty 1983.912778 = -3023313.345418 nChanged 12 SP:Iteration 86Q (812.694727 sec): 3 clusters Score: Raw -3025298.183586 + Penalty 1983.912778 = -3023314.270807 nChanged 10 SP:Iteration 87Q (812.738704 sec): 3 clusters Score: Raw -3025298.826370 + Penalty 1983.912778 = -3023314.913592 nChanged 8 SP:Iteration 88Q (812.782547 sec): 3 clusters Score: Raw -3025299.520237 + Penalty 1983.912778 = -3023315.607458 nChanged 9 SP:Iteration 89Q (812.826406 sec): 3 clusters Score: Raw -3025300.290612 + Penalty 1983.912778 = -3023316.377833 nChanged 10 SP:Iteration 90Q (812.870081 sec): 3 clusters Score: Raw -3025301.343045 + Penalty 1983.912778 = -3023317.430267 nChanged 14 SP:Iteration 91Q (812.914061 sec): 3 clusters Score: Raw -3025302.569266 + Penalty 1983.912778 = -3023318.656488 nChanged 11 SP:Iteration 92Q (812.958008 sec): 3 clusters Score: Raw -3025303.366935 + Penalty 1983.912778 = -3023319.454157 nChanged 10 SP:Iteration 93Q (813.001743 sec): 3 clusters Score: Raw -3025303.843633 + Penalty 1983.912778 = -3023319.930855 nChanged 8 SP:Iteration 94Q (813.045664 sec): 3 clusters Score: Raw -3025304.533898 + Penalty 1983.912778 = -3023320.621119 nChanged 9 SP:Iteration 95Q (813.089633 sec): 3 clusters Score: Raw -3025305.052244 + Penalty 1983.912778 = -3023321.139466 nChanged 13 SP:Iteration 96Q (813.133606 sec): 3 clusters Score: Raw -3025305.756759 + Penalty 1983.912778 = -3023321.843980 nChanged 9 SP:Iteration 97Q (813.177271 sec): 3 clusters Score: Raw -3025306.338478 + Penalty 1983.912778 = -3023322.425699 nChanged 10 SP:Iteration 98Q (813.220753 sec): 3 clusters Score: Raw -3025307.113471 + Penalty 1983.912778 = -3023323.200693 nChanged 10 SP:Iteration 99Q (813.264689 sec): 3 clusters Score: Raw -3025307.725751 + Penalty 1983.912778 = -3023323.812972 nChanged 7 SP:Iteration 100F (813.314950 sec): 3 clusters Score: Raw -3025308.176749 + Penalty 1983.912778 = -3023324.263971 nChanged 4 SP:Iteration 101Q (813.359202 sec): 3 clusters Score: Raw -3025308.460664 + Penalty 1983.912778 = -3023324.547886 nChanged 5 SP:Iteration 102Q (813.403029 sec): 3 clusters Score: Raw -3025308.716101 + Penalty 1983.912778 = -3023324.803323 nChanged 6 SP:Iteration 103Q (813.446757 sec): 3 clusters Score: Raw -3025309.339669 + Penalty 1983.912778 = -3023325.426891 nChanged 9 SP:Iteration 104Q (813.490734 sec): 3 clusters Score: Raw -3025310.009482 + Penalty 1983.912778 = -3023326.096704 nChanged 8 SP:Iteration 105Q (813.534418 sec): 3 clusters Score: Raw -3025310.426542 + Penalty 1983.912778 = -3023326.513764 nChanged 8 SP:Iteration 106Q (813.578066 sec): 3 clusters Score: Raw -3025310.920235 + Penalty 1983.912778 = -3023327.007457 nChanged 6 SP:Iteration 107Q (813.621603 sec): 3 clusters Score: Raw -3025311.298537 + Penalty 1983.912778 = -3023327.385759 nChanged 7 SP:Iteration 108Q (813.665502 sec): 3 clusters Score: Raw -3025311.798172 + Penalty 1983.912778 = -3023327.885394 nChanged 6 SP:Iteration 109Q (813.709336 sec): 3 clusters Score: Raw -3025312.042386 + Penalty 1983.912778 = -3023328.129607 nChanged 2 SP:Iteration 110Q (813.752884 sec): 3 clusters Score: Raw -3025312.224875 + Penalty 1983.912778 = -3023328.312096 nChanged 4 SP:Iteration 111Q (813.796498 sec): 3 clusters Score: Raw -3025312.478424 + Penalty 1983.912778 = -3023328.565646 nChanged 3 SP:Iteration 112Q (813.840396 sec): 3 clusters Score: Raw -3025312.580652 + Penalty 1983.912778 = -3023328.667874 nChanged 1 SP:Iteration 113Q (813.884238 sec): 3 clusters Score: Raw -3025312.589428 + Penalty 1983.912778 = -3023328.676650 nChanged 0 SP:Iteration 114F (813.934051 sec): 3 clusters Score: Raw -3025312.589428 + Penalty 1983.912778 = -3023328.676650 nChanged 0 Trying to split cluster 28 (4217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.947537 sec): 2 clusters Score: Raw -363487.715740 + Penalty 792.953529 = -362694.762211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.963821 sec): 3 clusters Score: Raw -361185.804427 + Penalty 1585.907058 = -359599.897369 nChanged 1783 SP:Iteration 1F (813.978937 sec): 3 clusters Score: Raw -362275.013851 + Penalty 1585.907058 = -360689.106792 nChanged 325 SP:Iteration 2F (813.994037 sec): 3 clusters Score: Raw -362490.308348 + Penalty 1585.907058 = -360904.401289 nChanged 244 SP:Iteration 3F (814.008938 sec): 3 clusters Score: Raw -362654.051153 + Penalty 1585.907058 = -361068.144094 nChanged 200 SP:Iteration 4Q (814.024035 sec): 3 clusters Score: Raw -362776.995978 + Penalty 1585.907058 = -361191.088920 nChanged 177 SP:Iteration 5Q (814.038917 sec): 3 clusters Score: Raw -362862.320904 + Penalty 1585.907058 = -361276.413846 nChanged 145 SP:Iteration 6Q (814.053927 sec): 3 clusters Score: Raw -362937.479646 + Penalty 1585.907058 = -361351.572588 nChanged 149 SP:Iteration 7Q (814.068938 sec): 3 clusters Score: Raw -363024.063746 + Penalty 1585.907058 = -361438.156688 nChanged 144 SP:Iteration 8Q (814.095359 sec): 3 clusters Score: Raw -363118.362894 + Penalty 1585.907058 = -361532.455836 nChanged 135 SP:Iteration 9Q (814.143506 sec): 3 clusters Score: Raw -363215.148075 + Penalty 1585.907058 = -361629.241017 nChanged 132 SP:Iteration 10Q (814.206215 sec): 3 clusters Score: Raw -363292.361822 + Penalty 1585.907058 = -361706.454764 nChanged 103 SP:Iteration 11Q (814.243857 sec): 3 clusters Score: Raw -363344.535665 + Penalty 1585.907058 = -361758.628607 nChanged 70 SP:Iteration 12Q (814.258455 sec): 3 clusters Score: Raw -363377.317979 + Penalty 1585.907058 = -361791.410921 nChanged 65 SP:Iteration 13Q (814.273062 sec): 3 clusters Score: Raw -363415.402626 + Penalty 1585.907058 = -361829.495568 nChanged 61 SP:Iteration 14Q (814.287423 sec): 3 clusters Score: Raw -363447.827907 + Penalty 1585.907058 = -361861.920849 nChanged 54 SP:Iteration 15Q (814.301886 sec): 3 clusters Score: Raw -363477.407713 + Penalty 1585.907058 = -361891.500655 nChanged 47 SP:Iteration 16Q (814.316361 sec): 3 clusters Score: Raw -363500.752247 + Penalty 1585.907058 = -361914.845189 nChanged 42 SP:Iteration 17Q (814.330795 sec): 3 clusters Score: Raw -363520.504661 + Penalty 1585.907058 = -361934.597603 nChanged 39 SP:Iteration 18Q (814.345214 sec): 3 clusters Score: Raw -363541.010525 + Penalty 1585.907058 = -361955.103466 nChanged 30 SP:Iteration 19Q (814.359577 sec): 3 clusters Score: Raw -363557.026568 + Penalty 1585.907058 = -361971.119510 nChanged 35 SP:Iteration 20F (814.374524 sec): 3 clusters Score: Raw -363576.486641 + Penalty 1585.907058 = -361990.579583 nChanged 32 SP:Iteration 21Q (814.388877 sec): 3 clusters Score: Raw -363592.170737 + Penalty 1585.907058 = -362006.263679 nChanged 24 SP:Iteration 22Q (814.403015 sec): 3 clusters Score: Raw -363607.074474 + Penalty 1585.907058 = -362021.167416 nChanged 24 SP:Iteration 23Q (814.417311 sec): 3 clusters Score: Raw -363623.675115 + Penalty 1585.907058 = -362037.768057 nChanged 19 SP:Iteration 24Q (814.431679 sec): 3 clusters Score: Raw -363641.481535 + Penalty 1585.907058 = -362055.574477 nChanged 24 SP:Iteration 25Q (814.445898 sec): 3 clusters Score: Raw -363658.518556 + Penalty 1585.907058 = -362072.611498 nChanged 17 SP:Iteration 26Q (814.459923 sec): 3 clusters Score: Raw -363668.242962 + Penalty 1585.907058 = -362082.335903 nChanged 7 SP:Iteration 27Q (814.474099 sec): 3 clusters Score: Raw -363673.085193 + Penalty 1585.907058 = -362087.178135 nChanged 5 SP:Iteration 28Q (814.488204 sec): 3 clusters Score: Raw -363676.583445 + Penalty 1585.907058 = -362090.676387 nChanged 6 SP:Iteration 29Q (814.502331 sec): 3 clusters Score: Raw -363679.551205 + Penalty 1585.907058 = -362093.644146 nChanged 7 SP:Iteration 30Q (814.516502 sec): 3 clusters Score: Raw -363683.585055 + Penalty 1585.907058 = -362097.677996 nChanged 3 SP:Iteration 31Q (814.530595 sec): 3 clusters Score: Raw -363686.572570 + Penalty 1585.907058 = -362100.665512 nChanged 4 SP:Iteration 32Q (814.544675 sec): 3 clusters Score: Raw -363688.441803 + Penalty 1585.907058 = -362102.534745 nChanged 1 SP:Iteration 33Q (814.558722 sec): 3 clusters Score: Raw -363690.016316 + Penalty 1585.907058 = -362104.109257 nChanged 1 SP:Iteration 34Q (814.572812 sec): 3 clusters Score: Raw -363690.414123 + Penalty 1585.907058 = -362104.507065 nChanged 0 SP:Iteration 35F (814.587582 sec): 3 clusters Score: Raw -363690.414123 + Penalty 1585.907058 = -362104.507065 nChanged 0 Trying to split cluster 29 (3126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.603906 sec): 2 clusters Score: Raw -215862.557468 + Penalty 764.513404 = -215098.044065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.616170 sec): 3 clusters Score: Raw -214342.258763 + Penalty 1529.026807 = -212813.231956 nChanged 1329 SP:Iteration 1F (814.627431 sec): 3 clusters Score: Raw -215477.788675 + Penalty 1529.026807 = -213948.761868 nChanged 338 SP:Iteration 2F (814.638756 sec): 3 clusters Score: Raw -215897.962548 + Penalty 1529.026807 = -214368.935741 nChanged 283 SP:Iteration 3F (814.649915 sec): 3 clusters Score: Raw -216291.311508 + Penalty 1529.026807 = -214762.284701 nChanged 209 SP:Iteration 4F (814.661221 sec): 3 clusters Score: Raw -216549.249353 + Penalty 1529.026807 = -215020.222546 nChanged 171 SP:Iteration 5F (814.672398 sec): 3 clusters Score: Raw -216741.687025 + Penalty 1529.026807 = -215212.660218 nChanged 118 SP:Iteration 6Q (814.683365 sec): 3 clusters Score: Raw -216846.650090 + Penalty 1529.026807 = -215317.623283 nChanged 64 SP:Iteration 7Q (814.694443 sec): 3 clusters Score: Raw -216889.143582 + Penalty 1529.026807 = -215360.116775 nChanged 43 SP:Iteration 8Q (814.705312 sec): 3 clusters Score: Raw -216922.036931 + Penalty 1529.026807 = -215393.010124 nChanged 41 SP:Iteration 9Q (814.716137 sec): 3 clusters Score: Raw -216952.182786 + Penalty 1529.026807 = -215423.155979 nChanged 39 SP:Iteration 10Q (814.727121 sec): 3 clusters Score: Raw -216969.616587 + Penalty 1529.026807 = -215440.589780 nChanged 21 SP:Iteration 11Q (814.737941 sec): 3 clusters Score: Raw -216984.155857 + Penalty 1529.026807 = -215455.129050 nChanged 29 SP:Iteration 12Q (814.748844 sec): 3 clusters Score: Raw -216997.945856 + Penalty 1529.026807 = -215468.919049 nChanged 23 SP:Iteration 13Q (814.759722 sec): 3 clusters Score: Raw -217007.340109 + Penalty 1529.026807 = -215478.313302 nChanged 21 SP:Iteration 14Q (814.770586 sec): 3 clusters Score: Raw -217015.179760 + Penalty 1529.026807 = -215486.152953 nChanged 19 SP:Iteration 15Q (814.781479 sec): 3 clusters Score: Raw -217024.691301 + Penalty 1529.026807 = -215495.664494 nChanged 19 SP:Iteration 16Q (814.792399 sec): 3 clusters Score: Raw -217031.378004 + Penalty 1529.026807 = -215502.351197 nChanged 16 SP:Iteration 17Q (814.803280 sec): 3 clusters Score: Raw -217037.340114 + Penalty 1529.026807 = -215508.313307 nChanged 11 SP:Iteration 18Q (814.814006 sec): 3 clusters Score: Raw -217043.035485 + Penalty 1529.026807 = -215514.008678 nChanged 9 SP:Iteration 19Q (814.824786 sec): 3 clusters Score: Raw -217051.384500 + Penalty 1529.026807 = -215522.357693 nChanged 10 SP:Iteration 20F (814.836016 sec): 3 clusters Score: Raw -217055.304060 + Penalty 1529.026807 = -215526.277253 nChanged 11 SP:Iteration 21Q (814.846782 sec): 3 clusters Score: Raw -217061.671382 + Penalty 1529.026807 = -215532.644575 nChanged 7 SP:Iteration 22Q (814.857585 sec): 3 clusters Score: Raw -217064.148529 + Penalty 1529.026807 = -215535.121722 nChanged 6 SP:Iteration 23Q (814.868439 sec): 3 clusters Score: Raw -217065.825601 + Penalty 1529.026807 = -215536.798794 nChanged 8 SP:Iteration 24Q (814.879180 sec): 3 clusters Score: Raw -217067.427819 + Penalty 1529.026807 = -215538.401012 nChanged 2 SP:Iteration 25Q (814.889903 sec): 3 clusters Score: Raw -217068.417516 + Penalty 1529.026807 = -215539.390709 nChanged 4 SP:Iteration 26Q (814.900723 sec): 3 clusters Score: Raw -217069.536035 + Penalty 1529.026807 = -215540.509228 nChanged 1 SP:Iteration 27Q (814.911682 sec): 3 clusters Score: Raw -217069.619193 + Penalty 1529.026807 = -215540.592386 nChanged 1 SP:Iteration 28Q (814.922403 sec): 3 clusters Score: Raw -217069.727279 + Penalty 1529.026807 = -215540.700472 nChanged 1 SP:Iteration 29Q (814.933217 sec): 3 clusters Score: Raw -217070.014173 + Penalty 1529.026807 = -215540.987366 nChanged 0 SP:Iteration 30F (814.944491 sec): 3 clusters Score: Raw -217070.014173 + Penalty 1529.026807 = -215540.987366 nChanged 0 Score: Raw -69537941.598931 + Penalty 54436.506744 = -69483505.092186 Splitting cluster 29 changes total score from -69471254.900475 to -69483505.092186 So it's getting split into cluster 42. Iteration 59Q (839.507423 sec): 43 clusters Score: Raw -69543830.933116 + Penalty 54436.506744 = -69489394.426372 nChanged 11427 Iteration 60F (855.084223 sec): 43 clusters Score: Raw -69554631.349071 + Penalty 54436.506744 = -69500194.842326 nChanged 10952 Iteration 61Q (862.571298 sec): 43 clusters Score: Raw -69559360.825375 + Penalty 54436.506744 = -69504924.318631 nChanged 7899 Iteration 62Q (870.011547 sec): 43 clusters Score: Raw -69561244.410336 + Penalty 54436.506744 = -69506807.903591 nChanged 6715 Iteration 63Q (877.448077 sec): 43 clusters Score: Raw -69562564.785168 + Penalty 54436.506744 = -69508128.278423 nChanged 6042 Iteration 64Q (884.869921 sec): 43 clusters Score: Raw -69563623.808030 + Penalty 54436.506744 = -69509187.301285 nChanged 5371 Iteration 65Q (892.283312 sec): 43 clusters Score: Raw -69564436.348475 + Penalty 54436.506744 = -69509999.841731 nChanged 4834 Iteration 66Q (899.685898 sec): 43 clusters Score: Raw -69565104.825138 + Penalty 54436.506744 = -69510668.318393 nChanged 4523 Iteration 67Q (907.073103 sec): 43 clusters Score: Raw -69565724.520613 + Penalty 54436.506744 = -69511288.013869 nChanged 4252 Iteration 68Q (914.453296 sec): 43 clusters Score: Raw -69566284.090665 + Penalty 54436.506744 = -69511847.583921 nChanged 3964 Iteration 69Q (921.858897 sec): 43 clusters Score: Raw -69566777.117729 + Penalty 54436.506744 = -69512340.610985 nChanged 3650 Iteration 70Q (929.258593 sec): 43 clusters Score: Raw -69567212.044761 + Penalty 54436.506744 = -69512775.538017 nChanged 3458 Iteration 71Q (936.630875 sec): 43 clusters Score: Raw -69567601.818836 + Penalty 54436.506744 = -69513165.312092 nChanged 3178 Iteration 72Q (943.991033 sec): 43 clusters Score: Raw -69567946.908411 + Penalty 54436.506744 = -69513510.401667 nChanged 3049 Iteration 73Q (951.349701 sec): 43 clusters Score: Raw -69568280.176886 + Penalty 54436.506744 = -69513843.670142 nChanged 2928 Iteration 74Q (958.720210 sec): 43 clusters Score: Raw -69568596.008676 + Penalty 54436.506744 = -69514159.501932 nChanged 2769 Iteration 75Q (966.099287 sec): 43 clusters Score: Raw -69568860.408661 + Penalty 54436.506744 = -69514423.901917 nChanged 2544 Iteration 76Q (973.463316 sec): 43 clusters Score: Raw -69569088.797653 + Penalty 54436.506744 = -69514652.290908 nChanged 2383 Iteration 77Q (980.825409 sec): 43 clusters Score: Raw -69569287.109722 + Penalty 54436.506744 = -69514850.602978 nChanged 2203 Iteration 78Q (988.180732 sec): 43 clusters Score: Raw -69569455.580537 + Penalty 54436.506744 = -69515019.073793 nChanged 2051 Iteration 79Q (995.528052 sec): 43 clusters Score: Raw -69569600.840969 + Penalty 54436.506744 = -69515164.334225 nChanged 1844 Iteration 80F (1011.092583 sec): 43 clusters Score: Raw -69570138.755658 + Penalty 54436.506744 = -69515702.248914 nChanged 1830 Iteration 81Q (1018.501099 sec): 43 clusters Score: Raw -69570537.048132 + Penalty 54436.506744 = -69516100.541388 nChanged 1857 Iteration 82Q (1025.917174 sec): 43 clusters Score: Raw -69570757.446202 + Penalty 54436.506744 = -69516320.939458 nChanged 1774 Iteration 83Q (1033.332362 sec): 43 clusters Score: Raw -69570990.467017 + Penalty 54436.506744 = -69516553.960273 nChanged 1750 Iteration 84Q (1040.743193 sec): 43 clusters Score: Raw -69571202.272580 + Penalty 54436.506744 = -69516765.765835 nChanged 1679 Iteration 85Q (1048.174208 sec): 43 clusters Score: Raw -69571365.227180 + Penalty 54436.506744 = -69516928.720435 nChanged 1617 Iteration 86Q (1055.599988 sec): 43 clusters Score: Raw -69571519.353726 + Penalty 54436.506744 = -69517082.846982 nChanged 1629 Iteration 87Q (1063.008433 sec): 43 clusters Score: Raw -69571692.048059 + Penalty 54436.506744 = -69517255.541315 nChanged 1511 Iteration 88Q (1070.424957 sec): 43 clusters Score: Raw -69571874.531099 + Penalty 54436.506744 = -69517438.024355 nChanged 1491 Iteration 89Q (1077.841500 sec): 43 clusters Score: Raw -69572021.731468 + Penalty 54436.506744 = -69517585.224723 nChanged 1437 Iteration 90Q (1085.236327 sec): 43 clusters Score: Raw -69572127.824531 + Penalty 54436.506744 = -69517691.317787 nChanged 1345 Iteration 91Q (1092.643568 sec): 43 clusters Score: Raw -69572218.524918 + Penalty 54436.506744 = -69517782.018174 nChanged 1354 Iteration 92Q (1100.037526 sec): 43 clusters Score: Raw -69572303.833856 + Penalty 54436.506744 = -69517867.327112 nChanged 1242 Iteration 93Q (1107.454868 sec): 43 clusters Score: Raw -69572381.094468 + Penalty 54436.506744 = -69517944.587724 nChanged 1202 Iteration 94Q (1114.840631 sec): 43 clusters Score: Raw -69572450.589352 + Penalty 54436.506744 = -69518014.082607 nChanged 1167 Iteration 95Q (1122.223198 sec): 43 clusters Score: Raw -69572518.660911 + Penalty 54436.506744 = -69518082.154167 nChanged 1206 Iteration 96Q (1129.625538 sec): 43 clusters Score: Raw -69572584.403680 + Penalty 54436.506744 = -69518147.896936 nChanged 1165 Iteration 97Q (1137.029787 sec): 43 clusters Score: Raw -69572652.498386 + Penalty 54436.506744 = -69518215.991641 nChanged 1204 Iteration 98Q (1144.431246 sec): 43 clusters Score: Raw -69572734.053274 + Penalty 54436.506744 = -69518297.546530 nChanged 1194 Writing temp clu file Because OldScore, -69518215.991641, is greater than current (better) Score,-69518297.546530 Compute initial score before splitting: Score: Raw -69572734.053274 + Penalty 54436.506744 = -69518297.546530 Trying to split cluster 1 (258007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.838621 sec): 2 clusters Score: Raw -22340580.680915 + Penalty 1183.770490 = -22339396.910425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.155612 sec): 3 clusters Score: Raw -22167229.994071 + Penalty 2367.540979 = -22164862.453092 nChanged 126334 SP:Iteration 1F (1145.469926 sec): 3 clusters Score: Raw -22244110.865329 + Penalty 2367.540979 = -22241743.324350 nChanged 10224 SP:Iteration 2Q (1145.825376 sec): 3 clusters Score: Raw -22247954.644007 + Penalty 2367.540979 = -22245587.103027 nChanged 12287 SP:Iteration 3Q (1146.178747 sec): 3 clusters Score: Raw -22254287.137819 + Penalty 2367.540979 = -22251919.596839 nChanged 15092 SP:Iteration 4F (1146.489978 sec): 3 clusters Score: Raw -22264900.934093 + Penalty 2367.540979 = -22262533.393114 nChanged 17549 SP:Iteration 5F (1146.805688 sec): 3 clusters Score: Raw -22280011.047575 + Penalty 2367.540979 = -22277643.506596 nChanged 17720 SP:Iteration 6F (1147.119204 sec): 3 clusters Score: Raw -22296354.801110 + Penalty 2367.540979 = -22293987.260131 nChanged 15432 SP:Iteration 7F (1147.431734 sec): 3 clusters Score: Raw -22308997.939199 + Penalty 2367.540979 = -22306630.398220 nChanged 11595 SP:Iteration 8Q (1147.756268 sec): 3 clusters Score: Raw -22316595.680385 + Penalty 2367.540979 = -22314228.139406 nChanged 8615 SP:Iteration 9Q (1148.069487 sec): 3 clusters Score: Raw -22321455.360846 + Penalty 2367.540979 = -22319087.819866 nChanged 6765 SP:Iteration 10Q (1148.376515 sec): 3 clusters Score: Raw -22325009.990622 + Penalty 2367.540979 = -22322642.449643 nChanged 5799 SP:Iteration 11Q (1148.678656 sec): 3 clusters Score: Raw -22328094.210521 + Penalty 2367.540979 = -22325726.669542 nChanged 5181 SP:Iteration 12Q (1148.978107 sec): 3 clusters Score: Raw -22330922.117196 + Penalty 2367.540979 = -22328554.576217 nChanged 4635 SP:Iteration 13Q (1149.273005 sec): 3 clusters Score: Raw -22333459.916373 + Penalty 2367.540979 = -22331092.375394 nChanged 3917 SP:Iteration 14Q (1149.563347 sec): 3 clusters Score: Raw -22335620.190854 + Penalty 2367.540979 = -22333252.649875 nChanged 3184 SP:Iteration 15Q (1149.850036 sec): 3 clusters Score: Raw -22337346.808365 + Penalty 2367.540979 = -22334979.267385 nChanged 2496 SP:Iteration 16Q (1150.130560 sec): 3 clusters Score: Raw -22338644.307626 + Penalty 2367.540979 = -22336276.766647 nChanged 1949 SP:Iteration 17Q (1150.409116 sec): 3 clusters Score: Raw -22339634.895048 + Penalty 2367.540979 = -22337267.354069 nChanged 1485 SP:Iteration 18Q (1150.680460 sec): 3 clusters Score: Raw -22340310.562942 + Penalty 2367.540979 = -22337943.021963 nChanged 1083 SP:Iteration 19Q (1150.950485 sec): 3 clusters Score: Raw -22340732.663121 + Penalty 2367.540979 = -22338365.122142 nChanged 848 SP:Iteration 20F (1151.259700 sec): 3 clusters Score: Raw -22341043.556910 + Penalty 2367.540979 = -22338676.015931 nChanged 668 SP:Iteration 21Q (1151.525263 sec): 3 clusters Score: Raw -22341277.347025 + Penalty 2367.540979 = -22338909.806046 nChanged 542 SP:Iteration 22Q (1151.789084 sec): 3 clusters Score: Raw -22341465.597251 + Penalty 2367.540979 = -22339098.056272 nChanged 447 SP:Iteration 23Q (1152.051591 sec): 3 clusters Score: Raw -22341598.301003 + Penalty 2367.540979 = -22339230.760024 nChanged 332 SP:Iteration 24Q (1152.313906 sec): 3 clusters Score: Raw -22341685.036068 + Penalty 2367.540979 = -22339317.495089 nChanged 259 SP:Iteration 25Q (1152.575387 sec): 3 clusters Score: Raw -22341740.525391 + Penalty 2367.540979 = -22339372.984412 nChanged 204 SP:Iteration 26Q (1152.837073 sec): 3 clusters Score: Raw -22341778.087290 + Penalty 2367.540979 = -22339410.546311 nChanged 161 SP:Iteration 27Q (1153.113376 sec): 3 clusters Score: Raw -22341807.843382 + Penalty 2367.540979 = -22339440.302403 nChanged 150 SP:Iteration 28Q (1153.396438 sec): 3 clusters Score: Raw -22341831.735892 + Penalty 2367.540979 = -22339464.194913 nChanged 121 SP:Iteration 29Q (1153.656275 sec): 3 clusters Score: Raw -22341850.695451 + Penalty 2367.540979 = -22339483.154472 nChanged 108 SP:Iteration 30Q (1153.915748 sec): 3 clusters Score: Raw -22341867.048628 + Penalty 2367.540979 = -22339499.507649 nChanged 92 SP:Iteration 31Q (1154.174965 sec): 3 clusters Score: Raw -22341878.226664 + Penalty 2367.540979 = -22339510.685685 nChanged 63 SP:Iteration 32Q (1154.433943 sec): 3 clusters Score: Raw -22341884.694851 + Penalty 2367.540979 = -22339517.153871 nChanged 55 SP:Iteration 33Q (1154.692971 sec): 3 clusters Score: Raw -22341889.896207 + Penalty 2367.540979 = -22339522.355228 nChanged 44 SP:Iteration 34Q (1154.951897 sec): 3 clusters Score: Raw -22341894.534309 + Penalty 2367.540979 = -22339526.993330 nChanged 49 SP:Iteration 35Q (1155.210679 sec): 3 clusters Score: Raw -22341899.654867 + Penalty 2367.540979 = -22339532.113888 nChanged 39 SP:Iteration 36Q (1155.468924 sec): 3 clusters Score: Raw -22341903.832442 + Penalty 2367.540979 = -22339536.291463 nChanged 36 SP:Iteration 37Q (1155.739505 sec): 3 clusters Score: Raw -22341909.009376 + Penalty 2367.540979 = -22339541.468397 nChanged 43 SP:Iteration 38Q (1155.997828 sec): 3 clusters Score: Raw -22341913.767607 + Penalty 2367.540979 = -22339546.226628 nChanged 36 SP:Iteration 39Q (1156.256707 sec): 3 clusters Score: Raw -22341916.665835 + Penalty 2367.540979 = -22339549.124856 nChanged 25 SP:Iteration 40F (1156.568865 sec): 3 clusters Score: Raw -22341919.003907 + Penalty 2367.540979 = -22339551.462928 nChanged 30 SP:Iteration 41Q (1156.828759 sec): 3 clusters Score: Raw -22341921.666047 + Penalty 2367.540979 = -22339554.125068 nChanged 33 SP:Iteration 42Q (1157.087955 sec): 3 clusters Score: Raw -22341925.357014 + Penalty 2367.540979 = -22339557.816035 nChanged 31 SP:Iteration 43Q (1157.345933 sec): 3 clusters Score: Raw -22341927.937181 + Penalty 2367.540979 = -22339560.396202 nChanged 22 SP:Iteration 44Q (1157.603861 sec): 3 clusters Score: Raw -22341929.832582 + Penalty 2367.540979 = -22339562.291603 nChanged 20 SP:Iteration 45Q (1157.861971 sec): 3 clusters Score: Raw -22341931.285202 + Penalty 2367.540979 = -22339563.744222 nChanged 18 SP:Iteration 46Q (1158.131273 sec): 3 clusters Score: Raw -22341932.789288 + Penalty 2367.540979 = -22339565.248309 nChanged 16 SP:Iteration 47Q (1158.388976 sec): 3 clusters Score: Raw -22341933.695636 + Penalty 2367.540979 = -22339566.154657 nChanged 9 SP:Iteration 48Q (1158.647067 sec): 3 clusters Score: Raw -22341934.177185 + Penalty 2367.540979 = -22339566.636206 nChanged 7 SP:Iteration 49Q (1158.904441 sec): 3 clusters Score: Raw -22341934.727546 + Penalty 2367.540979 = -22339567.186567 nChanged 5 SP:Iteration 50Q (1159.161716 sec): 3 clusters Score: Raw -22341935.163007 + Penalty 2367.540979 = -22339567.622028 nChanged 4 SP:Iteration 51Q (1159.420270 sec): 3 clusters Score: Raw -22341935.492887 + Penalty 2367.540979 = -22339567.951908 nChanged 3 SP:Iteration 52Q (1159.679595 sec): 3 clusters Score: Raw -22341935.589011 + Penalty 2367.540979 = -22339568.048032 nChanged 1 SP:Iteration 53Q (1159.937452 sec): 3 clusters Score: Raw -22341935.740006 + Penalty 2367.540979 = -22339568.199027 nChanged 4 SP:Iteration 54Q (1160.194701 sec): 3 clusters Score: Raw -22341935.936951 + Penalty 2367.540979 = -22339568.395972 nChanged 1 SP:Iteration 55Q (1160.455286 sec): 3 clusters Score: Raw -22341935.966724 + Penalty 2367.540979 = -22339568.425745 nChanged 0 SP:Iteration 56F (1160.765825 sec): 3 clusters Score: Raw -22341935.966724 + Penalty 2367.540979 = -22339568.425745 nChanged 0 Score: Raw -69574133.164430 + Penalty 55732.614048 = -69518400.550382 Splitting cluster 1 changes total score from -69518297.546530 to -69518400.550382 So it's getting split into cluster 43. Trying to split cluster 2 (5346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1177.935332 sec): 2 clusters Score: Raw -419260.182682 + Penalty 815.489870 = -418444.692812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1177.955940 sec): 3 clusters Score: Raw -416226.360972 + Penalty 1630.979740 = -414595.381232 nChanged 2391 SP:Iteration 1F (1177.975007 sec): 3 clusters Score: Raw -417679.242267 + Penalty 1630.979740 = -416048.262527 nChanged 434 SP:Iteration 2F (1177.994422 sec): 3 clusters Score: Raw -418065.605015 + Penalty 1630.979740 = -416434.625275 nChanged 423 SP:Iteration 3F (1178.013496 sec): 3 clusters Score: Raw -418415.317128 + Penalty 1630.979740 = -416784.337388 nChanged 372 SP:Iteration 4F (1178.032930 sec): 3 clusters Score: Raw -418678.648542 + Penalty 1630.979740 = -417047.668802 nChanged 327 SP:Iteration 5F (1178.052226 sec): 3 clusters Score: Raw -418909.255731 + Penalty 1630.979740 = -417278.275991 nChanged 260 SP:Iteration 6Q (1178.071300 sec): 3 clusters Score: Raw -419058.303233 + Penalty 1630.979740 = -417427.323492 nChanged 206 SP:Iteration 7Q (1178.090643 sec): 3 clusters Score: Raw -419185.411821 + Penalty 1630.979740 = -417554.432080 nChanged 166 SP:Iteration 8Q (1178.109769 sec): 3 clusters Score: Raw -419270.547776 + Penalty 1630.979740 = -417639.568036 nChanged 129 SP:Iteration 9Q (1178.128885 sec): 3 clusters Score: Raw -419335.347750 + Penalty 1630.979740 = -417704.368010 nChanged 117 SP:Iteration 10Q (1178.147854 sec): 3 clusters Score: Raw -419389.587804 + Penalty 1630.979740 = -417758.608063 nChanged 101 SP:Iteration 11Q (1178.167035 sec): 3 clusters Score: Raw -419426.500811 + Penalty 1630.979740 = -417795.521070 nChanged 67 SP:Iteration 12Q (1178.186275 sec): 3 clusters Score: Raw -419445.709479 + Penalty 1630.979740 = -417814.729739 nChanged 53 SP:Iteration 13Q (1178.205045 sec): 3 clusters Score: Raw -419460.191103 + Penalty 1630.979740 = -417829.211362 nChanged 41 SP:Iteration 14Q (1178.223941 sec): 3 clusters Score: Raw -419469.969606 + Penalty 1630.979740 = -417838.989866 nChanged 30 SP:Iteration 15Q (1178.243026 sec): 3 clusters Score: Raw -419476.690115 + Penalty 1630.979740 = -417845.710374 nChanged 23 SP:Iteration 16Q (1178.262109 sec): 3 clusters Score: Raw -419480.782768 + Penalty 1630.979740 = -417849.803027 nChanged 18 SP:Iteration 17Q (1178.280866 sec): 3 clusters Score: Raw -419483.585581 + Penalty 1630.979740 = -417852.605841 nChanged 16 SP:Iteration 18Q (1178.299643 sec): 3 clusters Score: Raw -419487.206576 + Penalty 1630.979740 = -417856.226836 nChanged 17 SP:Iteration 19Q (1178.318453 sec): 3 clusters Score: Raw -419491.424655 + Penalty 1630.979740 = -417860.444915 nChanged 19 SP:Iteration 20F (1178.337491 sec): 3 clusters Score: Raw -419494.806512 + Penalty 1630.979740 = -417863.826772 nChanged 11 SP:Iteration 21Q (1178.356461 sec): 3 clusters Score: Raw -419497.151981 + Penalty 1630.979740 = -417866.172240 nChanged 10 SP:Iteration 22Q (1178.375403 sec): 3 clusters Score: Raw -419499.707408 + Penalty 1630.979740 = -417868.727668 nChanged 13 SP:Iteration 23Q (1178.394204 sec): 3 clusters Score: Raw -419502.201272 + Penalty 1630.979740 = -417871.221531 nChanged 10 SP:Iteration 24Q (1178.413278 sec): 3 clusters Score: Raw -419503.475370 + Penalty 1630.979740 = -417872.495630 nChanged 11 SP:Iteration 25Q (1178.432252 sec): 3 clusters Score: Raw -419505.271093 + Penalty 1630.979740 = -417874.291353 nChanged 8 SP:Iteration 26Q (1178.451322 sec): 3 clusters Score: Raw -419506.116168 + Penalty 1630.979740 = -417875.136428 nChanged 6 SP:Iteration 27Q (1178.470381 sec): 3 clusters Score: Raw -419506.780633 + Penalty 1630.979740 = -417875.800893 nChanged 3 SP:Iteration 28Q (1178.489250 sec): 3 clusters Score: Raw -419507.668223 + Penalty 1630.979740 = -417876.688482 nChanged 9 SP:Iteration 29Q (1178.508314 sec): 3 clusters Score: Raw -419509.843711 + Penalty 1630.979740 = -417878.863970 nChanged 13 SP:Iteration 30Q (1178.527097 sec): 3 clusters Score: Raw -419512.765787 + Penalty 1630.979740 = -417881.786046 nChanged 15 SP:Iteration 31Q (1178.546039 sec): 3 clusters Score: Raw -419516.641745 + Penalty 1630.979740 = -417885.662004 nChanged 17 SP:Iteration 32Q (1178.564892 sec): 3 clusters Score: Raw -419520.689434 + Penalty 1630.979740 = -417889.709693 nChanged 11 SP:Iteration 33Q (1178.583666 sec): 3 clusters Score: Raw -419523.143264 + Penalty 1630.979740 = -417892.163523 nChanged 15 SP:Iteration 34Q (1178.602480 sec): 3 clusters Score: Raw -419525.985591 + Penalty 1630.979740 = -417895.005850 nChanged 15 SP:Iteration 35Q (1178.621472 sec): 3 clusters Score: Raw -419528.469714 + Penalty 1630.979740 = -417897.489974 nChanged 13 SP:Iteration 36Q (1178.640259 sec): 3 clusters Score: Raw -419530.961260 + Penalty 1630.979740 = -417899.981520 nChanged 12 SP:Iteration 37Q (1178.659292 sec): 3 clusters Score: Raw -419533.596603 + Penalty 1630.979740 = -417902.616862 nChanged 16 SP:Iteration 38Q (1178.678199 sec): 3 clusters Score: Raw -419537.806283 + Penalty 1630.979740 = -417906.826542 nChanged 12 SP:Iteration 39Q (1178.697180 sec): 3 clusters Score: Raw -419540.194464 + Penalty 1630.979740 = -417909.214723 nChanged 9 SP:Iteration 40F (1178.716264 sec): 3 clusters Score: Raw -419542.717651 + Penalty 1630.979740 = -417911.737911 nChanged 9 SP:Iteration 41Q (1178.735183 sec): 3 clusters Score: Raw -419544.345218 + Penalty 1630.979740 = -417913.365477 nChanged 11 SP:Iteration 42Q (1178.753876 sec): 3 clusters Score: Raw -419546.078305 + Penalty 1630.979740 = -417915.098565 nChanged 13 SP:Iteration 43Q (1178.772720 sec): 3 clusters Score: Raw -419548.669096 + Penalty 1630.979740 = -417917.689355 nChanged 8 SP:Iteration 44Q (1178.791202 sec): 3 clusters Score: Raw -419550.538630 + Penalty 1630.979740 = -417919.558890 nChanged 6 SP:Iteration 45Q (1178.810160 sec): 3 clusters Score: Raw -419551.669764 + Penalty 1630.979740 = -417920.690024 nChanged 6 SP:Iteration 46Q (1178.828923 sec): 3 clusters Score: Raw -419552.716734 + Penalty 1630.979740 = -417921.736994 nChanged 8 SP:Iteration 47Q (1178.847818 sec): 3 clusters Score: Raw -419554.621545 + Penalty 1630.979740 = -417923.641804 nChanged 6 SP:Iteration 48Q (1178.866653 sec): 3 clusters Score: Raw -419556.057746 + Penalty 1630.979740 = -417925.078006 nChanged 7 SP:Iteration 49Q (1178.885276 sec): 3 clusters Score: Raw -419557.544563 + Penalty 1630.979740 = -417926.564822 nChanged 10 SP:Iteration 50Q (1178.904064 sec): 3 clusters Score: Raw -419559.796353 + Penalty 1630.979740 = -417928.816613 nChanged 7 SP:Iteration 51Q (1178.922705 sec): 3 clusters Score: Raw -419561.691648 + Penalty 1630.979740 = -417930.711908 nChanged 12 SP:Iteration 52Q (1178.941542 sec): 3 clusters Score: Raw -419564.654928 + Penalty 1630.979740 = -417933.675187 nChanged 11 SP:Iteration 53Q (1178.960383 sec): 3 clusters Score: Raw -419566.989177 + Penalty 1630.979740 = -417936.009437 nChanged 14 SP:Iteration 54Q (1178.979113 sec): 3 clusters Score: Raw -419570.092799 + Penalty 1630.979740 = -417939.113059 nChanged 9 SP:Iteration 55Q (1178.997876 sec): 3 clusters Score: Raw -419571.529641 + Penalty 1630.979740 = -417940.549901 nChanged 11 SP:Iteration 56Q (1179.016499 sec): 3 clusters Score: Raw -419573.731957 + Penalty 1630.979740 = -417942.752217 nChanged 7 SP:Iteration 57Q (1179.035122 sec): 3 clusters Score: Raw -419574.746874 + Penalty 1630.979740 = -417943.767133 nChanged 10 SP:Iteration 58Q (1179.053970 sec): 3 clusters Score: Raw -419577.031209 + Penalty 1630.979740 = -417946.051469 nChanged 14 SP:Iteration 59Q (1179.072718 sec): 3 clusters Score: Raw -419581.510619 + Penalty 1630.979740 = -417950.530878 nChanged 14 SP:Iteration 60F (1179.091813 sec): 3 clusters Score: Raw -419585.719906 + Penalty 1630.979740 = -417954.740165 nChanged 11 SP:Iteration 61Q (1179.110580 sec): 3 clusters Score: Raw -419588.236120 + Penalty 1630.979740 = -417957.256380 nChanged 12 SP:Iteration 62Q (1179.129271 sec): 3 clusters Score: Raw -419590.260285 + Penalty 1630.979740 = -417959.280545 nChanged 9 SP:Iteration 63Q (1179.147851 sec): 3 clusters Score: Raw -419591.506829 + Penalty 1630.979740 = -417960.527088 nChanged 6 SP:Iteration 64Q (1179.166412 sec): 3 clusters Score: Raw -419592.891584 + Penalty 1630.979740 = -417961.911843 nChanged 4 SP:Iteration 65Q (1179.185090 sec): 3 clusters Score: Raw -419593.273895 + Penalty 1630.979740 = -417962.294155 nChanged 3 SP:Iteration 66Q (1179.203640 sec): 3 clusters Score: Raw -419593.753117 + Penalty 1630.979740 = -417962.773377 nChanged 6 SP:Iteration 67Q (1179.222137 sec): 3 clusters Score: Raw -419594.423107 + Penalty 1630.979740 = -417963.443367 nChanged 3 SP:Iteration 68Q (1179.240751 sec): 3 clusters Score: Raw -419594.888665 + Penalty 1630.979740 = -417963.908925 nChanged 1 SP:Iteration 69Q (1179.259474 sec): 3 clusters Score: Raw -419595.064441 + Penalty 1630.979740 = -417964.084700 nChanged 1 SP:Iteration 70Q (1179.277722 sec): 3 clusters Score: Raw -419595.262357 + Penalty 1630.979740 = -417964.282617 nChanged 2 SP:Iteration 71Q (1179.296237 sec): 3 clusters Score: Raw -419595.453297 + Penalty 1630.979740 = -417964.473557 nChanged 0 SP:Iteration 72F (1179.315430 sec): 3 clusters Score: Raw -419595.453297 + Penalty 1630.979740 = -417964.473557 nChanged 0 Trying to split cluster 3 (23027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.349872 sec): 2 clusters Score: Raw -1991441.707484 + Penalty 954.220158 = -1990487.487326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.390520 sec): 3 clusters Score: Raw -1977178.946714 + Penalty 1908.440317 = -1975270.506397 nChanged 10653 SP:Iteration 1F (1179.429318 sec): 3 clusters Score: Raw -1983267.440972 + Penalty 1908.440317 = -1981359.000656 nChanged 1316 SP:Iteration 2F (1179.467795 sec): 3 clusters Score: Raw -1983858.970444 + Penalty 1908.440317 = -1981950.530128 nChanged 1388 SP:Iteration 3F (1179.506051 sec): 3 clusters Score: Raw -1984551.247011 + Penalty 1908.440317 = -1982642.806695 nChanged 1477 SP:Iteration 4F (1179.544463 sec): 3 clusters Score: Raw -1985399.311425 + Penalty 1908.440317 = -1983490.871109 nChanged 1522 SP:Iteration 5F (1179.583226 sec): 3 clusters Score: Raw -1986461.445702 + Penalty 1908.440317 = -1984553.005385 nChanged 1602 SP:Iteration 6F (1179.622614 sec): 3 clusters Score: Raw -1987787.243625 + Penalty 1908.440317 = -1985878.803309 nChanged 1420 SP:Iteration 7F (1179.682946 sec): 3 clusters Score: Raw -1989080.826875 + Penalty 1908.440317 = -1987172.386558 nChanged 1040 SP:Iteration 8Q (1179.720775 sec): 3 clusters Score: Raw -1990080.068109 + Penalty 1908.440317 = -1988171.627793 nChanged 703 SP:Iteration 9Q (1179.757825 sec): 3 clusters Score: Raw -1990759.348914 + Penalty 1908.440317 = -1988850.908597 nChanged 429 SP:Iteration 10Q (1179.793663 sec): 3 clusters Score: Raw -1991151.163465 + Penalty 1908.440317 = -1989242.723148 nChanged 259 SP:Iteration 11Q (1179.828541 sec): 3 clusters Score: Raw -1991335.235253 + Penalty 1908.440317 = -1989426.794937 nChanged 185 SP:Iteration 12Q (1179.862964 sec): 3 clusters Score: Raw -1991466.691326 + Penalty 1908.440317 = -1989558.251009 nChanged 126 SP:Iteration 13Q (1179.897055 sec): 3 clusters Score: Raw -1991535.749132 + Penalty 1908.440317 = -1989627.308815 nChanged 90 SP:Iteration 14Q (1179.931154 sec): 3 clusters Score: Raw -1991575.480545 + Penalty 1908.440317 = -1989667.040229 nChanged 77 SP:Iteration 15Q (1179.964933 sec): 3 clusters Score: Raw -1991604.849367 + Penalty 1908.440317 = -1989696.409050 nChanged 54 SP:Iteration 16Q (1179.998816 sec): 3 clusters Score: Raw -1991625.722785 + Penalty 1908.440317 = -1989717.282468 nChanged 47 SP:Iteration 17Q (1180.032715 sec): 3 clusters Score: Raw -1991643.001030 + Penalty 1908.440317 = -1989734.560713 nChanged 36 SP:Iteration 18Q (1180.066361 sec): 3 clusters Score: Raw -1991654.138655 + Penalty 1908.440317 = -1989745.698338 nChanged 20 SP:Iteration 19Q (1180.100136 sec): 3 clusters Score: Raw -1991660.823682 + Penalty 1908.440317 = -1989752.383365 nChanged 17 SP:Iteration 20F (1180.138659 sec): 3 clusters Score: Raw -1991665.013677 + Penalty 1908.440317 = -1989756.573360 nChanged 13 SP:Iteration 21Q (1180.172535 sec): 3 clusters Score: Raw -1991667.630654 + Penalty 1908.440317 = -1989759.190337 nChanged 7 SP:Iteration 22Q (1180.206279 sec): 3 clusters Score: Raw -1991668.601555 + Penalty 1908.440317 = -1989760.161238 nChanged 4 SP:Iteration 23Q (1180.240034 sec): 3 clusters Score: Raw -1991669.042923 + Penalty 1908.440317 = -1989760.602606 nChanged 2 SP:Iteration 24Q (1180.273670 sec): 3 clusters Score: Raw -1991669.423897 + Penalty 1908.440317 = -1989760.983581 nChanged 4 SP:Iteration 25Q (1180.307545 sec): 3 clusters Score: Raw -1991670.106078 + Penalty 1908.440317 = -1989761.665762 nChanged 3 SP:Iteration 26Q (1180.341068 sec): 3 clusters Score: Raw -1991670.599637 + Penalty 1908.440317 = -1989762.159320 nChanged 1 SP:Iteration 27Q (1180.374843 sec): 3 clusters Score: Raw -1991670.716986 + Penalty 1908.440317 = -1989762.276669 nChanged 2 SP:Iteration 28Q (1180.408479 sec): 3 clusters Score: Raw -1991671.067881 + Penalty 1908.440317 = -1989762.627565 nChanged 1 SP:Iteration 29Q (1180.442104 sec): 3 clusters Score: Raw -1991671.125349 + Penalty 1908.440317 = -1989762.685033 nChanged 0 SP:Iteration 30F (1180.480870 sec): 3 clusters Score: Raw -1991671.125349 + Penalty 1908.440317 = -1989762.685033 nChanged 0 Trying to split cluster 4 (41669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.533448 sec): 2 clusters Score: Raw -3368740.939916 + Penalty 1010.563709 = -3367730.376207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.597788 sec): 3 clusters Score: Raw -3341972.772679 + Penalty 2021.127418 = -3339951.645261 nChanged 19723 SP:Iteration 1F (1180.655826 sec): 3 clusters Score: Raw -3353499.250939 + Penalty 2021.127418 = -3351478.123521 nChanged 2046 SP:Iteration 2Q (1180.717407 sec): 3 clusters Score: Raw -3354173.033955 + Penalty 2021.127418 = -3352151.906537 nChanged 1980 SP:Iteration 3Q (1180.778002 sec): 3 clusters Score: Raw -3354897.915326 + Penalty 2021.127418 = -3352876.787908 nChanged 2024 SP:Iteration 4Q (1180.838683 sec): 3 clusters Score: Raw -3355734.342011 + Penalty 2021.127418 = -3353713.214594 nChanged 2170 SP:Iteration 5F (1180.896716 sec): 3 clusters Score: Raw -3356787.404664 + Penalty 2021.127418 = -3354766.277246 nChanged 2238 SP:Iteration 6F (1180.955169 sec): 3 clusters Score: Raw -3358194.315277 + Penalty 2021.127418 = -3356173.187859 nChanged 2320 SP:Iteration 7F (1181.013139 sec): 3 clusters Score: Raw -3360041.930217 + Penalty 2021.127418 = -3358020.802799 nChanged 2259 SP:Iteration 8F (1181.071376 sec): 3 clusters Score: Raw -3362047.475294 + Penalty 2021.127418 = -3360026.347876 nChanged 1979 SP:Iteration 9Q (1181.131066 sec): 3 clusters Score: Raw -3363597.562473 + Penalty 2021.127418 = -3361576.435055 nChanged 1479 SP:Iteration 10Q (1181.189044 sec): 3 clusters Score: Raw -3364418.715860 + Penalty 2021.127418 = -3362397.588442 nChanged 989 SP:Iteration 11Q (1181.246609 sec): 3 clusters Score: Raw -3364875.516782 + Penalty 2021.127418 = -3362854.389364 nChanged 821 SP:Iteration 12Q (1181.303003 sec): 3 clusters Score: Raw -3365270.133082 + Penalty 2021.127418 = -3363249.005664 nChanged 763 SP:Iteration 13Q (1181.359177 sec): 3 clusters Score: Raw -3365635.083307 + Penalty 2021.127418 = -3363613.955889 nChanged 704 SP:Iteration 14Q (1181.414800 sec): 3 clusters Score: Raw -3365972.156679 + Penalty 2021.127418 = -3363951.029261 nChanged 677 SP:Iteration 15Q (1181.469823 sec): 3 clusters Score: Raw -3366294.775192 + Penalty 2021.127418 = -3364273.647774 nChanged 648 SP:Iteration 16Q (1181.524562 sec): 3 clusters Score: Raw -3366618.641525 + Penalty 2021.127418 = -3364597.514108 nChanged 622 SP:Iteration 17Q (1181.578869 sec): 3 clusters Score: Raw -3366918.891191 + Penalty 2021.127418 = -3364897.763773 nChanged 539 SP:Iteration 18Q (1181.632878 sec): 3 clusters Score: Raw -3367162.037786 + Penalty 2021.127418 = -3365140.910368 nChanged 538 SP:Iteration 19Q (1181.686793 sec): 3 clusters Score: Raw -3367391.353816 + Penalty 2021.127418 = -3365370.226398 nChanged 445 SP:Iteration 20F (1181.744923 sec): 3 clusters Score: Raw -3367560.947935 + Penalty 2021.127418 = -3365539.820517 nChanged 413 SP:Iteration 21Q (1181.798978 sec): 3 clusters Score: Raw -3367717.387065 + Penalty 2021.127418 = -3365696.259647 nChanged 383 SP:Iteration 22Q (1181.852053 sec): 3 clusters Score: Raw -3367860.859078 + Penalty 2021.127418 = -3365839.731660 nChanged 350 SP:Iteration 23Q (1181.904817 sec): 3 clusters Score: Raw -3367980.782002 + Penalty 2021.127418 = -3365959.654584 nChanged 300 SP:Iteration 24Q (1181.956940 sec): 3 clusters Score: Raw -3368077.223581 + Penalty 2021.127418 = -3366056.096163 nChanged 270 SP:Iteration 25Q (1182.009262 sec): 3 clusters Score: Raw -3368172.093797 + Penalty 2021.127418 = -3366150.966379 nChanged 269 SP:Iteration 26Q (1182.060984 sec): 3 clusters Score: Raw -3368262.504602 + Penalty 2021.127418 = -3366241.377184 nChanged 244 SP:Iteration 27Q (1182.112467 sec): 3 clusters Score: Raw -3368350.297586 + Penalty 2021.127418 = -3366329.170168 nChanged 238 SP:Iteration 28Q (1182.164234 sec): 3 clusters Score: Raw -3368432.829339 + Penalty 2021.127418 = -3366411.701921 nChanged 207 SP:Iteration 29Q (1182.215297 sec): 3 clusters Score: Raw -3368499.328275 + Penalty 2021.127418 = -3366478.200857 nChanged 190 SP:Iteration 30Q (1182.266499 sec): 3 clusters Score: Raw -3368564.184222 + Penalty 2021.127418 = -3366543.056804 nChanged 186 SP:Iteration 31Q (1182.317150 sec): 3 clusters Score: Raw -3368638.664317 + Penalty 2021.127418 = -3366617.536899 nChanged 186 SP:Iteration 32Q (1182.367725 sec): 3 clusters Score: Raw -3368715.696850 + Penalty 2021.127418 = -3366694.569432 nChanged 155 SP:Iteration 33Q (1182.418457 sec): 3 clusters Score: Raw -3368777.791415 + Penalty 2021.127418 = -3366756.663997 nChanged 129 SP:Iteration 34Q (1182.467978 sec): 3 clusters Score: Raw -3368829.310533 + Penalty 2021.127418 = -3366808.183115 nChanged 111 SP:Iteration 35Q (1182.517907 sec): 3 clusters Score: Raw -3368867.693505 + Penalty 2021.127418 = -3366846.566087 nChanged 85 SP:Iteration 36Q (1182.567367 sec): 3 clusters Score: Raw -3368895.643818 + Penalty 2021.127418 = -3366874.516400 nChanged 75 SP:Iteration 37Q (1182.616854 sec): 3 clusters Score: Raw -3368921.903429 + Penalty 2021.127418 = -3366900.776011 nChanged 58 SP:Iteration 38Q (1182.666491 sec): 3 clusters Score: Raw -3368942.560895 + Penalty 2021.127418 = -3366921.433477 nChanged 43 SP:Iteration 39Q (1182.716148 sec): 3 clusters Score: Raw -3368958.249170 + Penalty 2021.127418 = -3366937.121752 nChanged 29 SP:Iteration 40F (1182.773868 sec): 3 clusters Score: Raw -3368967.605243 + Penalty 2021.127418 = -3366946.477825 nChanged 27 SP:Iteration 41Q (1182.823425 sec): 3 clusters Score: Raw -3368976.188851 + Penalty 2021.127418 = -3366955.061433 nChanged 31 SP:Iteration 42Q (1182.872994 sec): 3 clusters Score: Raw -3368985.674046 + Penalty 2021.127418 = -3366964.546628 nChanged 22 SP:Iteration 43Q (1182.922356 sec): 3 clusters Score: Raw -3368993.710322 + Penalty 2021.127418 = -3366972.582904 nChanged 25 SP:Iteration 44Q (1182.971911 sec): 3 clusters Score: Raw -3369000.748233 + Penalty 2021.127418 = -3366979.620815 nChanged 20 SP:Iteration 45Q (1183.021464 sec): 3 clusters Score: Raw -3369007.089161 + Penalty 2021.127418 = -3366985.961743 nChanged 13 SP:Iteration 46Q (1183.070984 sec): 3 clusters Score: Raw -3369011.362454 + Penalty 2021.127418 = -3366990.235036 nChanged 13 SP:Iteration 47Q (1183.120348 sec): 3 clusters Score: Raw -3369015.388773 + Penalty 2021.127418 = -3366994.261355 nChanged 13 SP:Iteration 48Q (1183.169672 sec): 3 clusters Score: Raw -3369020.368502 + Penalty 2021.127418 = -3366999.241084 nChanged 20 SP:Iteration 49Q (1183.219116 sec): 3 clusters Score: Raw -3369026.206102 + Penalty 2021.127418 = -3367005.078684 nChanged 10 SP:Iteration 50Q (1183.268490 sec): 3 clusters Score: Raw -3369028.458034 + Penalty 2021.127418 = -3367007.330616 nChanged 6 SP:Iteration 51Q (1183.318076 sec): 3 clusters Score: Raw -3369029.248940 + Penalty 2021.127418 = -3367008.121522 nChanged 3 SP:Iteration 52Q (1183.367239 sec): 3 clusters Score: Raw -3369029.734321 + Penalty 2021.127418 = -3367008.606903 nChanged 6 SP:Iteration 53Q (1183.416428 sec): 3 clusters Score: Raw -3369031.127995 + Penalty 2021.127418 = -3367010.000577 nChanged 4 SP:Iteration 54Q (1183.465815 sec): 3 clusters Score: Raw -3369032.112348 + Penalty 2021.127418 = -3367010.984930 nChanged 4 SP:Iteration 55Q (1183.515025 sec): 3 clusters Score: Raw -3369032.758253 + Penalty 2021.127418 = -3367011.630835 nChanged 4 SP:Iteration 56Q (1183.564510 sec): 3 clusters Score: Raw -3369034.303157 + Penalty 2021.127418 = -3367013.175739 nChanged 4 SP:Iteration 57Q (1183.644848 sec): 3 clusters Score: Raw -3369035.707773 + Penalty 2021.127418 = -3367014.580355 nChanged 4 SP:Iteration 58Q (1183.723219 sec): 3 clusters Score: Raw -3369037.248583 + Penalty 2021.127418 = -3367016.121165 nChanged 4 SP:Iteration 59Q (1183.794863 sec): 3 clusters Score: Raw -3369038.154518 + Penalty 2021.127418 = -3367017.027100 nChanged 5 SP:Iteration 60F (1183.885935 sec): 3 clusters Score: Raw -3369039.643943 + Penalty 2021.127418 = -3367018.516525 nChanged 4 SP:Iteration 61Q (1183.967751 sec): 3 clusters Score: Raw -3369040.511121 + Penalty 2021.127418 = -3367019.383703 nChanged 5 SP:Iteration 62Q (1184.044024 sec): 3 clusters Score: Raw -3369041.537065 + Penalty 2021.127418 = -3367020.409647 nChanged 1 SP:Iteration 63Q (1184.120872 sec): 3 clusters Score: Raw -3369041.763028 + Penalty 2021.127418 = -3367020.635611 nChanged 1 SP:Iteration 64Q (1184.196107 sec): 3 clusters Score: Raw -3369041.924948 + Penalty 2021.127418 = -3367020.797530 nChanged 1 SP:Iteration 65Q (1184.254976 sec): 3 clusters Score: Raw -3369042.076553 + Penalty 2021.127418 = -3367020.949135 nChanged 2 SP:Iteration 66Q (1184.334395 sec): 3 clusters Score: Raw -3369042.317285 + Penalty 2021.127418 = -3367021.189867 nChanged 1 SP:Iteration 67Q (1184.386409 sec): 3 clusters Score: Raw -3369042.512216 + Penalty 2021.127418 = -3367021.384798 nChanged 2 SP:Iteration 68Q (1184.435942 sec): 3 clusters Score: Raw -3369042.808765 + Penalty 2021.127418 = -3367021.681347 nChanged 0 SP:Iteration 69F (1184.506965 sec): 3 clusters Score: Raw -3369042.808765 + Penalty 2021.127418 = -3367021.681347 nChanged 0 Trying to split cluster 5 (3666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.530104 sec): 2 clusters Score: Raw -314794.139286 + Penalty 779.651361 = -314014.487925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.545564 sec): 3 clusters Score: Raw -312889.101434 + Penalty 1559.302721 = -311329.798712 nChanged 1488 SP:Iteration 1F (1184.558816 sec): 3 clusters Score: Raw -313798.427539 + Penalty 1559.302721 = -312239.124817 nChanged 306 SP:Iteration 2F (1184.572021 sec): 3 clusters Score: Raw -314040.002964 + Penalty 1559.302721 = -312480.700242 nChanged 259 SP:Iteration 3F (1184.584978 sec): 3 clusters Score: Raw -314259.605378 + Penalty 1559.302721 = -312700.302656 nChanged 260 SP:Iteration 4F (1184.598055 sec): 3 clusters Score: Raw -314488.341633 + Penalty 1559.302721 = -312929.038912 nChanged 215 SP:Iteration 5F (1184.611193 sec): 3 clusters Score: Raw -314672.643622 + Penalty 1559.302721 = -313113.340901 nChanged 196 SP:Iteration 6F (1184.624093 sec): 3 clusters Score: Raw -314822.988002 + Penalty 1559.302721 = -313263.685281 nChanged 152 SP:Iteration 7Q (1184.637165 sec): 3 clusters Score: Raw -314931.919983 + Penalty 1559.302721 = -313372.617262 nChanged 114 SP:Iteration 8Q (1184.650186 sec): 3 clusters Score: Raw -315001.035306 + Penalty 1559.302721 = -313441.732585 nChanged 87 SP:Iteration 9Q (1184.663333 sec): 3 clusters Score: Raw -315047.819183 + Penalty 1559.302721 = -313488.516461 nChanged 64 SP:Iteration 10Q (1184.676314 sec): 3 clusters Score: Raw -315077.441250 + Penalty 1559.302721 = -313518.138528 nChanged 45 SP:Iteration 11Q (1184.689245 sec): 3 clusters Score: Raw -315101.754182 + Penalty 1559.302721 = -313542.451461 nChanged 44 SP:Iteration 12Q (1184.702265 sec): 3 clusters Score: Raw -315121.094730 + Penalty 1559.302721 = -313561.792008 nChanged 28 SP:Iteration 13Q (1184.715031 sec): 3 clusters Score: Raw -315131.056139 + Penalty 1559.302721 = -313571.753418 nChanged 22 SP:Iteration 14Q (1184.727778 sec): 3 clusters Score: Raw -315140.496490 + Penalty 1559.302721 = -313581.193769 nChanged 21 SP:Iteration 15Q (1184.740889 sec): 3 clusters Score: Raw -315147.343282 + Penalty 1559.302721 = -313588.040560 nChanged 16 SP:Iteration 16Q (1184.753824 sec): 3 clusters Score: Raw -315155.819333 + Penalty 1559.302721 = -313596.516612 nChanged 14 SP:Iteration 17Q (1184.766689 sec): 3 clusters Score: Raw -315161.672928 + Penalty 1559.302721 = -313602.370207 nChanged 17 SP:Iteration 18Q (1184.779539 sec): 3 clusters Score: Raw -315168.286572 + Penalty 1559.302721 = -313608.983850 nChanged 13 SP:Iteration 19Q (1184.792374 sec): 3 clusters Score: Raw -315172.462529 + Penalty 1559.302721 = -313613.159807 nChanged 14 SP:Iteration 20F (1184.805418 sec): 3 clusters Score: Raw -315177.782004 + Penalty 1559.302721 = -313618.479283 nChanged 6 SP:Iteration 21Q (1184.818097 sec): 3 clusters Score: Raw -315179.502583 + Penalty 1559.302721 = -313620.199861 nChanged 6 SP:Iteration 22Q (1184.831079 sec): 3 clusters Score: Raw -315181.520345 + Penalty 1559.302721 = -313622.217623 nChanged 6 SP:Iteration 23Q (1184.843901 sec): 3 clusters Score: Raw -315183.382110 + Penalty 1559.302721 = -313624.079388 nChanged 4 SP:Iteration 24Q (1184.856759 sec): 3 clusters Score: Raw -315185.538038 + Penalty 1559.302721 = -313626.235317 nChanged 9 SP:Iteration 25Q (1184.869596 sec): 3 clusters Score: Raw -315187.016896 + Penalty 1559.302721 = -313627.714174 nChanged 4 SP:Iteration 26Q (1184.882390 sec): 3 clusters Score: Raw -315188.726858 + Penalty 1559.302721 = -313629.424137 nChanged 8 SP:Iteration 27Q (1184.895206 sec): 3 clusters Score: Raw -315190.628036 + Penalty 1559.302721 = -313631.325314 nChanged 6 SP:Iteration 28Q (1184.907872 sec): 3 clusters Score: Raw -315192.048376 + Penalty 1559.302721 = -313632.745654 nChanged 5 SP:Iteration 29Q (1184.920717 sec): 3 clusters Score: Raw -315193.260729 + Penalty 1559.302721 = -313633.958008 nChanged 5 SP:Iteration 30Q (1184.933378 sec): 3 clusters Score: Raw -315194.669498 + Penalty 1559.302721 = -313635.366776 nChanged 6 SP:Iteration 31Q (1184.946076 sec): 3 clusters Score: Raw -315196.285320 + Penalty 1559.302721 = -313636.982598 nChanged 4 SP:Iteration 32Q (1184.958770 sec): 3 clusters Score: Raw -315197.043666 + Penalty 1559.302721 = -313637.740945 nChanged 2 SP:Iteration 33Q (1184.971483 sec): 3 clusters Score: Raw -315198.121329 + Penalty 1559.302721 = -313638.818607 nChanged 5 SP:Iteration 34Q (1184.984272 sec): 3 clusters Score: Raw -315199.263195 + Penalty 1559.302721 = -313639.960474 nChanged 5 SP:Iteration 35Q (1184.997117 sec): 3 clusters Score: Raw -315199.820997 + Penalty 1559.302721 = -313640.518276 nChanged 2 SP:Iteration 36Q (1185.009918 sec): 3 clusters Score: Raw -315200.354834 + Penalty 1559.302721 = -313641.052113 nChanged 3 SP:Iteration 37Q (1185.022729 sec): 3 clusters Score: Raw -315200.971019 + Penalty 1559.302721 = -313641.668298 nChanged 2 SP:Iteration 38Q (1185.035512 sec): 3 clusters Score: Raw -315201.178515 + Penalty 1559.302721 = -313641.875793 nChanged 1 SP:Iteration 39Q (1185.048298 sec): 3 clusters Score: Raw -315201.370873 + Penalty 1559.302721 = -313642.068152 nChanged 1 SP:Iteration 40F (1185.061380 sec): 3 clusters Score: Raw -315201.509176 + Penalty 1559.302721 = -313642.206454 nChanged 0 Trying to split cluster 6 (15511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1185.088038 sec): 2 clusters Score: Raw -1336063.999588 + Penalty 916.683949 = -1335147.315638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.119627 sec): 3 clusters Score: Raw -1326484.409610 + Penalty 1833.367898 = -1324651.041712 nChanged 7141 SP:Iteration 1F (1185.149493 sec): 3 clusters Score: Raw -1330618.524629 + Penalty 1833.367898 = -1328785.156731 nChanged 869 SP:Iteration 2F (1185.179394 sec): 3 clusters Score: Raw -1331047.142500 + Penalty 1833.367898 = -1329213.774602 nChanged 869 SP:Iteration 3F (1185.209210 sec): 3 clusters Score: Raw -1331521.089773 + Penalty 1833.367898 = -1329687.721874 nChanged 879 SP:Iteration 4F (1185.239134 sec): 3 clusters Score: Raw -1332046.987843 + Penalty 1833.367898 = -1330213.619945 nChanged 872 SP:Iteration 5F (1185.269183 sec): 3 clusters Score: Raw -1332601.455724 + Penalty 1833.367898 = -1330768.087826 nChanged 829 SP:Iteration 6F (1185.299224 sec): 3 clusters Score: Raw -1333140.624225 + Penalty 1833.367898 = -1331307.256326 nChanged 765 SP:Iteration 7Q (1185.329155 sec): 3 clusters Score: Raw -1333574.409291 + Penalty 1833.367898 = -1331741.041392 nChanged 587 SP:Iteration 8Q (1185.359235 sec): 3 clusters Score: Raw -1333851.906440 + Penalty 1833.367898 = -1332018.538542 nChanged 467 SP:Iteration 9Q (1185.389197 sec): 3 clusters Score: Raw -1334010.068554 + Penalty 1833.367898 = -1332176.700655 nChanged 299 SP:Iteration 10Q (1185.418790 sec): 3 clusters Score: Raw -1334095.386912 + Penalty 1833.367898 = -1332262.019013 nChanged 239 SP:Iteration 11Q (1185.448500 sec): 3 clusters Score: Raw -1334159.739968 + Penalty 1833.367898 = -1332326.372069 nChanged 206 SP:Iteration 12Q (1185.477995 sec): 3 clusters Score: Raw -1334213.122888 + Penalty 1833.367898 = -1332379.754990 nChanged 214 SP:Iteration 13Q (1185.507611 sec): 3 clusters Score: Raw -1334278.731180 + Penalty 1833.367898 = -1332445.363282 nChanged 242 SP:Iteration 14Q (1185.537175 sec): 3 clusters Score: Raw -1334357.396631 + Penalty 1833.367898 = -1332524.028732 nChanged 259 SP:Iteration 15Q (1185.566505 sec): 3 clusters Score: Raw -1334434.736853 + Penalty 1833.367898 = -1332601.368955 nChanged 233 SP:Iteration 16Q (1185.595896 sec): 3 clusters Score: Raw -1334497.891640 + Penalty 1833.367898 = -1332664.523741 nChanged 222 SP:Iteration 17Q (1185.625236 sec): 3 clusters Score: Raw -1334563.079567 + Penalty 1833.367898 = -1332729.711668 nChanged 207 SP:Iteration 18Q (1185.654166 sec): 3 clusters Score: Raw -1334623.040034 + Penalty 1833.367898 = -1332789.672136 nChanged 207 SP:Iteration 19Q (1185.683516 sec): 3 clusters Score: Raw -1334682.417440 + Penalty 1833.367898 = -1332849.049542 nChanged 225 SP:Iteration 20F (1185.713266 sec): 3 clusters Score: Raw -1334762.254694 + Penalty 1833.367898 = -1332928.886796 nChanged 232 SP:Iteration 21Q (1185.742340 sec): 3 clusters Score: Raw -1334851.721294 + Penalty 1833.367898 = -1333018.353396 nChanged 251 SP:Iteration 22Q (1185.771331 sec): 3 clusters Score: Raw -1334947.729494 + Penalty 1833.367898 = -1333114.361596 nChanged 243 SP:Iteration 23Q (1185.800159 sec): 3 clusters Score: Raw -1335050.771563 + Penalty 1833.367898 = -1333217.403664 nChanged 276 SP:Iteration 24Q (1185.829092 sec): 3 clusters Score: Raw -1335185.664661 + Penalty 1833.367898 = -1333352.296762 nChanged 294 SP:Iteration 25Q (1185.857804 sec): 3 clusters Score: Raw -1335323.802285 + Penalty 1833.367898 = -1333490.434387 nChanged 275 SP:Iteration 26Q (1185.886473 sec): 3 clusters Score: Raw -1335460.402782 + Penalty 1833.367898 = -1333627.034884 nChanged 244 SP:Iteration 27Q (1185.915199 sec): 3 clusters Score: Raw -1335593.020372 + Penalty 1833.367898 = -1333759.652473 nChanged 240 SP:Iteration 28Q (1185.943489 sec): 3 clusters Score: Raw -1335724.364228 + Penalty 1833.367898 = -1333890.996330 nChanged 218 SP:Iteration 29Q (1185.971518 sec): 3 clusters Score: Raw -1335841.551489 + Penalty 1833.367898 = -1334008.183591 nChanged 178 SP:Iteration 30Q (1185.999670 sec): 3 clusters Score: Raw -1335917.767354 + Penalty 1833.367898 = -1334084.399455 nChanged 128 SP:Iteration 31Q (1186.027571 sec): 3 clusters Score: Raw -1335955.685071 + Penalty 1833.367898 = -1334122.317172 nChanged 104 SP:Iteration 32Q (1186.055515 sec): 3 clusters Score: Raw -1335984.869518 + Penalty 1833.367898 = -1334151.501619 nChanged 81 SP:Iteration 33Q (1186.083375 sec): 3 clusters Score: Raw -1336008.256610 + Penalty 1833.367898 = -1334174.888712 nChanged 83 SP:Iteration 34Q (1186.111010 sec): 3 clusters Score: Raw -1336032.801540 + Penalty 1833.367898 = -1334199.433642 nChanged 61 SP:Iteration 35Q (1186.138621 sec): 3 clusters Score: Raw -1336048.604110 + Penalty 1833.367898 = -1334215.236211 nChanged 54 SP:Iteration 36Q (1186.166362 sec): 3 clusters Score: Raw -1336061.757577 + Penalty 1833.367898 = -1334228.389679 nChanged 51 SP:Iteration 37Q (1186.206854 sec): 3 clusters Score: Raw -1336073.433287 + Penalty 1833.367898 = -1334240.065388 nChanged 38 SP:Iteration 38Q (1186.233772 sec): 3 clusters Score: Raw -1336082.255124 + Penalty 1833.367898 = -1334248.887226 nChanged 30 SP:Iteration 39Q (1186.262511 sec): 3 clusters Score: Raw -1336088.072089 + Penalty 1833.367898 = -1334254.704191 nChanged 32 SP:Iteration 40F (1186.293657 sec): 3 clusters Score: Raw -1336094.724672 + Penalty 1833.367898 = -1334261.356773 nChanged 33 SP:Iteration 41Q (1186.321200 sec): 3 clusters Score: Raw -1336101.904236 + Penalty 1833.367898 = -1334268.536338 nChanged 37 SP:Iteration 42Q (1186.348902 sec): 3 clusters Score: Raw -1336109.774760 + Penalty 1833.367898 = -1334276.406862 nChanged 36 SP:Iteration 43Q (1186.376343 sec): 3 clusters Score: Raw -1336116.857233 + Penalty 1833.367898 = -1334283.489335 nChanged 29 SP:Iteration 44Q (1186.403827 sec): 3 clusters Score: Raw -1336122.996667 + Penalty 1833.367898 = -1334289.628768 nChanged 24 SP:Iteration 45Q (1186.431279 sec): 3 clusters Score: Raw -1336127.624821 + Penalty 1833.367898 = -1334294.256923 nChanged 24 SP:Iteration 46Q (1186.458565 sec): 3 clusters Score: Raw -1336132.665245 + Penalty 1833.367898 = -1334299.297347 nChanged 17 SP:Iteration 47Q (1186.485888 sec): 3 clusters Score: Raw -1336135.299392 + Penalty 1833.367898 = -1334301.931493 nChanged 18 SP:Iteration 48Q (1186.513403 sec): 3 clusters Score: Raw -1336138.844724 + Penalty 1833.367898 = -1334305.476826 nChanged 16 SP:Iteration 49Q (1186.541157 sec): 3 clusters Score: Raw -1336143.301602 + Penalty 1833.367898 = -1334309.933703 nChanged 26 SP:Iteration 50Q (1186.568463 sec): 3 clusters Score: Raw -1336150.025141 + Penalty 1833.367898 = -1334316.657243 nChanged 30 SP:Iteration 51Q (1186.596058 sec): 3 clusters Score: Raw -1336155.961728 + Penalty 1833.367898 = -1334322.593829 nChanged 30 SP:Iteration 52Q (1186.623257 sec): 3 clusters Score: Raw -1336161.518223 + Penalty 1833.367898 = -1334328.150325 nChanged 24 SP:Iteration 53Q (1186.650597 sec): 3 clusters Score: Raw -1336166.950708 + Penalty 1833.367898 = -1334333.582810 nChanged 29 SP:Iteration 54Q (1186.677927 sec): 3 clusters Score: Raw -1336172.869262 + Penalty 1833.367898 = -1334339.501364 nChanged 26 SP:Iteration 55Q (1186.705150 sec): 3 clusters Score: Raw -1336177.916235 + Penalty 1833.367898 = -1334344.548337 nChanged 20 SP:Iteration 56Q (1186.732158 sec): 3 clusters Score: Raw -1336181.342163 + Penalty 1833.367898 = -1334347.974264 nChanged 20 SP:Iteration 57Q (1186.759115 sec): 3 clusters Score: Raw -1336184.375112 + Penalty 1833.367898 = -1334351.007214 nChanged 20 SP:Iteration 58Q (1186.786164 sec): 3 clusters Score: Raw -1336188.574996 + Penalty 1833.367898 = -1334355.207097 nChanged 15 SP:Iteration 59Q (1186.813187 sec): 3 clusters Score: Raw -1336191.423819 + Penalty 1833.367898 = -1334358.055921 nChanged 16 SP:Iteration 60F (1186.842887 sec): 3 clusters Score: Raw -1336194.063978 + Penalty 1833.367898 = -1334360.696080 nChanged 15 SP:Iteration 61Q (1186.870174 sec): 3 clusters Score: Raw -1336197.436603 + Penalty 1833.367898 = -1334364.068704 nChanged 11 SP:Iteration 62Q (1186.897096 sec): 3 clusters Score: Raw -1336199.339552 + Penalty 1833.367898 = -1334365.971653 nChanged 9 SP:Iteration 63Q (1186.924209 sec): 3 clusters Score: Raw -1336200.716064 + Penalty 1833.367898 = -1334367.348165 nChanged 9 SP:Iteration 64Q (1186.951396 sec): 3 clusters Score: Raw -1336201.989814 + Penalty 1833.367898 = -1334368.621916 nChanged 8 SP:Iteration 65Q (1186.978475 sec): 3 clusters Score: Raw -1336203.201000 + Penalty 1833.367898 = -1334369.833102 nChanged 9 SP:Iteration 66Q (1187.005626 sec): 3 clusters Score: Raw -1336204.882302 + Penalty 1833.367898 = -1334371.514403 nChanged 8 SP:Iteration 67Q (1187.032653 sec): 3 clusters Score: Raw -1336206.279467 + Penalty 1833.367898 = -1334372.911568 nChanged 9 SP:Iteration 68Q (1187.059711 sec): 3 clusters Score: Raw -1336207.886986 + Penalty 1833.367898 = -1334374.519088 nChanged 12 SP:Iteration 69Q (1187.086542 sec): 3 clusters Score: Raw -1336210.822211 + Penalty 1833.367898 = -1334377.454313 nChanged 9 SP:Iteration 70Q (1187.113398 sec): 3 clusters Score: Raw -1336213.483142 + Penalty 1833.367898 = -1334380.115244 nChanged 10 SP:Iteration 71Q (1187.140553 sec): 3 clusters Score: Raw -1336216.075421 + Penalty 1833.367898 = -1334382.707523 nChanged 16 SP:Iteration 72Q (1187.167595 sec): 3 clusters Score: Raw -1336219.349647 + Penalty 1833.367898 = -1334385.981749 nChanged 16 SP:Iteration 73Q (1187.194407 sec): 3 clusters Score: Raw -1336223.155702 + Penalty 1833.367898 = -1334389.787803 nChanged 14 SP:Iteration 74Q (1187.221608 sec): 3 clusters Score: Raw -1336227.258579 + Penalty 1833.367898 = -1334393.890681 nChanged 10 SP:Iteration 75Q (1187.248599 sec): 3 clusters Score: Raw -1336230.732322 + Penalty 1833.367898 = -1334397.364424 nChanged 14 SP:Iteration 76Q (1187.275628 sec): 3 clusters Score: Raw -1336234.743798 + Penalty 1833.367898 = -1334401.375900 nChanged 12 SP:Iteration 77Q (1187.302644 sec): 3 clusters Score: Raw -1336238.875479 + Penalty 1833.367898 = -1334405.507580 nChanged 8 SP:Iteration 78Q (1187.329672 sec): 3 clusters Score: Raw -1336241.481219 + Penalty 1833.367898 = -1334408.113321 nChanged 10 SP:Iteration 79Q (1187.356486 sec): 3 clusters Score: Raw -1336243.515186 + Penalty 1833.367898 = -1334410.147287 nChanged 3 SP:Iteration 80F (1187.386303 sec): 3 clusters Score: Raw -1336244.047324 + Penalty 1833.367898 = -1334410.679426 nChanged 5 SP:Iteration 81Q (1187.413538 sec): 3 clusters Score: Raw -1336244.808689 + Penalty 1833.367898 = -1334411.440791 nChanged 4 SP:Iteration 82Q (1187.440530 sec): 3 clusters Score: Raw -1336245.586853 + Penalty 1833.367898 = -1334412.218955 nChanged 5 SP:Iteration 83Q (1187.467365 sec): 3 clusters Score: Raw -1336246.502876 + Penalty 1833.367898 = -1334413.134977 nChanged 0 SP:Iteration 84F (1187.497195 sec): 3 clusters Score: Raw -1336246.502876 + Penalty 1833.367898 = -1334413.134977 nChanged 0 Trying to split cluster 7 (130609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.630457 sec): 2 clusters Score: Raw -11376661.256232 + Penalty 1119.096524 = -11375542.159709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1187.805393 sec): 3 clusters Score: Raw -11290000.105828 + Penalty 2238.193047 = -11287761.912781 nChanged 63509 SP:Iteration 1F (1187.962069 sec): 3 clusters Score: Raw -11328131.567328 + Penalty 2238.193047 = -11325893.374281 nChanged 4801 SP:Iteration 2Q (1188.133874 sec): 3 clusters Score: Raw -11329513.733114 + Penalty 2238.193047 = -11327275.540067 nChanged 5153 SP:Iteration 3Q (1188.330335 sec): 3 clusters Score: Raw -11331424.385767 + Penalty 2238.193047 = -11329186.192720 nChanged 5970 SP:Iteration 4Q (1188.502155 sec): 3 clusters Score: Raw -11334188.619953 + Penalty 2238.193047 = -11331950.426906 nChanged 6973 SP:Iteration 5F (1188.658584 sec): 3 clusters Score: Raw -11338047.952638 + Penalty 2238.193047 = -11335809.759591 nChanged 7957 SP:Iteration 6F (1188.815523 sec): 3 clusters Score: Raw -11342911.088298 + Penalty 2238.193047 = -11340672.895251 nChanged 8284 SP:Iteration 7F (1188.973290 sec): 3 clusters Score: Raw -11348089.856796 + Penalty 2238.193047 = -11345851.663749 nChanged 7692 SP:Iteration 8F (1189.131561 sec): 3 clusters Score: Raw -11352824.654719 + Penalty 2238.193047 = -11350586.461672 nChanged 6855 SP:Iteration 9F (1189.289253 sec): 3 clusters Score: Raw -11356596.741280 + Penalty 2238.193047 = -11354358.548233 nChanged 5338 SP:Iteration 10Q (1189.459068 sec): 3 clusters Score: Raw -11358845.680773 + Penalty 2238.193047 = -11356607.487726 nChanged 3813 SP:Iteration 11Q (1189.626687 sec): 3 clusters Score: Raw -11360079.184832 + Penalty 2238.193047 = -11357840.991785 nChanged 2614 SP:Iteration 12Q (1189.793368 sec): 3 clusters Score: Raw -11360731.457017 + Penalty 2238.193047 = -11358493.263970 nChanged 1974 SP:Iteration 13Q (1189.959536 sec): 3 clusters Score: Raw -11361189.097735 + Penalty 2238.193047 = -11358950.904688 nChanged 1686 SP:Iteration 14Q (1190.125428 sec): 3 clusters Score: Raw -11361574.764003 + Penalty 2238.193047 = -11359336.570956 nChanged 1691 SP:Iteration 15Q (1190.291483 sec): 3 clusters Score: Raw -11361966.483439 + Penalty 2238.193047 = -11359728.290392 nChanged 1682 SP:Iteration 16Q (1190.456831 sec): 3 clusters Score: Raw -11362376.787869 + Penalty 2238.193047 = -11360138.594822 nChanged 1772 SP:Iteration 17Q (1190.621538 sec): 3 clusters Score: Raw -11362837.716729 + Penalty 2238.193047 = -11360599.523681 nChanged 1849 SP:Iteration 18Q (1190.786101 sec): 3 clusters Score: Raw -11363331.410768 + Penalty 2238.193047 = -11361093.217721 nChanged 1910 SP:Iteration 19Q (1190.950450 sec): 3 clusters Score: Raw -11363897.715045 + Penalty 2238.193047 = -11361659.521998 nChanged 2034 SP:Iteration 20F (1191.107529 sec): 3 clusters Score: Raw -11364541.989213 + Penalty 2238.193047 = -11362303.796166 nChanged 2141 SP:Iteration 21Q (1191.271594 sec): 3 clusters Score: Raw -11365281.772671 + Penalty 2238.193047 = -11363043.579624 nChanged 2318 SP:Iteration 22Q (1191.434650 sec): 3 clusters Score: Raw -11366151.172561 + Penalty 2238.193047 = -11363912.979514 nChanged 2418 SP:Iteration 23Q (1191.597006 sec): 3 clusters Score: Raw -11367167.967679 + Penalty 2238.193047 = -11364929.774631 nChanged 2526 SP:Iteration 24Q (1191.758253 sec): 3 clusters Score: Raw -11368317.125766 + Penalty 2238.193047 = -11366078.932718 nChanged 2583 SP:Iteration 25Q (1191.919621 sec): 3 clusters Score: Raw -11369572.542223 + Penalty 2238.193047 = -11367334.349176 nChanged 2592 SP:Iteration 26Q (1192.078936 sec): 3 clusters Score: Raw -11370964.073224 + Penalty 2238.193047 = -11368725.880177 nChanged 2606 SP:Iteration 27Q (1192.237421 sec): 3 clusters Score: Raw -11372455.898675 + Penalty 2238.193047 = -11370217.705628 nChanged 2457 SP:Iteration 28Q (1192.394577 sec): 3 clusters Score: Raw -11373811.523716 + Penalty 2238.193047 = -11371573.330669 nChanged 2259 SP:Iteration 29Q (1192.550544 sec): 3 clusters Score: Raw -11374943.853001 + Penalty 2238.193047 = -11372705.659954 nChanged 1952 SP:Iteration 30Q (1192.704530 sec): 3 clusters Score: Raw -11375775.244788 + Penalty 2238.193047 = -11373537.051741 nChanged 1671 SP:Iteration 31Q (1192.857523 sec): 3 clusters Score: Raw -11376366.680743 + Penalty 2238.193047 = -11374128.487696 nChanged 1465 SP:Iteration 32Q (1193.009703 sec): 3 clusters Score: Raw -11376817.968339 + Penalty 2238.193047 = -11374579.775292 nChanged 1297 SP:Iteration 33Q (1193.160990 sec): 3 clusters Score: Raw -11377149.233674 + Penalty 2238.193047 = -11374911.040627 nChanged 1056 SP:Iteration 34Q (1193.312393 sec): 3 clusters Score: Raw -11377375.036169 + Penalty 2238.193047 = -11375136.843122 nChanged 958 SP:Iteration 35Q (1193.462820 sec): 3 clusters Score: Raw -11377555.759392 + Penalty 2238.193047 = -11375317.566344 nChanged 841 SP:Iteration 36Q (1193.611693 sec): 3 clusters Score: Raw -11377689.286565 + Penalty 2238.193047 = -11375451.093518 nChanged 720 SP:Iteration 37Q (1193.759978 sec): 3 clusters Score: Raw -11377794.919610 + Penalty 2238.193047 = -11375556.726562 nChanged 640 SP:Iteration 38Q (1193.908166 sec): 3 clusters Score: Raw -11377884.118609 + Penalty 2238.193047 = -11375645.925562 nChanged 558 SP:Iteration 39Q (1194.056018 sec): 3 clusters Score: Raw -11377955.043330 + Penalty 2238.193047 = -11375716.850283 nChanged 476 SP:Iteration 40F (1194.212711 sec): 3 clusters Score: Raw -11378039.470479 + Penalty 2238.193047 = -11375801.277432 nChanged 494 SP:Iteration 41Q (1194.360855 sec): 3 clusters Score: Raw -11378101.421695 + Penalty 2238.193047 = -11375863.228648 nChanged 456 SP:Iteration 42Q (1194.508616 sec): 3 clusters Score: Raw -11378156.647025 + Penalty 2238.193047 = -11375918.453978 nChanged 423 SP:Iteration 43Q (1194.656121 sec): 3 clusters Score: Raw -11378204.537111 + Penalty 2238.193047 = -11375966.344064 nChanged 396 SP:Iteration 44Q (1194.803366 sec): 3 clusters Score: Raw -11378244.731725 + Penalty 2238.193047 = -11376006.538678 nChanged 352 SP:Iteration 45Q (1194.951004 sec): 3 clusters Score: Raw -11378278.228702 + Penalty 2238.193047 = -11376040.035655 nChanged 329 SP:Iteration 46Q (1195.098053 sec): 3 clusters Score: Raw -11378306.593115 + Penalty 2238.193047 = -11376068.400068 nChanged 297 SP:Iteration 47Q (1195.245111 sec): 3 clusters Score: Raw -11378328.006742 + Penalty 2238.193047 = -11376089.813695 nChanged 257 SP:Iteration 48Q (1195.391420 sec): 3 clusters Score: Raw -11378345.090452 + Penalty 2238.193047 = -11376106.897405 nChanged 229 SP:Iteration 49Q (1195.537449 sec): 3 clusters Score: Raw -11378359.142751 + Penalty 2238.193047 = -11376120.949704 nChanged 214 SP:Iteration 50Q (1195.683079 sec): 3 clusters Score: Raw -11378373.329752 + Penalty 2238.193047 = -11376135.136705 nChanged 208 SP:Iteration 51Q (1195.829515 sec): 3 clusters Score: Raw -11378385.687320 + Penalty 2238.193047 = -11376147.494273 nChanged 204 SP:Iteration 52Q (1195.974877 sec): 3 clusters Score: Raw -11378398.011412 + Penalty 2238.193047 = -11376159.818364 nChanged 197 SP:Iteration 53Q (1196.120249 sec): 3 clusters Score: Raw -11378411.746027 + Penalty 2238.193047 = -11376173.552979 nChanged 203 SP:Iteration 54Q (1196.265305 sec): 3 clusters Score: Raw -11378425.293376 + Penalty 2238.193047 = -11376187.100328 nChanged 207 SP:Iteration 55Q (1196.410575 sec): 3 clusters Score: Raw -11378437.684607 + Penalty 2238.193047 = -11376199.491560 nChanged 182 SP:Iteration 56Q (1196.556024 sec): 3 clusters Score: Raw -11378448.353945 + Penalty 2238.193047 = -11376210.160897 nChanged 158 SP:Iteration 57Q (1196.700805 sec): 3 clusters Score: Raw -11378455.556034 + Penalty 2238.193047 = -11376217.362987 nChanged 141 SP:Iteration 58Q (1196.845487 sec): 3 clusters Score: Raw -11378462.566609 + Penalty 2238.193047 = -11376224.373562 nChanged 133 SP:Iteration 59Q (1196.990029 sec): 3 clusters Score: Raw -11378468.310776 + Penalty 2238.193047 = -11376230.117729 nChanged 129 SP:Iteration 60F (1197.146824 sec): 3 clusters Score: Raw -11378473.320497 + Penalty 2238.193047 = -11376235.127450 nChanged 102 SP:Iteration 61Q (1197.291184 sec): 3 clusters Score: Raw -11378476.897770 + Penalty 2238.193047 = -11376238.704722 nChanged 99 SP:Iteration 62Q (1197.435681 sec): 3 clusters Score: Raw -11378480.789711 + Penalty 2238.193047 = -11376242.596663 nChanged 97 SP:Iteration 63Q (1197.579979 sec): 3 clusters Score: Raw -11378484.116471 + Penalty 2238.193047 = -11376245.923424 nChanged 84 SP:Iteration 64Q (1197.724278 sec): 3 clusters Score: Raw -11378486.808245 + Penalty 2238.193047 = -11376248.615198 nChanged 75 SP:Iteration 65Q (1197.868739 sec): 3 clusters Score: Raw -11378489.005411 + Penalty 2238.193047 = -11376250.812364 nChanged 61 SP:Iteration 66Q (1198.013050 sec): 3 clusters Score: Raw -11378490.542021 + Penalty 2238.193047 = -11376252.348974 nChanged 58 SP:Iteration 67Q (1198.157336 sec): 3 clusters Score: Raw -11378491.956270 + Penalty 2238.193047 = -11376253.763223 nChanged 49 SP:Iteration 68Q (1198.301611 sec): 3 clusters Score: Raw -11378493.181470 + Penalty 2238.193047 = -11376254.988423 nChanged 49 SP:Iteration 69Q (1198.450040 sec): 3 clusters Score: Raw -11378494.173768 + Penalty 2238.193047 = -11376255.980721 nChanged 43 SP:Iteration 70Q (1198.594070 sec): 3 clusters Score: Raw -11378495.059705 + Penalty 2238.193047 = -11376256.866658 nChanged 44 SP:Iteration 71Q (1198.738219 sec): 3 clusters Score: Raw -11378495.804573 + Penalty 2238.193047 = -11376257.611526 nChanged 27 SP:Iteration 72Q (1198.882289 sec): 3 clusters Score: Raw -11378496.280178 + Penalty 2238.193047 = -11376258.087131 nChanged 29 SP:Iteration 73Q (1199.026669 sec): 3 clusters Score: Raw -11378496.887709 + Penalty 2238.193047 = -11376258.694662 nChanged 26 SP:Iteration 74Q (1199.170567 sec): 3 clusters Score: Raw -11378497.505282 + Penalty 2238.193047 = -11376259.312235 nChanged 32 SP:Iteration 75Q (1199.314338 sec): 3 clusters Score: Raw -11378498.286552 + Penalty 2238.193047 = -11376260.093505 nChanged 35 SP:Iteration 76Q (1199.458177 sec): 3 clusters Score: Raw -11378499.155235 + Penalty 2238.193047 = -11376260.962188 nChanged 37 SP:Iteration 77Q (1199.601938 sec): 3 clusters Score: Raw -11378499.860115 + Penalty 2238.193047 = -11376261.667068 nChanged 29 SP:Iteration 78Q (1199.745972 sec): 3 clusters Score: Raw -11378500.450544 + Penalty 2238.193047 = -11376262.257497 nChanged 27 SP:Iteration 79Q (1199.890931 sec): 3 clusters Score: Raw -11378500.958624 + Penalty 2238.193047 = -11376262.765577 nChanged 31 SP:Iteration 80F (1200.047594 sec): 3 clusters Score: Raw -11378501.514368 + Penalty 2238.193047 = -11376263.321321 nChanged 29 SP:Iteration 81Q (1200.192375 sec): 3 clusters Score: Raw -11378501.962824 + Penalty 2238.193047 = -11376263.769777 nChanged 24 SP:Iteration 82Q (1200.336341 sec): 3 clusters Score: Raw -11378502.437660 + Penalty 2238.193047 = -11376264.244613 nChanged 26 SP:Iteration 83Q (1200.480136 sec): 3 clusters Score: Raw -11378502.898580 + Penalty 2238.193047 = -11376264.705533 nChanged 16 SP:Iteration 84Q (1200.644995 sec): 3 clusters Score: Raw -11378503.138798 + Penalty 2238.193047 = -11376264.945751 nChanged 13 SP:Iteration 85Q (1200.788861 sec): 3 clusters Score: Raw -11378503.389345 + Penalty 2238.193047 = -11376265.196298 nChanged 12 SP:Iteration 86Q (1200.932373 sec): 3 clusters Score: Raw -11378503.600507 + Penalty 2238.193047 = -11376265.407460 nChanged 15 SP:Iteration 87Q (1201.076276 sec): 3 clusters Score: Raw -11378503.798666 + Penalty 2238.193047 = -11376265.605619 nChanged 10 SP:Iteration 88Q (1201.219944 sec): 3 clusters Score: Raw -11378503.920656 + Penalty 2238.193047 = -11376265.727609 nChanged 11 SP:Iteration 89Q (1201.364553 sec): 3 clusters Score: Raw -11378504.071752 + Penalty 2238.193047 = -11376265.878705 nChanged 9 SP:Iteration 90Q (1201.508144 sec): 3 clusters Score: Raw -11378504.191458 + Penalty 2238.193047 = -11376265.998411 nChanged 8 SP:Iteration 91Q (1201.652031 sec): 3 clusters Score: Raw -11378504.324247 + Penalty 2238.193047 = -11376266.131200 nChanged 10 SP:Iteration 92Q (1201.794746 sec): 3 clusters Score: Raw -11378504.517473 + Penalty 2238.193047 = -11376266.324426 nChanged 10 SP:Iteration 93Q (1201.938148 sec): 3 clusters Score: Raw -11378504.713106 + Penalty 2238.193047 = -11376266.520058 nChanged 10 SP:Iteration 94Q (1202.081702 sec): 3 clusters Score: Raw -11378504.940253 + Penalty 2238.193047 = -11376266.747206 nChanged 17 SP:Iteration 95Q (1202.225583 sec): 3 clusters Score: Raw -11378505.368064 + Penalty 2238.193047 = -11376267.175017 nChanged 14 SP:Iteration 96Q (1202.369097 sec): 3 clusters Score: Raw -11378505.677872 + Penalty 2238.193047 = -11376267.484825 nChanged 20 SP:Iteration 97Q (1202.512600 sec): 3 clusters Score: Raw -11378506.078717 + Penalty 2238.193047 = -11376267.885670 nChanged 23 SP:Iteration 98Q (1202.656200 sec): 3 clusters Score: Raw -11378506.658989 + Penalty 2238.193047 = -11376268.465942 nChanged 28 SP:Iteration 99Q (1202.799687 sec): 3 clusters Score: Raw -11378507.335744 + Penalty 2238.193047 = -11376269.142697 nChanged 21 SP:Iteration 100F (1202.956385 sec): 3 clusters Score: Raw -11378507.873073 + Penalty 2238.193047 = -11376269.680026 nChanged 26 SP:Iteration 101Q (1203.099859 sec): 3 clusters Score: Raw -11378508.346307 + Penalty 2238.193047 = -11376270.153259 nChanged 19 SP:Iteration 102Q (1203.243636 sec): 3 clusters Score: Raw -11378508.767062 + Penalty 2238.193047 = -11376270.574015 nChanged 18 SP:Iteration 103Q (1203.387504 sec): 3 clusters Score: Raw -11378509.138496 + Penalty 2238.193047 = -11376270.945448 nChanged 17 SP:Iteration 104Q (1203.531385 sec): 3 clusters Score: Raw -11378509.504092 + Penalty 2238.193047 = -11376271.311045 nChanged 15 SP:Iteration 105Q (1203.675361 sec): 3 clusters Score: Raw -11378509.802977 + Penalty 2238.193047 = -11376271.609930 nChanged 16 SP:Iteration 106Q (1203.818892 sec): 3 clusters Score: Raw -11378510.131968 + Penalty 2238.193047 = -11376271.938921 nChanged 15 SP:Iteration 107Q (1203.962782 sec): 3 clusters Score: Raw -11378510.412405 + Penalty 2238.193047 = -11376272.219358 nChanged 16 SP:Iteration 108Q (1204.106086 sec): 3 clusters Score: Raw -11378510.728993 + Penalty 2238.193047 = -11376272.535946 nChanged 19 SP:Iteration 109Q (1204.249658 sec): 3 clusters Score: Raw -11378511.230082 + Penalty 2238.193047 = -11376273.037035 nChanged 22 SP:Iteration 110Q (1204.393813 sec): 3 clusters Score: Raw -11378511.828211 + Penalty 2238.193047 = -11376273.635164 nChanged 29 SP:Iteration 111Q (1204.537122 sec): 3 clusters Score: Raw -11378512.542847 + Penalty 2238.193047 = -11376274.349800 nChanged 27 SP:Iteration 112Q (1204.680702 sec): 3 clusters Score: Raw -11378513.102592 + Penalty 2238.193047 = -11376274.909545 nChanged 20 SP:Iteration 113Q (1204.824219 sec): 3 clusters Score: Raw -11378513.524150 + Penalty 2238.193047 = -11376275.331103 nChanged 15 SP:Iteration 114Q (1204.967488 sec): 3 clusters Score: Raw -11378513.888529 + Penalty 2238.193047 = -11376275.695482 nChanged 18 SP:Iteration 115Q (1205.111397 sec): 3 clusters Score: Raw -11378514.241194 + Penalty 2238.193047 = -11376276.048147 nChanged 20 SP:Iteration 116Q (1205.254929 sec): 3 clusters Score: Raw -11378514.628382 + Penalty 2238.193047 = -11376276.435335 nChanged 18 SP:Iteration 117Q (1205.398127 sec): 3 clusters Score: Raw -11378514.911513 + Penalty 2238.193047 = -11376276.718466 nChanged 9 SP:Iteration 118Q (1205.541601 sec): 3 clusters Score: Raw -11378515.038126 + Penalty 2238.193047 = -11376276.845079 nChanged 11 SP:Iteration 119Q (1205.685972 sec): 3 clusters Score: Raw -11378515.237714 + Penalty 2238.193047 = -11376277.044667 nChanged 8 SP:Iteration 120F (1205.844555 sec): 3 clusters Score: Raw -11378515.348359 + Penalty 2238.193047 = -11376277.155312 nChanged 9 SP:Iteration 121Q (1205.989195 sec): 3 clusters Score: Raw -11378515.455291 + Penalty 2238.193047 = -11376277.262244 nChanged 8 SP:Iteration 122Q (1206.132834 sec): 3 clusters Score: Raw -11378515.528850 + Penalty 2238.193047 = -11376277.335802 nChanged 9 SP:Iteration 123Q (1206.276250 sec): 3 clusters Score: Raw -11378515.654643 + Penalty 2238.193047 = -11376277.461595 nChanged 8 SP:Iteration 124Q (1206.419920 sec): 3 clusters Score: Raw -11378515.802116 + Penalty 2238.193047 = -11376277.609069 nChanged 11 SP:Iteration 125Q (1206.563154 sec): 3 clusters Score: Raw -11378515.987089 + Penalty 2238.193047 = -11376277.794042 nChanged 13 SP:Iteration 126Q (1206.706446 sec): 3 clusters Score: Raw -11378516.135959 + Penalty 2238.193047 = -11376277.942912 nChanged 6 SP:Iteration 127Q (1206.850252 sec): 3 clusters Score: Raw -11378516.186358 + Penalty 2238.193047 = -11376277.993310 nChanged 3 SP:Iteration 128Q (1206.993631 sec): 3 clusters Score: Raw -11378516.220321 + Penalty 2238.193047 = -11376278.027274 nChanged 5 SP:Iteration 129Q (1207.136873 sec): 3 clusters Score: Raw -11378516.255719 + Penalty 2238.193047 = -11376278.062672 nChanged 6 SP:Iteration 130Q (1207.280267 sec): 3 clusters Score: Raw -11378516.304746 + Penalty 2238.193047 = -11376278.111699 nChanged 4 SP:Iteration 131Q (1207.423324 sec): 3 clusters Score: Raw -11378516.325831 + Penalty 2238.193047 = -11376278.132784 nChanged 4 SP:Iteration 132Q (1207.566374 sec): 3 clusters Score: Raw -11378516.366401 + Penalty 2238.193047 = -11376278.173354 nChanged 3 SP:Iteration 133Q (1207.709715 sec): 3 clusters Score: Raw -11378516.395629 + Penalty 2238.193047 = -11376278.202582 nChanged 7 SP:Iteration 134Q (1207.853158 sec): 3 clusters Score: Raw -11378516.485797 + Penalty 2238.193047 = -11376278.292750 nChanged 5 SP:Iteration 135Q (1207.996505 sec): 3 clusters Score: Raw -11378516.539781 + Penalty 2238.193047 = -11376278.346734 nChanged 3 SP:Iteration 136Q (1208.139699 sec): 3 clusters Score: Raw -11378516.587682 + Penalty 2238.193047 = -11376278.394635 nChanged 8 SP:Iteration 137Q (1208.283218 sec): 3 clusters Score: Raw -11378516.674086 + Penalty 2238.193047 = -11376278.481039 nChanged 7 SP:Iteration 138Q (1208.427214 sec): 3 clusters Score: Raw -11378516.738706 + Penalty 2238.193047 = -11376278.545658 nChanged 6 SP:Iteration 139Q (1208.570412 sec): 3 clusters Score: Raw -11378516.816176 + Penalty 2238.193047 = -11376278.623129 nChanged 5 SP:Iteration 140F (1208.727079 sec): 3 clusters Score: Raw -11378516.860290 + Penalty 2238.193047 = -11376278.667242 nChanged 8 SP:Iteration 141Q (1208.896804 sec): 3 clusters Score: Raw -11378516.977274 + Penalty 2238.193047 = -11376278.784227 nChanged 9 SP:Iteration 142Q (1209.066589 sec): 3 clusters Score: Raw -11378517.124418 + Penalty 2238.193047 = -11376278.931371 nChanged 8 SP:Iteration 143Q (1209.246640 sec): 3 clusters Score: Raw -11378517.238947 + Penalty 2238.193047 = -11376279.045899 nChanged 10 SP:Iteration 144Q (1209.427091 sec): 3 clusters Score: Raw -11378517.380271 + Penalty 2238.193047 = -11376279.187224 nChanged 6 SP:Iteration 145Q (1209.607504 sec): 3 clusters Score: Raw -11378517.452642 + Penalty 2238.193047 = -11376279.259595 nChanged 7 SP:Iteration 146Q (1209.777994 sec): 3 clusters Score: Raw -11378517.550137 + Penalty 2238.193047 = -11376279.357090 nChanged 6 SP:Iteration 147Q (1209.957986 sec): 3 clusters Score: Raw -11378517.642104 + Penalty 2238.193047 = -11376279.449056 nChanged 6 SP:Iteration 148Q (1210.120355 sec): 3 clusters Score: Raw -11378517.743413 + Penalty 2238.193047 = -11376279.550366 nChanged 8 SP:Iteration 149Q (1210.263689 sec): 3 clusters Score: Raw -11378517.805993 + Penalty 2238.193047 = -11376279.612945 nChanged 6 SP:Iteration 150Q (1210.407060 sec): 3 clusters Score: Raw -11378517.859158 + Penalty 2238.193047 = -11376279.666110 nChanged 4 SP:Iteration 151Q (1210.550287 sec): 3 clusters Score: Raw -11378517.888809 + Penalty 2238.193047 = -11376279.695762 nChanged 4 SP:Iteration 152Q (1210.693405 sec): 3 clusters Score: Raw -11378517.945018 + Penalty 2238.193047 = -11376279.751971 nChanged 7 SP:Iteration 153Q (1210.836541 sec): 3 clusters Score: Raw -11378518.047852 + Penalty 2238.193047 = -11376279.854805 nChanged 8 SP:Iteration 154Q (1210.979580 sec): 3 clusters Score: Raw -11378518.143508 + Penalty 2238.193047 = -11376279.950461 nChanged 8 SP:Iteration 155Q (1211.122757 sec): 3 clusters Score: Raw -11378518.237488 + Penalty 2238.193047 = -11376280.044441 nChanged 7 SP:Iteration 156Q (1211.265773 sec): 3 clusters Score: Raw -11378518.287442 + Penalty 2238.193047 = -11376280.094395 nChanged 1 SP:Iteration 157Q (1211.408868 sec): 3 clusters Score: Raw -11378518.293063 + Penalty 2238.193047 = -11376280.100016 nChanged 2 SP:Iteration 158Q (1211.552094 sec): 3 clusters Score: Raw -11378518.304522 + Penalty 2238.193047 = -11376280.111475 nChanged 1 SP:Iteration 159Q (1211.696173 sec): 3 clusters Score: Raw -11378518.317215 + Penalty 2238.193047 = -11376280.124168 nChanged 0 SP:Iteration 160F (1211.852941 sec): 3 clusters Score: Raw -11378518.317215 + Penalty 2238.193047 = -11376280.124168 nChanged 0 Score: Raw -69575990.225413 + Penalty 57028.721351 = -69518961.504062 Splitting cluster 7 changes total score from -69518297.546530 to -69518961.504062 So it's getting split into cluster 44. Trying to split cluster 8 (10730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1228.398252 sec): 2 clusters Score: Raw -919921.358132 + Penalty 881.675889 = -919039.682243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1228.423899 sec): 3 clusters Score: Raw -913554.076012 + Penalty 1763.351779 = -911790.724233 nChanged 4857 SP:Iteration 1F (1228.448718 sec): 3 clusters Score: Raw -916262.869700 + Penalty 1763.351779 = -914499.517921 nChanged 579 SP:Iteration 2F (1228.473383 sec): 3 clusters Score: Raw -916504.257309 + Penalty 1763.351779 = -914740.905531 nChanged 586 SP:Iteration 3F (1228.498116 sec): 3 clusters Score: Raw -916780.675553 + Penalty 1763.351779 = -915017.323774 nChanged 597 SP:Iteration 4F (1228.522802 sec): 3 clusters Score: Raw -917126.964835 + Penalty 1763.351779 = -915363.613056 nChanged 616 SP:Iteration 5F (1228.547601 sec): 3 clusters Score: Raw -917512.750729 + Penalty 1763.351779 = -915749.398951 nChanged 625 SP:Iteration 6F (1228.572247 sec): 3 clusters Score: Raw -917919.689235 + Penalty 1763.351779 = -916156.337456 nChanged 610 SP:Iteration 7F (1228.596866 sec): 3 clusters Score: Raw -918297.361333 + Penalty 1763.351779 = -916534.009554 nChanged 510 SP:Iteration 8Q (1228.621629 sec): 3 clusters Score: Raw -918614.437850 + Penalty 1763.351779 = -916851.086071 nChanged 423 SP:Iteration 9Q (1228.646206 sec): 3 clusters Score: Raw -918835.559240 + Penalty 1763.351779 = -917072.207462 nChanged 319 SP:Iteration 10Q (1228.670928 sec): 3 clusters Score: Raw -918962.747709 + Penalty 1763.351779 = -917199.395930 nChanged 231 SP:Iteration 11Q (1228.695522 sec): 3 clusters Score: Raw -919032.156209 + Penalty 1763.351779 = -917268.804430 nChanged 154 SP:Iteration 12Q (1228.720050 sec): 3 clusters Score: Raw -919065.577600 + Penalty 1763.351779 = -917302.225822 nChanged 105 SP:Iteration 13Q (1228.744458 sec): 3 clusters Score: Raw -919088.851007 + Penalty 1763.351779 = -917325.499228 nChanged 79 SP:Iteration 14Q (1228.768904 sec): 3 clusters Score: Raw -919103.102867 + Penalty 1763.351779 = -917339.751088 nChanged 75 SP:Iteration 15Q (1228.793359 sec): 3 clusters Score: Raw -919119.239304 + Penalty 1763.351779 = -917355.887525 nChanged 72 SP:Iteration 16Q (1228.817802 sec): 3 clusters Score: Raw -919133.238947 + Penalty 1763.351779 = -917369.887168 nChanged 64 SP:Iteration 17Q (1228.842111 sec): 3 clusters Score: Raw -919143.877604 + Penalty 1763.351779 = -917380.525826 nChanged 59 SP:Iteration 18Q (1228.896919 sec): 3 clusters Score: Raw -919153.558826 + Penalty 1763.351779 = -917390.207047 nChanged 63 SP:Iteration 19Q (1228.958417 sec): 3 clusters Score: Raw -919162.447845 + Penalty 1763.351779 = -917399.096067 nChanged 53 SP:Iteration 20F (1228.986933 sec): 3 clusters Score: Raw -919169.358899 + Penalty 1763.351779 = -917406.007120 nChanged 47 SP:Iteration 21Q (1229.011450 sec): 3 clusters Score: Raw -919175.092373 + Penalty 1763.351779 = -917411.740595 nChanged 39 SP:Iteration 22Q (1229.036045 sec): 3 clusters Score: Raw -919180.425576 + Penalty 1763.351779 = -917417.073798 nChanged 35 SP:Iteration 23Q (1229.060580 sec): 3 clusters Score: Raw -919184.508391 + Penalty 1763.351779 = -917421.156612 nChanged 29 SP:Iteration 24Q (1229.085140 sec): 3 clusters Score: Raw -919188.680245 + Penalty 1763.351779 = -917425.328467 nChanged 34 SP:Iteration 25Q (1229.109603 sec): 3 clusters Score: Raw -919192.120682 + Penalty 1763.351779 = -917428.768904 nChanged 34 SP:Iteration 26Q (1229.134059 sec): 3 clusters Score: Raw -919195.594091 + Penalty 1763.351779 = -917432.242312 nChanged 29 SP:Iteration 27Q (1229.158675 sec): 3 clusters Score: Raw -919199.388838 + Penalty 1763.351779 = -917436.037060 nChanged 33 SP:Iteration 28Q (1229.183215 sec): 3 clusters Score: Raw -919202.770213 + Penalty 1763.351779 = -917439.418434 nChanged 38 SP:Iteration 29Q (1229.207611 sec): 3 clusters Score: Raw -919206.622933 + Penalty 1763.351779 = -917443.271154 nChanged 39 SP:Iteration 30Q (1229.232019 sec): 3 clusters Score: Raw -919211.067377 + Penalty 1763.351779 = -917447.715598 nChanged 45 SP:Iteration 31Q (1229.256518 sec): 3 clusters Score: Raw -919216.046646 + Penalty 1763.351779 = -917452.694867 nChanged 36 SP:Iteration 32Q (1229.280841 sec): 3 clusters Score: Raw -919220.413123 + Penalty 1763.351779 = -917457.061344 nChanged 38 SP:Iteration 33Q (1229.305133 sec): 3 clusters Score: Raw -919225.004389 + Penalty 1763.351779 = -917461.652610 nChanged 46 SP:Iteration 34Q (1229.329524 sec): 3 clusters Score: Raw -919232.066126 + Penalty 1763.351779 = -917468.714348 nChanged 47 SP:Iteration 35Q (1229.353787 sec): 3 clusters Score: Raw -919238.115192 + Penalty 1763.351779 = -917474.763413 nChanged 43 SP:Iteration 36Q (1229.378114 sec): 3 clusters Score: Raw -919243.185128 + Penalty 1763.351779 = -917479.833350 nChanged 35 SP:Iteration 37Q (1229.402362 sec): 3 clusters Score: Raw -919248.197975 + Penalty 1763.351779 = -917484.846197 nChanged 43 SP:Iteration 38Q (1229.426531 sec): 3 clusters Score: Raw -919254.812380 + Penalty 1763.351779 = -917491.460602 nChanged 35 SP:Iteration 39Q (1229.450780 sec): 3 clusters Score: Raw -919261.090314 + Penalty 1763.351779 = -917497.738535 nChanged 47 SP:Iteration 40F (1229.475547 sec): 3 clusters Score: Raw -919266.851449 + Penalty 1763.351779 = -917503.499671 nChanged 45 SP:Iteration 41Q (1229.499945 sec): 3 clusters Score: Raw -919273.124066 + Penalty 1763.351779 = -917509.772287 nChanged 41 SP:Iteration 42Q (1229.524333 sec): 3 clusters Score: Raw -919278.185271 + Penalty 1763.351779 = -917514.833493 nChanged 52 SP:Iteration 43Q (1229.548577 sec): 3 clusters Score: Raw -919284.629908 + Penalty 1763.351779 = -917521.278129 nChanged 40 SP:Iteration 44Q (1229.572853 sec): 3 clusters Score: Raw -919290.194457 + Penalty 1763.351779 = -917526.842678 nChanged 47 SP:Iteration 45Q (1229.597125 sec): 3 clusters Score: Raw -919295.762298 + Penalty 1763.351779 = -917532.410519 nChanged 45 SP:Iteration 46Q (1229.621437 sec): 3 clusters Score: Raw -919302.404398 + Penalty 1763.351779 = -917539.052619 nChanged 45 SP:Iteration 47Q (1229.645936 sec): 3 clusters Score: Raw -919308.284208 + Penalty 1763.351779 = -917544.932429 nChanged 58 SP:Iteration 48Q (1229.670307 sec): 3 clusters Score: Raw -919317.703969 + Penalty 1763.351779 = -917554.352191 nChanged 54 SP:Iteration 49Q (1229.694541 sec): 3 clusters Score: Raw -919325.415571 + Penalty 1763.351779 = -917562.063792 nChanged 60 SP:Iteration 50Q (1229.731653 sec): 3 clusters Score: Raw -919336.162905 + Penalty 1763.351779 = -917572.811126 nChanged 56 SP:Iteration 51Q (1229.755982 sec): 3 clusters Score: Raw -919347.461932 + Penalty 1763.351779 = -917584.110153 nChanged 58 SP:Iteration 52Q (1229.780258 sec): 3 clusters Score: Raw -919356.544678 + Penalty 1763.351779 = -917593.192899 nChanged 57 SP:Iteration 53Q (1229.804375 sec): 3 clusters Score: Raw -919365.007905 + Penalty 1763.351779 = -917601.656126 nChanged 50 SP:Iteration 54Q (1229.828501 sec): 3 clusters Score: Raw -919372.323483 + Penalty 1763.351779 = -917608.971704 nChanged 48 SP:Iteration 55Q (1229.852752 sec): 3 clusters Score: Raw -919380.240226 + Penalty 1763.351779 = -917616.888447 nChanged 43 SP:Iteration 56Q (1229.877023 sec): 3 clusters Score: Raw -919389.562929 + Penalty 1763.351779 = -917626.211150 nChanged 56 SP:Iteration 57Q (1229.901228 sec): 3 clusters Score: Raw -919401.173777 + Penalty 1763.351779 = -917637.821998 nChanged 51 SP:Iteration 58Q (1229.925753 sec): 3 clusters Score: Raw -919410.789564 + Penalty 1763.351779 = -917647.437786 nChanged 53 SP:Iteration 59Q (1229.949927 sec): 3 clusters Score: Raw -919420.810028 + Penalty 1763.351779 = -917657.458249 nChanged 63 SP:Iteration 60F (1229.974712 sec): 3 clusters Score: Raw -919435.263364 + Penalty 1763.351779 = -917671.911585 nChanged 74 SP:Iteration 61Q (1229.999004 sec): 3 clusters Score: Raw -919456.961739 + Penalty 1763.351779 = -917693.609960 nChanged 85 SP:Iteration 62Q (1230.023044 sec): 3 clusters Score: Raw -919485.076146 + Penalty 1763.351779 = -917721.724367 nChanged 94 SP:Iteration 63Q (1230.047167 sec): 3 clusters Score: Raw -919518.199524 + Penalty 1763.351779 = -917754.847745 nChanged 108 SP:Iteration 64Q (1230.071337 sec): 3 clusters Score: Raw -919563.603635 + Penalty 1763.351779 = -917800.251856 nChanged 114 SP:Iteration 65Q (1230.095353 sec): 3 clusters Score: Raw -919613.737122 + Penalty 1763.351779 = -917850.385343 nChanged 108 SP:Iteration 66Q (1230.119157 sec): 3 clusters Score: Raw -919665.038038 + Penalty 1763.351779 = -917901.686260 nChanged 119 SP:Iteration 67Q (1230.142933 sec): 3 clusters Score: Raw -919722.233413 + Penalty 1763.351779 = -917958.881634 nChanged 103 SP:Iteration 68Q (1230.166923 sec): 3 clusters Score: Raw -919768.316582 + Penalty 1763.351779 = -918004.964803 nChanged 93 SP:Iteration 69Q (1230.190403 sec): 3 clusters Score: Raw -919805.830605 + Penalty 1763.351779 = -918042.478827 nChanged 87 SP:Iteration 70Q (1230.213894 sec): 3 clusters Score: Raw -919837.137924 + Penalty 1763.351779 = -918073.786146 nChanged 72 SP:Iteration 71Q (1230.237349 sec): 3 clusters Score: Raw -919862.260651 + Penalty 1763.351779 = -918098.908872 nChanged 72 SP:Iteration 72Q (1230.260818 sec): 3 clusters Score: Raw -919890.058905 + Penalty 1763.351779 = -918126.707126 nChanged 68 SP:Iteration 73Q (1230.284243 sec): 3 clusters Score: Raw -919918.815380 + Penalty 1763.351779 = -918155.463601 nChanged 67 SP:Iteration 74Q (1230.307589 sec): 3 clusters Score: Raw -919944.802726 + Penalty 1763.351779 = -918181.450947 nChanged 57 SP:Iteration 75Q (1230.330828 sec): 3 clusters Score: Raw -919964.802640 + Penalty 1763.351779 = -918201.450861 nChanged 42 SP:Iteration 76Q (1230.354243 sec): 3 clusters Score: Raw -919977.982725 + Penalty 1763.351779 = -918214.630946 nChanged 40 SP:Iteration 77Q (1230.377805 sec): 3 clusters Score: Raw -919988.873180 + Penalty 1763.351779 = -918225.521401 nChanged 40 SP:Iteration 78Q (1230.401150 sec): 3 clusters Score: Raw -919997.898693 + Penalty 1763.351779 = -918234.546914 nChanged 24 SP:Iteration 79Q (1230.424341 sec): 3 clusters Score: Raw -920002.951875 + Penalty 1763.351779 = -918239.600097 nChanged 27 SP:Iteration 80F (1230.449128 sec): 3 clusters Score: Raw -920011.853704 + Penalty 1763.351779 = -918248.501926 nChanged 29 SP:Iteration 81Q (1230.472384 sec): 3 clusters Score: Raw -920019.842112 + Penalty 1763.351779 = -918256.490333 nChanged 26 SP:Iteration 82Q (1230.495592 sec): 3 clusters Score: Raw -920027.877907 + Penalty 1763.351779 = -918264.526128 nChanged 21 SP:Iteration 83Q (1230.518945 sec): 3 clusters Score: Raw -920032.951164 + Penalty 1763.351779 = -918269.599385 nChanged 24 SP:Iteration 84Q (1230.542058 sec): 3 clusters Score: Raw -920038.513160 + Penalty 1763.351779 = -918275.161382 nChanged 22 SP:Iteration 85Q (1230.565137 sec): 3 clusters Score: Raw -920044.774663 + Penalty 1763.351779 = -918281.422885 nChanged 23 SP:Iteration 86Q (1230.588074 sec): 3 clusters Score: Raw -920050.578094 + Penalty 1763.351779 = -918287.226315 nChanged 22 SP:Iteration 87Q (1230.611191 sec): 3 clusters Score: Raw -920056.166785 + Penalty 1763.351779 = -918292.815006 nChanged 26 SP:Iteration 88Q (1230.634164 sec): 3 clusters Score: Raw -920062.509056 + Penalty 1763.351779 = -918299.157277 nChanged 22 SP:Iteration 89Q (1230.657198 sec): 3 clusters Score: Raw -920066.218112 + Penalty 1763.351779 = -918302.866333 nChanged 14 SP:Iteration 90Q (1230.680284 sec): 3 clusters Score: Raw -920068.856771 + Penalty 1763.351779 = -918305.504992 nChanged 18 SP:Iteration 91Q (1230.703216 sec): 3 clusters Score: Raw -920072.183260 + Penalty 1763.351779 = -918308.831481 nChanged 12 SP:Iteration 92Q (1230.726221 sec): 3 clusters Score: Raw -920074.871678 + Penalty 1763.351779 = -918311.519899 nChanged 10 SP:Iteration 93Q (1230.749187 sec): 3 clusters Score: Raw -920077.189673 + Penalty 1763.351779 = -918313.837894 nChanged 8 SP:Iteration 94Q (1230.772135 sec): 3 clusters Score: Raw -920078.349562 + Penalty 1763.351779 = -918314.997783 nChanged 8 SP:Iteration 95Q (1230.796422 sec): 3 clusters Score: Raw -920079.379127 + Penalty 1763.351779 = -918316.027348 nChanged 6 SP:Iteration 96Q (1230.819592 sec): 3 clusters Score: Raw -920079.886870 + Penalty 1763.351779 = -918316.535091 nChanged 1 SP:Iteration 97Q (1230.842677 sec): 3 clusters Score: Raw -920080.012659 + Penalty 1763.351779 = -918316.660880 nChanged 3 SP:Iteration 98Q (1230.865473 sec): 3 clusters Score: Raw -920080.413970 + Penalty 1763.351779 = -918317.062192 nChanged 2 SP:Iteration 99Q (1230.888480 sec): 3 clusters Score: Raw -920080.595980 + Penalty 1763.351779 = -918317.244201 nChanged 2 SP:Iteration 100F (1230.913084 sec): 3 clusters Score: Raw -920080.817074 + Penalty 1763.351779 = -918317.465295 nChanged 2 SP:Iteration 101Q (1230.936050 sec): 3 clusters Score: Raw -920081.028842 + Penalty 1763.351779 = -918317.677063 nChanged 0 SP:Iteration 102F (1230.960794 sec): 3 clusters Score: Raw -920081.028842 + Penalty 1763.351779 = -918317.677063 nChanged 0 Trying to split cluster 9 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1230.977568 sec): 2 clusters Score: Raw -340624.267855 + Penalty 789.722782 = -339834.545072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1230.993792 sec): 3 clusters Score: Raw -338405.812833 + Penalty 1579.445565 = -336826.367268 nChanged 1697 SP:Iteration 1F (1231.008148 sec): 3 clusters Score: Raw -339425.321355 + Penalty 1579.445565 = -337845.875790 nChanged 338 SP:Iteration 2F (1231.023157 sec): 3 clusters Score: Raw -339639.549443 + Penalty 1579.445565 = -338060.103879 nChanged 275 SP:Iteration 3F (1231.038044 sec): 3 clusters Score: Raw -339787.618480 + Penalty 1579.445565 = -338208.172915 nChanged 223 SP:Iteration 4F (1231.053027 sec): 3 clusters Score: Raw -339898.378664 + Penalty 1579.445565 = -338318.933099 nChanged 160 SP:Iteration 5Q (1231.068009 sec): 3 clusters Score: Raw -339986.211569 + Penalty 1579.445565 = -338406.766004 nChanged 155 SP:Iteration 6Q (1231.082797 sec): 3 clusters Score: Raw -340055.332769 + Penalty 1579.445565 = -338475.887204 nChanged 113 SP:Iteration 7Q (1231.097550 sec): 3 clusters Score: Raw -340107.197459 + Penalty 1579.445565 = -338527.751894 nChanged 98 SP:Iteration 8Q (1231.112524 sec): 3 clusters Score: Raw -340143.432221 + Penalty 1579.445565 = -338563.986656 nChanged 65 SP:Iteration 9Q (1231.127530 sec): 3 clusters Score: Raw -340173.051966 + Penalty 1579.445565 = -338593.606401 nChanged 77 SP:Iteration 10Q (1231.142461 sec): 3 clusters Score: Raw -340211.900275 + Penalty 1579.445565 = -338632.454710 nChanged 76 SP:Iteration 11Q (1231.157393 sec): 3 clusters Score: Raw -340258.870536 + Penalty 1579.445565 = -338679.424971 nChanged 85 SP:Iteration 12Q (1231.172093 sec): 3 clusters Score: Raw -340312.257874 + Penalty 1579.445565 = -338732.812310 nChanged 84 SP:Iteration 13Q (1231.186841 sec): 3 clusters Score: Raw -340357.947822 + Penalty 1579.445565 = -338778.502257 nChanged 79 SP:Iteration 14Q (1231.201659 sec): 3 clusters Score: Raw -340387.654476 + Penalty 1579.445565 = -338808.208911 nChanged 57 SP:Iteration 15Q (1231.216293 sec): 3 clusters Score: Raw -340405.828052 + Penalty 1579.445565 = -338826.382487 nChanged 47 SP:Iteration 16Q (1231.231005 sec): 3 clusters Score: Raw -340422.178468 + Penalty 1579.445565 = -338842.732903 nChanged 35 SP:Iteration 17Q (1231.245858 sec): 3 clusters Score: Raw -340433.891862 + Penalty 1579.445565 = -338854.446298 nChanged 29 SP:Iteration 18Q (1231.260567 sec): 3 clusters Score: Raw -340442.971275 + Penalty 1579.445565 = -338863.525710 nChanged 27 SP:Iteration 19Q (1231.275060 sec): 3 clusters Score: Raw -340448.321456 + Penalty 1579.445565 = -338868.875891 nChanged 23 SP:Iteration 20F (1231.289871 sec): 3 clusters Score: Raw -340453.320851 + Penalty 1579.445565 = -338873.875286 nChanged 18 SP:Iteration 21Q (1231.304452 sec): 3 clusters Score: Raw -340457.722678 + Penalty 1579.445565 = -338878.277113 nChanged 23 SP:Iteration 22Q (1231.319186 sec): 3 clusters Score: Raw -340465.092571 + Penalty 1579.445565 = -338885.647006 nChanged 29 SP:Iteration 23Q (1231.333838 sec): 3 clusters Score: Raw -340473.877659 + Penalty 1579.445565 = -338894.432094 nChanged 25 SP:Iteration 24Q (1231.348330 sec): 3 clusters Score: Raw -340483.796457 + Penalty 1579.445565 = -338904.350892 nChanged 33 SP:Iteration 25Q (1231.363029 sec): 3 clusters Score: Raw -340494.775402 + Penalty 1579.445565 = -338915.329837 nChanged 28 SP:Iteration 26Q (1231.377731 sec): 3 clusters Score: Raw -340503.143338 + Penalty 1579.445565 = -338923.697773 nChanged 21 SP:Iteration 27Q (1231.392381 sec): 3 clusters Score: Raw -340508.431895 + Penalty 1579.445565 = -338928.986330 nChanged 24 SP:Iteration 28Q (1231.407031 sec): 3 clusters Score: Raw -340514.308694 + Penalty 1579.445565 = -338934.863129 nChanged 26 SP:Iteration 29Q (1231.421703 sec): 3 clusters Score: Raw -340522.697352 + Penalty 1579.445565 = -338943.251787 nChanged 27 SP:Iteration 30Q (1231.436235 sec): 3 clusters Score: Raw -340531.136651 + Penalty 1579.445565 = -338951.691086 nChanged 27 SP:Iteration 31Q (1231.450819 sec): 3 clusters Score: Raw -340541.064868 + Penalty 1579.445565 = -338961.619303 nChanged 26 SP:Iteration 32Q (1231.465375 sec): 3 clusters Score: Raw -340549.367815 + Penalty 1579.445565 = -338969.922250 nChanged 25 SP:Iteration 33Q (1231.480005 sec): 3 clusters Score: Raw -340555.779199 + Penalty 1579.445565 = -338976.333634 nChanged 26 SP:Iteration 34Q (1231.494458 sec): 3 clusters Score: Raw -340561.204318 + Penalty 1579.445565 = -338981.758753 nChanged 19 SP:Iteration 35Q (1231.508958 sec): 3 clusters Score: Raw -340564.658942 + Penalty 1579.445565 = -338985.213377 nChanged 12 SP:Iteration 36Q (1231.523372 sec): 3 clusters Score: Raw -340567.064070 + Penalty 1579.445565 = -338987.618506 nChanged 13 SP:Iteration 37Q (1231.537734 sec): 3 clusters Score: Raw -340570.888434 + Penalty 1579.445565 = -338991.442869 nChanged 17 SP:Iteration 38Q (1231.552180 sec): 3 clusters Score: Raw -340575.006507 + Penalty 1579.445565 = -338995.560942 nChanged 12 SP:Iteration 39Q (1231.566774 sec): 3 clusters Score: Raw -340579.726883 + Penalty 1579.445565 = -339000.281318 nChanged 19 SP:Iteration 40F (1231.581557 sec): 3 clusters Score: Raw -340585.648689 + Penalty 1579.445565 = -339006.203124 nChanged 23 SP:Iteration 41Q (1231.596092 sec): 3 clusters Score: Raw -340592.968112 + Penalty 1579.445565 = -339013.522547 nChanged 30 SP:Iteration 42Q (1231.610568 sec): 3 clusters Score: Raw -340603.285453 + Penalty 1579.445565 = -339023.839889 nChanged 31 SP:Iteration 43Q (1231.625142 sec): 3 clusters Score: Raw -340613.542429 + Penalty 1579.445565 = -339034.096864 nChanged 31 SP:Iteration 44Q (1231.639610 sec): 3 clusters Score: Raw -340623.915552 + Penalty 1579.445565 = -339044.469987 nChanged 30 SP:Iteration 45Q (1231.654051 sec): 3 clusters Score: Raw -340632.098416 + Penalty 1579.445565 = -339052.652851 nChanged 25 SP:Iteration 46Q (1231.668515 sec): 3 clusters Score: Raw -340639.342306 + Penalty 1579.445565 = -339059.896741 nChanged 23 SP:Iteration 47Q (1231.683028 sec): 3 clusters Score: Raw -340648.247439 + Penalty 1579.445565 = -339068.801874 nChanged 27 SP:Iteration 48Q (1231.697445 sec): 3 clusters Score: Raw -340660.734602 + Penalty 1579.445565 = -339081.289037 nChanged 38 SP:Iteration 49Q (1231.711752 sec): 3 clusters Score: Raw -340677.073784 + Penalty 1579.445565 = -339097.628219 nChanged 43 SP:Iteration 50Q (1231.726195 sec): 3 clusters Score: Raw -340698.211795 + Penalty 1579.445565 = -339118.766230 nChanged 46 SP:Iteration 51Q (1231.740458 sec): 3 clusters Score: Raw -340720.933024 + Penalty 1579.445565 = -339141.487459 nChanged 50 SP:Iteration 52Q (1231.754867 sec): 3 clusters Score: Raw -340747.365142 + Penalty 1579.445565 = -339167.919577 nChanged 44 SP:Iteration 53Q (1231.769222 sec): 3 clusters Score: Raw -340765.004869 + Penalty 1579.445565 = -339185.559304 nChanged 26 SP:Iteration 54Q (1231.783554 sec): 3 clusters Score: Raw -340775.597628 + Penalty 1579.445565 = -339196.152063 nChanged 23 SP:Iteration 55Q (1231.797811 sec): 3 clusters Score: Raw -340784.310298 + Penalty 1579.445565 = -339204.864733 nChanged 25 SP:Iteration 56Q (1231.812166 sec): 3 clusters Score: Raw -340793.790229 + Penalty 1579.445565 = -339214.344664 nChanged 14 SP:Iteration 57Q (1231.826407 sec): 3 clusters Score: Raw -340798.962310 + Penalty 1579.445565 = -339219.516745 nChanged 17 SP:Iteration 58Q (1231.840628 sec): 3 clusters Score: Raw -340806.069883 + Penalty 1579.445565 = -339226.624318 nChanged 12 SP:Iteration 59Q (1231.854996 sec): 3 clusters Score: Raw -340810.464243 + Penalty 1579.445565 = -339231.018678 nChanged 11 SP:Iteration 60F (1231.869751 sec): 3 clusters Score: Raw -340816.353508 + Penalty 1579.445565 = -339236.907943 nChanged 14 SP:Iteration 61Q (1231.883962 sec): 3 clusters Score: Raw -340825.840505 + Penalty 1579.445565 = -339246.394940 nChanged 13 SP:Iteration 62Q (1231.898263 sec): 3 clusters Score: Raw -340833.993891 + Penalty 1579.445565 = -339254.548326 nChanged 12 SP:Iteration 63Q (1231.912325 sec): 3 clusters Score: Raw -340843.921551 + Penalty 1579.445565 = -339264.475986 nChanged 16 SP:Iteration 64Q (1231.926437 sec): 3 clusters Score: Raw -340854.357390 + Penalty 1579.445565 = -339274.911825 nChanged 15 SP:Iteration 65Q (1231.940631 sec): 3 clusters Score: Raw -340862.660374 + Penalty 1579.445565 = -339283.214809 nChanged 12 SP:Iteration 66Q (1231.954739 sec): 3 clusters Score: Raw -340866.652986 + Penalty 1579.445565 = -339287.207421 nChanged 5 SP:Iteration 67Q (1231.968897 sec): 3 clusters Score: Raw -340869.459090 + Penalty 1579.445565 = -339290.013525 nChanged 8 SP:Iteration 68Q (1231.983065 sec): 3 clusters Score: Raw -340873.486658 + Penalty 1579.445565 = -339294.041093 nChanged 3 SP:Iteration 69Q (1231.997109 sec): 3 clusters Score: Raw -340874.858785 + Penalty 1579.445565 = -339295.413220 nChanged 2 SP:Iteration 70Q (1232.011273 sec): 3 clusters Score: Raw -340877.187930 + Penalty 1579.445565 = -339297.742365 nChanged 5 SP:Iteration 71Q (1232.025454 sec): 3 clusters Score: Raw -340881.646139 + Penalty 1579.445565 = -339302.200574 nChanged 7 SP:Iteration 72Q (1232.039448 sec): 3 clusters Score: Raw -340886.602969 + Penalty 1579.445565 = -339307.157404 nChanged 8 SP:Iteration 73Q (1232.053549 sec): 3 clusters Score: Raw -340894.048843 + Penalty 1579.445565 = -339314.603278 nChanged 7 SP:Iteration 74Q (1232.067452 sec): 3 clusters Score: Raw -340897.632002 + Penalty 1579.445565 = -339318.186437 nChanged 4 SP:Iteration 75Q (1232.081478 sec): 3 clusters Score: Raw -340899.044871 + Penalty 1579.445565 = -339319.599306 nChanged 2 SP:Iteration 76Q (1232.095362 sec): 3 clusters Score: Raw -340900.301463 + Penalty 1579.445565 = -339320.855898 nChanged 3 SP:Iteration 77Q (1232.109474 sec): 3 clusters Score: Raw -340902.051943 + Penalty 1579.445565 = -339322.606378 nChanged 2 SP:Iteration 78Q (1232.123474 sec): 3 clusters Score: Raw -340903.968987 + Penalty 1579.445565 = -339324.523422 nChanged 3 SP:Iteration 79Q (1232.137532 sec): 3 clusters Score: Raw -340907.338829 + Penalty 1579.445565 = -339327.893265 nChanged 4 SP:Iteration 80F (1232.152111 sec): 3 clusters Score: Raw -340910.090959 + Penalty 1579.445565 = -339330.645394 nChanged 3 SP:Iteration 81Q (1232.165897 sec): 3 clusters Score: Raw -340912.493209 + Penalty 1579.445565 = -339333.047644 nChanged 1 SP:Iteration 82Q (1232.179936 sec): 3 clusters Score: Raw -340912.734819 + Penalty 1579.445565 = -339333.289255 nChanged 2 SP:Iteration 83Q (1232.193986 sec): 3 clusters Score: Raw -340913.257267 + Penalty 1579.445565 = -339333.811702 nChanged 1 SP:Iteration 84Q (1232.208004 sec): 3 clusters Score: Raw -340913.525204 + Penalty 1579.445565 = -339334.079639 nChanged 0 SP:Iteration 85F (1232.222788 sec): 3 clusters Score: Raw -340913.525204 + Penalty 1579.445565 = -339334.079639 nChanged 0 Trying to split cluster 10 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.238286 sec): 2 clusters Score: Raw -189072.945727 + Penalty 733.780442 = -188339.165285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.247353 sec): 3 clusters Score: Raw -187984.060795 + Penalty 1467.560885 = -186516.499910 nChanged 882 SP:Iteration 1F (1232.255728 sec): 3 clusters Score: Raw -188585.810562 + Penalty 1467.560885 = -187118.249677 nChanged 213 SP:Iteration 2F (1232.264034 sec): 3 clusters Score: Raw -188769.798573 + Penalty 1467.560885 = -187302.237688 nChanged 149 SP:Iteration 3F (1232.272330 sec): 3 clusters Score: Raw -188899.392527 + Penalty 1467.560885 = -187431.831642 nChanged 143 SP:Iteration 4F (1232.280645 sec): 3 clusters Score: Raw -189054.338817 + Penalty 1467.560885 = -187586.777933 nChanged 127 SP:Iteration 5F (1232.288984 sec): 3 clusters Score: Raw -189192.443092 + Penalty 1467.560885 = -187724.882207 nChanged 96 SP:Iteration 6Q (1232.297287 sec): 3 clusters Score: Raw -189288.835174 + Penalty 1467.560885 = -187821.274289 nChanged 69 SP:Iteration 7Q (1232.305540 sec): 3 clusters Score: Raw -189339.619017 + Penalty 1467.560885 = -187872.058133 nChanged 44 SP:Iteration 8Q (1232.313761 sec): 3 clusters Score: Raw -189363.981163 + Penalty 1467.560885 = -187896.420279 nChanged 31 SP:Iteration 9Q (1232.321912 sec): 3 clusters Score: Raw -189380.063215 + Penalty 1467.560885 = -187912.502330 nChanged 24 SP:Iteration 10Q (1232.330103 sec): 3 clusters Score: Raw -189388.984391 + Penalty 1467.560885 = -187921.423506 nChanged 14 SP:Iteration 11Q (1232.338263 sec): 3 clusters Score: Raw -189394.541788 + Penalty 1467.560885 = -187926.980904 nChanged 7 SP:Iteration 12Q (1232.346421 sec): 3 clusters Score: Raw -189397.195439 + Penalty 1467.560885 = -187929.634554 nChanged 7 SP:Iteration 13Q (1232.354613 sec): 3 clusters Score: Raw -189400.166877 + Penalty 1467.560885 = -187932.605992 nChanged 5 SP:Iteration 14Q (1232.362748 sec): 3 clusters Score: Raw -189401.680327 + Penalty 1467.560885 = -187934.119442 nChanged 4 SP:Iteration 15Q (1232.370933 sec): 3 clusters Score: Raw -189403.254917 + Penalty 1467.560885 = -187935.694033 nChanged 4 SP:Iteration 16Q (1232.379123 sec): 3 clusters Score: Raw -189404.976659 + Penalty 1467.560885 = -187937.415774 nChanged 6 SP:Iteration 17Q (1232.387337 sec): 3 clusters Score: Raw -189406.586290 + Penalty 1467.560885 = -187939.025405 nChanged 4 SP:Iteration 18Q (1232.395524 sec): 3 clusters Score: Raw -189407.571617 + Penalty 1467.560885 = -187940.010732 nChanged 3 SP:Iteration 19Q (1232.403717 sec): 3 clusters Score: Raw -189408.715343 + Penalty 1467.560885 = -187941.154458 nChanged 5 SP:Iteration 20F (1232.412094 sec): 3 clusters Score: Raw -189410.286124 + Penalty 1467.560885 = -187942.725240 nChanged 4 SP:Iteration 21Q (1232.420298 sec): 3 clusters Score: Raw -189411.029393 + Penalty 1467.560885 = -187943.468508 nChanged 2 SP:Iteration 22Q (1232.428425 sec): 3 clusters Score: Raw -189411.755500 + Penalty 1467.560885 = -187944.194615 nChanged 3 SP:Iteration 23Q (1232.436531 sec): 3 clusters Score: Raw -189412.575970 + Penalty 1467.560885 = -187945.015085 nChanged 3 SP:Iteration 24Q (1232.444673 sec): 3 clusters Score: Raw -189413.144094 + Penalty 1467.560885 = -187945.583209 nChanged 3 SP:Iteration 25Q (1232.452775 sec): 3 clusters Score: Raw -189413.512818 + Penalty 1467.560885 = -187945.951933 nChanged 1 SP:Iteration 26Q (1232.460858 sec): 3 clusters Score: Raw -189413.662906 + Penalty 1467.560885 = -187946.102022 nChanged 3 SP:Iteration 27Q (1232.469024 sec): 3 clusters Score: Raw -189414.162890 + Penalty 1467.560885 = -187946.602005 nChanged 4 SP:Iteration 28Q (1232.477208 sec): 3 clusters Score: Raw -189415.703806 + Penalty 1467.560885 = -187948.142922 nChanged 11 SP:Iteration 29Q (1232.485406 sec): 3 clusters Score: Raw -189420.575257 + Penalty 1467.560885 = -187953.014373 nChanged 15 SP:Iteration 30Q (1232.493477 sec): 3 clusters Score: Raw -189426.469049 + Penalty 1467.560885 = -187958.908164 nChanged 10 SP:Iteration 31Q (1232.501539 sec): 3 clusters Score: Raw -189429.091147 + Penalty 1467.560885 = -187961.530263 nChanged 8 SP:Iteration 32Q (1232.509629 sec): 3 clusters Score: Raw -189431.213485 + Penalty 1467.560885 = -187963.652600 nChanged 6 SP:Iteration 33Q (1232.517801 sec): 3 clusters Score: Raw -189433.264878 + Penalty 1467.560885 = -187965.703993 nChanged 6 SP:Iteration 34Q (1232.525981 sec): 3 clusters Score: Raw -189435.360493 + Penalty 1467.560885 = -187967.799609 nChanged 6 SP:Iteration 35Q (1232.534158 sec): 3 clusters Score: Raw -189436.613006 + Penalty 1467.560885 = -187969.052121 nChanged 6 SP:Iteration 36Q (1232.542221 sec): 3 clusters Score: Raw -189438.365550 + Penalty 1467.560885 = -187970.804665 nChanged 2 SP:Iteration 37Q (1232.550388 sec): 3 clusters Score: Raw -189438.895427 + Penalty 1467.560885 = -187971.334543 nChanged 2 SP:Iteration 38Q (1232.558491 sec): 3 clusters Score: Raw -189439.160323 + Penalty 1467.560885 = -187971.599438 nChanged 1 SP:Iteration 39Q (1232.566618 sec): 3 clusters Score: Raw -189439.522149 + Penalty 1467.560885 = -187971.961265 nChanged 1 SP:Iteration 40F (1232.574885 sec): 3 clusters Score: Raw -189439.660249 + Penalty 1467.560885 = -187972.099365 nChanged 0 Trying to split cluster 11 (2530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.590640 sec): 2 clusters Score: Raw -230856.124164 + Penalty 744.417585 = -230111.706579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.600699 sec): 3 clusters Score: Raw -229691.956440 + Penalty 1488.835171 = -228203.121269 nChanged 990 SP:Iteration 1F (1232.609908 sec): 3 clusters Score: Raw -230326.248224 + Penalty 1488.835171 = -228837.413054 nChanged 189 SP:Iteration 2F (1232.619115 sec): 3 clusters Score: Raw -230454.755088 + Penalty 1488.835171 = -228965.919917 nChanged 159 SP:Iteration 3F (1232.628373 sec): 3 clusters Score: Raw -230566.432464 + Penalty 1488.835171 = -229077.597293 nChanged 116 SP:Iteration 4Q (1232.637676 sec): 3 clusters Score: Raw -230643.115160 + Penalty 1488.835171 = -229154.279990 nChanged 102 SP:Iteration 5Q (1232.647064 sec): 3 clusters Score: Raw -230698.010601 + Penalty 1488.835171 = -229209.175430 nChanged 71 SP:Iteration 6Q (1232.656249 sec): 3 clusters Score: Raw -230748.230110 + Penalty 1488.835171 = -229259.394939 nChanged 84 SP:Iteration 7Q (1232.665411 sec): 3 clusters Score: Raw -230816.395810 + Penalty 1488.835171 = -229327.560639 nChanged 83 SP:Iteration 8Q (1232.674644 sec): 3 clusters Score: Raw -230896.380728 + Penalty 1488.835171 = -229407.545558 nChanged 94 SP:Iteration 9Q (1232.683860 sec): 3 clusters Score: Raw -230979.393060 + Penalty 1488.835171 = -229490.557890 nChanged 75 SP:Iteration 10Q (1232.692947 sec): 3 clusters Score: Raw -231032.090381 + Penalty 1488.835171 = -229543.255211 nChanged 57 SP:Iteration 11Q (1232.702111 sec): 3 clusters Score: Raw -231067.702856 + Penalty 1488.835171 = -229578.867685 nChanged 50 SP:Iteration 12Q (1232.711280 sec): 3 clusters Score: Raw -231094.025022 + Penalty 1488.835171 = -229605.189851 nChanged 33 SP:Iteration 13Q (1232.720461 sec): 3 clusters Score: Raw -231108.337400 + Penalty 1488.835171 = -229619.502229 nChanged 22 SP:Iteration 14Q (1232.729627 sec): 3 clusters Score: Raw -231117.294199 + Penalty 1488.835171 = -229628.459028 nChanged 15 SP:Iteration 15Q (1232.738713 sec): 3 clusters Score: Raw -231124.367744 + Penalty 1488.835171 = -229635.532574 nChanged 15 SP:Iteration 16Q (1232.747852 sec): 3 clusters Score: Raw -231133.333937 + Penalty 1488.835171 = -229644.498767 nChanged 16 SP:Iteration 17Q (1232.757132 sec): 3 clusters Score: Raw -231139.208933 + Penalty 1488.835171 = -229650.373762 nChanged 17 SP:Iteration 18Q (1232.766154 sec): 3 clusters Score: Raw -231147.613687 + Penalty 1488.835171 = -229658.778517 nChanged 16 SP:Iteration 19Q (1232.775297 sec): 3 clusters Score: Raw -231156.724954 + Penalty 1488.835171 = -229667.889784 nChanged 17 SP:Iteration 20F (1232.784510 sec): 3 clusters Score: Raw -231169.895593 + Penalty 1488.835171 = -229681.060422 nChanged 24 SP:Iteration 21Q (1232.793619 sec): 3 clusters Score: Raw -231187.360690 + Penalty 1488.835171 = -229698.525519 nChanged 29 SP:Iteration 22Q (1232.802670 sec): 3 clusters Score: Raw -231204.474035 + Penalty 1488.835171 = -229715.638864 nChanged 17 SP:Iteration 23Q (1232.811770 sec): 3 clusters Score: Raw -231211.021278 + Penalty 1488.835171 = -229722.186108 nChanged 10 SP:Iteration 24Q (1232.820838 sec): 3 clusters Score: Raw -231213.509461 + Penalty 1488.835171 = -229724.674290 nChanged 7 SP:Iteration 25Q (1232.829903 sec): 3 clusters Score: Raw -231217.114726 + Penalty 1488.835171 = -229728.279556 nChanged 10 SP:Iteration 26Q (1232.838951 sec): 3 clusters Score: Raw -231222.347939 + Penalty 1488.835171 = -229733.512768 nChanged 12 SP:Iteration 27Q (1232.847944 sec): 3 clusters Score: Raw -231226.409246 + Penalty 1488.835171 = -229737.574075 nChanged 10 SP:Iteration 28Q (1232.892748 sec): 3 clusters Score: Raw -231229.876116 + Penalty 1488.835171 = -229741.040945 nChanged 4 SP:Iteration 29Q (1232.905987 sec): 3 clusters Score: Raw -231231.029549 + Penalty 1488.835171 = -229742.194378 nChanged 4 SP:Iteration 30Q (1232.915045 sec): 3 clusters Score: Raw -231233.303398 + Penalty 1488.835171 = -229744.468227 nChanged 6 SP:Iteration 31Q (1232.924098 sec): 3 clusters Score: Raw -231236.196544 + Penalty 1488.835171 = -229747.361373 nChanged 7 SP:Iteration 32Q (1232.933154 sec): 3 clusters Score: Raw -231238.895973 + Penalty 1488.835171 = -229750.060803 nChanged 10 SP:Iteration 33Q (1232.942203 sec): 3 clusters Score: Raw -231243.175997 + Penalty 1488.835171 = -229754.340827 nChanged 11 SP:Iteration 34Q (1232.951148 sec): 3 clusters Score: Raw -231246.848272 + Penalty 1488.835171 = -229758.013102 nChanged 10 SP:Iteration 35Q (1232.960160 sec): 3 clusters Score: Raw -231250.577336 + Penalty 1488.835171 = -229761.742165 nChanged 13 SP:Iteration 36Q (1232.969124 sec): 3 clusters Score: Raw -231257.386904 + Penalty 1488.835171 = -229768.551734 nChanged 17 SP:Iteration 37Q (1232.978157 sec): 3 clusters Score: Raw -231263.757354 + Penalty 1488.835171 = -229774.922183 nChanged 9 SP:Iteration 38Q (1232.987142 sec): 3 clusters Score: Raw -231266.319955 + Penalty 1488.835171 = -229777.484784 nChanged 7 SP:Iteration 39Q (1232.996154 sec): 3 clusters Score: Raw -231268.469477 + Penalty 1488.835171 = -229779.634306 nChanged 4 SP:Iteration 40F (1233.005378 sec): 3 clusters Score: Raw -231269.656906 + Penalty 1488.835171 = -229780.821736 nChanged 1 SP:Iteration 41Q (1233.014322 sec): 3 clusters Score: Raw -231269.891814 + Penalty 1488.835171 = -229781.056643 nChanged 2 SP:Iteration 42Q (1233.023298 sec): 3 clusters Score: Raw -231270.674987 + Penalty 1488.835171 = -229781.839816 nChanged 4 SP:Iteration 43Q (1233.032247 sec): 3 clusters Score: Raw -231272.160819 + Penalty 1488.835171 = -229783.325649 nChanged 5 SP:Iteration 44Q (1233.041179 sec): 3 clusters Score: Raw -231273.286649 + Penalty 1488.835171 = -229784.451478 nChanged 1 SP:Iteration 45Q (1233.050893 sec): 3 clusters Score: Raw -231273.373261 + Penalty 1488.835171 = -229784.538090 nChanged 0 SP:Iteration 46F (1233.060107 sec): 3 clusters Score: Raw -231273.373261 + Penalty 1488.835171 = -229784.538090 nChanged 0 Trying to split cluster 12 (3153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1233.076553 sec): 2 clusters Score: Raw -261631.703844 + Penalty 765.330418 = -260866.373427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.088880 sec): 3 clusters Score: Raw -259962.221555 + Penalty 1530.660835 = -258431.560720 nChanged 1298 SP:Iteration 1F (1233.100431 sec): 3 clusters Score: Raw -260831.364931 + Penalty 1530.660835 = -259300.704096 nChanged 290 SP:Iteration 2F (1233.111774 sec): 3 clusters Score: Raw -261090.476923 + Penalty 1530.660835 = -259559.816088 nChanged 240 SP:Iteration 3F (1233.123017 sec): 3 clusters Score: Raw -261360.053979 + Penalty 1530.660835 = -259829.393144 nChanged 249 SP:Iteration 4F (1233.134009 sec): 3 clusters Score: Raw -261607.619363 + Penalty 1530.660835 = -260076.958528 nChanged 213 SP:Iteration 5F (1233.145260 sec): 3 clusters Score: Raw -261780.548542 + Penalty 1530.660835 = -260249.887706 nChanged 146 SP:Iteration 6Q (1233.156551 sec): 3 clusters Score: Raw -261874.726545 + Penalty 1530.660835 = -260344.065709 nChanged 95 SP:Iteration 7Q (1233.167722 sec): 3 clusters Score: Raw -261934.142141 + Penalty 1530.660835 = -260403.481305 nChanged 67 SP:Iteration 8Q (1233.179023 sec): 3 clusters Score: Raw -261970.557818 + Penalty 1530.660835 = -260439.896983 nChanged 45 SP:Iteration 9Q (1233.190338 sec): 3 clusters Score: Raw -261990.529084 + Penalty 1530.660835 = -260459.868249 nChanged 27 SP:Iteration 10Q (1233.201515 sec): 3 clusters Score: Raw -262006.718830 + Penalty 1530.660835 = -260476.057994 nChanged 24 SP:Iteration 11Q (1233.212739 sec): 3 clusters Score: Raw -262019.920298 + Penalty 1530.660835 = -260489.259463 nChanged 19 SP:Iteration 12Q (1233.223875 sec): 3 clusters Score: Raw -262029.486205 + Penalty 1530.660835 = -260498.825369 nChanged 19 SP:Iteration 13Q (1233.235147 sec): 3 clusters Score: Raw -262037.154490 + Penalty 1530.660835 = -260506.493655 nChanged 15 SP:Iteration 14Q (1233.246390 sec): 3 clusters Score: Raw -262042.290990 + Penalty 1530.660835 = -260511.630154 nChanged 18 SP:Iteration 15Q (1233.257609 sec): 3 clusters Score: Raw -262049.970441 + Penalty 1530.660835 = -260519.309606 nChanged 17 SP:Iteration 16Q (1233.268872 sec): 3 clusters Score: Raw -262062.718235 + Penalty 1530.660835 = -260532.057399 nChanged 11 SP:Iteration 17Q (1233.280096 sec): 3 clusters Score: Raw -262068.982712 + Penalty 1530.660835 = -260538.321877 nChanged 11 SP:Iteration 18Q (1233.291315 sec): 3 clusters Score: Raw -262075.977850 + Penalty 1530.660835 = -260545.317014 nChanged 6 SP:Iteration 19Q (1233.302533 sec): 3 clusters Score: Raw -262079.519947 + Penalty 1530.660835 = -260548.859112 nChanged 7 SP:Iteration 20F (1233.313707 sec): 3 clusters Score: Raw -262082.193874 + Penalty 1530.660835 = -260551.533038 nChanged 5 SP:Iteration 21Q (1233.324733 sec): 3 clusters Score: Raw -262083.494921 + Penalty 1530.660835 = -260552.834086 nChanged 1 SP:Iteration 22Q (1233.335816 sec): 3 clusters Score: Raw -262083.699426 + Penalty 1530.660835 = -260553.038591 nChanged 0 SP:Iteration 23F (1233.347102 sec): 3 clusters Score: Raw -262083.699426 + Penalty 1530.660835 = -260553.038591 nChanged 0 Trying to split cluster 13 (4949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1233.365521 sec): 2 clusters Score: Raw -380469.144374 + Penalty 808.159377 = -379660.984997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1233.384856 sec): 3 clusters Score: Raw -377682.715238 + Penalty 1616.318755 = -376066.396483 nChanged 2134 SP:Iteration 1F (1233.402882 sec): 3 clusters Score: Raw -378914.516511 + Penalty 1616.318755 = -377298.197757 nChanged 361 SP:Iteration 2F (1233.420878 sec): 3 clusters Score: Raw -379141.246659 + Penalty 1616.318755 = -377524.927904 nChanged 315 SP:Iteration 3F (1233.438598 sec): 3 clusters Score: Raw -379360.633993 + Penalty 1616.318755 = -377744.315238 nChanged 326 SP:Iteration 4F (1233.456662 sec): 3 clusters Score: Raw -379615.937523 + Penalty 1616.318755 = -377999.618769 nChanged 346 SP:Iteration 5F (1233.474819 sec): 3 clusters Score: Raw -379868.238025 + Penalty 1616.318755 = -378251.919270 nChanged 322 SP:Iteration 6F (1233.492749 sec): 3 clusters Score: Raw -380099.402741 + Penalty 1616.318755 = -378483.083987 nChanged 265 SP:Iteration 7F (1233.510667 sec): 3 clusters Score: Raw -380306.448298 + Penalty 1616.318755 = -378690.129543 nChanged 226 SP:Iteration 8Q (1233.528589 sec): 3 clusters Score: Raw -380452.858259 + Penalty 1616.318755 = -378836.539504 nChanged 206 SP:Iteration 9Q (1233.546468 sec): 3 clusters Score: Raw -380574.273731 + Penalty 1616.318755 = -378957.954976 nChanged 162 SP:Iteration 10Q (1233.564024 sec): 3 clusters Score: Raw -380677.442446 + Penalty 1616.318755 = -379061.123692 nChanged 128 SP:Iteration 11Q (1233.581687 sec): 3 clusters Score: Raw -380752.764687 + Penalty 1616.318755 = -379136.445932 nChanged 108 SP:Iteration 12Q (1233.599286 sec): 3 clusters Score: Raw -380815.853294 + Penalty 1616.318755 = -379199.534539 nChanged 84 SP:Iteration 13Q (1233.616815 sec): 3 clusters Score: Raw -380852.912075 + Penalty 1616.318755 = -379236.593320 nChanged 72 SP:Iteration 14Q (1233.634395 sec): 3 clusters Score: Raw -380878.338604 + Penalty 1616.318755 = -379262.019849 nChanged 50 SP:Iteration 15Q (1233.651881 sec): 3 clusters Score: Raw -380893.134154 + Penalty 1616.318755 = -379276.815399 nChanged 34 SP:Iteration 16Q (1233.669506 sec): 3 clusters Score: Raw -380902.590654 + Penalty 1616.318755 = -379286.271899 nChanged 22 SP:Iteration 17Q (1233.687060 sec): 3 clusters Score: Raw -380909.017959 + Penalty 1616.318755 = -379292.699204 nChanged 26 SP:Iteration 18Q (1233.704696 sec): 3 clusters Score: Raw -380917.994887 + Penalty 1616.318755 = -379301.676133 nChanged 30 SP:Iteration 19Q (1233.722067 sec): 3 clusters Score: Raw -380924.579012 + Penalty 1616.318755 = -379308.260257 nChanged 20 SP:Iteration 20F (1233.740057 sec): 3 clusters Score: Raw -380929.134279 + Penalty 1616.318755 = -379312.815524 nChanged 17 SP:Iteration 21Q (1233.757586 sec): 3 clusters Score: Raw -380933.019384 + Penalty 1616.318755 = -379316.700629 nChanged 15 SP:Iteration 22Q (1233.775066 sec): 3 clusters Score: Raw -380938.232541 + Penalty 1616.318755 = -379321.913786 nChanged 14 SP:Iteration 23Q (1233.792566 sec): 3 clusters Score: Raw -380941.462278 + Penalty 1616.318755 = -379325.143523 nChanged 6 SP:Iteration 24Q (1233.809927 sec): 3 clusters Score: Raw -380942.784620 + Penalty 1616.318755 = -379326.465865 nChanged 7 SP:Iteration 25Q (1233.827303 sec): 3 clusters Score: Raw -380945.393674 + Penalty 1616.318755 = -379329.074919 nChanged 12 SP:Iteration 26Q (1233.844673 sec): 3 clusters Score: Raw -380950.208481 + Penalty 1616.318755 = -379333.889726 nChanged 14 SP:Iteration 27Q (1233.862036 sec): 3 clusters Score: Raw -380953.370810 + Penalty 1616.318755 = -379337.052056 nChanged 12 SP:Iteration 28Q (1233.879430 sec): 3 clusters Score: Raw -380955.122341 + Penalty 1616.318755 = -379338.803586 nChanged 12 SP:Iteration 29Q (1233.897014 sec): 3 clusters Score: Raw -380957.548044 + Penalty 1616.318755 = -379341.229290 nChanged 10 SP:Iteration 30Q (1233.914335 sec): 3 clusters Score: Raw -380959.949110 + Penalty 1616.318755 = -379343.630355 nChanged 9 SP:Iteration 31Q (1233.931910 sec): 3 clusters Score: Raw -380961.308682 + Penalty 1616.318755 = -379344.989927 nChanged 7 SP:Iteration 32Q (1233.949428 sec): 3 clusters Score: Raw -380962.177194 + Penalty 1616.318755 = -379345.858439 nChanged 5 SP:Iteration 33Q (1233.966794 sec): 3 clusters Score: Raw -380963.793522 + Penalty 1616.318755 = -379347.474767 nChanged 11 SP:Iteration 34Q (1233.984138 sec): 3 clusters Score: Raw -380965.535938 + Penalty 1616.318755 = -379349.217184 nChanged 9 SP:Iteration 35Q (1234.001507 sec): 3 clusters Score: Raw -380966.565103 + Penalty 1616.318755 = -379350.246349 nChanged 6 SP:Iteration 36Q (1234.018959 sec): 3 clusters Score: Raw -380967.236723 + Penalty 1616.318755 = -379350.917968 nChanged 6 SP:Iteration 37Q (1234.036298 sec): 3 clusters Score: Raw -380968.081537 + Penalty 1616.318755 = -379351.762782 nChanged 5 SP:Iteration 38Q (1234.053818 sec): 3 clusters Score: Raw -380968.574274 + Penalty 1616.318755 = -379352.255519 nChanged 3 SP:Iteration 39Q (1234.071292 sec): 3 clusters Score: Raw -380968.859749 + Penalty 1616.318755 = -379352.540994 nChanged 4 SP:Iteration 40F (1234.089268 sec): 3 clusters Score: Raw -380969.186620 + Penalty 1616.318755 = -379352.867866 nChanged 4 SP:Iteration 41Q (1234.106826 sec): 3 clusters Score: Raw -380969.578866 + Penalty 1616.318755 = -379353.260111 nChanged 3 SP:Iteration 42Q (1234.124331 sec): 3 clusters Score: Raw -380969.835693 + Penalty 1616.318755 = -379353.516938 nChanged 1 SP:Iteration 43Q (1234.141689 sec): 3 clusters Score: Raw -380969.887238 + Penalty 1616.318755 = -379353.568483 nChanged 0 SP:Iteration 44F (1234.159602 sec): 3 clusters Score: Raw -380969.887238 + Penalty 1616.318755 = -379353.568483 nChanged 0 Trying to split cluster 14 (53353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1234.234882 sec): 2 clusters Score: Raw -4484535.413708 + Penalty 1034.045121 = -4483501.368587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1234.312905 sec): 3 clusters Score: Raw -4449763.582370 + Penalty 2068.090243 = -4447695.492127 nChanged 25599 SP:Iteration 1F (1234.385514 sec): 3 clusters Score: Raw -4465091.739943 + Penalty 2068.090243 = -4463023.649701 nChanged 2596 SP:Iteration 2Q (1234.461612 sec): 3 clusters Score: Raw -4466098.342787 + Penalty 2068.090243 = -4464030.252544 nChanged 2888 SP:Iteration 3F (1234.533834 sec): 3 clusters Score: Raw -4467403.405861 + Penalty 2068.090243 = -4465335.315619 nChanged 3169 SP:Iteration 4F (1234.605998 sec): 3 clusters Score: Raw -4469162.605108 + Penalty 2068.090243 = -4467094.514865 nChanged 3483 SP:Iteration 5F (1234.677988 sec): 3 clusters Score: Raw -4471539.606653 + Penalty 2068.090243 = -4469471.516411 nChanged 3606 SP:Iteration 6F (1234.749913 sec): 3 clusters Score: Raw -4474458.125841 + Penalty 2068.090243 = -4472390.035598 nChanged 3316 SP:Iteration 7F (1234.822531 sec): 3 clusters Score: Raw -4477404.202013 + Penalty 2068.090243 = -4475336.111770 nChanged 2665 SP:Iteration 8Q (1234.896879 sec): 3 clusters Score: Raw -4479649.914189 + Penalty 2068.090243 = -4477581.823946 nChanged 1924 SP:Iteration 9Q (1234.968680 sec): 3 clusters Score: Raw -4481056.705068 + Penalty 2068.090243 = -4478988.614826 nChanged 1348 SP:Iteration 10Q (1235.038044 sec): 3 clusters Score: Raw -4481819.024814 + Penalty 2068.090243 = -4479750.934571 nChanged 947 SP:Iteration 11Q (1235.106106 sec): 3 clusters Score: Raw -4482302.205926 + Penalty 2068.090243 = -4480234.115683 nChanged 807 SP:Iteration 12Q (1235.173387 sec): 3 clusters Score: Raw -4482667.329235 + Penalty 2068.090243 = -4480599.238993 nChanged 687 SP:Iteration 13Q (1235.239687 sec): 3 clusters Score: Raw -4482958.950349 + Penalty 2068.090243 = -4480890.860107 nChanged 651 SP:Iteration 14Q (1235.305556 sec): 3 clusters Score: Raw -4483221.805321 + Penalty 2068.090243 = -4481153.715079 nChanged 616 SP:Iteration 15Q (1235.370716 sec): 3 clusters Score: Raw -4483458.815316 + Penalty 2068.090243 = -4481390.725073 nChanged 559 SP:Iteration 16Q (1235.435591 sec): 3 clusters Score: Raw -4483671.589959 + Penalty 2068.090243 = -4481603.499716 nChanged 499 SP:Iteration 17Q (1235.499665 sec): 3 clusters Score: Raw -4483855.187713 + Penalty 2068.090243 = -4481787.097470 nChanged 446 SP:Iteration 18Q (1235.563230 sec): 3 clusters Score: Raw -4484006.586452 + Penalty 2068.090243 = -4481938.496209 nChanged 398 SP:Iteration 19Q (1235.626533 sec): 3 clusters Score: Raw -4484140.512833 + Penalty 2068.090243 = -4482072.422590 nChanged 353 SP:Iteration 20F (1235.698089 sec): 3 clusters Score: Raw -4484254.962348 + Penalty 2068.090243 = -4482186.872106 nChanged 313 SP:Iteration 21Q (1235.760922 sec): 3 clusters Score: Raw -4484353.301728 + Penalty 2068.090243 = -4482285.211485 nChanged 286 SP:Iteration 22Q (1235.823065 sec): 3 clusters Score: Raw -4484438.924693 + Penalty 2068.090243 = -4482370.834451 nChanged 211 SP:Iteration 23Q (1235.885235 sec): 3 clusters Score: Raw -4484494.688760 + Penalty 2068.090243 = -4482426.598517 nChanged 180 SP:Iteration 24Q (1235.947367 sec): 3 clusters Score: Raw -4484536.544676 + Penalty 2068.090243 = -4482468.454433 nChanged 164 SP:Iteration 25Q (1236.008915 sec): 3 clusters Score: Raw -4484571.693102 + Penalty 2068.090243 = -4482503.602860 nChanged 148 SP:Iteration 26Q (1236.070370 sec): 3 clusters Score: Raw -4484608.179002 + Penalty 2068.090243 = -4482540.088759 nChanged 158 SP:Iteration 27Q (1236.131709 sec): 3 clusters Score: Raw -4484648.875401 + Penalty 2068.090243 = -4482580.785158 nChanged 147 SP:Iteration 28Q (1236.193166 sec): 3 clusters Score: Raw -4484685.747372 + Penalty 2068.090243 = -4482617.657130 nChanged 120 SP:Iteration 29Q (1236.254501 sec): 3 clusters Score: Raw -4484714.944162 + Penalty 2068.090243 = -4482646.853920 nChanged 104 SP:Iteration 30Q (1236.315774 sec): 3 clusters Score: Raw -4484737.595714 + Penalty 2068.090243 = -4482669.505471 nChanged 92 SP:Iteration 31Q (1236.376855 sec): 3 clusters Score: Raw -4484758.643860 + Penalty 2068.090243 = -4482690.553618 nChanged 71 SP:Iteration 32Q (1236.437790 sec): 3 clusters Score: Raw -4484772.838224 + Penalty 2068.090243 = -4482704.747981 nChanged 67 SP:Iteration 33Q (1236.498798 sec): 3 clusters Score: Raw -4484786.351963 + Penalty 2068.090243 = -4482718.261720 nChanged 59 SP:Iteration 34Q (1236.559392 sec): 3 clusters Score: Raw -4484797.742737 + Penalty 2068.090243 = -4482729.652494 nChanged 49 SP:Iteration 35Q (1236.619912 sec): 3 clusters Score: Raw -4484807.460553 + Penalty 2068.090243 = -4482739.370310 nChanged 41 SP:Iteration 36Q (1236.680930 sec): 3 clusters Score: Raw -4484816.941751 + Penalty 2068.090243 = -4482748.851508 nChanged 40 SP:Iteration 37Q (1236.741547 sec): 3 clusters Score: Raw -4484824.178153 + Penalty 2068.090243 = -4482756.087911 nChanged 36 SP:Iteration 38Q (1236.802243 sec): 3 clusters Score: Raw -4484830.199758 + Penalty 2068.090243 = -4482762.109516 nChanged 26 SP:Iteration 39Q (1236.862211 sec): 3 clusters Score: Raw -4484834.175739 + Penalty 2068.090243 = -4482766.085496 nChanged 27 SP:Iteration 40F (1236.933039 sec): 3 clusters Score: Raw -4484838.649417 + Penalty 2068.090243 = -4482770.559174 nChanged 23 SP:Iteration 41Q (1236.993111 sec): 3 clusters Score: Raw -4484842.636878 + Penalty 2068.090243 = -4482774.546635 nChanged 20 SP:Iteration 42Q (1237.052930 sec): 3 clusters Score: Raw -4484846.321095 + Penalty 2068.090243 = -4482778.230852 nChanged 22 SP:Iteration 43Q (1237.112890 sec): 3 clusters Score: Raw -4484850.869022 + Penalty 2068.090243 = -4482782.778779 nChanged 30 SP:Iteration 44Q (1237.172500 sec): 3 clusters Score: Raw -4484855.533383 + Penalty 2068.090243 = -4482787.443141 nChanged 22 SP:Iteration 45Q (1237.233451 sec): 3 clusters Score: Raw -4484858.751264 + Penalty 2068.090243 = -4482790.661022 nChanged 27 SP:Iteration 46Q (1237.293529 sec): 3 clusters Score: Raw -4484862.626313 + Penalty 2068.090243 = -4482794.536071 nChanged 25 SP:Iteration 47Q (1237.353230 sec): 3 clusters Score: Raw -4484867.664047 + Penalty 2068.090243 = -4482799.573804 nChanged 22 SP:Iteration 48Q (1237.413112 sec): 3 clusters Score: Raw -4484871.125091 + Penalty 2068.090243 = -4482803.034849 nChanged 19 SP:Iteration 49Q (1237.472884 sec): 3 clusters Score: Raw -4484875.574000 + Penalty 2068.090243 = -4482807.483757 nChanged 21 SP:Iteration 50Q (1237.532477 sec): 3 clusters Score: Raw -4484879.117325 + Penalty 2068.090243 = -4482811.027082 nChanged 15 SP:Iteration 51Q (1237.592188 sec): 3 clusters Score: Raw -4484881.312944 + Penalty 2068.090243 = -4482813.222702 nChanged 13 SP:Iteration 52Q (1237.652079 sec): 3 clusters Score: Raw -4484883.555307 + Penalty 2068.090243 = -4482815.465064 nChanged 17 SP:Iteration 53Q (1237.711842 sec): 3 clusters Score: Raw -4484887.028841 + Penalty 2068.090243 = -4482818.938599 nChanged 13 SP:Iteration 54Q (1237.771530 sec): 3 clusters Score: Raw -4484889.365177 + Penalty 2068.090243 = -4482821.274934 nChanged 15 SP:Iteration 55Q (1237.831402 sec): 3 clusters Score: Raw -4484893.658484 + Penalty 2068.090243 = -4482825.568242 nChanged 24 SP:Iteration 56Q (1237.891153 sec): 3 clusters Score: Raw -4484897.661385 + Penalty 2068.090243 = -4482829.571142 nChanged 19 SP:Iteration 57Q (1237.950987 sec): 3 clusters Score: Raw -4484900.946268 + Penalty 2068.090243 = -4482832.856025 nChanged 22 SP:Iteration 58Q (1238.010528 sec): 3 clusters Score: Raw -4484903.848397 + Penalty 2068.090243 = -4482835.758154 nChanged 14 SP:Iteration 59Q (1238.070480 sec): 3 clusters Score: Raw -4484906.356514 + Penalty 2068.090243 = -4482838.266271 nChanged 13 SP:Iteration 60F (1238.141361 sec): 3 clusters Score: Raw -4484907.793035 + Penalty 2068.090243 = -4482839.702792 nChanged 7 SP:Iteration 61Q (1238.201196 sec): 3 clusters Score: Raw -4484908.827689 + Penalty 2068.090243 = -4482840.737447 nChanged 9 SP:Iteration 62Q (1238.260814 sec): 3 clusters Score: Raw -4484910.125392 + Penalty 2068.090243 = -4482842.035150 nChanged 7 SP:Iteration 63Q (1238.320331 sec): 3 clusters Score: Raw -4484911.027148 + Penalty 2068.090243 = -4482842.936906 nChanged 6 SP:Iteration 64Q (1238.379873 sec): 3 clusters Score: Raw -4484911.627096 + Penalty 2068.090243 = -4482843.536854 nChanged 4 SP:Iteration 65Q (1238.439511 sec): 3 clusters Score: Raw -4484912.349885 + Penalty 2068.090243 = -4482844.259642 nChanged 6 SP:Iteration 66Q (1238.499035 sec): 3 clusters Score: Raw -4484913.229026 + Penalty 2068.090243 = -4482845.138783 nChanged 7 SP:Iteration 67Q (1238.558733 sec): 3 clusters Score: Raw -4484914.949456 + Penalty 2068.090243 = -4482846.859214 nChanged 11 SP:Iteration 68Q (1238.618513 sec): 3 clusters Score: Raw -4484916.926578 + Penalty 2068.090243 = -4482848.836336 nChanged 13 SP:Iteration 69Q (1238.678015 sec): 3 clusters Score: Raw -4484918.762614 + Penalty 2068.090243 = -4482850.672371 nChanged 8 SP:Iteration 70Q (1238.737582 sec): 3 clusters Score: Raw -4484920.184574 + Penalty 2068.090243 = -4482852.094331 nChanged 9 SP:Iteration 71Q (1238.806715 sec): 3 clusters Score: Raw -4484921.239694 + Penalty 2068.090243 = -4482853.149451 nChanged 9 SP:Iteration 72Q (1238.866447 sec): 3 clusters Score: Raw -4484922.354204 + Penalty 2068.090243 = -4482854.263961 nChanged 7 SP:Iteration 73Q (1238.926186 sec): 3 clusters Score: Raw -4484923.330427 + Penalty 2068.090243 = -4482855.240184 nChanged 2 SP:Iteration 74Q (1238.985919 sec): 3 clusters Score: Raw -4484923.639725 + Penalty 2068.090243 = -4482855.549483 nChanged 7 SP:Iteration 75Q (1239.045300 sec): 3 clusters Score: Raw -4484924.764587 + Penalty 2068.090243 = -4482856.674344 nChanged 9 SP:Iteration 76Q (1239.104703 sec): 3 clusters Score: Raw -4484926.416064 + Penalty 2068.090243 = -4482858.325821 nChanged 5 SP:Iteration 77Q (1239.164357 sec): 3 clusters Score: Raw -4484926.919349 + Penalty 2068.090243 = -4482858.829107 nChanged 3 SP:Iteration 78Q (1239.223987 sec): 3 clusters Score: Raw -4484927.262275 + Penalty 2068.090243 = -4482859.172032 nChanged 8 SP:Iteration 79Q (1239.283487 sec): 3 clusters Score: Raw -4484927.857999 + Penalty 2068.090243 = -4482859.767756 nChanged 4 SP:Iteration 80F (1239.354036 sec): 3 clusters Score: Raw -4484928.144835 + Penalty 2068.090243 = -4482860.054592 nChanged 3 SP:Iteration 81Q (1239.413888 sec): 3 clusters Score: Raw -4484928.533249 + Penalty 2068.090243 = -4482860.443006 nChanged 2 SP:Iteration 82Q (1239.508587 sec): 3 clusters Score: Raw -4484928.661176 + Penalty 2068.090243 = -4482860.570933 nChanged 1 SP:Iteration 83Q (1239.605878 sec): 3 clusters Score: Raw -4484928.738589 + Penalty 2068.090243 = -4482860.648346 nChanged 1 SP:Iteration 84Q (1239.702355 sec): 3 clusters Score: Raw -4484928.782210 + Penalty 2068.090243 = -4482860.691968 nChanged 1 SP:Iteration 85Q (1239.796997 sec): 3 clusters Score: Raw -4484928.864909 + Penalty 2068.090243 = -4482860.774667 nChanged 1 SP:Iteration 86Q (1239.893725 sec): 3 clusters Score: Raw -4484929.132954 + Penalty 2068.090243 = -4482861.042712 nChanged 1 SP:Iteration 87Q (1239.966565 sec): 3 clusters Score: Raw -4484929.219452 + Penalty 2068.090243 = -4482861.129209 nChanged 1 SP:Iteration 88Q (1240.026379 sec): 3 clusters Score: Raw -4484929.322225 + Penalty 2068.090243 = -4482861.231982 nChanged 2 SP:Iteration 89Q (1240.085991 sec): 3 clusters Score: Raw -4484929.440594 + Penalty 2068.090243 = -4482861.350352 nChanged 1 SP:Iteration 90Q (1240.145541 sec): 3 clusters Score: Raw -4484929.498184 + Penalty 2068.090243 = -4482861.407941 nChanged 0 SP:Iteration 91F (1240.216276 sec): 3 clusters Score: Raw -4484929.498184 + Penalty 2068.090243 = -4482861.407941 nChanged 0 Trying to split cluster 15 (8755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.228195 sec): 2 clusters Score: Raw -743035.729157 + Penalty 862.351123 = -742173.378034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1240.251746 sec): 3 clusters Score: Raw -737885.679039 + Penalty 1724.702246 = -736160.976792 nChanged 3889 SP:Iteration 1F (1240.274800 sec): 3 clusters Score: Raw -740092.606022 + Penalty 1724.702246 = -738367.903776 nChanged 542 SP:Iteration 2F (1240.297460 sec): 3 clusters Score: Raw -740337.577088 + Penalty 1724.702246 = -738612.874841 nChanged 457 SP:Iteration 3F (1240.320163 sec): 3 clusters Score: Raw -740567.187216 + Penalty 1724.702246 = -738842.484970 nChanged 467 SP:Iteration 4F (1240.342854 sec): 3 clusters Score: Raw -740820.874296 + Penalty 1724.702246 = -739096.172050 nChanged 474 SP:Iteration 5F (1240.365793 sec): 3 clusters Score: Raw -741101.604842 + Penalty 1724.702246 = -739376.902596 nChanged 486 SP:Iteration 6F (1240.388729 sec): 3 clusters Score: Raw -741406.817801 + Penalty 1724.702246 = -739682.115555 nChanged 451 SP:Iteration 7F (1240.411421 sec): 3 clusters Score: Raw -741667.257733 + Penalty 1724.702246 = -739942.555487 nChanged 404 SP:Iteration 8Q (1240.434018 sec): 3 clusters Score: Raw -741901.815389 + Penalty 1724.702246 = -740177.113142 nChanged 366 SP:Iteration 9Q (1240.456849 sec): 3 clusters Score: Raw -742060.424083 + Penalty 1724.702246 = -740335.721837 nChanged 267 SP:Iteration 10Q (1240.479468 sec): 3 clusters Score: Raw -742162.225113 + Penalty 1724.702246 = -740437.522867 nChanged 220 SP:Iteration 11Q (1240.502162 sec): 3 clusters Score: Raw -742237.385813 + Penalty 1724.702246 = -740512.683566 nChanged 186 SP:Iteration 12Q (1240.524606 sec): 3 clusters Score: Raw -742294.002560 + Penalty 1724.702246 = -740569.300314 nChanged 172 SP:Iteration 13Q (1240.547217 sec): 3 clusters Score: Raw -742344.284106 + Penalty 1724.702246 = -740619.581860 nChanged 159 SP:Iteration 14Q (1240.569799 sec): 3 clusters Score: Raw -742388.050614 + Penalty 1724.702246 = -740663.348367 nChanged 147 SP:Iteration 15Q (1240.592149 sec): 3 clusters Score: Raw -742433.782454 + Penalty 1724.702246 = -740709.080207 nChanged 137 SP:Iteration 16Q (1240.614673 sec): 3 clusters Score: Raw -742472.110512 + Penalty 1724.702246 = -740747.408265 nChanged 115 SP:Iteration 17Q (1240.637180 sec): 3 clusters Score: Raw -742508.668035 + Penalty 1724.702246 = -740783.965788 nChanged 133 SP:Iteration 18Q (1240.659536 sec): 3 clusters Score: Raw -742548.845703 + Penalty 1724.702246 = -740824.143457 nChanged 121 SP:Iteration 19Q (1240.681908 sec): 3 clusters Score: Raw -742583.585218 + Penalty 1724.702246 = -740858.882971 nChanged 112 SP:Iteration 20F (1240.705065 sec): 3 clusters Score: Raw -742614.201499 + Penalty 1724.702246 = -740889.499252 nChanged 107 SP:Iteration 21Q (1240.727086 sec): 3 clusters Score: Raw -742640.035288 + Penalty 1724.702246 = -740915.333041 nChanged 111 SP:Iteration 22Q (1240.749150 sec): 3 clusters Score: Raw -742664.282296 + Penalty 1724.702246 = -740939.580049 nChanged 98 SP:Iteration 23Q (1240.771089 sec): 3 clusters Score: Raw -742689.134216 + Penalty 1724.702246 = -740964.431970 nChanged 104 SP:Iteration 24Q (1240.793165 sec): 3 clusters Score: Raw -742716.869796 + Penalty 1724.702246 = -740992.167550 nChanged 96 SP:Iteration 25Q (1240.815317 sec): 3 clusters Score: Raw -742743.504489 + Penalty 1724.702246 = -741018.802243 nChanged 97 SP:Iteration 26Q (1240.837158 sec): 3 clusters Score: Raw -742769.556157 + Penalty 1724.702246 = -741044.853911 nChanged 93 SP:Iteration 27Q (1240.859204 sec): 3 clusters Score: Raw -742796.355874 + Penalty 1724.702246 = -741071.653628 nChanged 97 SP:Iteration 28Q (1240.881024 sec): 3 clusters Score: Raw -742822.909135 + Penalty 1724.702246 = -741098.206888 nChanged 74 SP:Iteration 29Q (1240.903074 sec): 3 clusters Score: Raw -742843.344388 + Penalty 1724.702246 = -741118.642141 nChanged 94 SP:Iteration 30Q (1240.924640 sec): 3 clusters Score: Raw -742873.224023 + Penalty 1724.702246 = -741148.521776 nChanged 74 SP:Iteration 31Q (1240.946261 sec): 3 clusters Score: Raw -742895.766302 + Penalty 1724.702246 = -741171.064056 nChanged 59 SP:Iteration 32Q (1240.968125 sec): 3 clusters Score: Raw -742915.943722 + Penalty 1724.702246 = -741191.241476 nChanged 62 SP:Iteration 33Q (1240.989686 sec): 3 clusters Score: Raw -742934.068323 + Penalty 1724.702246 = -741209.366077 nChanged 63 SP:Iteration 34Q (1241.011360 sec): 3 clusters Score: Raw -742955.772319 + Penalty 1724.702246 = -741231.070072 nChanged 72 SP:Iteration 35Q (1241.032962 sec): 3 clusters Score: Raw -742981.104474 + Penalty 1724.702246 = -741256.402228 nChanged 76 SP:Iteration 36Q (1241.054310 sec): 3 clusters Score: Raw -743008.272529 + Penalty 1724.702246 = -741283.570283 nChanged 79 SP:Iteration 37Q (1241.075778 sec): 3 clusters Score: Raw -743038.023374 + Penalty 1724.702246 = -741313.321127 nChanged 68 SP:Iteration 38Q (1241.097330 sec): 3 clusters Score: Raw -743065.632246 + Penalty 1724.702246 = -741340.930000 nChanged 63 SP:Iteration 39Q (1241.118573 sec): 3 clusters Score: Raw -743090.116609 + Penalty 1724.702246 = -741365.414363 nChanged 51 SP:Iteration 40F (1241.141246 sec): 3 clusters Score: Raw -743109.182079 + Penalty 1724.702246 = -741384.479832 nChanged 38 SP:Iteration 41Q (1241.162399 sec): 3 clusters Score: Raw -743122.363274 + Penalty 1724.702246 = -741397.661028 nChanged 33 SP:Iteration 42Q (1241.183612 sec): 3 clusters Score: Raw -743135.359037 + Penalty 1724.702246 = -741410.656790 nChanged 36 SP:Iteration 43Q (1241.231589 sec): 3 clusters Score: Raw -743147.419572 + Penalty 1724.702246 = -741422.717326 nChanged 28 SP:Iteration 44Q (1241.252630 sec): 3 clusters Score: Raw -743156.702648 + Penalty 1724.702246 = -741432.000401 nChanged 28 SP:Iteration 45Q (1241.273733 sec): 3 clusters Score: Raw -743165.769041 + Penalty 1724.702246 = -741441.066795 nChanged 26 SP:Iteration 46Q (1241.301680 sec): 3 clusters Score: Raw -743174.345971 + Penalty 1724.702246 = -741449.643724 nChanged 21 SP:Iteration 47Q (1241.322659 sec): 3 clusters Score: Raw -743181.747402 + Penalty 1724.702246 = -741457.045155 nChanged 27 SP:Iteration 48Q (1241.343594 sec): 3 clusters Score: Raw -743190.996418 + Penalty 1724.702246 = -741466.294171 nChanged 17 SP:Iteration 49Q (1241.364567 sec): 3 clusters Score: Raw -743195.714152 + Penalty 1724.702246 = -741471.011906 nChanged 13 SP:Iteration 50Q (1241.386920 sec): 3 clusters Score: Raw -743199.687851 + Penalty 1724.702246 = -741474.985604 nChanged 11 SP:Iteration 51Q (1241.407706 sec): 3 clusters Score: Raw -743203.404708 + Penalty 1724.702246 = -741478.702462 nChanged 10 SP:Iteration 52Q (1241.428639 sec): 3 clusters Score: Raw -743205.985900 + Penalty 1724.702246 = -741481.283653 nChanged 9 SP:Iteration 53Q (1241.449678 sec): 3 clusters Score: Raw -743208.392894 + Penalty 1724.702246 = -741483.690647 nChanged 16 SP:Iteration 54Q (1241.470799 sec): 3 clusters Score: Raw -743213.765908 + Penalty 1724.702246 = -741489.063662 nChanged 19 SP:Iteration 55Q (1241.491888 sec): 3 clusters Score: Raw -743220.060508 + Penalty 1724.702246 = -741495.358262 nChanged 13 SP:Iteration 56Q (1241.512692 sec): 3 clusters Score: Raw -743224.212346 + Penalty 1724.702246 = -741499.510099 nChanged 13 SP:Iteration 57Q (1241.533492 sec): 3 clusters Score: Raw -743228.131429 + Penalty 1724.702246 = -741503.429183 nChanged 13 SP:Iteration 58Q (1241.554598 sec): 3 clusters Score: Raw -743233.691387 + Penalty 1724.702246 = -741508.989141 nChanged 15 SP:Iteration 59Q (1241.575759 sec): 3 clusters Score: Raw -743239.015785 + Penalty 1724.702246 = -741514.313538 nChanged 11 SP:Iteration 60F (1241.598590 sec): 3 clusters Score: Raw -743242.942789 + Penalty 1724.702246 = -741518.240542 nChanged 9 SP:Iteration 61Q (1241.619442 sec): 3 clusters Score: Raw -743245.212112 + Penalty 1724.702246 = -741520.509865 nChanged 4 SP:Iteration 62Q (1241.640313 sec): 3 clusters Score: Raw -743246.175099 + Penalty 1724.702246 = -741521.472853 nChanged 3 SP:Iteration 63Q (1241.661168 sec): 3 clusters Score: Raw -743246.951486 + Penalty 1724.702246 = -741522.249240 nChanged 5 SP:Iteration 64Q (1241.682107 sec): 3 clusters Score: Raw -743248.204054 + Penalty 1724.702246 = -741523.501808 nChanged 5 SP:Iteration 65Q (1241.703016 sec): 3 clusters Score: Raw -743249.524169 + Penalty 1724.702246 = -741524.821922 nChanged 4 SP:Iteration 66Q (1241.723971 sec): 3 clusters Score: Raw -743250.343134 + Penalty 1724.702246 = -741525.640887 nChanged 3 SP:Iteration 67Q (1241.744922 sec): 3 clusters Score: Raw -743250.787272 + Penalty 1724.702246 = -741526.085026 nChanged 1 SP:Iteration 68Q (1241.765773 sec): 3 clusters Score: Raw -743251.169349 + Penalty 1724.702246 = -741526.467102 nChanged 0 SP:Iteration 69F (1241.788524 sec): 3 clusters Score: Raw -743251.169349 + Penalty 1724.702246 = -741526.467102 nChanged 0 Trying to split cluster 16 (33394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.831901 sec): 2 clusters Score: Raw -2705116.567387 + Penalty 989.532495 = -2704127.034893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.884822 sec): 3 clusters Score: Raw -2683835.667017 + Penalty 1979.064989 = -2681856.602028 nChanged 15652 SP:Iteration 1F (1241.933544 sec): 3 clusters Score: Raw -2693042.877980 + Penalty 1979.064989 = -2691063.812991 nChanged 1514 SP:Iteration 2Q (1241.984133 sec): 3 clusters Score: Raw -2693582.617737 + Penalty 1979.064989 = -2691603.552747 nChanged 1594 SP:Iteration 3Q (1242.034384 sec): 3 clusters Score: Raw -2694245.752622 + Penalty 1979.064989 = -2692266.687633 nChanged 1771 SP:Iteration 4F (1242.082863 sec): 3 clusters Score: Raw -2695144.550727 + Penalty 1979.064989 = -2693165.485738 nChanged 1944 SP:Iteration 5F (1242.131753 sec): 3 clusters Score: Raw -2696365.560018 + Penalty 1979.064989 = -2694386.495029 nChanged 2039 SP:Iteration 6F (1242.180159 sec): 3 clusters Score: Raw -2697824.310826 + Penalty 1979.064989 = -2695845.245837 nChanged 2064 SP:Iteration 7F (1242.228724 sec): 3 clusters Score: Raw -2699331.448690 + Penalty 1979.064989 = -2697352.383701 nChanged 1730 SP:Iteration 8F (1242.277490 sec): 3 clusters Score: Raw -2700520.385748 + Penalty 1979.064989 = -2698541.320759 nChanged 1270 SP:Iteration 9Q (1242.326009 sec): 3 clusters Score: Raw -2701255.695899 + Penalty 1979.064989 = -2699276.630910 nChanged 954 SP:Iteration 10Q (1242.373941 sec): 3 clusters Score: Raw -2701802.438921 + Penalty 1979.064989 = -2699823.373932 nChanged 784 SP:Iteration 11Q (1242.421052 sec): 3 clusters Score: Raw -2702325.499161 + Penalty 1979.064989 = -2700346.434171 nChanged 682 SP:Iteration 12Q (1242.467757 sec): 3 clusters Score: Raw -2702802.690447 + Penalty 1979.064989 = -2700823.625458 nChanged 631 SP:Iteration 13Q (1242.513916 sec): 3 clusters Score: Raw -2703238.010386 + Penalty 1979.064989 = -2701258.945397 nChanged 555 SP:Iteration 14Q (1242.559156 sec): 3 clusters Score: Raw -2703596.407785 + Penalty 1979.064989 = -2701617.342796 nChanged 470 SP:Iteration 15Q (1242.604062 sec): 3 clusters Score: Raw -2703868.666100 + Penalty 1979.064989 = -2701889.601111 nChanged 422 SP:Iteration 16Q (1242.648553 sec): 3 clusters Score: Raw -2704089.533310 + Penalty 1979.064989 = -2702110.468321 nChanged 373 SP:Iteration 17Q (1242.692594 sec): 3 clusters Score: Raw -2704268.543884 + Penalty 1979.064989 = -2702289.478894 nChanged 327 SP:Iteration 18Q (1242.736278 sec): 3 clusters Score: Raw -2704400.160224 + Penalty 1979.064989 = -2702421.095235 nChanged 242 SP:Iteration 19Q (1242.779908 sec): 3 clusters Score: Raw -2704481.748994 + Penalty 1979.064989 = -2702502.684005 nChanged 202 SP:Iteration 20F (1242.828349 sec): 3 clusters Score: Raw -2704545.581063 + Penalty 1979.064989 = -2702566.516074 nChanged 194 SP:Iteration 21Q (1242.871889 sec): 3 clusters Score: Raw -2704598.416511 + Penalty 1979.064989 = -2702619.351521 nChanged 131 SP:Iteration 22Q (1242.914769 sec): 3 clusters Score: Raw -2704629.380591 + Penalty 1979.064989 = -2702650.315601 nChanged 117 SP:Iteration 23Q (1242.957722 sec): 3 clusters Score: Raw -2704653.395462 + Penalty 1979.064989 = -2702674.330473 nChanged 113 SP:Iteration 24Q (1243.000806 sec): 3 clusters Score: Raw -2704677.550506 + Penalty 1979.064989 = -2702698.485517 nChanged 102 SP:Iteration 25Q (1243.043484 sec): 3 clusters Score: Raw -2704698.562218 + Penalty 1979.064989 = -2702719.497229 nChanged 90 SP:Iteration 26Q (1243.086242 sec): 3 clusters Score: Raw -2704715.012625 + Penalty 1979.064989 = -2702735.947635 nChanged 82 SP:Iteration 27Q (1243.129122 sec): 3 clusters Score: Raw -2704731.232203 + Penalty 1979.064989 = -2702752.167214 nChanged 89 SP:Iteration 28Q (1243.171712 sec): 3 clusters Score: Raw -2704744.791782 + Penalty 1979.064989 = -2702765.726793 nChanged 67 SP:Iteration 29Q (1243.214121 sec): 3 clusters Score: Raw -2704753.988184 + Penalty 1979.064989 = -2702774.923195 nChanged 76 SP:Iteration 30Q (1243.256612 sec): 3 clusters Score: Raw -2704765.221050 + Penalty 1979.064989 = -2702786.156060 nChanged 61 SP:Iteration 31Q (1243.298614 sec): 3 clusters Score: Raw -2704774.153671 + Penalty 1979.064989 = -2702795.088682 nChanged 47 SP:Iteration 32Q (1243.341127 sec): 3 clusters Score: Raw -2704780.440878 + Penalty 1979.064989 = -2702801.375888 nChanged 46 SP:Iteration 33Q (1243.383388 sec): 3 clusters Score: Raw -2704786.531300 + Penalty 1979.064989 = -2702807.466311 nChanged 44 SP:Iteration 34Q (1243.425460 sec): 3 clusters Score: Raw -2704792.330877 + Penalty 1979.064989 = -2702813.265888 nChanged 48 SP:Iteration 35Q (1243.468108 sec): 3 clusters Score: Raw -2704797.637699 + Penalty 1979.064989 = -2702818.572710 nChanged 44 SP:Iteration 36Q (1243.510498 sec): 3 clusters Score: Raw -2704803.485640 + Penalty 1979.064989 = -2702824.420651 nChanged 48 SP:Iteration 37Q (1243.552787 sec): 3 clusters Score: Raw -2704809.484521 + Penalty 1979.064989 = -2702830.419532 nChanged 43 SP:Iteration 38Q (1243.594944 sec): 3 clusters Score: Raw -2704814.270251 + Penalty 1979.064989 = -2702835.205262 nChanged 36 SP:Iteration 39Q (1243.637729 sec): 3 clusters Score: Raw -2704817.543273 + Penalty 1979.064989 = -2702838.478284 nChanged 22 SP:Iteration 40F (1243.686387 sec): 3 clusters Score: Raw -2704819.596286 + Penalty 1979.064989 = -2702840.531297 nChanged 28 SP:Iteration 41Q (1243.728548 sec): 3 clusters Score: Raw -2704822.564537 + Penalty 1979.064989 = -2702843.499548 nChanged 24 SP:Iteration 42Q (1243.770719 sec): 3 clusters Score: Raw -2704825.250375 + Penalty 1979.064989 = -2702846.185386 nChanged 30 SP:Iteration 43Q (1243.812487 sec): 3 clusters Score: Raw -2704828.528006 + Penalty 1979.064989 = -2702849.463017 nChanged 30 SP:Iteration 44Q (1243.854496 sec): 3 clusters Score: Raw -2704831.803348 + Penalty 1979.064989 = -2702852.738359 nChanged 25 SP:Iteration 45Q (1243.896723 sec): 3 clusters Score: Raw -2704834.244414 + Penalty 1979.064989 = -2702855.179425 nChanged 28 SP:Iteration 46Q (1243.938462 sec): 3 clusters Score: Raw -2704837.354252 + Penalty 1979.064989 = -2702858.289263 nChanged 28 SP:Iteration 47Q (1243.980527 sec): 3 clusters Score: Raw -2704840.472005 + Penalty 1979.064989 = -2702861.407016 nChanged 26 SP:Iteration 48Q (1244.022527 sec): 3 clusters Score: Raw -2704842.577624 + Penalty 1979.064989 = -2702863.512635 nChanged 23 SP:Iteration 49Q (1244.064366 sec): 3 clusters Score: Raw -2704845.191235 + Penalty 1979.064989 = -2702866.126246 nChanged 32 SP:Iteration 50Q (1244.106550 sec): 3 clusters Score: Raw -2704848.923159 + Penalty 1979.064989 = -2702869.858170 nChanged 33 SP:Iteration 51Q (1244.148498 sec): 3 clusters Score: Raw -2704852.836896 + Penalty 1979.064989 = -2702873.771907 nChanged 37 SP:Iteration 52Q (1244.190156 sec): 3 clusters Score: Raw -2704857.234193 + Penalty 1979.064989 = -2702878.169204 nChanged 32 SP:Iteration 53Q (1244.232112 sec): 3 clusters Score: Raw -2704860.758419 + Penalty 1979.064989 = -2702881.693430 nChanged 30 SP:Iteration 54Q (1244.273752 sec): 3 clusters Score: Raw -2704863.505907 + Penalty 1979.064989 = -2702884.440918 nChanged 22 SP:Iteration 55Q (1244.315600 sec): 3 clusters Score: Raw -2704865.946086 + Penalty 1979.064989 = -2702886.881097 nChanged 21 SP:Iteration 56Q (1244.357554 sec): 3 clusters Score: Raw -2704867.928738 + Penalty 1979.064989 = -2702888.863749 nChanged 21 SP:Iteration 57Q (1244.399365 sec): 3 clusters Score: Raw -2704870.398285 + Penalty 1979.064989 = -2702891.333296 nChanged 21 SP:Iteration 58Q (1244.441131 sec): 3 clusters Score: Raw -2704873.434961 + Penalty 1979.064989 = -2702894.369972 nChanged 25 SP:Iteration 59Q (1244.482969 sec): 3 clusters Score: Raw -2704877.069327 + Penalty 1979.064989 = -2702898.004337 nChanged 29 SP:Iteration 60F (1244.531142 sec): 3 clusters Score: Raw -2704881.645165 + Penalty 1979.064989 = -2702902.580175 nChanged 30 SP:Iteration 61Q (1244.573155 sec): 3 clusters Score: Raw -2704885.306037 + Penalty 1979.064989 = -2702906.241048 nChanged 39 SP:Iteration 62Q (1244.614951 sec): 3 clusters Score: Raw -2704891.110042 + Penalty 1979.064989 = -2702912.045053 nChanged 41 SP:Iteration 63Q (1244.656321 sec): 3 clusters Score: Raw -2704897.605709 + Penalty 1979.064989 = -2702918.540720 nChanged 42 SP:Iteration 64Q (1244.697987 sec): 3 clusters Score: Raw -2704905.012054 + Penalty 1979.064989 = -2702925.947064 nChanged 45 SP:Iteration 65Q (1244.739713 sec): 3 clusters Score: Raw -2704912.024022 + Penalty 1979.064989 = -2702932.959032 nChanged 37 SP:Iteration 66Q (1244.781122 sec): 3 clusters Score: Raw -2704916.953964 + Penalty 1979.064989 = -2702937.888975 nChanged 33 SP:Iteration 67Q (1244.822867 sec): 3 clusters Score: Raw -2704922.706195 + Penalty 1979.064989 = -2702943.641206 nChanged 44 SP:Iteration 68Q (1244.864373 sec): 3 clusters Score: Raw -2704930.672269 + Penalty 1979.064989 = -2702951.607280 nChanged 37 SP:Iteration 69Q (1244.905930 sec): 3 clusters Score: Raw -2704939.755227 + Penalty 1979.064989 = -2702960.690238 nChanged 49 SP:Iteration 70Q (1244.947573 sec): 3 clusters Score: Raw -2704950.757670 + Penalty 1979.064989 = -2702971.692681 nChanged 56 SP:Iteration 71Q (1244.988921 sec): 3 clusters Score: Raw -2704965.965611 + Penalty 1979.064989 = -2702986.900622 nChanged 72 SP:Iteration 72Q (1245.030511 sec): 3 clusters Score: Raw -2704986.351382 + Penalty 1979.064989 = -2703007.286393 nChanged 61 SP:Iteration 73Q (1245.071923 sec): 3 clusters Score: Raw -2704998.866601 + Penalty 1979.064989 = -2703019.801612 nChanged 40 SP:Iteration 74Q (1245.113173 sec): 3 clusters Score: Raw -2705006.763201 + Penalty 1979.064989 = -2703027.698212 nChanged 38 SP:Iteration 75Q (1245.154685 sec): 3 clusters Score: Raw -2705012.110182 + Penalty 1979.064989 = -2703033.045193 nChanged 31 SP:Iteration 76Q (1245.196388 sec): 3 clusters Score: Raw -2705016.336238 + Penalty 1979.064989 = -2703037.271249 nChanged 34 SP:Iteration 77Q (1245.237725 sec): 3 clusters Score: Raw -2705022.184514 + Penalty 1979.064989 = -2703043.119525 nChanged 38 SP:Iteration 78Q (1245.279209 sec): 3 clusters Score: Raw -2705029.711806 + Penalty 1979.064989 = -2703050.646816 nChanged 30 SP:Iteration 79Q (1245.320412 sec): 3 clusters Score: Raw -2705034.879764 + Penalty 1979.064989 = -2703055.814774 nChanged 28 SP:Iteration 80F (1245.368883 sec): 3 clusters Score: Raw -2705040.621439 + Penalty 1979.064989 = -2703061.556450 nChanged 28 SP:Iteration 81Q (1245.410403 sec): 3 clusters Score: Raw -2705045.249843 + Penalty 1979.064989 = -2703066.184854 nChanged 21 SP:Iteration 82Q (1245.475172 sec): 3 clusters Score: Raw -2705048.381050 + Penalty 1979.064989 = -2703069.316060 nChanged 18 SP:Iteration 83Q (1245.516761 sec): 3 clusters Score: Raw -2705050.833439 + Penalty 1979.064989 = -2703071.768450 nChanged 13 SP:Iteration 84Q (1245.557966 sec): 3 clusters Score: Raw -2705052.433656 + Penalty 1979.064989 = -2703073.368667 nChanged 12 SP:Iteration 85Q (1245.599180 sec): 3 clusters Score: Raw -2705054.387140 + Penalty 1979.064989 = -2703075.322151 nChanged 18 SP:Iteration 86Q (1245.640629 sec): 3 clusters Score: Raw -2705056.894959 + Penalty 1979.064989 = -2703077.829970 nChanged 16 SP:Iteration 87Q (1245.681770 sec): 3 clusters Score: Raw -2705059.446943 + Penalty 1979.064989 = -2703080.381954 nChanged 27 SP:Iteration 88Q (1245.723234 sec): 3 clusters Score: Raw -2705063.355411 + Penalty 1979.064989 = -2703084.290422 nChanged 20 SP:Iteration 89Q (1245.764593 sec): 3 clusters Score: Raw -2705066.411400 + Penalty 1979.064989 = -2703087.346411 nChanged 20 SP:Iteration 90Q (1245.805812 sec): 3 clusters Score: Raw -2705070.150972 + Penalty 1979.064989 = -2703091.085983 nChanged 32 SP:Iteration 91Q (1245.847227 sec): 3 clusters Score: Raw -2705076.024187 + Penalty 1979.064989 = -2703096.959198 nChanged 31 SP:Iteration 92Q (1245.888642 sec): 3 clusters Score: Raw -2705082.432702 + Penalty 1979.064989 = -2703103.367713 nChanged 26 SP:Iteration 93Q (1245.929978 sec): 3 clusters Score: Raw -2705085.853460 + Penalty 1979.064989 = -2703106.788471 nChanged 22 SP:Iteration 94Q (1245.971376 sec): 3 clusters Score: Raw -2705088.941132 + Penalty 1979.064989 = -2703109.876142 nChanged 21 SP:Iteration 95Q (1246.012664 sec): 3 clusters Score: Raw -2705092.154804 + Penalty 1979.064989 = -2703113.089815 nChanged 20 SP:Iteration 96Q (1246.054011 sec): 3 clusters Score: Raw -2705095.640398 + Penalty 1979.064989 = -2703116.575409 nChanged 17 SP:Iteration 97Q (1246.095211 sec): 3 clusters Score: Raw -2705098.175213 + Penalty 1979.064989 = -2703119.110224 nChanged 15 SP:Iteration 98Q (1246.136209 sec): 3 clusters Score: Raw -2705100.557415 + Penalty 1979.064989 = -2703121.492426 nChanged 15 SP:Iteration 99Q (1246.177485 sec): 3 clusters Score: Raw -2705102.917462 + Penalty 1979.064989 = -2703123.852472 nChanged 13 SP:Iteration 100F (1246.226158 sec): 3 clusters Score: Raw -2705105.572269 + Penalty 1979.064989 = -2703126.507280 nChanged 14 SP:Iteration 101Q (1246.267276 sec): 3 clusters Score: Raw -2705107.534755 + Penalty 1979.064989 = -2703128.469766 nChanged 15 SP:Iteration 102Q (1246.308409 sec): 3 clusters Score: Raw -2705109.368505 + Penalty 1979.064989 = -2703130.303516 nChanged 13 SP:Iteration 103Q (1246.349667 sec): 3 clusters Score: Raw -2705111.277858 + Penalty 1979.064989 = -2703132.212869 nChanged 15 SP:Iteration 104Q (1246.390815 sec): 3 clusters Score: Raw -2705113.367469 + Penalty 1979.064989 = -2703134.302480 nChanged 11 SP:Iteration 105Q (1246.431760 sec): 3 clusters Score: Raw -2705114.708774 + Penalty 1979.064989 = -2703135.643785 nChanged 13 SP:Iteration 106Q (1246.472896 sec): 3 clusters Score: Raw -2705116.562285 + Penalty 1979.064989 = -2703137.497296 nChanged 13 SP:Iteration 107Q (1246.514240 sec): 3 clusters Score: Raw -2705118.201979 + Penalty 1979.064989 = -2703139.136990 nChanged 11 SP:Iteration 108Q (1246.555513 sec): 3 clusters Score: Raw -2705119.641089 + Penalty 1979.064989 = -2703140.576100 nChanged 9 SP:Iteration 109Q (1246.596994 sec): 3 clusters Score: Raw -2705120.844023 + Penalty 1979.064989 = -2703141.779034 nChanged 8 SP:Iteration 110Q (1246.638111 sec): 3 clusters Score: Raw -2705121.780092 + Penalty 1979.064989 = -2703142.715103 nChanged 7 SP:Iteration 111Q (1246.679274 sec): 3 clusters Score: Raw -2705122.495646 + Penalty 1979.064989 = -2703143.430657 nChanged 7 SP:Iteration 112Q (1246.720506 sec): 3 clusters Score: Raw -2705123.322023 + Penalty 1979.064989 = -2703144.257034 nChanged 6 SP:Iteration 113Q (1246.761718 sec): 3 clusters Score: Raw -2705124.296870 + Penalty 1979.064989 = -2703145.231880 nChanged 11 SP:Iteration 114Q (1246.802769 sec): 3 clusters Score: Raw -2705125.836824 + Penalty 1979.064989 = -2703146.771835 nChanged 10 SP:Iteration 115Q (1246.843988 sec): 3 clusters Score: Raw -2705126.795294 + Penalty 1979.064989 = -2703147.730305 nChanged 1 SP:Iteration 116Q (1246.885408 sec): 3 clusters Score: Raw -2705126.809363 + Penalty 1979.064989 = -2703147.744374 nChanged 0 SP:Iteration 117F (1246.934074 sec): 3 clusters Score: Raw -2705126.809363 + Penalty 1979.064989 = -2703147.744374 nChanged 0 Trying to split cluster 17 (6021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.949894 sec): 2 clusters Score: Raw -517673.541951 + Penalty 826.785821 = -516846.756130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.970758 sec): 3 clusters Score: Raw -514232.921676 + Penalty 1653.571641 = -512579.350035 nChanged 2648 SP:Iteration 1F (1246.991247 sec): 3 clusters Score: Raw -515886.090516 + Penalty 1653.571641 = -514232.518875 nChanged 517 SP:Iteration 2F (1247.011575 sec): 3 clusters Score: Raw -516276.849721 + Penalty 1653.571641 = -514623.278080 nChanged 458 SP:Iteration 3F (1247.031901 sec): 3 clusters Score: Raw -516607.695572 + Penalty 1653.571641 = -514954.123931 nChanged 389 SP:Iteration 4F (1247.052472 sec): 3 clusters Score: Raw -516891.729137 + Penalty 1653.571641 = -515238.157496 nChanged 341 SP:Iteration 5F (1247.073070 sec): 3 clusters Score: Raw -517132.729686 + Penalty 1653.571641 = -515479.158044 nChanged 275 SP:Iteration 6Q (1247.093475 sec): 3 clusters Score: Raw -517317.318878 + Penalty 1653.571641 = -515663.747237 nChanged 231 SP:Iteration 7Q (1247.114171 sec): 3 clusters Score: Raw -517453.574730 + Penalty 1653.571641 = -515800.003089 nChanged 181 SP:Iteration 8Q (1247.134551 sec): 3 clusters Score: Raw -517558.490562 + Penalty 1653.571641 = -515904.918920 nChanged 139 SP:Iteration 9Q (1247.154609 sec): 3 clusters Score: Raw -517618.100019 + Penalty 1653.571641 = -515964.528378 nChanged 110 SP:Iteration 10Q (1247.174583 sec): 3 clusters Score: Raw -517655.475625 + Penalty 1653.571641 = -516001.903984 nChanged 76 SP:Iteration 11Q (1247.194691 sec): 3 clusters Score: Raw -517680.308109 + Penalty 1653.571641 = -516026.736468 nChanged 68 SP:Iteration 12Q (1247.214603 sec): 3 clusters Score: Raw -517696.748895 + Penalty 1653.571641 = -516043.177254 nChanged 46 SP:Iteration 13Q (1247.234434 sec): 3 clusters Score: Raw -517711.243844 + Penalty 1653.571641 = -516057.672202 nChanged 40 SP:Iteration 14Q (1247.254202 sec): 3 clusters Score: Raw -517718.615224 + Penalty 1653.571641 = -516065.043583 nChanged 23 SP:Iteration 15Q (1247.274120 sec): 3 clusters Score: Raw -517723.132069 + Penalty 1653.571641 = -516069.560427 nChanged 20 SP:Iteration 16Q (1247.294080 sec): 3 clusters Score: Raw -517726.668795 + Penalty 1653.571641 = -516073.097154 nChanged 21 SP:Iteration 17Q (1247.314318 sec): 3 clusters Score: Raw -517730.991568 + Penalty 1653.571641 = -516077.419926 nChanged 22 SP:Iteration 18Q (1247.334330 sec): 3 clusters Score: Raw -517734.491658 + Penalty 1653.571641 = -516080.920016 nChanged 13 SP:Iteration 19Q (1247.354152 sec): 3 clusters Score: Raw -517736.702596 + Penalty 1653.571641 = -516083.130954 nChanged 14 SP:Iteration 20F (1247.374474 sec): 3 clusters Score: Raw -517738.210292 + Penalty 1653.571641 = -516084.638651 nChanged 5 SP:Iteration 21Q (1247.394253 sec): 3 clusters Score: Raw -517738.784965 + Penalty 1653.571641 = -516085.213324 nChanged 4 SP:Iteration 22Q (1247.414241 sec): 3 clusters Score: Raw -517739.214038 + Penalty 1653.571641 = -516085.642397 nChanged 3 SP:Iteration 23Q (1247.433900 sec): 3 clusters Score: Raw -517739.637105 + Penalty 1653.571641 = -516086.065464 nChanged 3 SP:Iteration 24Q (1247.453789 sec): 3 clusters Score: Raw -517740.092478 + Penalty 1653.571641 = -516086.520837 nChanged 3 SP:Iteration 25Q (1247.473653 sec): 3 clusters Score: Raw -517740.510485 + Penalty 1653.571641 = -516086.938844 nChanged 1 SP:Iteration 26Q (1247.493636 sec): 3 clusters Score: Raw -517740.551695 + Penalty 1653.571641 = -516086.980054 nChanged 0 SP:Iteration 27F (1247.514062 sec): 3 clusters Score: Raw -517740.551695 + Penalty 1653.571641 = -516086.980054 nChanged 0 Trying to split cluster 18 (2436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.529647 sec): 2 clusters Score: Raw -199688.148864 + Penalty 740.820700 = -198947.328164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.539791 sec): 3 clusters Score: Raw -198462.583510 + Penalty 1481.641399 = -196980.942110 nChanged 947 SP:Iteration 1F (1247.548978 sec): 3 clusters Score: Raw -199014.419045 + Penalty 1481.641399 = -197532.777646 nChanged 195 SP:Iteration 2F (1247.558155 sec): 3 clusters Score: Raw -199124.382820 + Penalty 1481.641399 = -197642.741420 nChanged 136 SP:Iteration 3F (1247.567222 sec): 3 clusters Score: Raw -199211.421015 + Penalty 1481.641399 = -197729.779615 nChanged 115 SP:Iteration 4Q (1247.576446 sec): 3 clusters Score: Raw -199270.310960 + Penalty 1481.641399 = -197788.669561 nChanged 81 SP:Iteration 5Q (1247.585627 sec): 3 clusters Score: Raw -199316.501921 + Penalty 1481.641399 = -197834.860521 nChanged 87 SP:Iteration 6Q (1247.594797 sec): 3 clusters Score: Raw -199367.421700 + Penalty 1481.641399 = -197885.780301 nChanged 86 SP:Iteration 7Q (1247.603900 sec): 3 clusters Score: Raw -199411.960055 + Penalty 1481.641399 = -197930.318656 nChanged 69 SP:Iteration 8Q (1247.613113 sec): 3 clusters Score: Raw -199455.239054 + Penalty 1481.641399 = -197973.597654 nChanged 72 SP:Iteration 9Q (1247.622299 sec): 3 clusters Score: Raw -199497.157355 + Penalty 1481.641399 = -198015.515956 nChanged 70 SP:Iteration 10Q (1247.631464 sec): 3 clusters Score: Raw -199538.854786 + Penalty 1481.641399 = -198057.213387 nChanged 62 SP:Iteration 11Q (1247.640648 sec): 3 clusters Score: Raw -199568.304514 + Penalty 1481.641399 = -198086.663115 nChanged 49 SP:Iteration 12Q (1247.649808 sec): 3 clusters Score: Raw -199592.246568 + Penalty 1481.641399 = -198110.605169 nChanged 40 SP:Iteration 13Q (1247.658931 sec): 3 clusters Score: Raw -199611.807837 + Penalty 1481.641399 = -198130.166437 nChanged 40 SP:Iteration 14Q (1247.667943 sec): 3 clusters Score: Raw -199631.030729 + Penalty 1481.641399 = -198149.389330 nChanged 36 SP:Iteration 15Q (1247.677099 sec): 3 clusters Score: Raw -199648.742280 + Penalty 1481.641399 = -198167.100881 nChanged 31 SP:Iteration 16Q (1247.686223 sec): 3 clusters Score: Raw -199667.375063 + Penalty 1481.641399 = -198185.733663 nChanged 46 SP:Iteration 17Q (1247.695386 sec): 3 clusters Score: Raw -199694.479146 + Penalty 1481.641399 = -198212.837747 nChanged 45 SP:Iteration 18Q (1247.704508 sec): 3 clusters Score: Raw -199721.818457 + Penalty 1481.641399 = -198240.177057 nChanged 46 SP:Iteration 19Q (1247.713496 sec): 3 clusters Score: Raw -199746.903727 + Penalty 1481.641399 = -198265.262327 nChanged 35 SP:Iteration 20F (1247.722640 sec): 3 clusters Score: Raw -199764.784810 + Penalty 1481.641399 = -198283.143410 nChanged 37 SP:Iteration 21Q (1247.731772 sec): 3 clusters Score: Raw -199781.878700 + Penalty 1481.641399 = -198300.237300 nChanged 22 SP:Iteration 22Q (1247.740845 sec): 3 clusters Score: Raw -199793.174157 + Penalty 1481.641399 = -198311.532758 nChanged 18 SP:Iteration 23Q (1247.749795 sec): 3 clusters Score: Raw -199800.586674 + Penalty 1481.641399 = -198318.945275 nChanged 10 SP:Iteration 24Q (1247.758871 sec): 3 clusters Score: Raw -199804.163827 + Penalty 1481.641399 = -198322.522428 nChanged 6 SP:Iteration 25Q (1247.767935 sec): 3 clusters Score: Raw -199805.733524 + Penalty 1481.641399 = -198324.092124 nChanged 3 SP:Iteration 26Q (1247.776873 sec): 3 clusters Score: Raw -199806.380716 + Penalty 1481.641399 = -198324.739316 nChanged 3 SP:Iteration 27Q (1247.785930 sec): 3 clusters Score: Raw -199807.067924 + Penalty 1481.641399 = -198325.426524 nChanged 2 SP:Iteration 28Q (1247.795003 sec): 3 clusters Score: Raw -199807.258629 + Penalty 1481.641399 = -198325.617229 nChanged 0 SP:Iteration 29F (1247.804102 sec): 3 clusters Score: Raw -199807.258629 + Penalty 1481.641399 = -198325.617229 nChanged 0 Trying to split cluster 19 (18828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1247.836054 sec): 2 clusters Score: Raw -1444305.887442 + Penalty 935.094538 = -1443370.792903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1247.871665 sec): 3 clusters Score: Raw -1432617.460572 + Penalty 1870.189076 = -1430747.271495 nChanged 8791 SP:Iteration 1F (1247.904479 sec): 3 clusters Score: Raw -1437775.613010 + Penalty 1870.189076 = -1435905.423933 nChanged 1004 SP:Iteration 2F (1247.937740 sec): 3 clusters Score: Raw -1438212.485998 + Penalty 1870.189076 = -1436342.296921 nChanged 1042 SP:Iteration 3F (1247.970933 sec): 3 clusters Score: Raw -1438775.269303 + Penalty 1870.189076 = -1436905.080227 nChanged 1163 SP:Iteration 4F (1248.004250 sec): 3 clusters Score: Raw -1439494.032581 + Penalty 1870.189076 = -1437623.843504 nChanged 1231 SP:Iteration 5F (1248.037611 sec): 3 clusters Score: Raw -1440354.892663 + Penalty 1870.189076 = -1438484.703587 nChanged 1286 SP:Iteration 6F (1248.070827 sec): 3 clusters Score: Raw -1441276.101469 + Penalty 1870.189076 = -1439405.912393 nChanged 1160 SP:Iteration 7F (1248.104074 sec): 3 clusters Score: Raw -1442067.536467 + Penalty 1870.189076 = -1440197.347390 nChanged 1019 SP:Iteration 8F (1248.137690 sec): 3 clusters Score: Raw -1442734.771740 + Penalty 1870.189076 = -1440864.582664 nChanged 802 SP:Iteration 9Q (1248.170882 sec): 3 clusters Score: Raw -1443176.465861 + Penalty 1870.189076 = -1441306.276784 nChanged 570 SP:Iteration 10Q (1248.204373 sec): 3 clusters Score: Raw -1443455.440275 + Penalty 1870.189076 = -1441585.251198 nChanged 452 SP:Iteration 11Q (1248.237424 sec): 3 clusters Score: Raw -1443634.528548 + Penalty 1870.189076 = -1441764.339472 nChanged 313 SP:Iteration 12Q (1248.270461 sec): 3 clusters Score: Raw -1443737.341720 + Penalty 1870.189076 = -1441867.152644 nChanged 236 SP:Iteration 13Q (1248.303540 sec): 3 clusters Score: Raw -1443804.508716 + Penalty 1870.189076 = -1441934.319640 nChanged 199 SP:Iteration 14Q (1248.336387 sec): 3 clusters Score: Raw -1443855.558668 + Penalty 1870.189076 = -1441985.369592 nChanged 166 SP:Iteration 15Q (1248.369325 sec): 3 clusters Score: Raw -1443889.627729 + Penalty 1870.189076 = -1442019.438653 nChanged 162 SP:Iteration 16Q (1248.402288 sec): 3 clusters Score: Raw -1443927.758006 + Penalty 1870.189076 = -1442057.568930 nChanged 175 SP:Iteration 17Q (1248.435169 sec): 3 clusters Score: Raw -1443966.794447 + Penalty 1870.189076 = -1442096.605371 nChanged 159 SP:Iteration 18Q (1248.467781 sec): 3 clusters Score: Raw -1444000.456893 + Penalty 1870.189076 = -1442130.267817 nChanged 154 SP:Iteration 19Q (1248.500536 sec): 3 clusters Score: Raw -1444031.424028 + Penalty 1870.189076 = -1442161.234952 nChanged 127 SP:Iteration 20F (1248.533860 sec): 3 clusters Score: Raw -1444056.721023 + Penalty 1870.189076 = -1442186.531946 nChanged 130 SP:Iteration 21Q (1248.566563 sec): 3 clusters Score: Raw -1444083.045107 + Penalty 1870.189076 = -1442212.856031 nChanged 106 SP:Iteration 22Q (1248.599197 sec): 3 clusters Score: Raw -1444102.003176 + Penalty 1870.189076 = -1442231.814099 nChanged 106 SP:Iteration 23Q (1248.631746 sec): 3 clusters Score: Raw -1444120.066268 + Penalty 1870.189076 = -1442249.877191 nChanged 118 SP:Iteration 24Q (1248.664333 sec): 3 clusters Score: Raw -1444144.102542 + Penalty 1870.189076 = -1442273.913465 nChanged 134 SP:Iteration 25Q (1248.697017 sec): 3 clusters Score: Raw -1444179.960055 + Penalty 1870.189076 = -1442309.770979 nChanged 149 SP:Iteration 26Q (1248.729557 sec): 3 clusters Score: Raw -1444224.503013 + Penalty 1870.189076 = -1442354.313936 nChanged 152 SP:Iteration 27Q (1248.761978 sec): 3 clusters Score: Raw -1444281.625125 + Penalty 1870.189076 = -1442411.436048 nChanged 168 SP:Iteration 28Q (1248.794140 sec): 3 clusters Score: Raw -1444366.347543 + Penalty 1870.189076 = -1442496.158466 nChanged 180 SP:Iteration 29Q (1248.826296 sec): 3 clusters Score: Raw -1444468.454174 + Penalty 1870.189076 = -1442598.265098 nChanged 177 SP:Iteration 30Q (1248.858313 sec): 3 clusters Score: Raw -1444581.817939 + Penalty 1870.189076 = -1442711.628862 nChanged 187 SP:Iteration 31Q (1248.889919 sec): 3 clusters Score: Raw -1444676.263205 + Penalty 1870.189076 = -1442806.074128 nChanged 180 SP:Iteration 32Q (1248.921293 sec): 3 clusters Score: Raw -1444752.132737 + Penalty 1870.189076 = -1442881.943660 nChanged 155 SP:Iteration 33Q (1248.952396 sec): 3 clusters Score: Raw -1444809.026280 + Penalty 1870.189076 = -1442938.837204 nChanged 145 SP:Iteration 34Q (1248.983432 sec): 3 clusters Score: Raw -1444856.450038 + Penalty 1870.189076 = -1442986.260961 nChanged 130 SP:Iteration 35Q (1249.014372 sec): 3 clusters Score: Raw -1444896.158558 + Penalty 1870.189076 = -1443025.969482 nChanged 121 SP:Iteration 36Q (1249.045188 sec): 3 clusters Score: Raw -1444927.215118 + Penalty 1870.189076 = -1443057.026041 nChanged 91 SP:Iteration 37Q (1249.075808 sec): 3 clusters Score: Raw -1444945.812789 + Penalty 1870.189076 = -1443075.623712 nChanged 87 SP:Iteration 38Q (1249.106378 sec): 3 clusters Score: Raw -1444963.350948 + Penalty 1870.189076 = -1443093.161872 nChanged 89 SP:Iteration 39Q (1249.174087 sec): 3 clusters Score: Raw -1444981.347177 + Penalty 1870.189076 = -1443111.158101 nChanged 87 SP:Iteration 40F (1249.244010 sec): 3 clusters Score: Raw -1444999.883709 + Penalty 1870.189076 = -1443129.694633 nChanged 81 SP:Iteration 41Q (1249.274444 sec): 3 clusters Score: Raw -1445016.451596 + Penalty 1870.189076 = -1443146.262520 nChanged 71 SP:Iteration 42Q (1249.304926 sec): 3 clusters Score: Raw -1445030.617940 + Penalty 1870.189076 = -1443160.428864 nChanged 68 SP:Iteration 43Q (1249.335180 sec): 3 clusters Score: Raw -1445041.802295 + Penalty 1870.189076 = -1443171.613219 nChanged 58 SP:Iteration 44Q (1249.365528 sec): 3 clusters Score: Raw -1445050.437483 + Penalty 1870.189076 = -1443180.248407 nChanged 50 SP:Iteration 45Q (1249.395615 sec): 3 clusters Score: Raw -1445057.449179 + Penalty 1870.189076 = -1443187.260103 nChanged 37 SP:Iteration 46Q (1249.425756 sec): 3 clusters Score: Raw -1445061.890360 + Penalty 1870.189076 = -1443191.701284 nChanged 32 SP:Iteration 47Q (1249.455911 sec): 3 clusters Score: Raw -1445065.690122 + Penalty 1870.189076 = -1443195.501046 nChanged 31 SP:Iteration 48Q (1249.485914 sec): 3 clusters Score: Raw -1445069.620213 + Penalty 1870.189076 = -1443199.431136 nChanged 24 SP:Iteration 49Q (1249.515935 sec): 3 clusters Score: Raw -1445072.375457 + Penalty 1870.189076 = -1443202.186380 nChanged 22 SP:Iteration 50Q (1249.545899 sec): 3 clusters Score: Raw -1445075.019551 + Penalty 1870.189076 = -1443204.830474 nChanged 20 SP:Iteration 51Q (1249.576056 sec): 3 clusters Score: Raw -1445077.145446 + Penalty 1870.189076 = -1443206.956370 nChanged 23 SP:Iteration 52Q (1249.606140 sec): 3 clusters Score: Raw -1445078.983755 + Penalty 1870.189076 = -1443208.794678 nChanged 16 SP:Iteration 53Q (1249.636172 sec): 3 clusters Score: Raw -1445080.253254 + Penalty 1870.189076 = -1443210.064178 nChanged 15 SP:Iteration 54Q (1249.666175 sec): 3 clusters Score: Raw -1445081.943667 + Penalty 1870.189076 = -1443211.754591 nChanged 18 SP:Iteration 55Q (1249.696177 sec): 3 clusters Score: Raw -1445084.331091 + Penalty 1870.189076 = -1443214.142015 nChanged 13 SP:Iteration 56Q (1249.726084 sec): 3 clusters Score: Raw -1445085.182116 + Penalty 1870.189076 = -1443214.993039 nChanged 14 SP:Iteration 57Q (1249.756148 sec): 3 clusters Score: Raw -1445086.217321 + Penalty 1870.189076 = -1443216.028244 nChanged 8 SP:Iteration 58Q (1249.823392 sec): 3 clusters Score: Raw -1445086.833115 + Penalty 1870.189076 = -1443216.644038 nChanged 5 SP:Iteration 59Q (1249.880136 sec): 3 clusters Score: Raw -1445087.176708 + Penalty 1870.189076 = -1443216.987631 nChanged 7 SP:Iteration 60F (1249.950341 sec): 3 clusters Score: Raw -1445088.027573 + Penalty 1870.189076 = -1443217.838497 nChanged 10 SP:Iteration 61Q (1250.011532 sec): 3 clusters Score: Raw -1445088.810052 + Penalty 1870.189076 = -1443218.620975 nChanged 6 SP:Iteration 62Q (1250.078091 sec): 3 clusters Score: Raw -1445089.263952 + Penalty 1870.189076 = -1443219.074875 nChanged 4 SP:Iteration 63Q (1250.144702 sec): 3 clusters Score: Raw -1445089.650301 + Penalty 1870.189076 = -1443219.461225 nChanged 2 SP:Iteration 64Q (1250.211094 sec): 3 clusters Score: Raw -1445089.794486 + Penalty 1870.189076 = -1443219.605409 nChanged 3 SP:Iteration 65Q (1250.277600 sec): 3 clusters Score: Raw -1445089.920191 + Penalty 1870.189076 = -1443219.731114 nChanged 1 SP:Iteration 66Q (1250.344569 sec): 3 clusters Score: Raw -1445089.942028 + Penalty 1870.189076 = -1443219.752951 nChanged 0 SP:Iteration 67F (1250.411620 sec): 3 clusters Score: Raw -1445089.942028 + Penalty 1870.189076 = -1443219.752951 nChanged 0 Trying to split cluster 20 (6168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.440968 sec): 2 clusters Score: Raw -525132.187420 + Penalty 829.077342 = -524303.110078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.496914 sec): 3 clusters Score: Raw -521606.172551 + Penalty 1658.154684 = -519948.017867 nChanged 2736 SP:Iteration 1F (1250.552394 sec): 3 clusters Score: Raw -523285.639289 + Penalty 1658.154684 = -521627.484605 nChanged 449 SP:Iteration 2F (1250.607353 sec): 3 clusters Score: Raw -523604.592127 + Penalty 1658.154684 = -521946.437443 nChanged 422 SP:Iteration 3F (1250.662936 sec): 3 clusters Score: Raw -523870.997963 + Penalty 1658.154684 = -522212.843279 nChanged 380 SP:Iteration 4F (1250.717579 sec): 3 clusters Score: Raw -524127.571700 + Penalty 1658.154684 = -522469.417016 nChanged 322 SP:Iteration 5F (1250.772472 sec): 3 clusters Score: Raw -524328.708614 + Penalty 1658.154684 = -522670.553930 nChanged 264 SP:Iteration 6Q (1250.815471 sec): 3 clusters Score: Raw -524485.446565 + Penalty 1658.154684 = -522827.291881 nChanged 227 SP:Iteration 7Q (1250.863415 sec): 3 clusters Score: Raw -524613.728117 + Penalty 1658.154684 = -522955.573433 nChanged 188 SP:Iteration 8Q (1250.918335 sec): 3 clusters Score: Raw -524690.128778 + Penalty 1658.154684 = -523031.974094 nChanged 110 SP:Iteration 9Q (1250.984696 sec): 3 clusters Score: Raw -524727.105438 + Penalty 1658.154684 = -523068.950755 nChanged 89 SP:Iteration 10Q (1251.028693 sec): 3 clusters Score: Raw -524761.041573 + Penalty 1658.154684 = -523102.886889 nChanged 74 SP:Iteration 11Q (1251.075725 sec): 3 clusters Score: Raw -524786.812507 + Penalty 1658.154684 = -523128.657824 nChanged 76 SP:Iteration 12Q (1251.130290 sec): 3 clusters Score: Raw -524811.668365 + Penalty 1658.154684 = -523153.513681 nChanged 65 SP:Iteration 13Q (1251.183889 sec): 3 clusters Score: Raw -524833.076639 + Penalty 1658.154684 = -523174.921956 nChanged 59 SP:Iteration 14Q (1251.238445 sec): 3 clusters Score: Raw -524852.204369 + Penalty 1658.154684 = -523194.049685 nChanged 59 SP:Iteration 15Q (1251.294632 sec): 3 clusters Score: Raw -524870.002931 + Penalty 1658.154684 = -523211.848247 nChanged 50 SP:Iteration 16Q (1251.339421 sec): 3 clusters Score: Raw -524881.843515 + Penalty 1658.154684 = -523223.688831 nChanged 52 SP:Iteration 17Q (1251.394262 sec): 3 clusters Score: Raw -524898.927811 + Penalty 1658.154684 = -523240.773127 nChanged 65 SP:Iteration 18Q (1251.449069 sec): 3 clusters Score: Raw -524915.960423 + Penalty 1658.154684 = -523257.805739 nChanged 46 SP:Iteration 19Q (1251.503655 sec): 3 clusters Score: Raw -524926.673911 + Penalty 1658.154684 = -523268.519227 nChanged 35 SP:Iteration 20F (1251.560221 sec): 3 clusters Score: Raw -524934.519727 + Penalty 1658.154684 = -523276.365043 nChanged 30 SP:Iteration 21Q (1251.614697 sec): 3 clusters Score: Raw -524941.840142 + Penalty 1658.154684 = -523283.685458 nChanged 36 SP:Iteration 22Q (1251.670279 sec): 3 clusters Score: Raw -524949.419761 + Penalty 1658.154684 = -523291.265077 nChanged 39 SP:Iteration 23Q (1251.707182 sec): 3 clusters Score: Raw -524958.723268 + Penalty 1658.154684 = -523300.568584 nChanged 39 SP:Iteration 24Q (1251.761719 sec): 3 clusters Score: Raw -524969.794512 + Penalty 1658.154684 = -523311.639828 nChanged 37 SP:Iteration 25Q (1251.815576 sec): 3 clusters Score: Raw -524977.722026 + Penalty 1658.154684 = -523319.567342 nChanged 33 SP:Iteration 26Q (1251.870639 sec): 3 clusters Score: Raw -524984.804485 + Penalty 1658.154684 = -523326.649801 nChanged 27 SP:Iteration 27Q (1251.918350 sec): 3 clusters Score: Raw -524990.457553 + Penalty 1658.154684 = -523332.302869 nChanged 30 SP:Iteration 28Q (1251.974268 sec): 3 clusters Score: Raw -524997.444075 + Penalty 1658.154684 = -523339.289391 nChanged 27 SP:Iteration 29Q (1252.007300 sec): 3 clusters Score: Raw -525003.767057 + Penalty 1658.154684 = -523345.612373 nChanged 29 SP:Iteration 30Q (1252.065602 sec): 3 clusters Score: Raw -525011.505835 + Penalty 1658.154684 = -523353.351151 nChanged 26 SP:Iteration 31Q (1252.105356 sec): 3 clusters Score: Raw -525017.298945 + Penalty 1658.154684 = -523359.144262 nChanged 25 SP:Iteration 32Q (1252.137139 sec): 3 clusters Score: Raw -525022.673439 + Penalty 1658.154684 = -523364.518756 nChanged 26 SP:Iteration 33Q (1252.195630 sec): 3 clusters Score: Raw -525027.072318 + Penalty 1658.154684 = -523368.917634 nChanged 16 SP:Iteration 34Q (1252.233223 sec): 3 clusters Score: Raw -525029.578873 + Penalty 1658.154684 = -523371.424189 nChanged 15 SP:Iteration 35Q (1252.286174 sec): 3 clusters Score: Raw -525033.081712 + Penalty 1658.154684 = -523374.927028 nChanged 21 SP:Iteration 36Q (1252.339138 sec): 3 clusters Score: Raw -525037.755052 + Penalty 1658.154684 = -523379.600368 nChanged 22 SP:Iteration 37Q (1252.372972 sec): 3 clusters Score: Raw -525043.487735 + Penalty 1658.154684 = -523385.333051 nChanged 25 SP:Iteration 38Q (1252.392213 sec): 3 clusters Score: Raw -525049.688223 + Penalty 1658.154684 = -523391.533539 nChanged 32 SP:Iteration 39Q (1252.411770 sec): 3 clusters Score: Raw -525058.105811 + Penalty 1658.154684 = -523399.951127 nChanged 25 SP:Iteration 40F (1252.431778 sec): 3 clusters Score: Raw -525063.606423 + Penalty 1658.154684 = -523405.451739 nChanged 28 SP:Iteration 41Q (1252.450956 sec): 3 clusters Score: Raw -525070.347402 + Penalty 1658.154684 = -523412.192718 nChanged 29 SP:Iteration 42Q (1252.470414 sec): 3 clusters Score: Raw -525077.326311 + Penalty 1658.154684 = -523419.171627 nChanged 24 SP:Iteration 43Q (1252.489808 sec): 3 clusters Score: Raw -525083.237687 + Penalty 1658.154684 = -523425.083003 nChanged 28 SP:Iteration 44Q (1252.509360 sec): 3 clusters Score: Raw -525091.047662 + Penalty 1658.154684 = -523432.892978 nChanged 31 SP:Iteration 45Q (1252.528511 sec): 3 clusters Score: Raw -525099.711555 + Penalty 1658.154684 = -523441.556871 nChanged 40 SP:Iteration 46Q (1252.548056 sec): 3 clusters Score: Raw -525112.313845 + Penalty 1658.154684 = -523454.159161 nChanged 31 SP:Iteration 47Q (1252.567180 sec): 3 clusters Score: Raw -525123.524594 + Penalty 1658.154684 = -523465.369910 nChanged 27 SP:Iteration 48Q (1252.586546 sec): 3 clusters Score: Raw -525130.045169 + Penalty 1658.154684 = -523471.890486 nChanged 20 SP:Iteration 49Q (1252.605640 sec): 3 clusters Score: Raw -525135.483716 + Penalty 1658.154684 = -523477.329032 nChanged 21 SP:Iteration 50Q (1252.624911 sec): 3 clusters Score: Raw -525142.380053 + Penalty 1658.154684 = -523484.225369 nChanged 28 SP:Iteration 51Q (1252.644084 sec): 3 clusters Score: Raw -525152.863903 + Penalty 1658.154684 = -523494.709220 nChanged 33 SP:Iteration 52Q (1252.663255 sec): 3 clusters Score: Raw -525165.287916 + Penalty 1658.154684 = -523507.133232 nChanged 38 SP:Iteration 53Q (1252.682343 sec): 3 clusters Score: Raw -525179.967615 + Penalty 1658.154684 = -523521.812932 nChanged 41 SP:Iteration 54Q (1252.701481 sec): 3 clusters Score: Raw -525197.444365 + Penalty 1658.154684 = -523539.289681 nChanged 46 SP:Iteration 55Q (1252.720456 sec): 3 clusters Score: Raw -525218.502734 + Penalty 1658.154684 = -523560.348050 nChanged 40 SP:Iteration 56Q (1252.739341 sec): 3 clusters Score: Raw -525235.332379 + Penalty 1658.154684 = -523577.177695 nChanged 34 SP:Iteration 57Q (1252.758296 sec): 3 clusters Score: Raw -525247.542933 + Penalty 1658.154684 = -523589.388249 nChanged 22 SP:Iteration 58Q (1252.777324 sec): 3 clusters Score: Raw -525253.856230 + Penalty 1658.154684 = -523595.701546 nChanged 18 SP:Iteration 59Q (1252.796102 sec): 3 clusters Score: Raw -525259.917152 + Penalty 1658.154684 = -523601.762468 nChanged 22 SP:Iteration 60F (1252.815983 sec): 3 clusters Score: Raw -525270.239202 + Penalty 1658.154684 = -523612.084518 nChanged 23 SP:Iteration 61Q (1252.835004 sec): 3 clusters Score: Raw -525279.715752 + Penalty 1658.154684 = -523621.561068 nChanged 23 SP:Iteration 62Q (1252.854122 sec): 3 clusters Score: Raw -525291.070206 + Penalty 1658.154684 = -523632.915522 nChanged 25 SP:Iteration 63Q (1252.873057 sec): 3 clusters Score: Raw -525302.074978 + Penalty 1658.154684 = -523643.920294 nChanged 21 SP:Iteration 64Q (1252.891736 sec): 3 clusters Score: Raw -525309.125286 + Penalty 1658.154684 = -523650.970602 nChanged 16 SP:Iteration 65Q (1252.910668 sec): 3 clusters Score: Raw -525313.485095 + Penalty 1658.154684 = -523655.330411 nChanged 9 SP:Iteration 66Q (1252.929708 sec): 3 clusters Score: Raw -525316.653947 + Penalty 1658.154684 = -523658.499263 nChanged 10 SP:Iteration 67Q (1252.948592 sec): 3 clusters Score: Raw -525319.849699 + Penalty 1658.154684 = -523661.695015 nChanged 11 SP:Iteration 68Q (1252.967375 sec): 3 clusters Score: Raw -525324.267156 + Penalty 1658.154684 = -523666.112472 nChanged 12 SP:Iteration 69Q (1252.986104 sec): 3 clusters Score: Raw -525329.055790 + Penalty 1658.154684 = -523670.901106 nChanged 18 SP:Iteration 70Q (1253.004779 sec): 3 clusters Score: Raw -525340.417327 + Penalty 1658.154684 = -523682.262643 nChanged 28 SP:Iteration 71Q (1253.023621 sec): 3 clusters Score: Raw -525353.261165 + Penalty 1658.154684 = -523695.106481 nChanged 22 SP:Iteration 72Q (1253.042418 sec): 3 clusters Score: Raw -525366.817920 + Penalty 1658.154684 = -523708.663236 nChanged 23 SP:Iteration 73Q (1253.061339 sec): 3 clusters Score: Raw -525382.434622 + Penalty 1658.154684 = -523724.279938 nChanged 31 SP:Iteration 74Q (1253.079962 sec): 3 clusters Score: Raw -525398.447778 + Penalty 1658.154684 = -523740.293094 nChanged 22 SP:Iteration 75Q (1253.098546 sec): 3 clusters Score: Raw -525410.800759 + Penalty 1658.154684 = -523752.646075 nChanged 17 SP:Iteration 76Q (1253.117491 sec): 3 clusters Score: Raw -525422.723607 + Penalty 1658.154684 = -523764.568923 nChanged 14 SP:Iteration 77Q (1253.135855 sec): 3 clusters Score: Raw -525428.249734 + Penalty 1658.154684 = -523770.095050 nChanged 10 SP:Iteration 78Q (1253.154672 sec): 3 clusters Score: Raw -525430.986801 + Penalty 1658.154684 = -523772.832117 nChanged 4 SP:Iteration 79Q (1253.173362 sec): 3 clusters Score: Raw -525432.327766 + Penalty 1658.154684 = -523774.173082 nChanged 2 SP:Iteration 80F (1253.193119 sec): 3 clusters Score: Raw -525435.175561 + Penalty 1658.154684 = -523777.020877 nChanged 4 SP:Iteration 81Q (1253.211768 sec): 3 clusters Score: Raw -525437.651190 + Penalty 1658.154684 = -523779.496507 nChanged 5 SP:Iteration 82Q (1253.230423 sec): 3 clusters Score: Raw -525439.676568 + Penalty 1658.154684 = -523781.521884 nChanged 1 SP:Iteration 83Q (1253.249084 sec): 3 clusters Score: Raw -525440.194449 + Penalty 1658.154684 = -523782.039765 nChanged 1 SP:Iteration 84Q (1253.267428 sec): 3 clusters Score: Raw -525440.796019 + Penalty 1658.154684 = -523782.641335 nChanged 4 SP:Iteration 85Q (1253.285780 sec): 3 clusters Score: Raw -525442.213388 + Penalty 1658.154684 = -523784.058704 nChanged 3 SP:Iteration 86Q (1253.304513 sec): 3 clusters Score: Raw -525444.220957 + Penalty 1658.154684 = -523786.066273 nChanged 2 SP:Iteration 87Q (1253.323050 sec): 3 clusters Score: Raw -525445.197594 + Penalty 1658.154684 = -523787.042910 nChanged 4 SP:Iteration 88Q (1253.341634 sec): 3 clusters Score: Raw -525446.847454 + Penalty 1658.154684 = -523788.692770 nChanged 4 SP:Iteration 89Q (1253.360029 sec): 3 clusters Score: Raw -525448.258463 + Penalty 1658.154684 = -523790.103779 nChanged 6 SP:Iteration 90Q (1253.378834 sec): 3 clusters Score: Raw -525450.231648 + Penalty 1658.154684 = -523792.076964 nChanged 5 SP:Iteration 91Q (1253.397322 sec): 3 clusters Score: Raw -525451.720980 + Penalty 1658.154684 = -523793.566296 nChanged 5 SP:Iteration 92Q (1253.415906 sec): 3 clusters Score: Raw -525452.756323 + Penalty 1658.154684 = -523794.601639 nChanged 0 SP:Iteration 93F (1253.435663 sec): 3 clusters Score: Raw -525452.756323 + Penalty 1658.154684 = -523794.601639 nChanged 0 Trying to split cluster 21 (16505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.463864 sec): 2 clusters Score: Raw -1462694.633484 + Penalty 922.584771 = -1461772.048713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.496633 sec): 3 clusters Score: Raw -1452454.580173 + Penalty 1845.169542 = -1450609.410631 nChanged 7646 SP:Iteration 1F (1253.527583 sec): 3 clusters Score: Raw -1456934.667915 + Penalty 1845.169542 = -1455089.498373 nChanged 930 SP:Iteration 2F (1253.558824 sec): 3 clusters Score: Raw -1457338.887831 + Penalty 1845.169542 = -1455493.718288 nChanged 886 SP:Iteration 3F (1253.589746 sec): 3 clusters Score: Raw -1457785.226242 + Penalty 1845.169542 = -1455940.056699 nChanged 939 SP:Iteration 4F (1253.620762 sec): 3 clusters Score: Raw -1458330.837148 + Penalty 1845.169542 = -1456485.667605 nChanged 1038 SP:Iteration 5F (1253.651782 sec): 3 clusters Score: Raw -1459044.599981 + Penalty 1845.169542 = -1457199.430439 nChanged 1127 SP:Iteration 6F (1253.682843 sec): 3 clusters Score: Raw -1459933.385298 + Penalty 1845.169542 = -1458088.215755 nChanged 1065 SP:Iteration 7F (1253.713757 sec): 3 clusters Score: Raw -1460893.218558 + Penalty 1845.169542 = -1459048.049016 nChanged 927 SP:Iteration 8F (1253.744867 sec): 3 clusters Score: Raw -1461607.850383 + Penalty 1845.169542 = -1459762.680841 nChanged 615 SP:Iteration 9Q (1253.775348 sec): 3 clusters Score: Raw -1461968.594627 + Penalty 1845.169542 = -1460123.425084 nChanged 382 SP:Iteration 10Q (1253.805457 sec): 3 clusters Score: Raw -1462161.612611 + Penalty 1845.169542 = -1460316.443069 nChanged 281 SP:Iteration 11Q (1253.835346 sec): 3 clusters Score: Raw -1462294.536143 + Penalty 1845.169542 = -1460449.366601 nChanged 242 SP:Iteration 12Q (1253.865246 sec): 3 clusters Score: Raw -1462391.845094 + Penalty 1845.169542 = -1460546.675552 nChanged 190 SP:Iteration 13Q (1253.894879 sec): 3 clusters Score: Raw -1462450.764225 + Penalty 1845.169542 = -1460605.594683 nChanged 154 SP:Iteration 14Q (1253.924685 sec): 3 clusters Score: Raw -1462497.481592 + Penalty 1845.169542 = -1460652.312050 nChanged 125 SP:Iteration 15Q (1253.954296 sec): 3 clusters Score: Raw -1462527.942137 + Penalty 1845.169542 = -1460682.772595 nChanged 105 SP:Iteration 16Q (1253.983870 sec): 3 clusters Score: Raw -1462548.940289 + Penalty 1845.169542 = -1460703.770747 nChanged 85 SP:Iteration 17Q (1254.013379 sec): 3 clusters Score: Raw -1462563.746336 + Penalty 1845.169542 = -1460718.576794 nChanged 73 SP:Iteration 18Q (1254.042783 sec): 3 clusters Score: Raw -1462574.600664 + Penalty 1845.169542 = -1460729.431121 nChanged 60 SP:Iteration 19Q (1254.072246 sec): 3 clusters Score: Raw -1462581.676132 + Penalty 1845.169542 = -1460736.506590 nChanged 48 SP:Iteration 20F (1254.103267 sec): 3 clusters Score: Raw -1462587.798278 + Penalty 1845.169542 = -1460742.628736 nChanged 55 SP:Iteration 21Q (1254.132833 sec): 3 clusters Score: Raw -1462594.548152 + Penalty 1845.169542 = -1460749.378610 nChanged 41 SP:Iteration 22Q (1254.162174 sec): 3 clusters Score: Raw -1462597.931524 + Penalty 1845.169542 = -1460752.761982 nChanged 34 SP:Iteration 23Q (1254.191578 sec): 3 clusters Score: Raw -1462601.053586 + Penalty 1845.169542 = -1460755.884044 nChanged 34 SP:Iteration 24Q (1254.220988 sec): 3 clusters Score: Raw -1462603.802240 + Penalty 1845.169542 = -1460758.632698 nChanged 34 SP:Iteration 25Q (1254.250269 sec): 3 clusters Score: Raw -1462606.686841 + Penalty 1845.169542 = -1460761.517298 nChanged 24 SP:Iteration 26Q (1254.279524 sec): 3 clusters Score: Raw -1462608.302831 + Penalty 1845.169542 = -1460763.133289 nChanged 19 SP:Iteration 27Q (1254.308779 sec): 3 clusters Score: Raw -1462609.451973 + Penalty 1845.169542 = -1460764.282431 nChanged 14 SP:Iteration 28Q (1254.337988 sec): 3 clusters Score: Raw -1462610.357662 + Penalty 1845.169542 = -1460765.188120 nChanged 8 SP:Iteration 29Q (1254.367287 sec): 3 clusters Score: Raw -1462610.664891 + Penalty 1845.169542 = -1460765.495349 nChanged 2 SP:Iteration 30Q (1254.396561 sec): 3 clusters Score: Raw -1462610.748457 + Penalty 1845.169542 = -1460765.578915 nChanged 1 SP:Iteration 31Q (1254.425929 sec): 3 clusters Score: Raw -1462610.777404 + Penalty 1845.169542 = -1460765.607862 nChanged 2 SP:Iteration 32Q (1254.455136 sec): 3 clusters Score: Raw -1462610.846943 + Penalty 1845.169542 = -1460765.677401 nChanged 1 SP:Iteration 33Q (1254.484348 sec): 3 clusters Score: Raw -1462610.921971 + Penalty 1845.169542 = -1460765.752428 nChanged 4 SP:Iteration 34Q (1254.513591 sec): 3 clusters Score: Raw -1462611.307161 + Penalty 1845.169542 = -1460766.137619 nChanged 9 SP:Iteration 35Q (1254.543033 sec): 3 clusters Score: Raw -1462612.139952 + Penalty 1845.169542 = -1460766.970410 nChanged 11 SP:Iteration 36Q (1254.572277 sec): 3 clusters Score: Raw -1462612.913486 + Penalty 1845.169542 = -1460767.743944 nChanged 16 SP:Iteration 37Q (1254.601337 sec): 3 clusters Score: Raw -1462614.181546 + Penalty 1845.169542 = -1460769.012004 nChanged 20 SP:Iteration 38Q (1254.630641 sec): 3 clusters Score: Raw -1462615.331904 + Penalty 1845.169542 = -1460770.162361 nChanged 18 SP:Iteration 39Q (1254.659815 sec): 3 clusters Score: Raw -1462616.731401 + Penalty 1845.169542 = -1460771.561859 nChanged 15 SP:Iteration 40F (1254.691004 sec): 3 clusters Score: Raw -1462617.738764 + Penalty 1845.169542 = -1460772.569221 nChanged 8 SP:Iteration 41Q (1254.720280 sec): 3 clusters Score: Raw -1462618.354628 + Penalty 1845.169542 = -1460773.185086 nChanged 9 SP:Iteration 42Q (1254.749625 sec): 3 clusters Score: Raw -1462619.001159 + Penalty 1845.169542 = -1460773.831617 nChanged 13 SP:Iteration 43Q (1254.778812 sec): 3 clusters Score: Raw -1462619.863292 + Penalty 1845.169542 = -1460774.693749 nChanged 16 SP:Iteration 44Q (1254.808124 sec): 3 clusters Score: Raw -1462621.050969 + Penalty 1845.169542 = -1460775.881426 nChanged 16 SP:Iteration 45Q (1254.837374 sec): 3 clusters Score: Raw -1462622.433548 + Penalty 1845.169542 = -1460777.264005 nChanged 16 SP:Iteration 46Q (1254.866496 sec): 3 clusters Score: Raw -1462623.625051 + Penalty 1845.169542 = -1460778.455508 nChanged 23 SP:Iteration 47Q (1254.895728 sec): 3 clusters Score: Raw -1462625.788020 + Penalty 1845.169542 = -1460780.618477 nChanged 22 SP:Iteration 48Q (1254.924839 sec): 3 clusters Score: Raw -1462628.149499 + Penalty 1845.169542 = -1460782.979957 nChanged 29 SP:Iteration 49Q (1254.954313 sec): 3 clusters Score: Raw -1462631.131733 + Penalty 1845.169542 = -1460785.962190 nChanged 30 SP:Iteration 50Q (1254.983419 sec): 3 clusters Score: Raw -1462634.820983 + Penalty 1845.169542 = -1460789.651441 nChanged 28 SP:Iteration 51Q (1255.012566 sec): 3 clusters Score: Raw -1462637.614159 + Penalty 1845.169542 = -1460792.444617 nChanged 23 SP:Iteration 52Q (1255.041737 sec): 3 clusters Score: Raw -1462640.140053 + Penalty 1845.169542 = -1460794.970511 nChanged 26 SP:Iteration 53Q (1255.070830 sec): 3 clusters Score: Raw -1462643.009927 + Penalty 1845.169542 = -1460797.840384 nChanged 22 SP:Iteration 54Q (1255.099876 sec): 3 clusters Score: Raw -1462645.628289 + Penalty 1845.169542 = -1460800.458747 nChanged 29 SP:Iteration 55Q (1255.128920 sec): 3 clusters Score: Raw -1462649.103597 + Penalty 1845.169542 = -1460803.934055 nChanged 28 SP:Iteration 56Q (1255.158037 sec): 3 clusters Score: Raw -1462652.612246 + Penalty 1845.169542 = -1460807.442703 nChanged 39 SP:Iteration 57Q (1255.187063 sec): 3 clusters Score: Raw -1462658.649267 + Penalty 1845.169542 = -1460813.479725 nChanged 45 SP:Iteration 58Q (1255.215990 sec): 3 clusters Score: Raw -1462664.689711 + Penalty 1845.169542 = -1460819.520168 nChanged 45 SP:Iteration 59Q (1255.245120 sec): 3 clusters Score: Raw -1462671.236114 + Penalty 1845.169542 = -1460826.066572 nChanged 54 SP:Iteration 60F (1255.276078 sec): 3 clusters Score: Raw -1462677.731456 + Penalty 1845.169542 = -1460832.561914 nChanged 47 SP:Iteration 61Q (1255.305254 sec): 3 clusters Score: Raw -1462684.489633 + Penalty 1845.169542 = -1460839.320091 nChanged 55 SP:Iteration 62Q (1255.334106 sec): 3 clusters Score: Raw -1462692.793663 + Penalty 1845.169542 = -1460847.624121 nChanged 50 SP:Iteration 63Q (1255.363288 sec): 3 clusters Score: Raw -1462699.197697 + Penalty 1845.169542 = -1460854.028154 nChanged 42 SP:Iteration 64Q (1255.392142 sec): 3 clusters Score: Raw -1462704.666675 + Penalty 1845.169542 = -1460859.497132 nChanged 33 SP:Iteration 65Q (1255.421020 sec): 3 clusters Score: Raw -1462709.287550 + Penalty 1845.169542 = -1460864.118007 nChanged 43 SP:Iteration 66Q (1255.449938 sec): 3 clusters Score: Raw -1462714.127072 + Penalty 1845.169542 = -1460868.957529 nChanged 39 SP:Iteration 67Q (1255.478954 sec): 3 clusters Score: Raw -1462719.259624 + Penalty 1845.169542 = -1460874.090082 nChanged 44 SP:Iteration 68Q (1255.507751 sec): 3 clusters Score: Raw -1462725.137419 + Penalty 1845.169542 = -1460879.967876 nChanged 39 SP:Iteration 69Q (1255.536851 sec): 3 clusters Score: Raw -1462730.608601 + Penalty 1845.169542 = -1460885.439058 nChanged 36 SP:Iteration 70Q (1255.565569 sec): 3 clusters Score: Raw -1462734.538022 + Penalty 1845.169542 = -1460889.368479 nChanged 35 SP:Iteration 71Q (1255.594322 sec): 3 clusters Score: Raw -1462738.639441 + Penalty 1845.169542 = -1460893.469899 nChanged 32 SP:Iteration 72Q (1255.623128 sec): 3 clusters Score: Raw -1462741.943416 + Penalty 1845.169542 = -1460896.773874 nChanged 23 SP:Iteration 73Q (1255.651913 sec): 3 clusters Score: Raw -1462744.643265 + Penalty 1845.169542 = -1460899.473723 nChanged 32 SP:Iteration 74Q (1255.680539 sec): 3 clusters Score: Raw -1462748.458654 + Penalty 1845.169542 = -1460903.289112 nChanged 29 SP:Iteration 75Q (1255.709145 sec): 3 clusters Score: Raw -1462751.588514 + Penalty 1845.169542 = -1460906.418972 nChanged 20 SP:Iteration 76Q (1255.737990 sec): 3 clusters Score: Raw -1462754.000961 + Penalty 1845.169542 = -1460908.831419 nChanged 20 SP:Iteration 77Q (1255.766610 sec): 3 clusters Score: Raw -1462756.208398 + Penalty 1845.169542 = -1460911.038856 nChanged 22 SP:Iteration 78Q (1255.795274 sec): 3 clusters Score: Raw -1462758.756359 + Penalty 1845.169542 = -1460913.586816 nChanged 15 SP:Iteration 79Q (1255.824015 sec): 3 clusters Score: Raw -1462759.949498 + Penalty 1845.169542 = -1460914.779956 nChanged 11 SP:Iteration 80F (1255.855181 sec): 3 clusters Score: Raw -1462760.573368 + Penalty 1845.169542 = -1460915.403825 nChanged 6 SP:Iteration 81Q (1255.883673 sec): 3 clusters Score: Raw -1462761.028860 + Penalty 1845.169542 = -1460915.859318 nChanged 6 SP:Iteration 82Q (1255.912370 sec): 3 clusters Score: Raw -1462761.596564 + Penalty 1845.169542 = -1460916.427022 nChanged 4 SP:Iteration 83Q (1255.941090 sec): 3 clusters Score: Raw -1462761.988468 + Penalty 1845.169542 = -1460916.818926 nChanged 3 SP:Iteration 84Q (1255.969574 sec): 3 clusters Score: Raw -1462762.252935 + Penalty 1845.169542 = -1460917.083392 nChanged 4 SP:Iteration 85Q (1255.998366 sec): 3 clusters Score: Raw -1462762.577560 + Penalty 1845.169542 = -1460917.408017 nChanged 3 SP:Iteration 86Q (1256.026959 sec): 3 clusters Score: Raw -1462762.864959 + Penalty 1845.169542 = -1460917.695417 nChanged 7 SP:Iteration 87Q (1256.055658 sec): 3 clusters Score: Raw -1462763.391597 + Penalty 1845.169542 = -1460918.222054 nChanged 6 SP:Iteration 88Q (1256.084308 sec): 3 clusters Score: Raw -1462764.396829 + Penalty 1845.169542 = -1460919.227287 nChanged 12 SP:Iteration 89Q (1256.112819 sec): 3 clusters Score: Raw -1462766.442914 + Penalty 1845.169542 = -1460921.273372 nChanged 19 SP:Iteration 90Q (1256.141433 sec): 3 clusters Score: Raw -1462768.906811 + Penalty 1845.169542 = -1460923.737269 nChanged 16 SP:Iteration 91Q (1256.169993 sec): 3 clusters Score: Raw -1462771.002126 + Penalty 1845.169542 = -1460925.832583 nChanged 20 SP:Iteration 92Q (1256.198505 sec): 3 clusters Score: Raw -1462773.633601 + Penalty 1845.169542 = -1460928.464058 nChanged 13 SP:Iteration 93Q (1256.254464 sec): 3 clusters Score: Raw -1462775.336305 + Penalty 1845.169542 = -1460930.166763 nChanged 14 SP:Iteration 94Q (1256.282349 sec): 3 clusters Score: Raw -1462778.068970 + Penalty 1845.169542 = -1460932.899427 nChanged 20 SP:Iteration 95Q (1256.344403 sec): 3 clusters Score: Raw -1462781.122100 + Penalty 1845.169542 = -1460935.952557 nChanged 23 SP:Iteration 96Q (1256.372974 sec): 3 clusters Score: Raw -1462784.196574 + Penalty 1845.169542 = -1460939.027031 nChanged 15 SP:Iteration 97Q (1256.401414 sec): 3 clusters Score: Raw -1462786.053175 + Penalty 1845.169542 = -1460940.883633 nChanged 13 SP:Iteration 98Q (1256.429818 sec): 3 clusters Score: Raw -1462787.273287 + Penalty 1845.169542 = -1460942.103745 nChanged 15 SP:Iteration 99Q (1256.458280 sec): 3 clusters Score: Raw -1462789.370816 + Penalty 1845.169542 = -1460944.201274 nChanged 12 SP:Iteration 100F (1256.489214 sec): 3 clusters Score: Raw -1462790.549107 + Penalty 1845.169542 = -1460945.379564 nChanged 13 SP:Iteration 101Q (1256.517661 sec): 3 clusters Score: Raw -1462791.982733 + Penalty 1845.169542 = -1460946.813190 nChanged 12 SP:Iteration 102Q (1256.546275 sec): 3 clusters Score: Raw -1462793.115527 + Penalty 1845.169542 = -1460947.945985 nChanged 3 SP:Iteration 103Q (1256.574694 sec): 3 clusters Score: Raw -1462793.406137 + Penalty 1845.169542 = -1460948.236595 nChanged 5 SP:Iteration 104Q (1256.603289 sec): 3 clusters Score: Raw -1462793.745603 + Penalty 1845.169542 = -1460948.576061 nChanged 4 SP:Iteration 105Q (1256.631770 sec): 3 clusters Score: Raw -1462794.066678 + Penalty 1845.169542 = -1460948.897135 nChanged 3 SP:Iteration 106Q (1256.660110 sec): 3 clusters Score: Raw -1462794.236990 + Penalty 1845.169542 = -1460949.067448 nChanged 4 SP:Iteration 107Q (1256.688872 sec): 3 clusters Score: Raw -1462794.661592 + Penalty 1845.169542 = -1460949.492049 nChanged 6 SP:Iteration 108Q (1256.717195 sec): 3 clusters Score: Raw -1462795.007742 + Penalty 1845.169542 = -1460949.838200 nChanged 10 SP:Iteration 109Q (1256.745847 sec): 3 clusters Score: Raw -1462795.997182 + Penalty 1845.169542 = -1460950.827639 nChanged 14 SP:Iteration 110Q (1256.774308 sec): 3 clusters Score: Raw -1462797.134442 + Penalty 1845.169542 = -1460951.964900 nChanged 12 SP:Iteration 111Q (1256.802663 sec): 3 clusters Score: Raw -1462798.314407 + Penalty 1845.169542 = -1460953.144865 nChanged 14 SP:Iteration 112Q (1256.831245 sec): 3 clusters Score: Raw -1462799.586579 + Penalty 1845.169542 = -1460954.417037 nChanged 16 SP:Iteration 113Q (1256.859546 sec): 3 clusters Score: Raw -1462800.914440 + Penalty 1845.169542 = -1460955.744898 nChanged 12 SP:Iteration 114Q (1256.887924 sec): 3 clusters Score: Raw -1462801.720347 + Penalty 1845.169542 = -1460956.550804 nChanged 7 SP:Iteration 115Q (1256.916387 sec): 3 clusters Score: Raw -1462802.161919 + Penalty 1845.169542 = -1460956.992377 nChanged 7 SP:Iteration 116Q (1256.944781 sec): 3 clusters Score: Raw -1462802.584869 + Penalty 1845.169542 = -1460957.415327 nChanged 6 SP:Iteration 117Q (1256.973147 sec): 3 clusters Score: Raw -1462803.109638 + Penalty 1845.169542 = -1460957.940096 nChanged 7 SP:Iteration 118Q (1257.001411 sec): 3 clusters Score: Raw -1462803.719302 + Penalty 1845.169542 = -1460958.549760 nChanged 11 SP:Iteration 119Q (1257.029840 sec): 3 clusters Score: Raw -1462804.423161 + Penalty 1845.169542 = -1460959.253619 nChanged 7 SP:Iteration 120F (1257.060638 sec): 3 clusters Score: Raw -1462805.057738 + Penalty 1845.169542 = -1460959.888196 nChanged 12 SP:Iteration 121Q (1257.089058 sec): 3 clusters Score: Raw -1462806.190143 + Penalty 1845.169542 = -1460961.020601 nChanged 11 SP:Iteration 122Q (1257.117334 sec): 3 clusters Score: Raw -1462807.254436 + Penalty 1845.169542 = -1460962.084894 nChanged 17 SP:Iteration 123Q (1257.145532 sec): 3 clusters Score: Raw -1462808.575992 + Penalty 1845.169542 = -1460963.406449 nChanged 10 SP:Iteration 124Q (1257.174013 sec): 3 clusters Score: Raw -1462809.547124 + Penalty 1845.169542 = -1460964.377582 nChanged 11 SP:Iteration 125Q (1257.202589 sec): 3 clusters Score: Raw -1462810.813552 + Penalty 1845.169542 = -1460965.644010 nChanged 14 SP:Iteration 126Q (1257.231189 sec): 3 clusters Score: Raw -1462812.113893 + Penalty 1845.169542 = -1460966.944351 nChanged 9 SP:Iteration 127Q (1257.259585 sec): 3 clusters Score: Raw -1462812.830724 + Penalty 1845.169542 = -1460967.661181 nChanged 8 SP:Iteration 128Q (1257.287894 sec): 3 clusters Score: Raw -1462813.346837 + Penalty 1845.169542 = -1460968.177294 nChanged 8 SP:Iteration 129Q (1257.316320 sec): 3 clusters Score: Raw -1462814.496584 + Penalty 1845.169542 = -1460969.327041 nChanged 12 SP:Iteration 130Q (1257.344768 sec): 3 clusters Score: Raw -1462816.596937 + Penalty 1845.169542 = -1460971.427394 nChanged 16 SP:Iteration 131Q (1257.373036 sec): 3 clusters Score: Raw -1462818.763174 + Penalty 1845.169542 = -1460973.593632 nChanged 13 SP:Iteration 132Q (1257.411548 sec): 3 clusters Score: Raw -1462819.772469 + Penalty 1845.169542 = -1460974.602927 nChanged 9 SP:Iteration 133Q (1257.454750 sec): 3 clusters Score: Raw -1462820.740061 + Penalty 1845.169542 = -1460975.570519 nChanged 11 SP:Iteration 134Q (1257.483213 sec): 3 clusters Score: Raw -1462822.075179 + Penalty 1845.169542 = -1460976.905637 nChanged 14 SP:Iteration 135Q (1257.511543 sec): 3 clusters Score: Raw -1462823.607689 + Penalty 1845.169542 = -1460978.438146 nChanged 15 SP:Iteration 136Q (1257.539886 sec): 3 clusters Score: Raw -1462825.398064 + Penalty 1845.169542 = -1460980.228522 nChanged 15 SP:Iteration 137Q (1257.568125 sec): 3 clusters Score: Raw -1462827.776309 + Penalty 1845.169542 = -1460982.606766 nChanged 17 SP:Iteration 138Q (1257.596280 sec): 3 clusters Score: Raw -1462830.472825 + Penalty 1845.169542 = -1460985.303282 nChanged 16 SP:Iteration 139Q (1257.625369 sec): 3 clusters Score: Raw -1462833.349227 + Penalty 1845.169542 = -1460988.179685 nChanged 20 SP:Iteration 140F (1257.656557 sec): 3 clusters Score: Raw -1462835.592650 + Penalty 1845.169542 = -1460990.423108 nChanged 20 SP:Iteration 141Q (1257.684937 sec): 3 clusters Score: Raw -1462838.163236 + Penalty 1845.169542 = -1460992.993693 nChanged 24 SP:Iteration 142Q (1257.713224 sec): 3 clusters Score: Raw -1462841.471711 + Penalty 1845.169542 = -1460996.302168 nChanged 25 SP:Iteration 143Q (1257.741411 sec): 3 clusters Score: Raw -1462844.511873 + Penalty 1845.169542 = -1460999.342330 nChanged 23 SP:Iteration 144Q (1257.769718 sec): 3 clusters Score: Raw -1462847.031911 + Penalty 1845.169542 = -1461001.862369 nChanged 18 SP:Iteration 145Q (1257.797862 sec): 3 clusters Score: Raw -1462850.599384 + Penalty 1845.169542 = -1461005.429842 nChanged 25 SP:Iteration 146Q (1257.826021 sec): 3 clusters Score: Raw -1462854.396963 + Penalty 1845.169542 = -1461009.227421 nChanged 20 SP:Iteration 147Q (1257.854148 sec): 3 clusters Score: Raw -1462856.409852 + Penalty 1845.169542 = -1461011.240309 nChanged 20 SP:Iteration 148Q (1257.882766 sec): 3 clusters Score: Raw -1462858.742921 + Penalty 1845.169542 = -1461013.573378 nChanged 20 SP:Iteration 149Q (1257.911289 sec): 3 clusters Score: Raw -1462861.065639 + Penalty 1845.169542 = -1461015.896097 nChanged 18 SP:Iteration 150Q (1257.939548 sec): 3 clusters Score: Raw -1462863.073818 + Penalty 1845.169542 = -1461017.904275 nChanged 17 SP:Iteration 151Q (1257.967702 sec): 3 clusters Score: Raw -1462864.655221 + Penalty 1845.169542 = -1461019.485679 nChanged 11 SP:Iteration 152Q (1257.995645 sec): 3 clusters Score: Raw -1462865.660900 + Penalty 1845.169542 = -1461020.491357 nChanged 10 SP:Iteration 153Q (1258.023568 sec): 3 clusters Score: Raw -1462866.656466 + Penalty 1845.169542 = -1461021.486924 nChanged 8 SP:Iteration 154Q (1258.051610 sec): 3 clusters Score: Raw -1462867.390506 + Penalty 1845.169542 = -1461022.220964 nChanged 9 SP:Iteration 155Q (1258.079617 sec): 3 clusters Score: Raw -1462867.984085 + Penalty 1845.169542 = -1461022.814542 nChanged 10 SP:Iteration 156Q (1258.107766 sec): 3 clusters Score: Raw -1462868.894803 + Penalty 1845.169542 = -1461023.725261 nChanged 8 SP:Iteration 157Q (1258.135786 sec): 3 clusters Score: Raw -1462869.785755 + Penalty 1845.169542 = -1461024.616213 nChanged 9 SP:Iteration 158Q (1258.163592 sec): 3 clusters Score: Raw -1462870.671513 + Penalty 1845.169542 = -1461025.501970 nChanged 6 SP:Iteration 159Q (1258.191756 sec): 3 clusters Score: Raw -1462871.496925 + Penalty 1845.169542 = -1461026.327382 nChanged 7 SP:Iteration 160F (1258.222694 sec): 3 clusters Score: Raw -1462872.095081 + Penalty 1845.169542 = -1461026.925539 nChanged 5 SP:Iteration 161Q (1258.250694 sec): 3 clusters Score: Raw -1462872.588300 + Penalty 1845.169542 = -1461027.418758 nChanged 8 SP:Iteration 162Q (1258.278689 sec): 3 clusters Score: Raw -1462873.579573 + Penalty 1845.169542 = -1461028.410030 nChanged 11 SP:Iteration 163Q (1258.306622 sec): 3 clusters Score: Raw -1462875.225361 + Penalty 1845.169542 = -1461030.055818 nChanged 11 SP:Iteration 164Q (1258.334493 sec): 3 clusters Score: Raw -1462876.474911 + Penalty 1845.169542 = -1461031.305369 nChanged 9 SP:Iteration 165Q (1258.362442 sec): 3 clusters Score: Raw -1462877.650101 + Penalty 1845.169542 = -1461032.480559 nChanged 6 SP:Iteration 166Q (1258.390397 sec): 3 clusters Score: Raw -1462878.067382 + Penalty 1845.169542 = -1461032.897839 nChanged 7 SP:Iteration 167Q (1258.418420 sec): 3 clusters Score: Raw -1462878.879023 + Penalty 1845.169542 = -1461033.709481 nChanged 6 SP:Iteration 168Q (1258.446391 sec): 3 clusters Score: Raw -1462879.607860 + Penalty 1845.169542 = -1461034.438318 nChanged 4 SP:Iteration 169Q (1258.474365 sec): 3 clusters Score: Raw -1462879.886070 + Penalty 1845.169542 = -1461034.716527 nChanged 3 SP:Iteration 170Q (1258.502266 sec): 3 clusters Score: Raw -1462880.131160 + Penalty 1845.169542 = -1461034.961618 nChanged 4 SP:Iteration 171Q (1258.530208 sec): 3 clusters Score: Raw -1462880.359996 + Penalty 1845.169542 = -1461035.190453 nChanged 1 SP:Iteration 172Q (1258.558269 sec): 3 clusters Score: Raw -1462880.431535 + Penalty 1845.169542 = -1461035.261993 nChanged 1 SP:Iteration 173Q (1258.586049 sec): 3 clusters Score: Raw -1462880.505068 + Penalty 1845.169542 = -1461035.335526 nChanged 1 SP:Iteration 174Q (1258.614072 sec): 3 clusters Score: Raw -1462880.560420 + Penalty 1845.169542 = -1461035.390878 nChanged 1 SP:Iteration 175Q (1258.642072 sec): 3 clusters Score: Raw -1462880.639490 + Penalty 1845.169542 = -1461035.469948 nChanged 1 SP:Iteration 176Q (1258.669908 sec): 3 clusters Score: Raw -1462880.737524 + Penalty 1845.169542 = -1461035.567981 nChanged 1 SP:Iteration 177Q (1258.697864 sec): 3 clusters Score: Raw -1462880.832031 + Penalty 1845.169542 = -1461035.662489 nChanged 0 SP:Iteration 178F (1258.728873 sec): 3 clusters Score: Raw -1462880.832031 + Penalty 1845.169542 = -1461035.662489 nChanged 0 Trying to split cluster 22 (3422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.744932 sec): 2 clusters Score: Raw -289576.425850 + Penalty 773.108143 = -288803.317707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.758603 sec): 3 clusters Score: Raw -287805.622150 + Penalty 1546.216286 = -286259.405864 nChanged 1392 SP:Iteration 1F (1258.771304 sec): 3 clusters Score: Raw -288636.173195 + Penalty 1546.216286 = -287089.956909 nChanged 286 SP:Iteration 2F (1258.783965 sec): 3 clusters Score: Raw -288838.374960 + Penalty 1546.216286 = -287292.158674 nChanged 238 SP:Iteration 3F (1258.796668 sec): 3 clusters Score: Raw -289006.875161 + Penalty 1546.216286 = -287460.658875 nChanged 204 SP:Iteration 4F (1258.809312 sec): 3 clusters Score: Raw -289143.995898 + Penalty 1546.216286 = -287597.779612 nChanged 157 SP:Iteration 5Q (1258.821912 sec): 3 clusters Score: Raw -289228.191454 + Penalty 1546.216286 = -287681.975168 nChanged 130 SP:Iteration 6Q (1258.834452 sec): 3 clusters Score: Raw -289290.157455 + Penalty 1546.216286 = -287743.941169 nChanged 107 SP:Iteration 7Q (1258.846792 sec): 3 clusters Score: Raw -289348.563820 + Penalty 1546.216286 = -287802.347533 nChanged 92 SP:Iteration 8Q (1258.859218 sec): 3 clusters Score: Raw -289389.400322 + Penalty 1546.216286 = -287843.184036 nChanged 76 SP:Iteration 9Q (1258.871630 sec): 3 clusters Score: Raw -289420.446613 + Penalty 1546.216286 = -287874.230327 nChanged 62 SP:Iteration 10Q (1258.884157 sec): 3 clusters Score: Raw -289445.916202 + Penalty 1546.216286 = -287899.699915 nChanged 59 SP:Iteration 11Q (1258.896668 sec): 3 clusters Score: Raw -289466.307108 + Penalty 1546.216286 = -287920.090822 nChanged 43 SP:Iteration 12Q (1258.909218 sec): 3 clusters Score: Raw -289479.792830 + Penalty 1546.216286 = -287933.576544 nChanged 39 SP:Iteration 13Q (1258.921633 sec): 3 clusters Score: Raw -289491.635308 + Penalty 1546.216286 = -287945.419022 nChanged 30 SP:Iteration 14Q (1258.933972 sec): 3 clusters Score: Raw -289500.366517 + Penalty 1546.216286 = -287954.150231 nChanged 31 SP:Iteration 15Q (1258.946414 sec): 3 clusters Score: Raw -289510.492071 + Penalty 1546.216286 = -287964.275784 nChanged 32 SP:Iteration 16Q (1258.958897 sec): 3 clusters Score: Raw -289519.831997 + Penalty 1546.216286 = -287973.615710 nChanged 28 SP:Iteration 17Q (1258.971326 sec): 3 clusters Score: Raw -289525.858492 + Penalty 1546.216286 = -287979.642206 nChanged 24 SP:Iteration 18Q (1258.983723 sec): 3 clusters Score: Raw -289531.726361 + Penalty 1546.216286 = -287985.510075 nChanged 20 SP:Iteration 19Q (1258.996152 sec): 3 clusters Score: Raw -289538.263425 + Penalty 1546.216286 = -287992.047139 nChanged 25 SP:Iteration 20F (1259.008671 sec): 3 clusters Score: Raw -289544.838423 + Penalty 1546.216286 = -287998.622136 nChanged 19 SP:Iteration 21Q (1259.021155 sec): 3 clusters Score: Raw -289550.219148 + Penalty 1546.216286 = -288004.002862 nChanged 17 SP:Iteration 22Q (1259.033406 sec): 3 clusters Score: Raw -289554.439440 + Penalty 1546.216286 = -288008.223153 nChanged 12 SP:Iteration 23Q (1259.045835 sec): 3 clusters Score: Raw -289557.157309 + Penalty 1546.216286 = -288010.941023 nChanged 10 SP:Iteration 24Q (1259.058174 sec): 3 clusters Score: Raw -289558.979617 + Penalty 1546.216286 = -288012.763331 nChanged 6 SP:Iteration 25Q (1259.070610 sec): 3 clusters Score: Raw -289560.432742 + Penalty 1546.216286 = -288014.216455 nChanged 14 SP:Iteration 26Q (1259.106046 sec): 3 clusters Score: Raw -289563.586553 + Penalty 1546.216286 = -288017.370266 nChanged 10 SP:Iteration 27Q (1259.118515 sec): 3 clusters Score: Raw -289565.571757 + Penalty 1546.216286 = -288019.355471 nChanged 10 SP:Iteration 28Q (1259.130866 sec): 3 clusters Score: Raw -289567.281649 + Penalty 1546.216286 = -288021.065363 nChanged 12 SP:Iteration 29Q (1259.143095 sec): 3 clusters Score: Raw -289569.349050 + Penalty 1546.216286 = -288023.132763 nChanged 11 SP:Iteration 30Q (1259.155630 sec): 3 clusters Score: Raw -289571.248891 + Penalty 1546.216286 = -288025.032604 nChanged 10 SP:Iteration 31Q (1259.167959 sec): 3 clusters Score: Raw -289572.683239 + Penalty 1546.216286 = -288026.466952 nChanged 9 SP:Iteration 32Q (1259.180307 sec): 3 clusters Score: Raw -289574.514502 + Penalty 1546.216286 = -288028.298216 nChanged 6 SP:Iteration 33Q (1259.192523 sec): 3 clusters Score: Raw -289576.080215 + Penalty 1546.216286 = -288029.863929 nChanged 9 SP:Iteration 34Q (1259.204926 sec): 3 clusters Score: Raw -289577.196136 + Penalty 1546.216286 = -288030.979850 nChanged 4 SP:Iteration 35Q (1259.217359 sec): 3 clusters Score: Raw -289578.548962 + Penalty 1546.216286 = -288032.332676 nChanged 9 SP:Iteration 36Q (1259.229668 sec): 3 clusters Score: Raw -289581.249296 + Penalty 1546.216286 = -288035.033010 nChanged 8 SP:Iteration 37Q (1259.242002 sec): 3 clusters Score: Raw -289583.794444 + Penalty 1546.216286 = -288037.578157 nChanged 7 SP:Iteration 38Q (1259.254424 sec): 3 clusters Score: Raw -289585.426016 + Penalty 1546.216286 = -288039.209730 nChanged 9 SP:Iteration 39Q (1259.266841 sec): 3 clusters Score: Raw -289586.966066 + Penalty 1546.216286 = -288040.749780 nChanged 9 SP:Iteration 40F (1259.294088 sec): 3 clusters Score: Raw -289589.000939 + Penalty 1546.216286 = -288042.784653 nChanged 9 SP:Iteration 41Q (1259.306517 sec): 3 clusters Score: Raw -289590.744884 + Penalty 1546.216286 = -288044.528598 nChanged 11 SP:Iteration 42Q (1259.318902 sec): 3 clusters Score: Raw -289593.023169 + Penalty 1546.216286 = -288046.806883 nChanged 11 SP:Iteration 43Q (1259.331300 sec): 3 clusters Score: Raw -289595.039277 + Penalty 1546.216286 = -288048.822991 nChanged 12 SP:Iteration 44Q (1259.343700 sec): 3 clusters Score: Raw -289598.428485 + Penalty 1546.216286 = -288052.212198 nChanged 12 SP:Iteration 45Q (1259.355965 sec): 3 clusters Score: Raw -289600.949270 + Penalty 1546.216286 = -288054.732983 nChanged 12 SP:Iteration 46Q (1259.368314 sec): 3 clusters Score: Raw -289603.472034 + Penalty 1546.216286 = -288057.255748 nChanged 10 SP:Iteration 47Q (1259.380524 sec): 3 clusters Score: Raw -289604.994518 + Penalty 1546.216286 = -288058.778232 nChanged 5 SP:Iteration 48Q (1259.392844 sec): 3 clusters Score: Raw -289605.700894 + Penalty 1546.216286 = -288059.484607 nChanged 4 SP:Iteration 49Q (1259.405133 sec): 3 clusters Score: Raw -289606.527609 + Penalty 1546.216286 = -288060.311323 nChanged 2 SP:Iteration 50Q (1259.417397 sec): 3 clusters Score: Raw -289607.239706 + Penalty 1546.216286 = -288061.023420 nChanged 4 SP:Iteration 51Q (1259.429716 sec): 3 clusters Score: Raw -289608.603073 + Penalty 1546.216286 = -288062.386787 nChanged 5 SP:Iteration 52Q (1259.441955 sec): 3 clusters Score: Raw -289609.631758 + Penalty 1546.216286 = -288063.415472 nChanged 5 SP:Iteration 53Q (1259.454344 sec): 3 clusters Score: Raw -289610.388337 + Penalty 1546.216286 = -288064.172051 nChanged 5 SP:Iteration 54Q (1259.466620 sec): 3 clusters Score: Raw -289611.022807 + Penalty 1546.216286 = -288064.806520 nChanged 2 SP:Iteration 55Q (1259.478987 sec): 3 clusters Score: Raw -289611.225956 + Penalty 1546.216286 = -288065.009670 nChanged 0 SP:Iteration 56F (1259.491707 sec): 3 clusters Score: Raw -289611.225956 + Penalty 1546.216286 = -288065.009670 nChanged 0 Trying to split cluster 23 (1627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.506741 sec): 2 clusters Score: Raw -123451.447136 + Penalty 702.476845 = -122748.970291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.513580 sec): 3 clusters Score: Raw -122705.981733 + Penalty 1404.953690 = -121301.028043 nChanged 604 SP:Iteration 1F (1259.519782 sec): 3 clusters Score: Raw -123115.501310 + Penalty 1404.953690 = -121710.547620 nChanged 154 SP:Iteration 2F (1259.525901 sec): 3 clusters Score: Raw -123223.213619 + Penalty 1404.953690 = -121818.259928 nChanged 91 SP:Iteration 3F (1259.532084 sec): 3 clusters Score: Raw -123294.385761 + Penalty 1404.953690 = -121889.432071 nChanged 65 SP:Iteration 4Q (1259.538275 sec): 3 clusters Score: Raw -123346.138496 + Penalty 1404.953690 = -121941.184805 nChanged 60 SP:Iteration 5Q (1259.544434 sec): 3 clusters Score: Raw -123389.570036 + Penalty 1404.953690 = -121984.616345 nChanged 50 SP:Iteration 6Q (1259.550596 sec): 3 clusters Score: Raw -123419.274131 + Penalty 1404.953690 = -122014.320441 nChanged 34 SP:Iteration 7Q (1259.556685 sec): 3 clusters Score: Raw -123439.174833 + Penalty 1404.953690 = -122034.221142 nChanged 31 SP:Iteration 8Q (1259.562833 sec): 3 clusters Score: Raw -123456.994191 + Penalty 1404.953690 = -122052.040500 nChanged 19 SP:Iteration 9Q (1259.568969 sec): 3 clusters Score: Raw -123469.166548 + Penalty 1404.953690 = -122064.212858 nChanged 20 SP:Iteration 10Q (1259.575167 sec): 3 clusters Score: Raw -123478.793536 + Penalty 1404.953690 = -122073.839846 nChanged 15 SP:Iteration 11Q (1259.580992 sec): 3 clusters Score: Raw -123484.777544 + Penalty 1404.953690 = -122079.823854 nChanged 13 SP:Iteration 12Q (1259.587090 sec): 3 clusters Score: Raw -123491.214215 + Penalty 1404.953690 = -122086.260525 nChanged 11 SP:Iteration 13Q (1259.593148 sec): 3 clusters Score: Raw -123495.550290 + Penalty 1404.953690 = -122090.596600 nChanged 13 SP:Iteration 14Q (1259.599202 sec): 3 clusters Score: Raw -123499.367376 + Penalty 1404.953690 = -122094.413685 nChanged 11 SP:Iteration 15Q (1259.605335 sec): 3 clusters Score: Raw -123503.414269 + Penalty 1404.953690 = -122098.460578 nChanged 8 SP:Iteration 16Q (1259.611384 sec): 3 clusters Score: Raw -123510.055034 + Penalty 1404.953690 = -122105.101344 nChanged 14 SP:Iteration 17Q (1259.617427 sec): 3 clusters Score: Raw -123515.533120 + Penalty 1404.953690 = -122110.579430 nChanged 7 SP:Iteration 18Q (1259.623462 sec): 3 clusters Score: Raw -123517.801141 + Penalty 1404.953690 = -122112.847451 nChanged 6 SP:Iteration 19Q (1259.629550 sec): 3 clusters Score: Raw -123519.915600 + Penalty 1404.953690 = -122114.961909 nChanged 4 SP:Iteration 20F (1259.635688 sec): 3 clusters Score: Raw -123521.214556 + Penalty 1404.953690 = -122116.260865 nChanged 4 SP:Iteration 21Q (1259.641848 sec): 3 clusters Score: Raw -123523.055734 + Penalty 1404.953690 = -122118.102044 nChanged 3 SP:Iteration 22Q (1259.647946 sec): 3 clusters Score: Raw -123524.983539 + Penalty 1404.953690 = -122120.029849 nChanged 5 SP:Iteration 23Q (1259.654039 sec): 3 clusters Score: Raw -123526.479492 + Penalty 1404.953690 = -122121.525801 nChanged 5 SP:Iteration 24Q (1259.660120 sec): 3 clusters Score: Raw -123528.593649 + Penalty 1404.953690 = -122123.639959 nChanged 5 SP:Iteration 25Q (1259.666193 sec): 3 clusters Score: Raw -123530.760365 + Penalty 1404.953690 = -122125.806675 nChanged 5 SP:Iteration 26Q (1259.672340 sec): 3 clusters Score: Raw -123533.453388 + Penalty 1404.953690 = -122128.499698 nChanged 8 SP:Iteration 27Q (1259.678426 sec): 3 clusters Score: Raw -123538.302564 + Penalty 1404.953690 = -122133.348874 nChanged 8 SP:Iteration 28Q (1259.684513 sec): 3 clusters Score: Raw -123543.656776 + Penalty 1404.953690 = -122138.703086 nChanged 13 SP:Iteration 29Q (1259.690540 sec): 3 clusters Score: Raw -123552.711709 + Penalty 1404.953690 = -122147.758018 nChanged 14 SP:Iteration 30Q (1259.696601 sec): 3 clusters Score: Raw -123561.708265 + Penalty 1404.953690 = -122156.754574 nChanged 11 SP:Iteration 31Q (1259.702716 sec): 3 clusters Score: Raw -123566.675039 + Penalty 1404.953690 = -122161.721348 nChanged 10 SP:Iteration 32Q (1259.708772 sec): 3 clusters Score: Raw -123572.705803 + Penalty 1404.953690 = -122167.752113 nChanged 7 SP:Iteration 33Q (1259.714825 sec): 3 clusters Score: Raw -123578.869980 + Penalty 1404.953690 = -122173.916290 nChanged 12 SP:Iteration 34Q (1259.720863 sec): 3 clusters Score: Raw -123585.396570 + Penalty 1404.953690 = -122180.442879 nChanged 11 SP:Iteration 35Q (1259.726912 sec): 3 clusters Score: Raw -123592.706229 + Penalty 1404.953690 = -122187.752538 nChanged 11 SP:Iteration 36Q (1259.732965 sec): 3 clusters Score: Raw -123597.059344 + Penalty 1404.953690 = -122192.105653 nChanged 2 SP:Iteration 37Q (1259.738991 sec): 3 clusters Score: Raw -123597.730936 + Penalty 1404.953690 = -122192.777246 nChanged 1 SP:Iteration 38Q (1259.745006 sec): 3 clusters Score: Raw -123599.003920 + Penalty 1404.953690 = -122194.050229 nChanged 4 SP:Iteration 39Q (1259.751024 sec): 3 clusters Score: Raw -123601.135035 + Penalty 1404.953690 = -122196.181345 nChanged 3 SP:Iteration 40F (1259.757156 sec): 3 clusters Score: Raw -123603.635256 + Penalty 1404.953690 = -122198.681566 nChanged 7 SP:Iteration 41Q (1259.763181 sec): 3 clusters Score: Raw -123609.644998 + Penalty 1404.953690 = -122204.691307 nChanged 8 SP:Iteration 42Q (1259.769251 sec): 3 clusters Score: Raw -123616.180859 + Penalty 1404.953690 = -122211.227169 nChanged 4 SP:Iteration 43Q (1259.775201 sec): 3 clusters Score: Raw -123618.751645 + Penalty 1404.953690 = -122213.797954 nChanged 8 SP:Iteration 44Q (1259.781212 sec): 3 clusters Score: Raw -123624.226562 + Penalty 1404.953690 = -122219.272871 nChanged 8 SP:Iteration 45Q (1259.787211 sec): 3 clusters Score: Raw -123627.400358 + Penalty 1404.953690 = -122222.446668 nChanged 5 SP:Iteration 46Q (1259.793221 sec): 3 clusters Score: Raw -123630.349855 + Penalty 1404.953690 = -122225.396165 nChanged 2 SP:Iteration 47Q (1259.799266 sec): 3 clusters Score: Raw -123631.136148 + Penalty 1404.953690 = -122226.182457 nChanged 2 SP:Iteration 48Q (1259.805260 sec): 3 clusters Score: Raw -123632.237463 + Penalty 1404.953690 = -122227.283773 nChanged 3 SP:Iteration 49Q (1259.811185 sec): 3 clusters Score: Raw -123633.542570 + Penalty 1404.953690 = -122228.588880 nChanged 3 SP:Iteration 50Q (1259.817112 sec): 3 clusters Score: Raw -123634.534019 + Penalty 1404.953690 = -122229.580328 nChanged 2 SP:Iteration 51Q (1259.823102 sec): 3 clusters Score: Raw -123635.460661 + Penalty 1404.953690 = -122230.506971 nChanged 2 SP:Iteration 52Q (1259.829097 sec): 3 clusters Score: Raw -123637.149171 + Penalty 1404.953690 = -122232.195481 nChanged 3 SP:Iteration 53Q (1259.835031 sec): 3 clusters Score: Raw -123639.226823 + Penalty 1404.953690 = -122234.273132 nChanged 4 SP:Iteration 54Q (1259.841027 sec): 3 clusters Score: Raw -123641.075484 + Penalty 1404.953690 = -122236.121794 nChanged 3 SP:Iteration 55Q (1259.846948 sec): 3 clusters Score: Raw -123643.058284 + Penalty 1404.953690 = -122238.104593 nChanged 2 SP:Iteration 56Q (1259.852919 sec): 3 clusters Score: Raw -123644.230705 + Penalty 1404.953690 = -122239.277015 nChanged 2 SP:Iteration 57Q (1259.858840 sec): 3 clusters Score: Raw -123646.160657 + Penalty 1404.953690 = -122241.206967 nChanged 3 SP:Iteration 58Q (1259.864839 sec): 3 clusters Score: Raw -123648.108306 + Penalty 1404.953690 = -122243.154616 nChanged 1 SP:Iteration 59Q (1259.870823 sec): 3 clusters Score: Raw -123648.955158 + Penalty 1404.953690 = -122244.001467 nChanged 2 SP:Iteration 60F (1259.876922 sec): 3 clusters Score: Raw -123650.311179 + Penalty 1404.953690 = -122245.357489 nChanged 2 SP:Iteration 61Q (1259.882897 sec): 3 clusters Score: Raw -123651.533361 + Penalty 1404.953690 = -122246.579670 nChanged 0 SP:Iteration 62F (1259.888954 sec): 3 clusters Score: Raw -123651.533361 + Penalty 1404.953690 = -122246.579670 nChanged 0 Trying to split cluster 24 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1259.900924 sec): 2 clusters Score: Raw -16442.754333 + Penalty 534.624006 = -15908.130327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1259.902649 sec): 3 clusters Score: Raw -16524.655055 + Penalty 1069.248012 = -15455.407043 nChanged 93 SP:Iteration 1F (1259.904185 sec): 3 clusters Score: Raw -16883.184853 + Penalty 1069.248012 = -15813.936841 nChanged 25 SP:Iteration 2F (1259.905719 sec): 3 clusters Score: Raw -16973.540704 + Penalty 1069.248012 = -15904.292692 nChanged 11 SP:Iteration 3Q (1259.907198 sec): 3 clusters Score: Raw -17000.550133 + Penalty 1069.248012 = -15931.302122 nChanged 6 SP:Iteration 4Q (1259.908666 sec): 3 clusters Score: Raw -17014.489498 + Penalty 1069.248012 = -15945.241487 nChanged 6 SP:Iteration 5Q (1259.910117 sec): 3 clusters Score: Raw -17025.476344 + Penalty 1069.248012 = -15956.228332 nChanged 2 SP:Iteration 6Q (1259.911567 sec): 3 clusters Score: Raw -17029.754845 + Penalty 1069.248012 = -15960.506834 nChanged 2 SP:Iteration 7Q (1259.913020 sec): 3 clusters Score: Raw -17031.891005 + Penalty 1069.248012 = -15962.642994 nChanged 0 SP:Iteration 8F (1259.914530 sec): 3 clusters Score: Raw -17031.891005 + Penalty 1069.248012 = -15962.642994 nChanged 0 Score: Raw -69576579.362086 + Penalty 58324.828655 = -69518254.533432 Splitting cluster 24 changes total score from -69518297.546530 to -69518254.533432 So it's not getting split. Trying to split cluster 25 (2615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.980365 sec): 2 clusters Score: Raw -221684.121371 + Penalty 747.556841 = -220936.564530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.990902 sec): 3 clusters Score: Raw -220340.666129 + Penalty 1495.113682 = -218845.552447 nChanged 1011 SP:Iteration 1F (1279.000795 sec): 3 clusters Score: Raw -220889.888068 + Penalty 1495.113682 = -219394.774387 nChanged 187 SP:Iteration 2F (1279.010410 sec): 3 clusters Score: Raw -220992.903237 + Penalty 1495.113682 = -219497.789555 nChanged 139 SP:Iteration 3F (1279.019919 sec): 3 clusters Score: Raw -221055.713014 + Penalty 1495.113682 = -219560.599333 nChanged 116 SP:Iteration 4Q (1279.029498 sec): 3 clusters Score: Raw -221109.944492 + Penalty 1495.113682 = -219614.830811 nChanged 97 SP:Iteration 5Q (1279.039069 sec): 3 clusters Score: Raw -221146.806276 + Penalty 1495.113682 = -219651.692594 nChanged 64 SP:Iteration 6Q (1279.048629 sec): 3 clusters Score: Raw -221171.394600 + Penalty 1495.113682 = -219676.280918 nChanged 64 SP:Iteration 7Q (1279.058322 sec): 3 clusters Score: Raw -221201.449898 + Penalty 1495.113682 = -219706.336216 nChanged 85 SP:Iteration 8Q (1279.067887 sec): 3 clusters Score: Raw -221252.199950 + Penalty 1495.113682 = -219757.086269 nChanged 99 SP:Iteration 9Q (1279.077426 sec): 3 clusters Score: Raw -221310.123607 + Penalty 1495.113682 = -219815.009926 nChanged 91 SP:Iteration 10Q (1279.087084 sec): 3 clusters Score: Raw -221367.666065 + Penalty 1495.113682 = -219872.552384 nChanged 98 SP:Iteration 11Q (1279.096619 sec): 3 clusters Score: Raw -221429.531302 + Penalty 1495.113682 = -219934.417621 nChanged 106 SP:Iteration 12Q (1279.106123 sec): 3 clusters Score: Raw -221522.178745 + Penalty 1495.113682 = -220027.065064 nChanged 106 SP:Iteration 13Q (1279.115609 sec): 3 clusters Score: Raw -221628.169238 + Penalty 1495.113682 = -220133.055557 nChanged 105 SP:Iteration 14Q (1279.125233 sec): 3 clusters Score: Raw -221713.336276 + Penalty 1495.113682 = -220218.222594 nChanged 67 SP:Iteration 15Q (1279.134702 sec): 3 clusters Score: Raw -221754.866316 + Penalty 1495.113682 = -220259.752635 nChanged 45 SP:Iteration 16Q (1279.144279 sec): 3 clusters Score: Raw -221780.711775 + Penalty 1495.113682 = -220285.598094 nChanged 39 SP:Iteration 17Q (1279.153753 sec): 3 clusters Score: Raw -221801.626125 + Penalty 1495.113682 = -220306.512444 nChanged 26 SP:Iteration 18Q (1279.163222 sec): 3 clusters Score: Raw -221817.013104 + Penalty 1495.113682 = -220321.899422 nChanged 19 SP:Iteration 19Q (1279.172583 sec): 3 clusters Score: Raw -221826.471979 + Penalty 1495.113682 = -220331.358297 nChanged 20 SP:Iteration 20F (1279.182052 sec): 3 clusters Score: Raw -221835.728276 + Penalty 1495.113682 = -220340.614595 nChanged 11 SP:Iteration 21Q (1279.191387 sec): 3 clusters Score: Raw -221842.543080 + Penalty 1495.113682 = -220347.429399 nChanged 9 SP:Iteration 22Q (1279.200803 sec): 3 clusters Score: Raw -221846.084706 + Penalty 1495.113682 = -220350.971025 nChanged 9 SP:Iteration 23Q (1279.210207 sec): 3 clusters Score: Raw -221849.867863 + Penalty 1495.113682 = -220354.754181 nChanged 4 SP:Iteration 24Q (1279.219567 sec): 3 clusters Score: Raw -221851.227455 + Penalty 1495.113682 = -220356.113774 nChanged 4 SP:Iteration 25Q (1279.228967 sec): 3 clusters Score: Raw -221852.203422 + Penalty 1495.113682 = -220357.089741 nChanged 0 SP:Iteration 26F (1279.238504 sec): 3 clusters Score: Raw -221852.203422 + Penalty 1495.113682 = -220357.089741 nChanged 0 Trying to split cluster 26 (9299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1279.261055 sec): 2 clusters Score: Raw -791278.274853 + Penalty 868.077904 = -790410.196949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1279.286382 sec): 3 clusters Score: Raw -785776.535517 + Penalty 1736.155808 = -784040.379709 nChanged 4101 SP:Iteration 1F (1279.310621 sec): 3 clusters Score: Raw -788039.396445 + Penalty 1736.155808 = -786303.240637 nChanged 494 SP:Iteration 2F (1279.334914 sec): 3 clusters Score: Raw -788220.112910 + Penalty 1736.155808 = -786483.957102 nChanged 438 SP:Iteration 3Q (1279.359174 sec): 3 clusters Score: Raw -788392.042199 + Penalty 1736.155808 = -786655.886391 nChanged 406 SP:Iteration 4Q (1279.383428 sec): 3 clusters Score: Raw -788560.648943 + Penalty 1736.155808 = -786824.493135 nChanged 389 SP:Iteration 5Q (1279.407898 sec): 3 clusters Score: Raw -788739.788488 + Penalty 1736.155808 = -787003.632680 nChanged 402 SP:Iteration 6Q (1279.432420 sec): 3 clusters Score: Raw -788936.379093 + Penalty 1736.155808 = -787200.223285 nChanged 428 SP:Iteration 7Q (1279.456968 sec): 3 clusters Score: Raw -789197.794371 + Penalty 1736.155808 = -787461.638563 nChanged 459 SP:Iteration 8Q (1279.481406 sec): 3 clusters Score: Raw -789516.170552 + Penalty 1736.155808 = -787780.014744 nChanged 496 SP:Iteration 9F (1279.505817 sec): 3 clusters Score: Raw -789898.027745 + Penalty 1736.155808 = -788161.871937 nChanged 513 SP:Iteration 10F (1279.529996 sec): 3 clusters Score: Raw -790331.207608 + Penalty 1736.155808 = -788595.051800 nChanged 433 SP:Iteration 11Q (1279.553756 sec): 3 clusters Score: Raw -790714.615567 + Penalty 1736.155808 = -788978.459760 nChanged 293 SP:Iteration 12Q (1279.576858 sec): 3 clusters Score: Raw -790957.631244 + Penalty 1736.155808 = -789221.475437 nChanged 188 SP:Iteration 13Q (1279.599536 sec): 3 clusters Score: Raw -791109.394697 + Penalty 1736.155808 = -789373.238889 nChanged 115 SP:Iteration 14Q (1279.621678 sec): 3 clusters Score: Raw -791199.299342 + Penalty 1736.155808 = -789463.143534 nChanged 78 SP:Iteration 15Q (1279.643559 sec): 3 clusters Score: Raw -791259.771318 + Penalty 1736.155808 = -789523.615510 nChanged 42 SP:Iteration 16Q (1279.665270 sec): 3 clusters Score: Raw -791298.921287 + Penalty 1736.155808 = -789562.765479 nChanged 30 SP:Iteration 17Q (1279.686681 sec): 3 clusters Score: Raw -791326.962462 + Penalty 1736.155808 = -789590.806654 nChanged 18 SP:Iteration 18Q (1279.708211 sec): 3 clusters Score: Raw -791344.960018 + Penalty 1736.155808 = -789608.804211 nChanged 13 SP:Iteration 19Q (1279.729528 sec): 3 clusters Score: Raw -791360.093717 + Penalty 1736.155808 = -789623.937909 nChanged 2 SP:Iteration 20F (1279.753678 sec): 3 clusters Score: Raw -791361.418927 + Penalty 1736.155808 = -789625.263119 nChanged 3 SP:Iteration 21Q (1279.775102 sec): 3 clusters Score: Raw -791364.275263 + Penalty 1736.155808 = -789628.119456 nChanged 8 SP:Iteration 22Q (1279.796558 sec): 3 clusters Score: Raw -791374.504129 + Penalty 1736.155808 = -789638.348321 nChanged 5 SP:Iteration 23Q (1279.817819 sec): 3 clusters Score: Raw -791378.387650 + Penalty 1736.155808 = -789642.231842 nChanged 2 SP:Iteration 24Q (1279.838992 sec): 3 clusters Score: Raw -791379.641319 + Penalty 1736.155808 = -789643.485512 nChanged 2 SP:Iteration 25Q (1279.860164 sec): 3 clusters Score: Raw -791381.556322 + Penalty 1736.155808 = -789645.400514 nChanged 4 SP:Iteration 26Q (1279.881400 sec): 3 clusters Score: Raw -791385.429881 + Penalty 1736.155808 = -789649.274073 nChanged 2 SP:Iteration 27Q (1279.902556 sec): 3 clusters Score: Raw -791387.154048 + Penalty 1736.155808 = -789650.998240 nChanged 1 SP:Iteration 28Q (1279.923880 sec): 3 clusters Score: Raw -791387.370995 + Penalty 1736.155808 = -789651.215187 nChanged 1 SP:Iteration 29Q (1279.945193 sec): 3 clusters Score: Raw -791388.454107 + Penalty 1736.155808 = -789652.298299 nChanged 3 SP:Iteration 30Q (1279.966428 sec): 3 clusters Score: Raw -791390.184379 + Penalty 1736.155808 = -789654.028571 nChanged 0 SP:Iteration 31F (1279.990281 sec): 3 clusters Score: Raw -791390.184379 + Penalty 1736.155808 = -789654.028571 nChanged 0 Trying to split cluster 27 (31215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1280.032318 sec): 2 clusters Score: Raw -2766988.596405 + Penalty 983.122133 = -2766005.474272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1280.085173 sec): 3 clusters Score: Raw -2747164.712305 + Penalty 1966.244265 = -2745198.468040 nChanged 14606 SP:Iteration 1F (1280.133032 sec): 3 clusters Score: Raw -2756353.686070 + Penalty 1966.244265 = -2754387.441805 nChanged 1712 SP:Iteration 2F (1280.181276 sec): 3 clusters Score: Raw -2757229.106396 + Penalty 1966.244265 = -2755262.862131 nChanged 1841 SP:Iteration 3F (1280.228456 sec): 3 clusters Score: Raw -2758348.048543 + Penalty 1966.244265 = -2756381.804277 nChanged 1988 SP:Iteration 4F (1280.275548 sec): 3 clusters Score: Raw -2759705.670362 + Penalty 1966.244265 = -2757739.426097 nChanged 1915 SP:Iteration 5F (1280.323109 sec): 3 clusters Score: Raw -2761179.356586 + Penalty 1966.244265 = -2759213.112320 nChanged 1859 SP:Iteration 6F (1280.370667 sec): 3 clusters Score: Raw -2762494.673891 + Penalty 1966.244265 = -2760528.429626 nChanged 1502 SP:Iteration 7Q (1280.418524 sec): 3 clusters Score: Raw -2763312.822781 + Penalty 1966.244265 = -2761346.578516 nChanged 1027 SP:Iteration 8Q (1280.488517 sec): 3 clusters Score: Raw -2763689.549544 + Penalty 1966.244265 = -2761723.305279 nChanged 710 SP:Iteration 9Q (1280.534446 sec): 3 clusters Score: Raw -2763880.534150 + Penalty 1966.244265 = -2761914.289885 nChanged 503 SP:Iteration 10Q (1280.580462 sec): 3 clusters Score: Raw -2764013.146551 + Penalty 1966.244265 = -2762046.902285 nChanged 459 SP:Iteration 11Q (1280.626519 sec): 3 clusters Score: Raw -2764149.196707 + Penalty 1966.244265 = -2762182.952442 nChanged 441 SP:Iteration 12Q (1280.671959 sec): 3 clusters Score: Raw -2764283.420281 + Penalty 1966.244265 = -2762317.176016 nChanged 430 SP:Iteration 13Q (1280.717919 sec): 3 clusters Score: Raw -2764417.664614 + Penalty 1966.244265 = -2762451.420349 nChanged 427 SP:Iteration 14Q (1280.763654 sec): 3 clusters Score: Raw -2764560.802908 + Penalty 1966.244265 = -2762594.558643 nChanged 427 SP:Iteration 15Q (1280.808648 sec): 3 clusters Score: Raw -2764702.027971 + Penalty 1966.244265 = -2762735.783706 nChanged 426 SP:Iteration 16Q (1280.853590 sec): 3 clusters Score: Raw -2764845.487363 + Penalty 1966.244265 = -2762879.243098 nChanged 424 SP:Iteration 17Q (1280.898444 sec): 3 clusters Score: Raw -2764980.190101 + Penalty 1966.244265 = -2763013.945836 nChanged 415 SP:Iteration 18Q (1280.943168 sec): 3 clusters Score: Raw -2765112.075747 + Penalty 1966.244265 = -2763145.831482 nChanged 404 SP:Iteration 19Q (1280.987583 sec): 3 clusters Score: Raw -2765230.795270 + Penalty 1966.244265 = -2763264.551005 nChanged 379 SP:Iteration 20F (1281.034704 sec): 3 clusters Score: Raw -2765342.043485 + Penalty 1966.244265 = -2763375.799220 nChanged 381 SP:Iteration 21Q (1281.079162 sec): 3 clusters Score: Raw -2765456.475932 + Penalty 1966.244265 = -2763490.231667 nChanged 371 SP:Iteration 22Q (1281.123224 sec): 3 clusters Score: Raw -2765574.149253 + Penalty 1966.244265 = -2763607.904987 nChanged 373 SP:Iteration 23Q (1281.166840 sec): 3 clusters Score: Raw -2765691.898895 + Penalty 1966.244265 = -2763725.654630 nChanged 347 SP:Iteration 24Q (1281.210514 sec): 3 clusters Score: Raw -2765796.243049 + Penalty 1966.244265 = -2763829.998784 nChanged 324 SP:Iteration 25Q (1281.253993 sec): 3 clusters Score: Raw -2765894.664168 + Penalty 1966.244265 = -2763928.419902 nChanged 313 SP:Iteration 26Q (1281.297446 sec): 3 clusters Score: Raw -2765995.286174 + Penalty 1966.244265 = -2764029.041909 nChanged 304 SP:Iteration 27Q (1281.340765 sec): 3 clusters Score: Raw -2766097.529050 + Penalty 1966.244265 = -2764131.284784 nChanged 302 SP:Iteration 28Q (1281.383598 sec): 3 clusters Score: Raw -2766208.052321 + Penalty 1966.244265 = -2764241.808056 nChanged 300 SP:Iteration 29Q (1281.426442 sec): 3 clusters Score: Raw -2766328.887921 + Penalty 1966.244265 = -2764362.643655 nChanged 268 SP:Iteration 30Q (1281.468903 sec): 3 clusters Score: Raw -2766432.947947 + Penalty 1966.244265 = -2764466.703682 nChanged 239 SP:Iteration 31Q (1281.511448 sec): 3 clusters Score: Raw -2766518.246276 + Penalty 1966.244265 = -2764552.002010 nChanged 212 SP:Iteration 32Q (1281.553492 sec): 3 clusters Score: Raw -2766591.291282 + Penalty 1966.244265 = -2764625.047017 nChanged 194 SP:Iteration 33Q (1281.595611 sec): 3 clusters Score: Raw -2766658.415421 + Penalty 1966.244265 = -2764692.171156 nChanged 174 SP:Iteration 34Q (1281.637286 sec): 3 clusters Score: Raw -2766714.710760 + Penalty 1966.244265 = -2764748.466495 nChanged 160 SP:Iteration 35Q (1281.679329 sec): 3 clusters Score: Raw -2766767.854758 + Penalty 1966.244265 = -2764801.610493 nChanged 156 SP:Iteration 36Q (1281.720842 sec): 3 clusters Score: Raw -2766821.261714 + Penalty 1966.244265 = -2764855.017449 nChanged 125 SP:Iteration 37Q (1281.762465 sec): 3 clusters Score: Raw -2766861.903908 + Penalty 1966.244265 = -2764895.659643 nChanged 118 SP:Iteration 38Q (1281.803955 sec): 3 clusters Score: Raw -2766899.593944 + Penalty 1966.244265 = -2764933.349679 nChanged 93 SP:Iteration 39Q (1281.845559 sec): 3 clusters Score: Raw -2766929.859398 + Penalty 1966.244265 = -2764963.615133 nChanged 71 SP:Iteration 40F (1281.892921 sec): 3 clusters Score: Raw -2766951.289298 + Penalty 1966.244265 = -2764985.045033 nChanged 58 SP:Iteration 41Q (1281.934477 sec): 3 clusters Score: Raw -2766967.478516 + Penalty 1966.244265 = -2765001.234251 nChanged 53 SP:Iteration 42Q (1281.975605 sec): 3 clusters Score: Raw -2766983.162738 + Penalty 1966.244265 = -2765016.918472 nChanged 47 SP:Iteration 43Q (1282.016918 sec): 3 clusters Score: Raw -2766997.672993 + Penalty 1966.244265 = -2765031.428728 nChanged 40 SP:Iteration 44Q (1282.057959 sec): 3 clusters Score: Raw -2767010.135221 + Penalty 1966.244265 = -2765043.890956 nChanged 45 SP:Iteration 45Q (1282.099254 sec): 3 clusters Score: Raw -2767021.763914 + Penalty 1966.244265 = -2765055.519649 nChanged 33 SP:Iteration 46Q (1282.139989 sec): 3 clusters Score: Raw -2767031.639062 + Penalty 1966.244265 = -2765065.394797 nChanged 30 SP:Iteration 47Q (1282.180698 sec): 3 clusters Score: Raw -2767039.994278 + Penalty 1966.244265 = -2765073.750013 nChanged 23 SP:Iteration 48Q (1282.221280 sec): 3 clusters Score: Raw -2767046.488423 + Penalty 1966.244265 = -2765080.244158 nChanged 26 SP:Iteration 49Q (1282.261913 sec): 3 clusters Score: Raw -2767052.625850 + Penalty 1966.244265 = -2765086.381584 nChanged 29 SP:Iteration 50Q (1282.302403 sec): 3 clusters Score: Raw -2767061.016744 + Penalty 1966.244265 = -2765094.772478 nChanged 29 SP:Iteration 51Q (1282.343131 sec): 3 clusters Score: Raw -2767071.304509 + Penalty 1966.244265 = -2765105.060244 nChanged 30 SP:Iteration 52Q (1282.383610 sec): 3 clusters Score: Raw -2767082.688767 + Penalty 1966.244265 = -2765116.444502 nChanged 28 SP:Iteration 53Q (1282.433772 sec): 3 clusters Score: Raw -2767090.336058 + Penalty 1966.244265 = -2765124.091793 nChanged 22 SP:Iteration 54Q (1282.474430 sec): 3 clusters Score: Raw -2767096.532110 + Penalty 1966.244265 = -2765130.287845 nChanged 16 SP:Iteration 55Q (1282.515283 sec): 3 clusters Score: Raw -2767100.481986 + Penalty 1966.244265 = -2765134.237721 nChanged 18 SP:Iteration 56Q (1282.556089 sec): 3 clusters Score: Raw -2767105.399488 + Penalty 1966.244265 = -2765139.155223 nChanged 12 SP:Iteration 57Q (1282.596330 sec): 3 clusters Score: Raw -2767109.833499 + Penalty 1966.244265 = -2765143.589234 nChanged 10 SP:Iteration 58Q (1282.636842 sec): 3 clusters Score: Raw -2767113.901097 + Penalty 1966.244265 = -2765147.656832 nChanged 11 SP:Iteration 59Q (1282.677347 sec): 3 clusters Score: Raw -2767116.341390 + Penalty 1966.244265 = -2765150.097124 nChanged 11 SP:Iteration 60F (1282.724385 sec): 3 clusters Score: Raw -2767120.417328 + Penalty 1966.244265 = -2765154.173063 nChanged 20 SP:Iteration 61Q (1282.764952 sec): 3 clusters Score: Raw -2767125.630285 + Penalty 1966.244265 = -2765159.386020 nChanged 10 SP:Iteration 62Q (1282.805632 sec): 3 clusters Score: Raw -2767128.878491 + Penalty 1966.244265 = -2765162.634226 nChanged 16 SP:Iteration 63Q (1282.846103 sec): 3 clusters Score: Raw -2767134.942082 + Penalty 1966.244265 = -2765168.697817 nChanged 15 SP:Iteration 64Q (1282.886457 sec): 3 clusters Score: Raw -2767142.442128 + Penalty 1966.244265 = -2765176.197862 nChanged 15 SP:Iteration 65Q (1282.926966 sec): 3 clusters Score: Raw -2767147.789699 + Penalty 1966.244265 = -2765181.545434 nChanged 15 SP:Iteration 66Q (1282.967449 sec): 3 clusters Score: Raw -2767152.813595 + Penalty 1966.244265 = -2765186.569330 nChanged 9 SP:Iteration 67Q (1283.007859 sec): 3 clusters Score: Raw -2767155.127301 + Penalty 1966.244265 = -2765188.883036 nChanged 12 SP:Iteration 68Q (1283.048238 sec): 3 clusters Score: Raw -2767159.036437 + Penalty 1966.244265 = -2765192.792171 nChanged 7 SP:Iteration 69Q (1283.088764 sec): 3 clusters Score: Raw -2767161.355348 + Penalty 1966.244265 = -2765195.111083 nChanged 9 SP:Iteration 70Q (1283.129033 sec): 3 clusters Score: Raw -2767164.767736 + Penalty 1966.244265 = -2765198.523471 nChanged 10 SP:Iteration 71Q (1283.169582 sec): 3 clusters Score: Raw -2767167.649737 + Penalty 1966.244265 = -2765201.405471 nChanged 7 SP:Iteration 72Q (1283.209896 sec): 3 clusters Score: Raw -2767169.808258 + Penalty 1966.244265 = -2765203.563993 nChanged 8 SP:Iteration 73Q (1283.250361 sec): 3 clusters Score: Raw -2767172.115718 + Penalty 1966.244265 = -2765205.871453 nChanged 11 SP:Iteration 74Q (1283.290842 sec): 3 clusters Score: Raw -2767175.882002 + Penalty 1966.244265 = -2765209.637737 nChanged 13 SP:Iteration 75Q (1283.331042 sec): 3 clusters Score: Raw -2767180.114978 + Penalty 1966.244265 = -2765213.870713 nChanged 14 SP:Iteration 76Q (1283.371515 sec): 3 clusters Score: Raw -2767185.730431 + Penalty 1966.244265 = -2765219.486166 nChanged 19 SP:Iteration 77Q (1283.411758 sec): 3 clusters Score: Raw -2767193.407065 + Penalty 1966.244265 = -2765227.162799 nChanged 19 SP:Iteration 78Q (1283.452214 sec): 3 clusters Score: Raw -2767200.499471 + Penalty 1966.244265 = -2765234.255206 nChanged 9 SP:Iteration 79Q (1283.492719 sec): 3 clusters Score: Raw -2767204.373006 + Penalty 1966.244265 = -2765238.128740 nChanged 7 SP:Iteration 80F (1283.539852 sec): 3 clusters Score: Raw -2767207.018102 + Penalty 1966.244265 = -2765240.773836 nChanged 7 SP:Iteration 81Q (1283.580235 sec): 3 clusters Score: Raw -2767208.824710 + Penalty 1966.244265 = -2765242.580445 nChanged 4 SP:Iteration 82Q (1283.620690 sec): 3 clusters Score: Raw -2767210.527070 + Penalty 1966.244265 = -2765244.282805 nChanged 4 SP:Iteration 83Q (1283.661161 sec): 3 clusters Score: Raw -2767212.000004 + Penalty 1966.244265 = -2765245.755739 nChanged 4 SP:Iteration 84Q (1283.701481 sec): 3 clusters Score: Raw -2767213.577309 + Penalty 1966.244265 = -2765247.333044 nChanged 2 SP:Iteration 85Q (1283.741867 sec): 3 clusters Score: Raw -2767214.120123 + Penalty 1966.244265 = -2765247.875858 nChanged 1 SP:Iteration 86Q (1283.782449 sec): 3 clusters Score: Raw -2767214.405263 + Penalty 1966.244265 = -2765248.160998 nChanged 0 SP:Iteration 87F (1283.830649 sec): 3 clusters Score: Raw -2767214.405263 + Penalty 1966.244265 = -2765248.160998 nChanged 0 Trying to split cluster 28 (4186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1283.845357 sec): 2 clusters Score: Raw -360689.340412 + Penalty 792.252586 = -359897.087826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1283.861464 sec): 3 clusters Score: Raw -358379.145280 + Penalty 1584.505172 = -356794.640108 nChanged 1776 SP:Iteration 1F (1283.876666 sec): 3 clusters Score: Raw -359542.808936 + Penalty 1584.505172 = -357958.303765 nChanged 384 SP:Iteration 2F (1283.891756 sec): 3 clusters Score: Raw -359848.625405 + Penalty 1584.505172 = -358264.120234 nChanged 317 SP:Iteration 3F (1283.906735 sec): 3 clusters Score: Raw -360091.309383 + Penalty 1584.505172 = -358506.804212 nChanged 251 SP:Iteration 4F (1283.921679 sec): 3 clusters Score: Raw -360285.921779 + Penalty 1584.505172 = -358701.416607 nChanged 214 SP:Iteration 5F (1283.936632 sec): 3 clusters Score: Raw -360450.054586 + Penalty 1584.505172 = -358865.549414 nChanged 181 SP:Iteration 6Q (1283.951624 sec): 3 clusters Score: Raw -360572.249597 + Penalty 1584.505172 = -358987.744426 nChanged 143 SP:Iteration 7Q (1283.966590 sec): 3 clusters Score: Raw -360655.641428 + Penalty 1584.505172 = -359071.136257 nChanged 101 SP:Iteration 8Q (1283.981501 sec): 3 clusters Score: Raw -360704.359955 + Penalty 1584.505172 = -359119.854783 nChanged 67 SP:Iteration 9Q (1283.996470 sec): 3 clusters Score: Raw -360734.246410 + Penalty 1584.505172 = -359149.741238 nChanged 53 SP:Iteration 10Q (1284.011265 sec): 3 clusters Score: Raw -360756.567770 + Penalty 1584.505172 = -359172.062598 nChanged 45 SP:Iteration 11Q (1284.025877 sec): 3 clusters Score: Raw -360777.111728 + Penalty 1584.505172 = -359192.606557 nChanged 42 SP:Iteration 12Q (1284.040492 sec): 3 clusters Score: Raw -360794.613959 + Penalty 1584.505172 = -359210.108788 nChanged 37 SP:Iteration 13Q (1284.055273 sec): 3 clusters Score: Raw -360806.310945 + Penalty 1584.505172 = -359221.805774 nChanged 31 SP:Iteration 14Q (1284.070073 sec): 3 clusters Score: Raw -360816.841012 + Penalty 1584.505172 = -359232.335841 nChanged 29 SP:Iteration 15Q (1284.084570 sec): 3 clusters Score: Raw -360828.560745 + Penalty 1584.505172 = -359244.055574 nChanged 30 SP:Iteration 16Q (1284.099057 sec): 3 clusters Score: Raw -360839.827498 + Penalty 1584.505172 = -359255.322327 nChanged 23 SP:Iteration 17Q (1284.113657 sec): 3 clusters Score: Raw -360847.709168 + Penalty 1584.505172 = -359263.203997 nChanged 14 SP:Iteration 18Q (1284.128254 sec): 3 clusters Score: Raw -360852.952033 + Penalty 1584.505172 = -359268.446862 nChanged 13 SP:Iteration 19Q (1284.142773 sec): 3 clusters Score: Raw -360857.238306 + Penalty 1584.505172 = -359272.733135 nChanged 9 SP:Iteration 20F (1284.157679 sec): 3 clusters Score: Raw -360860.381389 + Penalty 1584.505172 = -359275.876218 nChanged 9 SP:Iteration 21Q (1284.172028 sec): 3 clusters Score: Raw -360864.538408 + Penalty 1584.505172 = -359280.033236 nChanged 14 SP:Iteration 22Q (1284.186566 sec): 3 clusters Score: Raw -360870.444660 + Penalty 1584.505172 = -359285.939489 nChanged 13 SP:Iteration 23Q (1284.200951 sec): 3 clusters Score: Raw -360874.955559 + Penalty 1584.505172 = -359290.450388 nChanged 11 SP:Iteration 24Q (1284.215338 sec): 3 clusters Score: Raw -360878.244852 + Penalty 1584.505172 = -359293.739680 nChanged 7 SP:Iteration 25Q (1284.229706 sec): 3 clusters Score: Raw -360881.159685 + Penalty 1584.505172 = -359296.654513 nChanged 6 SP:Iteration 26Q (1284.244173 sec): 3 clusters Score: Raw -360882.529981 + Penalty 1584.505172 = -359298.024809 nChanged 3 SP:Iteration 27Q (1284.258487 sec): 3 clusters Score: Raw -360883.673432 + Penalty 1584.505172 = -359299.168260 nChanged 3 SP:Iteration 28Q (1284.272932 sec): 3 clusters Score: Raw -360885.222696 + Penalty 1584.505172 = -359300.717525 nChanged 5 SP:Iteration 29Q (1284.287419 sec): 3 clusters Score: Raw -360886.958077 + Penalty 1584.505172 = -359302.452906 nChanged 2 SP:Iteration 30Q (1284.301701 sec): 3 clusters Score: Raw -360887.173658 + Penalty 1584.505172 = -359302.668487 nChanged 0 SP:Iteration 31F (1284.316464 sec): 3 clusters Score: Raw -360887.173658 + Penalty 1584.505172 = -359302.668487 nChanged 0 Trying to split cluster 29 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1284.330837 sec): 2 clusters Score: Raw -61283.402936 + Penalty 644.415894 = -60638.987042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1284.334952 sec): 3 clusters Score: Raw -60990.261908 + Penalty 1288.831788 = -59701.430120 nChanged 297 SP:Iteration 1F (1284.338659 sec): 3 clusters Score: Raw -61249.255534 + Penalty 1288.831788 = -59960.423746 nChanged 78 SP:Iteration 2F (1284.342335 sec): 3 clusters Score: Raw -61323.633583 + Penalty 1288.831788 = -60034.801795 nChanged 45 SP:Iteration 3F (1284.346042 sec): 3 clusters Score: Raw -61355.500361 + Penalty 1288.831788 = -60066.668572 nChanged 20 SP:Iteration 4Q (1284.349801 sec): 3 clusters Score: Raw -61369.622457 + Penalty 1288.831788 = -60080.790669 nChanged 19 SP:Iteration 5Q (1284.353476 sec): 3 clusters Score: Raw -61382.348488 + Penalty 1288.831788 = -60093.516700 nChanged 17 SP:Iteration 6Q (1284.357170 sec): 3 clusters Score: Raw -61400.980171 + Penalty 1288.831788 = -60112.148382 nChanged 13 SP:Iteration 7Q (1284.360852 sec): 3 clusters Score: Raw -61411.424302 + Penalty 1288.831788 = -60122.592514 nChanged 16 SP:Iteration 8Q (1284.364515 sec): 3 clusters Score: Raw -61420.636867 + Penalty 1288.831788 = -60131.805079 nChanged 11 SP:Iteration 9Q (1284.368165 sec): 3 clusters Score: Raw -61426.635425 + Penalty 1288.831788 = -60137.803637 nChanged 3 SP:Iteration 10Q (1284.371835 sec): 3 clusters Score: Raw -61427.673902 + Penalty 1288.831788 = -60138.842114 nChanged 3 SP:Iteration 11Q (1284.375479 sec): 3 clusters Score: Raw -61428.993791 + Penalty 1288.831788 = -60140.162002 nChanged 3 SP:Iteration 12Q (1284.379155 sec): 3 clusters Score: Raw -61429.851745 + Penalty 1288.831788 = -60141.019956 nChanged 2 SP:Iteration 13Q (1284.382836 sec): 3 clusters Score: Raw -61432.026464 + Penalty 1288.831788 = -60143.194676 nChanged 2 SP:Iteration 14Q (1284.386471 sec): 3 clusters Score: Raw -61434.268919 + Penalty 1288.831788 = -60145.437131 nChanged 5 SP:Iteration 15Q (1284.390111 sec): 3 clusters Score: Raw -61438.281115 + Penalty 1288.831788 = -60149.449327 nChanged 6 SP:Iteration 16Q (1284.393765 sec): 3 clusters Score: Raw -61456.840833 + Penalty 1288.831788 = -60168.009045 nChanged 8 SP:Iteration 17Q (1284.397396 sec): 3 clusters Score: Raw -61462.782637 + Penalty 1288.831788 = -60173.950849 nChanged 4 SP:Iteration 18Q (1284.401012 sec): 3 clusters Score: Raw -61467.620607 + Penalty 1288.831788 = -60178.788819 nChanged 9 SP:Iteration 19Q (1284.404641 sec): 3 clusters Score: Raw -61472.697414 + Penalty 1288.831788 = -60183.865626 nChanged 6 SP:Iteration 20F (1284.408334 sec): 3 clusters Score: Raw -61475.471453 + Penalty 1288.831788 = -60186.639665 nChanged 5 SP:Iteration 21Q (1284.412001 sec): 3 clusters Score: Raw -61481.816557 + Penalty 1288.831788 = -60192.984769 nChanged 10 SP:Iteration 22Q (1284.415671 sec): 3 clusters Score: Raw -61488.930581 + Penalty 1288.831788 = -60200.098793 nChanged 7 SP:Iteration 23Q (1284.419301 sec): 3 clusters Score: Raw -61496.527923 + Penalty 1288.831788 = -60207.696135 nChanged 11 SP:Iteration 24Q (1284.422956 sec): 3 clusters Score: Raw -61509.028238 + Penalty 1288.831788 = -60220.196450 nChanged 10 SP:Iteration 25Q (1284.426631 sec): 3 clusters Score: Raw -61517.560179 + Penalty 1288.831788 = -60228.728391 nChanged 15 SP:Iteration 26Q (1284.430307 sec): 3 clusters Score: Raw -61532.570348 + Penalty 1288.831788 = -60243.738560 nChanged 16 SP:Iteration 27Q (1284.433931 sec): 3 clusters Score: Raw -61553.467283 + Penalty 1288.831788 = -60264.635495 nChanged 19 SP:Iteration 28Q (1284.437554 sec): 3 clusters Score: Raw -61572.496476 + Penalty 1288.831788 = -60283.664688 nChanged 15 SP:Iteration 29Q (1284.441214 sec): 3 clusters Score: Raw -61590.025066 + Penalty 1288.831788 = -60301.193278 nChanged 16 SP:Iteration 30Q (1284.444853 sec): 3 clusters Score: Raw -61616.915565 + Penalty 1288.831788 = -60328.083777 nChanged 16 SP:Iteration 31Q (1284.448493 sec): 3 clusters Score: Raw -61645.259316 + Penalty 1288.831788 = -60356.427528 nChanged 18 SP:Iteration 32Q (1284.452112 sec): 3 clusters Score: Raw -61658.988484 + Penalty 1288.831788 = -60370.156696 nChanged 9 SP:Iteration 33Q (1284.455700 sec): 3 clusters Score: Raw -61667.448147 + Penalty 1288.831788 = -60378.616359 nChanged 6 SP:Iteration 34Q (1284.459307 sec): 3 clusters Score: Raw -61674.288132 + Penalty 1288.831788 = -60385.456344 nChanged 3 SP:Iteration 35Q (1284.462883 sec): 3 clusters Score: Raw -61682.395632 + Penalty 1288.831788 = -60393.563843 nChanged 5 SP:Iteration 36Q (1284.466479 sec): 3 clusters Score: Raw -61689.781063 + Penalty 1288.831788 = -60400.949275 nChanged 2 SP:Iteration 37Q (1284.470041 sec): 3 clusters Score: Raw -61695.596518 + Penalty 1288.831788 = -60406.764730 nChanged 7 SP:Iteration 38Q (1284.473640 sec): 3 clusters Score: Raw -61700.268524 + Penalty 1288.831788 = -60411.436736 nChanged 3 SP:Iteration 39Q (1284.477274 sec): 3 clusters Score: Raw -61702.019225 + Penalty 1288.831788 = -60413.187437 nChanged 4 SP:Iteration 40F (1284.480931 sec): 3 clusters Score: Raw -61703.817986 + Penalty 1288.831788 = -60414.986198 nChanged 1 SP:Iteration 41Q (1284.484554 sec): 3 clusters Score: Raw -61704.039944 + Penalty 1288.831788 = -60415.208156 nChanged 0 SP:Iteration 42F (1284.488234 sec): 3 clusters Score: Raw -61704.039944 + Penalty 1288.831788 = -60415.208156 nChanged 0 Trying to split cluster 30 (6026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1284.507399 sec): 2 clusters Score: Raw -493637.537632 + Penalty 826.864678 = -492810.672953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1284.527858 sec): 3 clusters Score: Raw -490173.519924 + Penalty 1653.729357 = -488519.790568 nChanged 2657 SP:Iteration 1F (1284.547756 sec): 3 clusters Score: Raw -491909.149079 + Penalty 1653.729357 = -490255.419722 nChanged 535 SP:Iteration 2F (1284.567623 sec): 3 clusters Score: Raw -492349.532537 + Penalty 1653.729357 = -490695.803180 nChanged 467 SP:Iteration 3F (1284.587559 sec): 3 clusters Score: Raw -492684.881032 + Penalty 1653.729357 = -491031.151675 nChanged 357 SP:Iteration 4F (1284.607454 sec): 3 clusters Score: Raw -492955.550300 + Penalty 1653.729357 = -491301.820944 nChanged 350 SP:Iteration 5F (1284.627422 sec): 3 clusters Score: Raw -493188.841400 + Penalty 1653.729357 = -491535.112043 nChanged 299 SP:Iteration 6Q (1284.647158 sec): 3 clusters Score: Raw -493363.457232 + Penalty 1653.729357 = -491709.727875 nChanged 243 SP:Iteration 7Q (1284.666502 sec): 3 clusters Score: Raw -493499.957130 + Penalty 1653.729357 = -491846.227774 nChanged 215 SP:Iteration 8Q (1284.686264 sec): 3 clusters Score: Raw -493613.253086 + Penalty 1653.729357 = -491959.523729 nChanged 175 SP:Iteration 9Q (1284.705964 sec): 3 clusters Score: Raw -493707.888430 + Penalty 1653.729357 = -492054.159073 nChanged 130 SP:Iteration 10Q (1284.725735 sec): 3 clusters Score: Raw -493761.313482 + Penalty 1653.729357 = -492107.584125 nChanged 94 SP:Iteration 11Q (1284.745504 sec): 3 clusters Score: Raw -493795.512157 + Penalty 1653.729357 = -492141.782800 nChanged 90 SP:Iteration 12Q (1284.765096 sec): 3 clusters Score: Raw -493822.163569 + Penalty 1653.729357 = -492168.434213 nChanged 60 SP:Iteration 13Q (1284.784827 sec): 3 clusters Score: Raw -493838.320107 + Penalty 1653.729357 = -492184.590750 nChanged 39 SP:Iteration 14Q (1284.804568 sec): 3 clusters Score: Raw -493847.676433 + Penalty 1653.729357 = -492193.947076 nChanged 33 SP:Iteration 15Q (1284.824011 sec): 3 clusters Score: Raw -493853.004572 + Penalty 1653.729357 = -492199.275215 nChanged 31 SP:Iteration 16Q (1284.843713 sec): 3 clusters Score: Raw -493859.425651 + Penalty 1653.729357 = -492205.696295 nChanged 33 SP:Iteration 17Q (1284.863335 sec): 3 clusters Score: Raw -493865.160696 + Penalty 1653.729357 = -492211.431339 nChanged 24 SP:Iteration 18Q (1284.883146 sec): 3 clusters Score: Raw -493869.435912 + Penalty 1653.729357 = -492215.706555 nChanged 28 SP:Iteration 19Q (1284.902826 sec): 3 clusters Score: Raw -493872.762679 + Penalty 1653.729357 = -492219.033322 nChanged 19 SP:Iteration 20F (1284.922621 sec): 3 clusters Score: Raw -493875.047178 + Penalty 1653.729357 = -492221.317821 nChanged 16 SP:Iteration 21Q (1284.941939 sec): 3 clusters Score: Raw -493877.663084 + Penalty 1653.729357 = -492223.933728 nChanged 12 SP:Iteration 22Q (1284.961472 sec): 3 clusters Score: Raw -493881.002093 + Penalty 1653.729357 = -492227.272736 nChanged 18 SP:Iteration 23Q (1284.980923 sec): 3 clusters Score: Raw -493883.845748 + Penalty 1653.729357 = -492230.116392 nChanged 15 SP:Iteration 24Q (1285.000252 sec): 3 clusters Score: Raw -493886.745286 + Penalty 1653.729357 = -492233.015930 nChanged 14 SP:Iteration 25Q (1285.019926 sec): 3 clusters Score: Raw -493889.175261 + Penalty 1653.729357 = -492235.445904 nChanged 10 SP:Iteration 26Q (1285.039677 sec): 3 clusters Score: Raw -493891.374564 + Penalty 1653.729357 = -492237.645207 nChanged 13 SP:Iteration 27Q (1285.059439 sec): 3 clusters Score: Raw -493893.664465 + Penalty 1653.729357 = -492239.935108 nChanged 10 SP:Iteration 28Q (1285.078872 sec): 3 clusters Score: Raw -493894.665846 + Penalty 1653.729357 = -492240.936490 nChanged 11 SP:Iteration 29Q (1285.098532 sec): 3 clusters Score: Raw -493896.011195 + Penalty 1653.729357 = -492242.281838 nChanged 12 SP:Iteration 30Q (1285.118299 sec): 3 clusters Score: Raw -493897.484077 + Penalty 1653.729357 = -492243.754720 nChanged 12 SP:Iteration 31Q (1285.137862 sec): 3 clusters Score: Raw -493899.866479 + Penalty 1653.729357 = -492246.137122 nChanged 9 SP:Iteration 32Q (1285.157658 sec): 3 clusters Score: Raw -493902.038566 + Penalty 1653.729357 = -492248.309209 nChanged 15 SP:Iteration 33Q (1285.177178 sec): 3 clusters Score: Raw -493904.389051 + Penalty 1653.729357 = -492250.659694 nChanged 14 SP:Iteration 34Q (1285.196993 sec): 3 clusters Score: Raw -493906.635091 + Penalty 1653.729357 = -492252.905734 nChanged 13 SP:Iteration 35Q (1285.216879 sec): 3 clusters Score: Raw -493909.039563 + Penalty 1653.729357 = -492255.310206 nChanged 17 SP:Iteration 36Q (1285.236512 sec): 3 clusters Score: Raw -493911.751328 + Penalty 1653.729357 = -492258.021971 nChanged 13 SP:Iteration 37Q (1285.256032 sec): 3 clusters Score: Raw -493914.835061 + Penalty 1653.729357 = -492261.105705 nChanged 19 SP:Iteration 38Q (1285.275635 sec): 3 clusters Score: Raw -493919.838594 + Penalty 1653.729357 = -492266.109237 nChanged 27 SP:Iteration 39Q (1285.295441 sec): 3 clusters Score: Raw -493926.195288 + Penalty 1653.729357 = -492272.465931 nChanged 24 SP:Iteration 40F (1285.315408 sec): 3 clusters Score: Raw -493931.243894 + Penalty 1653.729357 = -492277.514537 nChanged 23 SP:Iteration 41Q (1285.334967 sec): 3 clusters Score: Raw -493936.422507 + Penalty 1653.729357 = -492282.693150 nChanged 23 SP:Iteration 42Q (1285.354752 sec): 3 clusters Score: Raw -493941.040264 + Penalty 1653.729357 = -492287.310907 nChanged 23 SP:Iteration 43Q (1285.374365 sec): 3 clusters Score: Raw -493945.414396 + Penalty 1653.729357 = -492291.685039 nChanged 17 SP:Iteration 44Q (1285.394019 sec): 3 clusters Score: Raw -493949.161486 + Penalty 1653.729357 = -492295.432130 nChanged 18 SP:Iteration 45Q (1285.413371 sec): 3 clusters Score: Raw -493951.273082 + Penalty 1653.729357 = -492297.543725 nChanged 14 SP:Iteration 46Q (1285.432992 sec): 3 clusters Score: Raw -493954.353917 + Penalty 1653.729357 = -492300.624560 nChanged 14 SP:Iteration 47Q (1285.452381 sec): 3 clusters Score: Raw -493956.871386 + Penalty 1653.729357 = -492303.142029 nChanged 15 SP:Iteration 48Q (1285.471777 sec): 3 clusters Score: Raw -493959.481562 + Penalty 1653.729357 = -492305.752205 nChanged 11 SP:Iteration 49Q (1285.491356 sec): 3 clusters Score: Raw -493961.340129 + Penalty 1653.729357 = -492307.610772 nChanged 4 SP:Iteration 50Q (1285.511086 sec): 3 clusters Score: Raw -493961.889191 + Penalty 1653.729357 = -492308.159835 nChanged 6 SP:Iteration 51Q (1285.530605 sec): 3 clusters Score: Raw -493962.635981 + Penalty 1653.729357 = -492308.906624 nChanged 4 SP:Iteration 52Q (1285.549825 sec): 3 clusters Score: Raw -493963.242117 + Penalty 1653.729357 = -492309.512760 nChanged 4 SP:Iteration 53Q (1285.569430 sec): 3 clusters Score: Raw -493964.351395 + Penalty 1653.729357 = -492310.622038 nChanged 6 SP:Iteration 54Q (1285.599618 sec): 3 clusters Score: Raw -493965.261726 + Penalty 1653.729357 = -492311.532370 nChanged 8 SP:Iteration 55Q (1285.618947 sec): 3 clusters Score: Raw -493966.450720 + Penalty 1653.729357 = -492312.721363 nChanged 8 SP:Iteration 56Q (1285.638452 sec): 3 clusters Score: Raw -493967.289135 + Penalty 1653.729357 = -492313.559778 nChanged 5 SP:Iteration 57Q (1285.658197 sec): 3 clusters Score: Raw -493968.188493 + Penalty 1653.729357 = -492314.459136 nChanged 7 SP:Iteration 58Q (1285.677647 sec): 3 clusters Score: Raw -493969.351832 + Penalty 1653.729357 = -492315.622475 nChanged 11 SP:Iteration 59Q (1285.697435 sec): 3 clusters Score: Raw -493970.927728 + Penalty 1653.729357 = -492317.198371 nChanged 13 SP:Iteration 60F (1285.717095 sec): 3 clusters Score: Raw -493973.703870 + Penalty 1653.729357 = -492319.974513 nChanged 15 SP:Iteration 61Q (1285.736834 sec): 3 clusters Score: Raw -493976.790971 + Penalty 1653.729357 = -492323.061615 nChanged 15 SP:Iteration 62Q (1285.756195 sec): 3 clusters Score: Raw -493979.173288 + Penalty 1653.729357 = -492325.443931 nChanged 12 SP:Iteration 63Q (1285.775671 sec): 3 clusters Score: Raw -493981.290388 + Penalty 1653.729357 = -492327.561032 nChanged 14 SP:Iteration 64Q (1285.795255 sec): 3 clusters Score: Raw -493983.645918 + Penalty 1653.729357 = -492329.916561 nChanged 17 SP:Iteration 65Q (1285.814711 sec): 3 clusters Score: Raw -493986.413030 + Penalty 1653.729357 = -492332.683673 nChanged 14 SP:Iteration 66Q (1285.834330 sec): 3 clusters Score: Raw -493988.937342 + Penalty 1653.729357 = -492335.207986 nChanged 15 SP:Iteration 67Q (1285.853939 sec): 3 clusters Score: Raw -493992.207241 + Penalty 1653.729357 = -492338.477884 nChanged 17 SP:Iteration 68Q (1285.873080 sec): 3 clusters Score: Raw -493994.574397 + Penalty 1653.729357 = -492340.845040 nChanged 15 SP:Iteration 69Q (1285.892345 sec): 3 clusters Score: Raw -493996.700276 + Penalty 1653.729357 = -492342.970919 nChanged 17 SP:Iteration 70Q (1285.911718 sec): 3 clusters Score: Raw -493998.839125 + Penalty 1653.729357 = -492345.109768 nChanged 11 SP:Iteration 71Q (1285.930855 sec): 3 clusters Score: Raw -493999.792232 + Penalty 1653.729357 = -492346.062875 nChanged 12 SP:Iteration 72Q (1285.950294 sec): 3 clusters Score: Raw -494001.150633 + Penalty 1653.729357 = -492347.421276 nChanged 9 SP:Iteration 73Q (1285.969909 sec): 3 clusters Score: Raw -494002.839377 + Penalty 1653.729357 = -492349.110020 nChanged 9 SP:Iteration 74Q (1285.989358 sec): 3 clusters Score: Raw -494004.679219 + Penalty 1653.729357 = -492350.949862 nChanged 9 SP:Iteration 75Q (1286.008782 sec): 3 clusters Score: Raw -494005.592724 + Penalty 1653.729357 = -492351.863368 nChanged 6 SP:Iteration 76Q (1286.028077 sec): 3 clusters Score: Raw -494006.234552 + Penalty 1653.729357 = -492352.505195 nChanged 7 SP:Iteration 77Q (1286.047525 sec): 3 clusters Score: Raw -494007.080298 + Penalty 1653.729357 = -492353.350941 nChanged 7 SP:Iteration 78Q (1286.066804 sec): 3 clusters Score: Raw -494008.087810 + Penalty 1653.729357 = -492354.358453 nChanged 6 SP:Iteration 79Q (1286.085986 sec): 3 clusters Score: Raw -494009.073174 + Penalty 1653.729357 = -492355.343817 nChanged 9 SP:Iteration 80F (1286.105649 sec): 3 clusters Score: Raw -494010.105198 + Penalty 1653.729357 = -492356.375841 nChanged 9 SP:Iteration 81Q (1286.125193 sec): 3 clusters Score: Raw -494011.017450 + Penalty 1653.729357 = -492357.288094 nChanged 9 SP:Iteration 82Q (1286.144384 sec): 3 clusters Score: Raw -494012.291782 + Penalty 1653.729357 = -492358.562425 nChanged 7 SP:Iteration 83Q (1286.163723 sec): 3 clusters Score: Raw -494013.648128 + Penalty 1653.729357 = -492359.918771 nChanged 8 SP:Iteration 84Q (1286.183057 sec): 3 clusters Score: Raw -494015.485885 + Penalty 1653.729357 = -492361.756528 nChanged 8 SP:Iteration 85Q (1286.202345 sec): 3 clusters Score: Raw -494016.849202 + Penalty 1653.729357 = -492363.119846 nChanged 9 SP:Iteration 86Q (1286.221624 sec): 3 clusters Score: Raw -494018.239665 + Penalty 1653.729357 = -492364.510308 nChanged 8 SP:Iteration 87Q (1286.241058 sec): 3 clusters Score: Raw -494019.361221 + Penalty 1653.729357 = -492365.631864 nChanged 4 SP:Iteration 88Q (1286.260315 sec): 3 clusters Score: Raw -494019.832873 + Penalty 1653.729357 = -492366.103516 nChanged 5 SP:Iteration 89Q (1286.279526 sec): 3 clusters Score: Raw -494020.463624 + Penalty 1653.729357 = -492366.734268 nChanged 8 SP:Iteration 90Q (1286.299128 sec): 3 clusters Score: Raw -494022.043553 + Penalty 1653.729357 = -492368.314196 nChanged 11 SP:Iteration 91Q (1286.318526 sec): 3 clusters Score: Raw -494023.586027 + Penalty 1653.729357 = -492369.856671 nChanged 12 SP:Iteration 92Q (1286.337941 sec): 3 clusters Score: Raw -494025.017953 + Penalty 1653.729357 = -492371.288596 nChanged 11 SP:Iteration 93Q (1286.357311 sec): 3 clusters Score: Raw -494026.031099 + Penalty 1653.729357 = -492372.301743 nChanged 12 SP:Iteration 94Q (1286.376595 sec): 3 clusters Score: Raw -494027.602006 + Penalty 1653.729357 = -492373.872649 nChanged 11 SP:Iteration 95Q (1286.395959 sec): 3 clusters Score: Raw -494029.220449 + Penalty 1653.729357 = -492375.491092 nChanged 12 SP:Iteration 96Q (1286.415234 sec): 3 clusters Score: Raw -494030.685646 + Penalty 1653.729357 = -492376.956289 nChanged 8 SP:Iteration 97Q (1286.434437 sec): 3 clusters Score: Raw -494031.847238 + Penalty 1653.729357 = -492378.117881 nChanged 10 SP:Iteration 98Q (1286.453849 sec): 3 clusters Score: Raw -494033.852261 + Penalty 1653.729357 = -492380.122904 nChanged 16 SP:Iteration 99Q (1286.472974 sec): 3 clusters Score: Raw -494037.615440 + Penalty 1653.729357 = -492383.886084 nChanged 14 SP:Iteration 100F (1286.492611 sec): 3 clusters Score: Raw -494040.639748 + Penalty 1653.729357 = -492386.910391 nChanged 14 SP:Iteration 101Q (1286.512123 sec): 3 clusters Score: Raw -494042.895047 + Penalty 1653.729357 = -492389.165691 nChanged 12 SP:Iteration 102Q (1286.531343 sec): 3 clusters Score: Raw -494044.582036 + Penalty 1653.729357 = -492390.852679 nChanged 13 SP:Iteration 103Q (1286.550603 sec): 3 clusters Score: Raw -494046.455092 + Penalty 1653.729357 = -492392.725736 nChanged 14 SP:Iteration 104Q (1286.569977 sec): 3 clusters Score: Raw -494048.758812 + Penalty 1653.729357 = -492395.029456 nChanged 14 SP:Iteration 105Q (1286.589192 sec): 3 clusters Score: Raw -494051.060939 + Penalty 1653.729357 = -492397.331582 nChanged 18 SP:Iteration 106Q (1286.608403 sec): 3 clusters Score: Raw -494054.290402 + Penalty 1653.729357 = -492400.561046 nChanged 23 SP:Iteration 107Q (1286.627683 sec): 3 clusters Score: Raw -494058.590760 + Penalty 1653.729357 = -492404.861404 nChanged 26 SP:Iteration 108Q (1286.646879 sec): 3 clusters Score: Raw -494063.995116 + Penalty 1653.729357 = -492410.265759 nChanged 33 SP:Iteration 109Q (1286.666060 sec): 3 clusters Score: Raw -494071.646375 + Penalty 1653.729357 = -492417.917018 nChanged 34 SP:Iteration 110Q (1286.685361 sec): 3 clusters Score: Raw -494080.126543 + Penalty 1653.729357 = -492426.397186 nChanged 27 SP:Iteration 111Q (1286.704431 sec): 3 clusters Score: Raw -494086.141760 + Penalty 1653.729357 = -492432.412403 nChanged 30 SP:Iteration 112Q (1286.723739 sec): 3 clusters Score: Raw -494092.682292 + Penalty 1653.729357 = -492438.952936 nChanged 28 SP:Iteration 113Q (1286.743123 sec): 3 clusters Score: Raw -494098.720122 + Penalty 1653.729357 = -492444.990765 nChanged 25 SP:Iteration 114Q (1286.762122 sec): 3 clusters Score: Raw -494105.064943 + Penalty 1653.729357 = -492451.335586 nChanged 27 SP:Iteration 115Q (1286.781351 sec): 3 clusters Score: Raw -494112.433330 + Penalty 1653.729357 = -492458.703974 nChanged 25 SP:Iteration 116Q (1286.800381 sec): 3 clusters Score: Raw -494120.559209 + Penalty 1653.729357 = -492466.829852 nChanged 24 SP:Iteration 117Q (1286.819427 sec): 3 clusters Score: Raw -494129.198688 + Penalty 1653.729357 = -492475.469331 nChanged 21 SP:Iteration 118Q (1286.838564 sec): 3 clusters Score: Raw -494134.615282 + Penalty 1653.729357 = -492480.885925 nChanged 26 SP:Iteration 119Q (1286.857538 sec): 3 clusters Score: Raw -494141.194785 + Penalty 1653.729357 = -492487.465428 nChanged 24 SP:Iteration 120F (1286.877346 sec): 3 clusters Score: Raw -494148.773960 + Penalty 1653.729357 = -492495.044603 nChanged 19 SP:Iteration 121Q (1286.896133 sec): 3 clusters Score: Raw -494154.676542 + Penalty 1653.729357 = -492500.947185 nChanged 19 SP:Iteration 122Q (1286.915158 sec): 3 clusters Score: Raw -494159.812104 + Penalty 1653.729357 = -492506.082747 nChanged 20 SP:Iteration 123Q (1286.934314 sec): 3 clusters Score: Raw -494164.861071 + Penalty 1653.729357 = -492511.131714 nChanged 19 SP:Iteration 124Q (1286.953242 sec): 3 clusters Score: Raw -494168.827331 + Penalty 1653.729357 = -492515.097974 nChanged 12 SP:Iteration 125Q (1286.972186 sec): 3 clusters Score: Raw -494171.285200 + Penalty 1653.729357 = -492517.555843 nChanged 10 SP:Iteration 126Q (1286.991238 sec): 3 clusters Score: Raw -494172.717927 + Penalty 1653.729357 = -492518.988570 nChanged 5 SP:Iteration 127Q (1287.010173 sec): 3 clusters Score: Raw -494173.646627 + Penalty 1653.729357 = -492519.917270 nChanged 4 SP:Iteration 128Q (1287.029100 sec): 3 clusters Score: Raw -494174.225038 + Penalty 1653.729357 = -492520.495681 nChanged 5 SP:Iteration 129Q (1287.048298 sec): 3 clusters Score: Raw -494175.436533 + Penalty 1653.729357 = -492521.707177 nChanged 6 SP:Iteration 130Q (1287.079611 sec): 3 clusters Score: Raw -494177.272596 + Penalty 1653.729357 = -492523.543239 nChanged 9 SP:Iteration 131Q (1287.098315 sec): 3 clusters Score: Raw -494179.199104 + Penalty 1653.729357 = -492525.469747 nChanged 6 SP:Iteration 132Q (1287.117513 sec): 3 clusters Score: Raw -494180.488235 + Penalty 1653.729357 = -492526.758879 nChanged 8 SP:Iteration 133Q (1287.136369 sec): 3 clusters Score: Raw -494182.171290 + Penalty 1653.729357 = -492528.441934 nChanged 6 SP:Iteration 134Q (1287.155475 sec): 3 clusters Score: Raw -494183.961462 + Penalty 1653.729357 = -492530.232106 nChanged 13 SP:Iteration 135Q (1287.174351 sec): 3 clusters Score: Raw -494186.626604 + Penalty 1653.729357 = -492532.897248 nChanged 10 SP:Iteration 136Q (1287.193326 sec): 3 clusters Score: Raw -494189.975150 + Penalty 1653.729357 = -492536.245793 nChanged 10 SP:Iteration 137Q (1287.212143 sec): 3 clusters Score: Raw -494192.886599 + Penalty 1653.729357 = -492539.157243 nChanged 13 SP:Iteration 138Q (1287.231166 sec): 3 clusters Score: Raw -494195.422925 + Penalty 1653.729357 = -492541.693568 nChanged 10 SP:Iteration 139Q (1287.250027 sec): 3 clusters Score: Raw -494197.743528 + Penalty 1653.729357 = -492544.014172 nChanged 6 SP:Iteration 140F (1287.269637 sec): 3 clusters Score: Raw -494199.199420 + Penalty 1653.729357 = -492545.470063 nChanged 4 SP:Iteration 141Q (1287.288409 sec): 3 clusters Score: Raw -494199.778872 + Penalty 1653.729357 = -492546.049515 nChanged 5 SP:Iteration 142Q (1287.307367 sec): 3 clusters Score: Raw -494200.461809 + Penalty 1653.729357 = -492546.732452 nChanged 5 SP:Iteration 143Q (1287.326518 sec): 3 clusters Score: Raw -494201.678230 + Penalty 1653.729357 = -492547.948873 nChanged 8 SP:Iteration 144Q (1287.345596 sec): 3 clusters Score: Raw -494203.350242 + Penalty 1653.729357 = -492549.620885 nChanged 10 SP:Iteration 145Q (1287.364514 sec): 3 clusters Score: Raw -494205.476747 + Penalty 1653.729357 = -492551.747391 nChanged 10 SP:Iteration 146Q (1287.383632 sec): 3 clusters Score: Raw -494207.922853 + Penalty 1653.729357 = -492554.193496 nChanged 10 SP:Iteration 147Q (1287.402524 sec): 3 clusters Score: Raw -494210.817267 + Penalty 1653.729357 = -492557.087910 nChanged 16 SP:Iteration 148Q (1287.421465 sec): 3 clusters Score: Raw -494216.566157 + Penalty 1653.729357 = -492562.836800 nChanged 12 SP:Iteration 149Q (1287.440230 sec): 3 clusters Score: Raw -494220.625985 + Penalty 1653.729357 = -492566.896628 nChanged 5 SP:Iteration 150Q (1287.458900 sec): 3 clusters Score: Raw -494221.492562 + Penalty 1653.729357 = -492567.763206 nChanged 4 SP:Iteration 151Q (1287.477892 sec): 3 clusters Score: Raw -494221.983978 + Penalty 1653.729357 = -492568.254622 nChanged 3 SP:Iteration 152Q (1287.496628 sec): 3 clusters Score: Raw -494222.328080 + Penalty 1653.729357 = -492568.598723 nChanged 1 SP:Iteration 153Q (1287.515456 sec): 3 clusters Score: Raw -494222.363444 + Penalty 1653.729357 = -492568.634087 nChanged 0 SP:Iteration 154F (1287.535041 sec): 3 clusters Score: Raw -494222.363444 + Penalty 1653.729357 = -492568.634087 nChanged 0 Trying to split cluster 31 (8131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1287.555377 sec): 2 clusters Score: Raw -693232.824164 + Penalty 855.326724 = -692377.497440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1287.577939 sec): 3 clusters Score: Raw -688485.428827 + Penalty 1710.653447 = -686774.775379 nChanged 3607 SP:Iteration 1F (1287.600210 sec): 3 clusters Score: Raw -690578.977086 + Penalty 1710.653447 = -688868.323639 nChanged 512 SP:Iteration 2F (1287.622676 sec): 3 clusters Score: Raw -690812.885702 + Penalty 1710.653447 = -689102.232255 nChanged 455 SP:Iteration 3F (1287.645202 sec): 3 clusters Score: Raw -691032.600800 + Penalty 1710.653447 = -689321.947353 nChanged 416 SP:Iteration 4F (1287.667564 sec): 3 clusters Score: Raw -691251.992274 + Penalty 1710.653447 = -689541.338827 nChanged 391 SP:Iteration 5Q (1287.690388 sec): 3 clusters Score: Raw -691483.194866 + Penalty 1710.653447 = -689772.541419 nChanged 375 SP:Iteration 6Q (1287.713154 sec): 3 clusters Score: Raw -691772.447812 + Penalty 1710.653447 = -690061.794365 nChanged 400 SP:Iteration 7Q (1287.736039 sec): 3 clusters Score: Raw -692099.537581 + Penalty 1710.653447 = -690388.884134 nChanged 394 SP:Iteration 8Q (1287.758638 sec): 3 clusters Score: Raw -692387.949746 + Penalty 1710.653447 = -690677.296299 nChanged 340 SP:Iteration 9Q (1287.781186 sec): 3 clusters Score: Raw -692589.960786 + Penalty 1710.653447 = -690879.307338 nChanged 252 SP:Iteration 10Q (1287.803603 sec): 3 clusters Score: Raw -692704.388386 + Penalty 1710.653447 = -690993.734939 nChanged 161 SP:Iteration 11Q (1287.825904 sec): 3 clusters Score: Raw -692757.446144 + Penalty 1710.653447 = -691046.792697 nChanged 126 SP:Iteration 12Q (1287.848034 sec): 3 clusters Score: Raw -692800.706437 + Penalty 1710.653447 = -691090.052990 nChanged 106 SP:Iteration 13Q (1287.870461 sec): 3 clusters Score: Raw -692831.338994 + Penalty 1710.653447 = -691120.685547 nChanged 93 SP:Iteration 14Q (1287.892515 sec): 3 clusters Score: Raw -692857.280403 + Penalty 1710.653447 = -691146.626956 nChanged 93 SP:Iteration 15Q (1287.914431 sec): 3 clusters Score: Raw -692886.411394 + Penalty 1710.653447 = -691175.757947 nChanged 79 SP:Iteration 16Q (1287.936503 sec): 3 clusters Score: Raw -692913.807716 + Penalty 1710.653447 = -691203.154269 nChanged 88 SP:Iteration 17Q (1287.958604 sec): 3 clusters Score: Raw -692944.895901 + Penalty 1710.653447 = -691234.242454 nChanged 93 SP:Iteration 18Q (1287.980627 sec): 3 clusters Score: Raw -692977.985682 + Penalty 1710.653447 = -691267.332235 nChanged 94 SP:Iteration 19Q (1288.002483 sec): 3 clusters Score: Raw -693008.595324 + Penalty 1710.653447 = -691297.941877 nChanged 88 SP:Iteration 20F (1288.025185 sec): 3 clusters Score: Raw -693045.489782 + Penalty 1710.653447 = -691334.836335 nChanged 109 SP:Iteration 21Q (1288.047027 sec): 3 clusters Score: Raw -693105.893909 + Penalty 1710.653447 = -691395.240462 nChanged 128 SP:Iteration 22Q (1288.068886 sec): 3 clusters Score: Raw -693178.277750 + Penalty 1710.653447 = -691467.624303 nChanged 126 SP:Iteration 23Q (1288.090653 sec): 3 clusters Score: Raw -693249.112011 + Penalty 1710.653447 = -691538.458564 nChanged 111 SP:Iteration 24Q (1288.112465 sec): 3 clusters Score: Raw -693309.047314 + Penalty 1710.653447 = -691598.393867 nChanged 114 SP:Iteration 25Q (1288.133977 sec): 3 clusters Score: Raw -693365.900733 + Penalty 1710.653447 = -691655.247286 nChanged 105 SP:Iteration 26Q (1288.155720 sec): 3 clusters Score: Raw -693416.184982 + Penalty 1710.653447 = -691705.531535 nChanged 90 SP:Iteration 27Q (1288.177326 sec): 3 clusters Score: Raw -693454.815911 + Penalty 1710.653447 = -691744.162463 nChanged 76 SP:Iteration 28Q (1288.198856 sec): 3 clusters Score: Raw -693483.134534 + Penalty 1710.653447 = -691772.481086 nChanged 60 SP:Iteration 29Q (1288.220469 sec): 3 clusters Score: Raw -693498.489867 + Penalty 1710.653447 = -691787.836420 nChanged 46 SP:Iteration 30Q (1288.241912 sec): 3 clusters Score: Raw -693510.415981 + Penalty 1710.653447 = -691799.762534 nChanged 38 SP:Iteration 31Q (1288.263383 sec): 3 clusters Score: Raw -693518.250814 + Penalty 1710.653447 = -691807.597367 nChanged 28 SP:Iteration 32Q (1288.284855 sec): 3 clusters Score: Raw -693522.981929 + Penalty 1710.653447 = -691812.328482 nChanged 18 SP:Iteration 33Q (1288.306282 sec): 3 clusters Score: Raw -693525.708695 + Penalty 1710.653447 = -691815.055247 nChanged 11 SP:Iteration 34Q (1288.327772 sec): 3 clusters Score: Raw -693527.184823 + Penalty 1710.653447 = -691816.531376 nChanged 9 SP:Iteration 35Q (1288.349024 sec): 3 clusters Score: Raw -693528.429548 + Penalty 1710.653447 = -691817.776101 nChanged 8 SP:Iteration 36Q (1288.370564 sec): 3 clusters Score: Raw -693529.509536 + Penalty 1710.653447 = -691818.856089 nChanged 5 SP:Iteration 37Q (1288.391917 sec): 3 clusters Score: Raw -693532.218531 + Penalty 1710.653447 = -691821.565084 nChanged 5 SP:Iteration 38Q (1288.413261 sec): 3 clusters Score: Raw -693532.769714 + Penalty 1710.653447 = -691822.116267 nChanged 4 SP:Iteration 39Q (1288.434591 sec): 3 clusters Score: Raw -693533.188435 + Penalty 1710.653447 = -691822.534988 nChanged 3 SP:Iteration 40F (1288.457093 sec): 3 clusters Score: Raw -693533.622809 + Penalty 1710.653447 = -691822.969362 nChanged 4 SP:Iteration 41Q (1288.478311 sec): 3 clusters Score: Raw -693534.107806 + Penalty 1710.653447 = -691823.454358 nChanged 3 SP:Iteration 42Q (1288.499849 sec): 3 clusters Score: Raw -693534.409695 + Penalty 1710.653447 = -691823.756248 nChanged 4 SP:Iteration 43Q (1288.521447 sec): 3 clusters Score: Raw -693534.846641 + Penalty 1710.653447 = -691824.193193 nChanged 3 SP:Iteration 44Q (1288.542937 sec): 3 clusters Score: Raw -693535.077915 + Penalty 1710.653447 = -691824.424468 nChanged 0 SP:Iteration 45F (1288.565625 sec): 3 clusters Score: Raw -693535.077915 + Penalty 1710.653447 = -691824.424468 nChanged 0 Trying to split cluster 32 (3299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.582135 sec): 2 clusters Score: Raw -285343.228603 + Penalty 769.630594 = -284573.598009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.595394 sec): 3 clusters Score: Raw -283603.344209 + Penalty 1539.261188 = -282064.083021 nChanged 1349 SP:Iteration 1F (1288.619113 sec): 3 clusters Score: Raw -284347.762356 + Penalty 1539.261188 = -282808.501168 nChanged 200 SP:Iteration 2F (1288.666702 sec): 3 clusters Score: Raw -284441.325948 + Penalty 1539.261188 = -282902.064761 nChanged 162 SP:Iteration 3Q (1288.678976 sec): 3 clusters Score: Raw -284521.659930 + Penalty 1539.261188 = -282982.398742 nChanged 139 SP:Iteration 4Q (1288.691177 sec): 3 clusters Score: Raw -284579.993778 + Penalty 1539.261188 = -283040.732590 nChanged 111 SP:Iteration 5Q (1288.703499 sec): 3 clusters Score: Raw -284636.684399 + Penalty 1539.261188 = -283097.423211 nChanged 109 SP:Iteration 6Q (1288.715691 sec): 3 clusters Score: Raw -284690.706877 + Penalty 1539.261188 = -283151.445689 nChanged 113 SP:Iteration 7Q (1288.727886 sec): 3 clusters Score: Raw -284747.559336 + Penalty 1539.261188 = -283208.298149 nChanged 103 SP:Iteration 8Q (1288.740154 sec): 3 clusters Score: Raw -284798.238916 + Penalty 1539.261188 = -283258.977728 nChanged 105 SP:Iteration 9Q (1288.752349 sec): 3 clusters Score: Raw -284847.824939 + Penalty 1539.261188 = -283308.563752 nChanged 91 SP:Iteration 10Q (1288.764545 sec): 3 clusters Score: Raw -284899.463037 + Penalty 1539.261188 = -283360.201850 nChanged 95 SP:Iteration 11Q (1288.776618 sec): 3 clusters Score: Raw -284963.089764 + Penalty 1539.261188 = -283423.828576 nChanged 99 SP:Iteration 12Q (1288.788761 sec): 3 clusters Score: Raw -285028.361797 + Penalty 1539.261188 = -283489.100610 nChanged 81 SP:Iteration 13Q (1288.800958 sec): 3 clusters Score: Raw -285089.075049 + Penalty 1539.261188 = -283549.813862 nChanged 70 SP:Iteration 14Q (1288.812997 sec): 3 clusters Score: Raw -285141.367044 + Penalty 1539.261188 = -283602.105857 nChanged 62 SP:Iteration 15Q (1288.824738 sec): 3 clusters Score: Raw -285180.157101 + Penalty 1539.261188 = -283640.895913 nChanged 51 SP:Iteration 16Q (1288.836650 sec): 3 clusters Score: Raw -285217.258757 + Penalty 1539.261188 = -283677.997569 nChanged 41 SP:Iteration 17Q (1288.848456 sec): 3 clusters Score: Raw -285240.827453 + Penalty 1539.261188 = -283701.566265 nChanged 36 SP:Iteration 18Q (1288.860067 sec): 3 clusters Score: Raw -285263.985531 + Penalty 1539.261188 = -283724.724344 nChanged 31 SP:Iteration 19Q (1288.871614 sec): 3 clusters Score: Raw -285284.374992 + Penalty 1539.261188 = -283745.113805 nChanged 28 SP:Iteration 20F (1288.883624 sec): 3 clusters Score: Raw -285297.660859 + Penalty 1539.261188 = -283758.399672 nChanged 18 SP:Iteration 21Q (1288.895140 sec): 3 clusters Score: Raw -285305.102234 + Penalty 1539.261188 = -283765.841046 nChanged 12 SP:Iteration 22Q (1288.906507 sec): 3 clusters Score: Raw -285308.911037 + Penalty 1539.261188 = -283769.649849 nChanged 7 SP:Iteration 23Q (1288.917908 sec): 3 clusters Score: Raw -285311.354590 + Penalty 1539.261188 = -283772.093402 nChanged 9 SP:Iteration 24Q (1288.929456 sec): 3 clusters Score: Raw -285315.449959 + Penalty 1539.261188 = -283776.188771 nChanged 13 SP:Iteration 25Q (1288.940960 sec): 3 clusters Score: Raw -285323.023192 + Penalty 1539.261188 = -283783.762005 nChanged 13 SP:Iteration 26Q (1288.952475 sec): 3 clusters Score: Raw -285328.988583 + Penalty 1539.261188 = -283789.727395 nChanged 11 SP:Iteration 27Q (1288.964014 sec): 3 clusters Score: Raw -285334.845762 + Penalty 1539.261188 = -283795.584574 nChanged 9 SP:Iteration 28Q (1288.975483 sec): 3 clusters Score: Raw -285338.662756 + Penalty 1539.261188 = -283799.401569 nChanged 6 SP:Iteration 29Q (1288.986965 sec): 3 clusters Score: Raw -285341.336688 + Penalty 1539.261188 = -283802.075500 nChanged 6 SP:Iteration 30Q (1288.998436 sec): 3 clusters Score: Raw -285344.196715 + Penalty 1539.261188 = -283804.935527 nChanged 8 SP:Iteration 31Q (1289.009926 sec): 3 clusters Score: Raw -285347.154996 + Penalty 1539.261188 = -283807.893809 nChanged 5 SP:Iteration 32Q (1289.021434 sec): 3 clusters Score: Raw -285349.716207 + Penalty 1539.261188 = -283810.455020 nChanged 3 SP:Iteration 33Q (1289.032841 sec): 3 clusters Score: Raw -285350.436110 + Penalty 1539.261188 = -283811.174923 nChanged 0 SP:Iteration 34F (1289.044889 sec): 3 clusters Score: Raw -285350.436110 + Penalty 1539.261188 = -283811.174923 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.058564 sec): 2 clusters Score: Raw -41667.001383 + Penalty 588.855478 = -41078.145904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.061103 sec): 3 clusters Score: Raw -41541.808278 + Penalty 1177.710956 = -40364.097322 nChanged 132 SP:Iteration 1F (1289.063356 sec): 3 clusters Score: Raw -41677.700840 + Penalty 1177.710956 = -40499.989884 nChanged 33 SP:Iteration 2F (1289.065600 sec): 3 clusters Score: Raw -41709.805322 + Penalty 1177.710956 = -40532.094365 nChanged 17 SP:Iteration 3Q (1289.067836 sec): 3 clusters Score: Raw -41733.672234 + Penalty 1177.710956 = -40555.961278 nChanged 9 SP:Iteration 4Q (1289.070079 sec): 3 clusters Score: Raw -41740.548001 + Penalty 1177.710956 = -40562.837045 nChanged 6 SP:Iteration 5Q (1289.072313 sec): 3 clusters Score: Raw -41744.964371 + Penalty 1177.710956 = -40567.253415 nChanged 2 SP:Iteration 6Q (1289.074534 sec): 3 clusters Score: Raw -41747.947681 + Penalty 1177.710956 = -40570.236725 nChanged 5 SP:Iteration 7Q (1289.076747 sec): 3 clusters Score: Raw -41758.078243 + Penalty 1177.710956 = -40580.367287 nChanged 9 SP:Iteration 8Q (1289.078977 sec): 3 clusters Score: Raw -41768.806337 + Penalty 1177.710956 = -40591.095381 nChanged 4 SP:Iteration 9Q (1289.081179 sec): 3 clusters Score: Raw -41778.195700 + Penalty 1177.710956 = -40600.484744 nChanged 5 SP:Iteration 10Q (1289.083470 sec): 3 clusters Score: Raw -41781.631300 + Penalty 1177.710956 = -40603.920344 nChanged 4 SP:Iteration 11Q (1289.085697 sec): 3 clusters Score: Raw -41783.739177 + Penalty 1177.710956 = -40606.028221 nChanged 3 SP:Iteration 12Q (1289.087919 sec): 3 clusters Score: Raw -41785.638304 + Penalty 1177.710956 = -40607.927348 nChanged 1 SP:Iteration 13Q (1289.090145 sec): 3 clusters Score: Raw -41786.258933 + Penalty 1177.710956 = -40608.547977 nChanged 0 SP:Iteration 14F (1289.092379 sec): 3 clusters Score: Raw -41786.258933 + Penalty 1177.710956 = -40608.547977 nChanged 0 Trying to split cluster 34 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.108119 sec): 2 clusters Score: Raw -179846.118717 + Penalty 720.986903 = -179125.131813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.116222 sec): 3 clusters Score: Raw -178899.706809 + Penalty 1441.973806 = -177457.733002 nChanged 756 SP:Iteration 1F (1289.123777 sec): 3 clusters Score: Raw -179429.727102 + Penalty 1441.973806 = -177987.753296 nChanged 186 SP:Iteration 2F (1289.131332 sec): 3 clusters Score: Raw -179607.925906 + Penalty 1441.973806 = -178165.952099 nChanged 138 SP:Iteration 3F (1289.138856 sec): 3 clusters Score: Raw -179740.317352 + Penalty 1441.973806 = -178298.343546 nChanged 111 SP:Iteration 4F (1289.146348 sec): 3 clusters Score: Raw -179845.796589 + Penalty 1441.973806 = -178403.822782 nChanged 92 SP:Iteration 5Q (1289.153789 sec): 3 clusters Score: Raw -179919.242336 + Penalty 1441.973806 = -178477.268530 nChanged 71 SP:Iteration 6Q (1289.161184 sec): 3 clusters Score: Raw -179984.337067 + Penalty 1441.973806 = -178542.363261 nChanged 69 SP:Iteration 7Q (1289.168524 sec): 3 clusters Score: Raw -180054.926728 + Penalty 1441.973806 = -178612.952922 nChanged 62 SP:Iteration 8Q (1289.175918 sec): 3 clusters Score: Raw -180104.915932 + Penalty 1441.973806 = -178662.942126 nChanged 54 SP:Iteration 9Q (1289.183317 sec): 3 clusters Score: Raw -180148.373427 + Penalty 1441.973806 = -178706.399621 nChanged 46 SP:Iteration 10Q (1289.190683 sec): 3 clusters Score: Raw -180191.388946 + Penalty 1441.973806 = -178749.415139 nChanged 34 SP:Iteration 11Q (1289.198051 sec): 3 clusters Score: Raw -180225.073713 + Penalty 1441.973806 = -178783.099907 nChanged 26 SP:Iteration 12Q (1289.205504 sec): 3 clusters Score: Raw -180241.896350 + Penalty 1441.973806 = -178799.922543 nChanged 21 SP:Iteration 13Q (1289.212794 sec): 3 clusters Score: Raw -180253.738767 + Penalty 1441.973806 = -178811.764961 nChanged 11 SP:Iteration 14Q (1289.220083 sec): 3 clusters Score: Raw -180258.484944 + Penalty 1441.973806 = -178816.511138 nChanged 14 SP:Iteration 15Q (1289.227416 sec): 3 clusters Score: Raw -180265.336304 + Penalty 1441.973806 = -178823.362497 nChanged 7 SP:Iteration 16Q (1289.234632 sec): 3 clusters Score: Raw -180268.836502 + Penalty 1441.973806 = -178826.862695 nChanged 7 SP:Iteration 17Q (1289.241901 sec): 3 clusters Score: Raw -180270.966617 + Penalty 1441.973806 = -178828.992811 nChanged 4 SP:Iteration 18Q (1289.249150 sec): 3 clusters Score: Raw -180271.744345 + Penalty 1441.973806 = -178829.770539 nChanged 1 SP:Iteration 19Q (1289.256460 sec): 3 clusters Score: Raw -180272.011369 + Penalty 1441.973806 = -178830.037563 nChanged 1 SP:Iteration 20F (1289.263976 sec): 3 clusters Score: Raw -180272.490486 + Penalty 1441.973806 = -178830.516680 nChanged 2 SP:Iteration 21Q (1289.271276 sec): 3 clusters Score: Raw -180273.366826 + Penalty 1441.973806 = -178831.393020 nChanged 2 SP:Iteration 22Q (1289.278505 sec): 3 clusters Score: Raw -180273.702545 + Penalty 1441.973806 = -178831.728739 nChanged 1 SP:Iteration 23Q (1289.285730 sec): 3 clusters Score: Raw -180273.854901 + Penalty 1441.973806 = -178831.881095 nChanged 1 SP:Iteration 24Q (1289.292953 sec): 3 clusters Score: Raw -180274.207777 + Penalty 1441.973806 = -178832.233970 nChanged 1 SP:Iteration 25Q (1289.300272 sec): 3 clusters Score: Raw -180274.550248 + Penalty 1441.973806 = -178832.576441 nChanged 1 SP:Iteration 26Q (1289.307564 sec): 3 clusters Score: Raw -180275.396284 + Penalty 1441.973806 = -178833.422478 nChanged 4 SP:Iteration 27Q (1289.314871 sec): 3 clusters Score: Raw -180276.277042 + Penalty 1441.973806 = -178834.303236 nChanged 0 SP:Iteration 28F (1289.322370 sec): 3 clusters Score: Raw -180276.277042 + Penalty 1441.973806 = -178834.303236 nChanged 0 Trying to split cluster 35 (5265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.341170 sec): 2 clusters Score: Raw -427596.628383 + Penalty 814.039460 = -426782.588923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.360722 sec): 3 clusters Score: Raw -424610.903162 + Penalty 1628.078921 = -422982.824242 nChanged 2283 SP:Iteration 1F (1289.380011 sec): 3 clusters Score: Raw -426035.182552 + Penalty 1628.078921 = -424407.103631 nChanged 428 SP:Iteration 2F (1289.399129 sec): 3 clusters Score: Raw -426335.929117 + Penalty 1628.078921 = -424707.850196 nChanged 416 SP:Iteration 3F (1289.418272 sec): 3 clusters Score: Raw -426681.918259 + Penalty 1628.078921 = -425053.839338 nChanged 412 SP:Iteration 4F (1289.437474 sec): 3 clusters Score: Raw -427036.465355 + Penalty 1628.078921 = -425408.386435 nChanged 353 SP:Iteration 5F (1289.456324 sec): 3 clusters Score: Raw -427310.389994 + Penalty 1628.078921 = -425682.311074 nChanged 254 SP:Iteration 6Q (1289.475353 sec): 3 clusters Score: Raw -427516.075045 + Penalty 1628.078921 = -425887.996124 nChanged 193 SP:Iteration 7Q (1289.494185 sec): 3 clusters Score: Raw -427650.673374 + Penalty 1628.078921 = -426022.594453 nChanged 138 SP:Iteration 8Q (1289.513211 sec): 3 clusters Score: Raw -427745.972313 + Penalty 1628.078921 = -426117.893392 nChanged 98 SP:Iteration 9Q (1289.532144 sec): 3 clusters Score: Raw -427812.239058 + Penalty 1628.078921 = -426184.160137 nChanged 77 SP:Iteration 10Q (1289.551013 sec): 3 clusters Score: Raw -427889.896838 + Penalty 1628.078921 = -426261.817918 nChanged 68 SP:Iteration 11Q (1289.569701 sec): 3 clusters Score: Raw -427978.805770 + Penalty 1628.078921 = -426350.726849 nChanged 51 SP:Iteration 12Q (1289.588127 sec): 3 clusters Score: Raw -428032.482360 + Penalty 1628.078921 = -426404.403439 nChanged 31 SP:Iteration 13Q (1289.606048 sec): 3 clusters Score: Raw -428050.936024 + Penalty 1628.078921 = -426422.857103 nChanged 26 SP:Iteration 14Q (1289.624131 sec): 3 clusters Score: Raw -428060.051458 + Penalty 1628.078921 = -426431.972538 nChanged 18 SP:Iteration 15Q (1289.641884 sec): 3 clusters Score: Raw -428066.653862 + Penalty 1628.078921 = -426438.574941 nChanged 14 SP:Iteration 16Q (1289.659865 sec): 3 clusters Score: Raw -428071.253633 + Penalty 1628.078921 = -426443.174712 nChanged 8 SP:Iteration 17Q (1289.677671 sec): 3 clusters Score: Raw -428073.547721 + Penalty 1628.078921 = -426445.468800 nChanged 7 SP:Iteration 18Q (1289.695540 sec): 3 clusters Score: Raw -428075.340764 + Penalty 1628.078921 = -426447.261844 nChanged 7 SP:Iteration 19Q (1289.713269 sec): 3 clusters Score: Raw -428077.183831 + Penalty 1628.078921 = -426449.104911 nChanged 6 SP:Iteration 20F (1289.732083 sec): 3 clusters Score: Raw -428078.882706 + Penalty 1628.078921 = -426450.803785 nChanged 3 SP:Iteration 21Q (1289.749783 sec): 3 clusters Score: Raw -428079.662466 + Penalty 1628.078921 = -426451.583546 nChanged 6 SP:Iteration 22Q (1289.767653 sec): 3 clusters Score: Raw -428081.245715 + Penalty 1628.078921 = -426453.166795 nChanged 5 SP:Iteration 23Q (1289.785698 sec): 3 clusters Score: Raw -428082.309341 + Penalty 1628.078921 = -426454.230420 nChanged 2 SP:Iteration 24Q (1289.803395 sec): 3 clusters Score: Raw -428083.205117 + Penalty 1628.078921 = -426455.126197 nChanged 1 SP:Iteration 25Q (1289.821079 sec): 3 clusters Score: Raw -428083.506178 + Penalty 1628.078921 = -426455.427258 nChanged 0 SP:Iteration 26F (1289.839886 sec): 3 clusters Score: Raw -428083.506178 + Penalty 1628.078921 = -426455.427258 nChanged 0 Trying to split cluster 36 (15057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.866139 sec): 2 clusters Score: Raw -1311207.543330 + Penalty 913.861836 = -1310293.681494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.897410 sec): 3 clusters Score: Raw -1302025.054327 + Penalty 1827.723673 = -1300197.330654 nChanged 6888 SP:Iteration 1F (1289.928558 sec): 3 clusters Score: Raw -1305734.134860 + Penalty 1827.723673 = -1303906.411188 nChanged 758 SP:Iteration 2F (1289.959980 sec): 3 clusters Score: Raw -1305993.661765 + Penalty 1827.723673 = -1304165.938092 nChanged 656 SP:Iteration 3Q (1289.991664 sec): 3 clusters Score: Raw -1306223.255858 + Penalty 1827.723673 = -1304395.532185 nChanged 638 SP:Iteration 4Q (1290.023434 sec): 3 clusters Score: Raw -1306463.946969 + Penalty 1827.723673 = -1304636.223296 nChanged 689 SP:Iteration 5Q (1290.055202 sec): 3 clusters Score: Raw -1306747.384026 + Penalty 1827.723673 = -1304919.660353 nChanged 778 SP:Iteration 6F (1290.086717 sec): 3 clusters Score: Raw -1307149.087938 + Penalty 1827.723673 = -1305321.364266 nChanged 872 SP:Iteration 7F (1290.118204 sec): 3 clusters Score: Raw -1307659.140380 + Penalty 1827.723673 = -1305831.416707 nChanged 900 SP:Iteration 8F (1290.149587 sec): 3 clusters Score: Raw -1308198.140464 + Penalty 1827.723673 = -1306370.416791 nChanged 872 SP:Iteration 9F (1290.180955 sec): 3 clusters Score: Raw -1308713.253013 + Penalty 1827.723673 = -1306885.529340 nChanged 793 SP:Iteration 10F (1290.212464 sec): 3 clusters Score: Raw -1309179.567320 + Penalty 1827.723673 = -1307351.843647 nChanged 704 SP:Iteration 11Q (1290.243896 sec): 3 clusters Score: Raw -1309580.546294 + Penalty 1827.723673 = -1307752.822621 nChanged 595 SP:Iteration 12Q (1290.275627 sec): 3 clusters Score: Raw -1309922.741377 + Penalty 1827.723673 = -1308095.017704 nChanged 526 SP:Iteration 13Q (1290.306645 sec): 3 clusters Score: Raw -1310243.881338 + Penalty 1827.723673 = -1308416.157665 nChanged 434 SP:Iteration 14Q (1290.337695 sec): 3 clusters Score: Raw -1310482.607317 + Penalty 1827.723673 = -1308654.883644 nChanged 322 SP:Iteration 15Q (1290.368777 sec): 3 clusters Score: Raw -1310654.894921 + Penalty 1827.723673 = -1308827.171248 nChanged 262 SP:Iteration 16Q (1290.399656 sec): 3 clusters Score: Raw -1310798.841913 + Penalty 1827.723673 = -1308971.118240 nChanged 199 SP:Iteration 17Q (1290.429989 sec): 3 clusters Score: Raw -1310917.061726 + Penalty 1827.723673 = -1309089.338053 nChanged 157 SP:Iteration 18Q (1290.459966 sec): 3 clusters Score: Raw -1311017.820440 + Penalty 1827.723673 = -1309190.096767 nChanged 132 SP:Iteration 19Q (1290.489706 sec): 3 clusters Score: Raw -1311100.172340 + Penalty 1827.723673 = -1309272.448667 nChanged 102 SP:Iteration 20F (1290.521096 sec): 3 clusters Score: Raw -1311163.398904 + Penalty 1827.723673 = -1309335.675231 nChanged 78 SP:Iteration 21Q (1290.549864 sec): 3 clusters Score: Raw -1311218.993825 + Penalty 1827.723673 = -1309391.270152 nChanged 79 SP:Iteration 22Q (1290.578253 sec): 3 clusters Score: Raw -1311285.330808 + Penalty 1827.723673 = -1309457.607135 nChanged 69 SP:Iteration 23Q (1290.606256 sec): 3 clusters Score: Raw -1311335.830599 + Penalty 1827.723673 = -1309508.106926 nChanged 53 SP:Iteration 24Q (1290.633764 sec): 3 clusters Score: Raw -1311368.307088 + Penalty 1827.723673 = -1309540.583415 nChanged 34 SP:Iteration 25Q (1290.661300 sec): 3 clusters Score: Raw -1311384.335102 + Penalty 1827.723673 = -1309556.611429 nChanged 26 SP:Iteration 26Q (1290.688755 sec): 3 clusters Score: Raw -1311397.577289 + Penalty 1827.723673 = -1309569.853616 nChanged 17 SP:Iteration 27Q (1290.715995 sec): 3 clusters Score: Raw -1311403.275863 + Penalty 1827.723673 = -1309575.552190 nChanged 14 SP:Iteration 28Q (1290.743388 sec): 3 clusters Score: Raw -1311407.233792 + Penalty 1827.723673 = -1309579.510119 nChanged 9 SP:Iteration 29Q (1290.770667 sec): 3 clusters Score: Raw -1311410.692225 + Penalty 1827.723673 = -1309582.968552 nChanged 8 SP:Iteration 30Q (1290.797821 sec): 3 clusters Score: Raw -1311412.444356 + Penalty 1827.723673 = -1309584.720683 nChanged 3 SP:Iteration 31Q (1290.825098 sec): 3 clusters Score: Raw -1311413.471321 + Penalty 1827.723673 = -1309585.747648 nChanged 4 SP:Iteration 32Q (1290.852256 sec): 3 clusters Score: Raw -1311414.093621 + Penalty 1827.723673 = -1309586.369948 nChanged 0 SP:Iteration 33F (1290.883619 sec): 3 clusters Score: Raw -1311414.093621 + Penalty 1827.723673 = -1309586.369948 nChanged 0 Trying to split cluster 37 (6120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1290.902001 sec): 2 clusters Score: Raw -525692.270062 + Penalty 828.335151 = -524863.934911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1290.922656 sec): 3 clusters Score: Raw -522192.682767 + Penalty 1656.670301 = -520536.012465 nChanged 2687 SP:Iteration 1F (1290.942712 sec): 3 clusters Score: Raw -523695.377743 + Penalty 1656.670301 = -522038.707442 nChanged 377 SP:Iteration 2F (1290.962355 sec): 3 clusters Score: Raw -523847.640512 + Penalty 1656.670301 = -522190.970211 nChanged 281 SP:Iteration 3Q (1290.982259 sec): 3 clusters Score: Raw -523955.445059 + Penalty 1656.670301 = -522298.774758 nChanged 251 SP:Iteration 4Q (1291.002339 sec): 3 clusters Score: Raw -524050.285539 + Penalty 1656.670301 = -522393.615238 nChanged 239 SP:Iteration 5Q (1291.022355 sec): 3 clusters Score: Raw -524137.131775 + Penalty 1656.670301 = -522480.461473 nChanged 203 SP:Iteration 6Q (1291.042265 sec): 3 clusters Score: Raw -524215.469690 + Penalty 1656.670301 = -522558.799389 nChanged 217 SP:Iteration 7Q (1291.061980 sec): 3 clusters Score: Raw -524302.530216 + Penalty 1656.670301 = -522645.859915 nChanged 232 SP:Iteration 8Q (1291.082000 sec): 3 clusters Score: Raw -524410.404340 + Penalty 1656.670301 = -522753.734039 nChanged 247 SP:Iteration 9Q (1291.102057 sec): 3 clusters Score: Raw -524548.986576 + Penalty 1656.670301 = -522892.316275 nChanged 286 SP:Iteration 10Q (1291.122112 sec): 3 clusters Score: Raw -524720.345913 + Penalty 1656.670301 = -523063.675612 nChanged 278 SP:Iteration 11Q (1291.142333 sec): 3 clusters Score: Raw -524904.071777 + Penalty 1656.670301 = -523247.401476 nChanged 288 SP:Iteration 12Q (1291.162291 sec): 3 clusters Score: Raw -525100.725478 + Penalty 1656.670301 = -523444.055177 nChanged 263 SP:Iteration 13Q (1291.182361 sec): 3 clusters Score: Raw -525297.618117 + Penalty 1656.670301 = -523640.947816 nChanged 226 SP:Iteration 14Q (1291.202274 sec): 3 clusters Score: Raw -525471.500410 + Penalty 1656.670301 = -523814.830109 nChanged 177 SP:Iteration 15Q (1291.222092 sec): 3 clusters Score: Raw -525600.415155 + Penalty 1656.670301 = -523943.744854 nChanged 132 SP:Iteration 16Q (1291.241734 sec): 3 clusters Score: Raw -525705.747367 + Penalty 1656.670301 = -524049.077066 nChanged 91 SP:Iteration 17Q (1291.261415 sec): 3 clusters Score: Raw -525777.216434 + Penalty 1656.670301 = -524120.546132 nChanged 64 SP:Iteration 18Q (1291.280948 sec): 3 clusters Score: Raw -525816.328267 + Penalty 1656.670301 = -524159.657966 nChanged 44 SP:Iteration 19Q (1291.300263 sec): 3 clusters Score: Raw -525849.253090 + Penalty 1656.670301 = -524192.582789 nChanged 33 SP:Iteration 20F (1291.320139 sec): 3 clusters Score: Raw -525878.411350 + Penalty 1656.670301 = -524221.741048 nChanged 29 SP:Iteration 21Q (1291.339242 sec): 3 clusters Score: Raw -525901.908041 + Penalty 1656.670301 = -524245.237740 nChanged 26 SP:Iteration 22Q (1291.358236 sec): 3 clusters Score: Raw -525917.109253 + Penalty 1656.670301 = -524260.438952 nChanged 16 SP:Iteration 23Q (1291.377184 sec): 3 clusters Score: Raw -525926.464686 + Penalty 1656.670301 = -524269.794385 nChanged 15 SP:Iteration 24Q (1291.396085 sec): 3 clusters Score: Raw -525936.030696 + Penalty 1656.670301 = -524279.360394 nChanged 16 SP:Iteration 25Q (1291.415170 sec): 3 clusters Score: Raw -525946.139575 + Penalty 1656.670301 = -524289.469273 nChanged 8 SP:Iteration 26Q (1291.434078 sec): 3 clusters Score: Raw -525951.902031 + Penalty 1656.670301 = -524295.231730 nChanged 7 SP:Iteration 27Q (1291.452986 sec): 3 clusters Score: Raw -525957.923337 + Penalty 1656.670301 = -524301.253035 nChanged 6 SP:Iteration 28Q (1291.472020 sec): 3 clusters Score: Raw -525961.898447 + Penalty 1656.670301 = -524305.228145 nChanged 6 SP:Iteration 29Q (1291.490854 sec): 3 clusters Score: Raw -525966.282135 + Penalty 1656.670301 = -524309.611833 nChanged 8 SP:Iteration 30Q (1291.509830 sec): 3 clusters Score: Raw -525972.112641 + Penalty 1656.670301 = -524315.442339 nChanged 7 SP:Iteration 31Q (1291.528866 sec): 3 clusters Score: Raw -525976.248665 + Penalty 1656.670301 = -524319.578364 nChanged 5 SP:Iteration 32Q (1291.547584 sec): 3 clusters Score: Raw -525978.477868 + Penalty 1656.670301 = -524321.807567 nChanged 2 SP:Iteration 33Q (1291.566284 sec): 3 clusters Score: Raw -525979.402133 + Penalty 1656.670301 = -524322.731831 nChanged 2 SP:Iteration 34Q (1291.585176 sec): 3 clusters Score: Raw -525980.156261 + Penalty 1656.670301 = -524323.485960 nChanged 0 SP:Iteration 35F (1291.604935 sec): 3 clusters Score: Raw -525980.156261 + Penalty 1656.670301 = -524323.485960 nChanged 0 Trying to split cluster 38 (8545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1291.625208 sec): 2 clusters Score: Raw -723811.491025 + Penalty 860.044652 = -722951.446374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1291.648944 sec): 3 clusters Score: Raw -718753.334169 + Penalty 1720.089303 = -717033.244866 nChanged 3801 SP:Iteration 1F (1291.671160 sec): 3 clusters Score: Raw -721016.909531 + Penalty 1720.089303 = -719296.820228 nChanged 641 SP:Iteration 2F (1291.693818 sec): 3 clusters Score: Raw -721381.043521 + Penalty 1720.089303 = -719660.954218 nChanged 566 SP:Iteration 3F (1291.716528 sec): 3 clusters Score: Raw -721687.948353 + Penalty 1720.089303 = -719967.859050 nChanged 484 SP:Iteration 4F (1291.739400 sec): 3 clusters Score: Raw -721917.669887 + Penalty 1720.089303 = -720197.580583 nChanged 403 SP:Iteration 5Q (1291.762505 sec): 3 clusters Score: Raw -722085.422702 + Penalty 1720.089303 = -720365.333399 nChanged 333 SP:Iteration 6Q (1291.785661 sec): 3 clusters Score: Raw -722240.642590 + Penalty 1720.089303 = -720520.553287 nChanged 318 SP:Iteration 7Q (1291.808598 sec): 3 clusters Score: Raw -722415.772960 + Penalty 1720.089303 = -720695.683656 nChanged 366 SP:Iteration 8Q (1291.831878 sec): 3 clusters Score: Raw -722690.678652 + Penalty 1720.089303 = -720970.589349 nChanged 379 SP:Iteration 9Q (1291.855058 sec): 3 clusters Score: Raw -723011.596055 + Penalty 1720.089303 = -721291.506752 nChanged 361 SP:Iteration 10Q (1291.878023 sec): 3 clusters Score: Raw -723288.787403 + Penalty 1720.089303 = -721568.698099 nChanged 302 SP:Iteration 11Q (1291.900884 sec): 3 clusters Score: Raw -723498.683882 + Penalty 1720.089303 = -721778.594579 nChanged 248 SP:Iteration 12Q (1291.923845 sec): 3 clusters Score: Raw -723633.243384 + Penalty 1720.089303 = -721913.154080 nChanged 188 SP:Iteration 13Q (1291.946417 sec): 3 clusters Score: Raw -723727.462250 + Penalty 1720.089303 = -722007.372947 nChanged 152 SP:Iteration 14Q (1291.969085 sec): 3 clusters Score: Raw -723790.694370 + Penalty 1720.089303 = -722070.605067 nChanged 96 SP:Iteration 15Q (1291.991639 sec): 3 clusters Score: Raw -723827.898087 + Penalty 1720.089303 = -722107.808784 nChanged 70 SP:Iteration 16Q (1292.013858 sec): 3 clusters Score: Raw -723859.104398 + Penalty 1720.089303 = -722139.015095 nChanged 85 SP:Iteration 17Q (1292.036136 sec): 3 clusters Score: Raw -723914.121232 + Penalty 1720.089303 = -722194.031929 nChanged 98 SP:Iteration 18Q (1292.058124 sec): 3 clusters Score: Raw -723987.046291 + Penalty 1720.089303 = -722266.956988 nChanged 112 SP:Iteration 19Q (1292.080221 sec): 3 clusters Score: Raw -724071.193466 + Penalty 1720.089303 = -722351.104163 nChanged 121 SP:Iteration 20F (1292.103142 sec): 3 clusters Score: Raw -724166.504407 + Penalty 1720.089303 = -722446.415104 nChanged 120 SP:Iteration 21Q (1292.125249 sec): 3 clusters Score: Raw -724239.876154 + Penalty 1720.089303 = -722519.786850 nChanged 89 SP:Iteration 22Q (1292.146957 sec): 3 clusters Score: Raw -724272.806749 + Penalty 1720.089303 = -722552.717445 nChanged 70 SP:Iteration 23Q (1292.168882 sec): 3 clusters Score: Raw -724299.087069 + Penalty 1720.089303 = -722578.997765 nChanged 62 SP:Iteration 24Q (1292.190769 sec): 3 clusters Score: Raw -724318.668145 + Penalty 1720.089303 = -722598.578841 nChanged 61 SP:Iteration 25Q (1292.212557 sec): 3 clusters Score: Raw -724334.392516 + Penalty 1720.089303 = -722614.303213 nChanged 38 SP:Iteration 26Q (1292.234473 sec): 3 clusters Score: Raw -724342.313009 + Penalty 1720.089303 = -722622.223706 nChanged 33 SP:Iteration 27Q (1292.256304 sec): 3 clusters Score: Raw -724348.949780 + Penalty 1720.089303 = -722628.860477 nChanged 25 SP:Iteration 28Q (1292.278007 sec): 3 clusters Score: Raw -724352.742567 + Penalty 1720.089303 = -722632.653264 nChanged 23 SP:Iteration 29Q (1292.299459 sec): 3 clusters Score: Raw -724357.499296 + Penalty 1720.089303 = -722637.409992 nChanged 25 SP:Iteration 30Q (1292.321261 sec): 3 clusters Score: Raw -724361.262793 + Penalty 1720.089303 = -722641.173490 nChanged 20 SP:Iteration 31Q (1292.342823 sec): 3 clusters Score: Raw -724363.755661 + Penalty 1720.089303 = -722643.666358 nChanged 9 SP:Iteration 32Q (1292.364658 sec): 3 clusters Score: Raw -724364.641764 + Penalty 1720.089303 = -722644.552461 nChanged 7 SP:Iteration 33Q (1292.386730 sec): 3 clusters Score: Raw -724365.194079 + Penalty 1720.089303 = -722645.104776 nChanged 8 SP:Iteration 34Q (1292.408422 sec): 3 clusters Score: Raw -724366.070232 + Penalty 1720.089303 = -722645.980928 nChanged 4 SP:Iteration 35Q (1292.430062 sec): 3 clusters Score: Raw -724366.637443 + Penalty 1720.089303 = -722646.548140 nChanged 5 SP:Iteration 36Q (1292.452084 sec): 3 clusters Score: Raw -724367.000352 + Penalty 1720.089303 = -722646.911049 nChanged 5 SP:Iteration 37Q (1292.473882 sec): 3 clusters Score: Raw -724367.337711 + Penalty 1720.089303 = -722647.248408 nChanged 4 SP:Iteration 38Q (1292.495621 sec): 3 clusters Score: Raw -724367.836788 + Penalty 1720.089303 = -722647.747485 nChanged 3 SP:Iteration 39Q (1292.517345 sec): 3 clusters Score: Raw -724368.006788 + Penalty 1720.089303 = -722647.917485 nChanged 2 SP:Iteration 40F (1292.540138 sec): 3 clusters Score: Raw -724368.096273 + Penalty 1720.089303 = -722648.006970 nChanged 3 SP:Iteration 41Q (1292.561649 sec): 3 clusters Score: Raw -724368.191382 + Penalty 1720.089303 = -722648.102079 nChanged 2 SP:Iteration 42Q (1292.583931 sec): 3 clusters Score: Raw -724368.325978 + Penalty 1720.089303 = -722648.236675 nChanged 2 SP:Iteration 43Q (1292.605605 sec): 3 clusters Score: Raw -724368.520799 + Penalty 1720.089303 = -722648.431496 nChanged 1 SP:Iteration 44Q (1292.627379 sec): 3 clusters Score: Raw -724368.574973 + Penalty 1720.089303 = -722648.485669 nChanged 3 SP:Iteration 45Q (1292.649445 sec): 3 clusters Score: Raw -724368.877288 + Penalty 1720.089303 = -722648.787985 nChanged 4 SP:Iteration 46Q (1292.671017 sec): 3 clusters Score: Raw -724369.392341 + Penalty 1720.089303 = -722649.303038 nChanged 5 SP:Iteration 47Q (1292.693064 sec): 3 clusters Score: Raw -724369.786007 + Penalty 1720.089303 = -722649.696703 nChanged 3 SP:Iteration 48Q (1292.714770 sec): 3 clusters Score: Raw -724369.998173 + Penalty 1720.089303 = -722649.908870 nChanged 2 SP:Iteration 49Q (1292.736760 sec): 3 clusters Score: Raw -724370.087204 + Penalty 1720.089303 = -722649.997900 nChanged 0 SP:Iteration 50F (1292.759694 sec): 3 clusters Score: Raw -724370.087204 + Penalty 1720.089303 = -722649.997900 nChanged 0 Trying to split cluster 39 (1465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1292.774253 sec): 2 clusters Score: Raw -119516.601689 + Penalty 692.513000 = -118824.088689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1292.780427 sec): 3 clusters Score: Raw -118873.336626 + Penalty 1385.025999 = -117488.310627 nChanged 536 SP:Iteration 1F (1292.786019 sec): 3 clusters Score: Raw -119240.874819 + Penalty 1385.025999 = -117855.848820 nChanged 154 SP:Iteration 2F (1292.791644 sec): 3 clusters Score: Raw -119445.446185 + Penalty 1385.025999 = -118060.420186 nChanged 127 SP:Iteration 3F (1292.797230 sec): 3 clusters Score: Raw -119612.483592 + Penalty 1385.025999 = -118227.457593 nChanged 109 SP:Iteration 4F (1292.802852 sec): 3 clusters Score: Raw -119745.541530 + Penalty 1385.025999 = -118360.515531 nChanged 77 SP:Iteration 5F (1292.808397 sec): 3 clusters Score: Raw -119832.785500 + Penalty 1385.025999 = -118447.759501 nChanged 61 SP:Iteration 6Q (1292.813948 sec): 3 clusters Score: Raw -119889.641457 + Penalty 1385.025999 = -118504.615458 nChanged 60 SP:Iteration 7Q (1292.819542 sec): 3 clusters Score: Raw -119945.043883 + Penalty 1385.025999 = -118560.017884 nChanged 46 SP:Iteration 8Q (1292.825120 sec): 3 clusters Score: Raw -119977.807565 + Penalty 1385.025999 = -118592.781565 nChanged 24 SP:Iteration 9Q (1292.830721 sec): 3 clusters Score: Raw -119992.546289 + Penalty 1385.025999 = -118607.520290 nChanged 14 SP:Iteration 10Q (1292.836294 sec): 3 clusters Score: Raw -120002.186023 + Penalty 1385.025999 = -118617.160024 nChanged 7 SP:Iteration 11Q (1292.841843 sec): 3 clusters Score: Raw -120007.020825 + Penalty 1385.025999 = -118621.994826 nChanged 3 SP:Iteration 12Q (1292.847344 sec): 3 clusters Score: Raw -120009.083897 + Penalty 1385.025999 = -118624.057898 nChanged 5 SP:Iteration 13Q (1292.852873 sec): 3 clusters Score: Raw -120015.435457 + Penalty 1385.025999 = -118630.409458 nChanged 5 SP:Iteration 14Q (1292.858378 sec): 3 clusters Score: Raw -120020.812502 + Penalty 1385.025999 = -118635.786502 nChanged 5 SP:Iteration 15Q (1292.863913 sec): 3 clusters Score: Raw -120025.131624 + Penalty 1385.025999 = -118640.105625 nChanged 6 SP:Iteration 16Q (1292.869462 sec): 3 clusters Score: Raw -120031.181884 + Penalty 1385.025999 = -118646.155885 nChanged 4 SP:Iteration 17Q (1292.875002 sec): 3 clusters Score: Raw -120034.879061 + Penalty 1385.025999 = -118649.853062 nChanged 3 SP:Iteration 18Q (1292.880551 sec): 3 clusters Score: Raw -120038.144348 + Penalty 1385.025999 = -118653.118349 nChanged 4 SP:Iteration 19Q (1292.886121 sec): 3 clusters Score: Raw -120040.139176 + Penalty 1385.025999 = -118655.113177 nChanged 2 SP:Iteration 20F (1292.891715 sec): 3 clusters Score: Raw -120042.314597 + Penalty 1385.025999 = -118657.288598 nChanged 2 SP:Iteration 21Q (1292.897261 sec): 3 clusters Score: Raw -120045.606768 + Penalty 1385.025999 = -118660.580768 nChanged 5 SP:Iteration 22Q (1292.902759 sec): 3 clusters Score: Raw -120047.976247 + Penalty 1385.025999 = -118662.950248 nChanged 1 SP:Iteration 23Q (1292.908249 sec): 3 clusters Score: Raw -120049.158641 + Penalty 1385.025999 = -118664.132642 nChanged 0 SP:Iteration 24F (1292.913787 sec): 3 clusters Score: Raw -120049.158641 + Penalty 1385.025999 = -118664.132642 nChanged 0 Trying to split cluster 40 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1292.926661 sec): 2 clusters Score: Raw -33845.357141 + Penalty 585.514906 = -33259.842234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1292.929170 sec): 3 clusters Score: Raw -33771.198250 + Penalty 1171.029813 = -32600.168437 nChanged 140 SP:Iteration 1F (1292.931413 sec): 3 clusters Score: Raw -33917.038133 + Penalty 1171.029813 = -32746.008320 nChanged 40 SP:Iteration 2F (1292.933616 sec): 3 clusters Score: Raw -33981.743818 + Penalty 1171.029813 = -32810.714006 nChanged 30 SP:Iteration 3F (1292.935794 sec): 3 clusters Score: Raw -34036.311473 + Penalty 1171.029813 = -32865.281660 nChanged 19 SP:Iteration 4Q (1292.937985 sec): 3 clusters Score: Raw -34075.511461 + Penalty 1171.029813 = -32904.481649 nChanged 12 SP:Iteration 5Q (1292.940176 sec): 3 clusters Score: Raw -34129.210304 + Penalty 1171.029813 = -32958.180491 nChanged 9 SP:Iteration 6Q (1292.942349 sec): 3 clusters Score: Raw -34240.606622 + Penalty 1171.029813 = -33069.576809 nChanged 19 SP:Iteration 7Q (1292.944520 sec): 3 clusters Score: Raw -34369.361279 + Penalty 1171.029813 = -33198.331467 nChanged 13 SP:Iteration 8Q (1292.946639 sec): 3 clusters Score: Raw -34405.367592 + Penalty 1171.029813 = -33234.337780 nChanged 7 SP:Iteration 9Q (1292.948835 sec): 3 clusters Score: Raw -34420.137891 + Penalty 1171.029813 = -33249.108078 nChanged 5 SP:Iteration 10Q (1292.950984 sec): 3 clusters Score: Raw -34430.871021 + Penalty 1171.029813 = -33259.841208 nChanged 4 SP:Iteration 11Q (1292.953117 sec): 3 clusters Score: Raw -34437.816503 + Penalty 1171.029813 = -33266.786690 nChanged 1 SP:Iteration 12Q (1292.955246 sec): 3 clusters Score: Raw -34440.800272 + Penalty 1171.029813 = -33269.770459 nChanged 0 SP:Iteration 13F (1292.957456 sec): 3 clusters Score: Raw -34440.800272 + Penalty 1171.029813 = -33269.770459 nChanged 0 Score: Raw -69576585.668544 + Penalty 58324.828655 = -69518260.839890 Splitting cluster 40 changes total score from -69518297.546530 to -69518260.839890 So it's not getting split. Trying to split cluster 41 (77637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.601964 sec): 2 clusters Score: Raw -6564820.695685 + Penalty 1069.680943 = -6563751.014743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1311.711577 sec): 3 clusters Score: Raw -6513844.164457 + Penalty 2139.361885 = -6511704.802572 nChanged 37377 SP:Iteration 1F (1311.818099 sec): 3 clusters Score: Raw -6536415.745461 + Penalty 2139.361885 = -6534276.383576 nChanged 4041 SP:Iteration 2F (1311.924274 sec): 3 clusters Score: Raw -6538344.601586 + Penalty 2139.361885 = -6536205.239700 nChanged 5123 SP:Iteration 3F (1312.030355 sec): 3 clusters Score: Raw -6541625.834033 + Penalty 2139.361885 = -6539486.472148 nChanged 6367 SP:Iteration 4F (1312.136967 sec): 3 clusters Score: Raw -6546816.557589 + Penalty 2139.361885 = -6544677.195704 nChanged 6843 SP:Iteration 5F (1312.243099 sec): 3 clusters Score: Raw -6553266.165857 + Penalty 2139.361885 = -6551126.803971 nChanged 5724 SP:Iteration 6F (1312.349079 sec): 3 clusters Score: Raw -6559000.775485 + Penalty 2139.361885 = -6556861.413599 nChanged 3611 SP:Iteration 7Q (1312.455369 sec): 3 clusters Score: Raw -6562543.539964 + Penalty 2139.361885 = -6560404.178079 nChanged 1575 SP:Iteration 8Q (1312.553228 sec): 3 clusters Score: Raw -6563989.705176 + Penalty 2139.361885 = -6561850.343291 nChanged 666 SP:Iteration 9Q (1312.644431 sec): 3 clusters Score: Raw -6564582.504906 + Penalty 2139.361885 = -6562443.143020 nChanged 226 SP:Iteration 10Q (1312.730666 sec): 3 clusters Score: Raw -6564803.544632 + Penalty 2139.361885 = -6562664.182746 nChanged 70 SP:Iteration 11Q (1312.815042 sec): 3 clusters Score: Raw -6564896.702470 + Penalty 2139.361885 = -6562757.340584 nChanged 43 SP:Iteration 12Q (1312.898834 sec): 3 clusters Score: Raw -6564946.831848 + Penalty 2139.361885 = -6562807.469963 nChanged 29 SP:Iteration 13Q (1312.982666 sec): 3 clusters Score: Raw -6564977.124099 + Penalty 2139.361885 = -6562837.762213 nChanged 26 SP:Iteration 14Q (1313.066581 sec): 3 clusters Score: Raw -6564995.624411 + Penalty 2139.361885 = -6562856.262526 nChanged 16 SP:Iteration 15Q (1313.150382 sec): 3 clusters Score: Raw -6565009.567950 + Penalty 2139.361885 = -6562870.206065 nChanged 10 SP:Iteration 16Q (1313.234029 sec): 3 clusters Score: Raw -6565017.044606 + Penalty 2139.361885 = -6562877.682721 nChanged 11 SP:Iteration 17Q (1313.317783 sec): 3 clusters Score: Raw -6565022.753486 + Penalty 2139.361885 = -6562883.391601 nChanged 5 SP:Iteration 18Q (1313.401448 sec): 3 clusters Score: Raw -6565024.269546 + Penalty 2139.361885 = -6562884.907661 nChanged 1 SP:Iteration 19Q (1313.485191 sec): 3 clusters Score: Raw -6565024.710325 + Penalty 2139.361885 = -6562885.348440 nChanged 2 SP:Iteration 20F (1313.590527 sec): 3 clusters Score: Raw -6565026.052119 + Penalty 2139.361885 = -6562886.690233 nChanged 2 SP:Iteration 21Q (1313.674207 sec): 3 clusters Score: Raw -6565026.798642 + Penalty 2139.361885 = -6562887.436757 nChanged 2 SP:Iteration 22Q (1313.757910 sec): 3 clusters Score: Raw -6565027.634502 + Penalty 2139.361885 = -6562888.272616 nChanged 3 SP:Iteration 23Q (1313.841594 sec): 3 clusters Score: Raw -6565031.869337 + Penalty 2139.361885 = -6562892.507452 nChanged 5 SP:Iteration 24Q (1313.925493 sec): 3 clusters Score: Raw -6565035.702480 + Penalty 2139.361885 = -6562896.340595 nChanged 2 SP:Iteration 25Q (1314.009360 sec): 3 clusters Score: Raw -6565036.869028 + Penalty 2139.361885 = -6562897.507142 nChanged 1 SP:Iteration 26Q (1314.093158 sec): 3 clusters Score: Raw -6565037.376950 + Penalty 2139.361885 = -6562898.015064 nChanged 0 SP:Iteration 27F (1314.197899 sec): 3 clusters Score: Raw -6565037.376950 + Penalty 2139.361885 = -6562898.015064 nChanged 0 Trying to split cluster 42 (2690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.206203 sec): 2 clusters Score: Raw -190857.752280 + Penalty 750.243165 = -190107.509115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.216899 sec): 3 clusters Score: Raw -189467.400690 + Penalty 1500.486330 = -187966.914360 nChanged 1114 SP:Iteration 1F (1314.226679 sec): 3 clusters Score: Raw -190085.330802 + Penalty 1500.486330 = -188584.844472 nChanged 210 SP:Iteration 2F (1314.236430 sec): 3 clusters Score: Raw -190217.576979 + Penalty 1500.486330 = -188717.090649 nChanged 155 SP:Iteration 3F (1314.246185 sec): 3 clusters Score: Raw -190325.333830 + Penalty 1500.486330 = -188824.847501 nChanged 139 SP:Iteration 4F (1314.255963 sec): 3 clusters Score: Raw -190415.545384 + Penalty 1500.486330 = -188915.059054 nChanged 136 SP:Iteration 5F (1314.265787 sec): 3 clusters Score: Raw -190521.505401 + Penalty 1500.486330 = -189021.019072 nChanged 131 SP:Iteration 6Q (1314.275633 sec): 3 clusters Score: Raw -190633.527656 + Penalty 1500.486330 = -189133.041327 nChanged 132 SP:Iteration 7Q (1314.285475 sec): 3 clusters Score: Raw -190764.325406 + Penalty 1500.486330 = -189263.839076 nChanged 118 SP:Iteration 8Q (1314.295188 sec): 3 clusters Score: Raw -190882.955142 + Penalty 1500.486330 = -189382.468812 nChanged 126 SP:Iteration 9Q (1314.304972 sec): 3 clusters Score: Raw -191032.666783 + Penalty 1500.486330 = -189532.180453 nChanged 125 SP:Iteration 10Q (1314.314646 sec): 3 clusters Score: Raw -191209.568332 + Penalty 1500.486330 = -189709.082002 nChanged 114 SP:Iteration 11Q (1314.324299 sec): 3 clusters Score: Raw -191333.456372 + Penalty 1500.486330 = -189832.970042 nChanged 99 SP:Iteration 12Q (1314.333814 sec): 3 clusters Score: Raw -191431.496868 + Penalty 1500.486330 = -189931.010539 nChanged 77 SP:Iteration 13Q (1314.343425 sec): 3 clusters Score: Raw -191519.790949 + Penalty 1500.486330 = -190019.304619 nChanged 70 SP:Iteration 14Q (1314.352889 sec): 3 clusters Score: Raw -191592.694554 + Penalty 1500.486330 = -190092.208224 nChanged 51 SP:Iteration 15Q (1314.362331 sec): 3 clusters Score: Raw -191657.845996 + Penalty 1500.486330 = -190157.359666 nChanged 36 SP:Iteration 16Q (1314.371813 sec): 3 clusters Score: Raw -191689.491394 + Penalty 1500.486330 = -190189.005064 nChanged 33 SP:Iteration 17Q (1314.381239 sec): 3 clusters Score: Raw -191718.752767 + Penalty 1500.486330 = -190218.266437 nChanged 21 SP:Iteration 18Q (1314.390636 sec): 3 clusters Score: Raw -191731.372441 + Penalty 1500.486330 = -190230.886111 nChanged 10 SP:Iteration 19Q (1314.400012 sec): 3 clusters Score: Raw -191738.596586 + Penalty 1500.486330 = -190238.110256 nChanged 9 SP:Iteration 20F (1314.409854 sec): 3 clusters Score: Raw -191745.451855 + Penalty 1500.486330 = -190244.965525 nChanged 4 SP:Iteration 21Q (1314.419294 sec): 3 clusters Score: Raw -191751.945494 + Penalty 1500.486330 = -190251.459164 nChanged 3 SP:Iteration 22Q (1314.428713 sec): 3 clusters Score: Raw -191752.724248 + Penalty 1500.486330 = -190252.237918 nChanged 3 SP:Iteration 23Q (1314.438020 sec): 3 clusters Score: Raw -191753.462779 + Penalty 1500.486330 = -190252.976449 nChanged 1 SP:Iteration 24Q (1314.447469 sec): 3 clusters Score: Raw -191753.542446 + Penalty 1500.486330 = -190253.056116 nChanged 0 SP:Iteration 25F (1314.457292 sec): 3 clusters Score: Raw -191753.542446 + Penalty 1500.486330 = -190253.056116 nChanged 0 Score: Raw -69576886.015580 + Penalty 58324.828655 = -69518561.186925 Splitting cluster 42 changes total score from -69518297.546530 to -69518561.186925 So it's getting split into cluster 45. Iteration 99Q (1340.242252 sec): 46 clusters Score: Raw -69577513.127363 + Penalty 58324.828655 = -69519188.298708 nChanged 3605 Iteration 100F (1358.924624 sec): 46 clusters Score: Raw -69578322.975302 + Penalty 58324.828655 = -69519998.146647 nChanged 2764 Iteration 101Q (1367.755066 sec): 46 clusters Score: Raw -69578836.050800 + Penalty 58324.828655 = -69520511.222145 nChanged 2336 Iteration 102Q (1376.791065 sec): 46 clusters Score: Raw -69579096.786626 + Penalty 58324.828655 = -69520771.957971 nChanged 2110 Iteration 103Q (1385.612511 sec): 46 clusters Score: Raw -69579276.830610 + Penalty 58324.828655 = -69520952.001955 nChanged 1937 Iteration 104Q (1394.445199 sec): 46 clusters Score: Raw -69579420.117793 + Penalty 58324.828655 = -69521095.289139 nChanged 1804 Iteration 105Q (1403.281811 sec): 46 clusters Score: Raw -69579544.096705 + Penalty 58324.828655 = -69521219.268051 nChanged 1672 Iteration 106Q (1412.247218 sec): 46 clusters Score: Raw -69579650.185718 + Penalty 58324.828655 = -69521325.357063 nChanged 1563 Iteration 107Q (1421.060255 sec): 46 clusters Score: Raw -69579747.298752 + Penalty 58324.828655 = -69521422.470097 nChanged 1524 Iteration 108Q (1429.892692 sec): 46 clusters Score: Raw -69579840.465713 + Penalty 58324.828655 = -69521515.637058 nChanged 1461 Iteration 109Q (1438.699819 sec): 46 clusters Score: Raw -69579921.532693 + Penalty 58324.828655 = -69521596.704038 nChanged 1399 Iteration 110Q (1447.538266 sec): 46 clusters Score: Raw -69579995.829548 + Penalty 58324.828655 = -69521671.000893 nChanged 1339 Iteration 111Q (1456.373929 sec): 46 clusters Score: Raw -69580072.301053 + Penalty 58324.828655 = -69521747.472398 nChanged 1334 Iteration 112Q (1465.199775 sec): 46 clusters Score: Raw -69580146.327002 + Penalty 58324.828655 = -69521821.498348 nChanged 1346 Iteration 113Q (1474.008493 sec): 46 clusters Score: Raw -69580220.851820 + Penalty 58324.828655 = -69521896.023166 nChanged 1346 Iteration 114Q (1482.832830 sec): 46 clusters Score: Raw -69580295.498103 + Penalty 58324.828655 = -69521970.669449 nChanged 1377 Iteration 115Q (1491.638647 sec): 46 clusters Score: Raw -69580368.161173 + Penalty 58324.828655 = -69522043.332518 nChanged 1297 Iteration 116Q (1500.532039 sec): 46 clusters Score: Raw -69580433.875002 + Penalty 58324.828655 = -69522109.046347 nChanged 1266 Iteration 117Q (1509.334527 sec): 46 clusters Score: Raw -69580497.235989 + Penalty 58324.828655 = -69522172.407335 nChanged 1179 Iteration 118Q (1518.159093 sec): 46 clusters Score: Raw -69580554.912936 + Penalty 58324.828655 = -69522230.084281 nChanged 1149 Iteration 119Q (1526.967602 sec): 46 clusters Score: Raw -69580611.004530 + Penalty 58324.828655 = -69522286.175876 nChanged 1145 Iteration 120F (1544.037847 sec): 46 clusters Score: Raw -69580706.672896 + Penalty 58324.828655 = -69522381.844242 nChanged 1094 Iteration 121Q (1552.874244 sec): 46 clusters Score: Raw -69580806.326646 + Penalty 58324.828655 = -69522481.497991 nChanged 1066 Iteration 122Q (1561.750246 sec): 46 clusters Score: Raw -69580865.531994 + Penalty 58324.828655 = -69522540.703340 nChanged 1043 Iteration 123Q (1570.583097 sec): 46 clusters Score: Raw -69580915.577044 + Penalty 58324.828655 = -69522590.748390 nChanged 1066 Iteration 124Q (1579.438316 sec): 46 clusters Score: Raw -69580966.857471 + Penalty 58324.828655 = -69522642.028817 nChanged 1076 Iteration 125Q (1588.298339 sec): 46 clusters Score: Raw -69581015.736699 + Penalty 58324.828655 = -69522690.908045 nChanged 1038 Iteration 126Q (1597.177288 sec): 46 clusters Score: Raw -69581064.199963 + Penalty 58324.828655 = -69522739.371309 nChanged 1018 Iteration 127Q (1605.984893 sec): 46 clusters Score: Raw -69581114.194503 + Penalty 58324.828655 = -69522789.365848 nChanged 1081 Iteration 128Q (1614.848775 sec): 46 clusters Score: Raw -69581167.624596 + Penalty 58324.828655 = -69522842.795942 nChanged 1028 Iteration 129Q (1623.667863 sec): 46 clusters Score: Raw -69581216.523357 + Penalty 58324.828655 = -69522891.694702 nChanged 1019 Iteration 130Q (1632.511272 sec): 46 clusters Score: Raw -69581264.059589 + Penalty 58324.828655 = -69522939.230935 nChanged 1052 Iteration 131Q (1641.323561 sec): 46 clusters Score: Raw -69581312.233846 + Penalty 58324.828655 = -69522987.405191 nChanged 1030 Iteration 132Q (1650.153379 sec): 46 clusters Score: Raw -69581359.595022 + Penalty 58324.828655 = -69523034.766367 nChanged 1027 Iteration 133Q (1658.965809 sec): 46 clusters Score: Raw -69581409.408184 + Penalty 58324.828655 = -69523084.579529 nChanged 1108 Iteration 134Q (1667.800002 sec): 46 clusters Score: Raw -69581463.149810 + Penalty 58324.828655 = -69523138.321155 nChanged 1071 Iteration 135Q (1676.609501 sec): 46 clusters Score: Raw -69581515.616871 + Penalty 58324.828655 = -69523190.788216 nChanged 1090 Iteration 136Q (1685.438401 sec): 46 clusters Score: Raw -69581567.709773 + Penalty 58324.828655 = -69523242.881119 nChanged 1091 Iteration 137Q (1694.248327 sec): 46 clusters Score: Raw -69581618.686525 + Penalty 58324.828655 = -69523293.857871 nChanged 1080 Iteration 138Q (1703.133680 sec): 46 clusters Score: Raw -69581668.376377 + Penalty 58324.828655 = -69523343.547722 nChanged 1072 Writing temp clu file Because OldScore, -69523293.857871, is greater than current (better) Score,-69523343.547722 Compute initial score before splitting: Score: Raw -69581668.376377 + Penalty 58324.828655 = -69523343.547722 Trying to split cluster 1 (250998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.498504 sec): 2 clusters Score: Raw -21760942.874313 + Penalty 1181.154024 = -21759761.720289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.792706 sec): 3 clusters Score: Raw -21591941.018851 + Penalty 2362.308047 = -21589578.710804 nChanged 122921 SP:Iteration 1F (1704.081546 sec): 3 clusters Score: Raw -21667730.068766 + Penalty 2362.308047 = -21665367.760718 nChanged 10357 SP:Iteration 2Q (1704.398047 sec): 3 clusters Score: Raw -21671723.719238 + Penalty 2362.308047 = -21669361.411191 nChanged 12155 SP:Iteration 3Q (1704.714529 sec): 3 clusters Score: Raw -21677925.633101 + Penalty 2362.308047 = -21675563.325054 nChanged 14659 SP:Iteration 4F (1705.002886 sec): 3 clusters Score: Raw -21687136.847240 + Penalty 2362.308047 = -21684774.539192 nChanged 16456 SP:Iteration 5F (1705.291504 sec): 3 clusters Score: Raw -21699238.873349 + Penalty 2362.308047 = -21696876.565301 nChanged 17091 SP:Iteration 6F (1705.580597 sec): 3 clusters Score: Raw -21712155.541024 + Penalty 2362.308047 = -21709793.232977 nChanged 15356 SP:Iteration 7F (1705.869143 sec): 3 clusters Score: Raw -21721729.187102 + Penalty 2362.308047 = -21719366.879055 nChanged 11305 SP:Iteration 8Q (1706.177829 sec): 3 clusters Score: Raw -21726524.141669 + Penalty 2362.308047 = -21724161.833622 nChanged 7071 SP:Iteration 9Q (1706.482903 sec): 3 clusters Score: Raw -21728416.988615 + Penalty 2362.308047 = -21726054.680568 nChanged 4407 SP:Iteration 10Q (1706.785653 sec): 3 clusters Score: Raw -21729358.201259 + Penalty 2362.308047 = -21726995.893211 nChanged 3294 SP:Iteration 11Q (1707.089085 sec): 3 clusters Score: Raw -21730054.000032 + Penalty 2362.308047 = -21727691.691984 nChanged 2981 SP:Iteration 12Q (1707.388197 sec): 3 clusters Score: Raw -21730712.828556 + Penalty 2362.308047 = -21728350.520509 nChanged 2964 SP:Iteration 13Q (1707.706934 sec): 3 clusters Score: Raw -21731370.650147 + Penalty 2362.308047 = -21729008.342099 nChanged 3004 SP:Iteration 14Q (1708.006871 sec): 3 clusters Score: Raw -21732044.941875 + Penalty 2362.308047 = -21729682.633827 nChanged 3055 SP:Iteration 15Q (1708.302474 sec): 3 clusters Score: Raw -21732743.231447 + Penalty 2362.308047 = -21730380.923400 nChanged 3181 SP:Iteration 16Q (1708.596713 sec): 3 clusters Score: Raw -21733497.184014 + Penalty 2362.308047 = -21731134.875966 nChanged 3330 SP:Iteration 17Q (1708.890451 sec): 3 clusters Score: Raw -21734316.259835 + Penalty 2362.308047 = -21731953.951787 nChanged 3394 SP:Iteration 18Q (1709.182231 sec): 3 clusters Score: Raw -21735167.845693 + Penalty 2362.308047 = -21732805.537646 nChanged 3528 SP:Iteration 19Q (1709.472673 sec): 3 clusters Score: Raw -21736083.070814 + Penalty 2362.308047 = -21733720.762766 nChanged 3637 SP:Iteration 20F (1709.761886 sec): 3 clusters Score: Raw -21737023.883422 + Penalty 2362.308047 = -21734661.575374 nChanged 3623 SP:Iteration 21Q (1710.049613 sec): 3 clusters Score: Raw -21737990.661236 + Penalty 2362.308047 = -21735628.353189 nChanged 3827 SP:Iteration 22Q (1710.336178 sec): 3 clusters Score: Raw -21739079.274067 + Penalty 2362.308047 = -21736716.966020 nChanged 4060 SP:Iteration 23Q (1710.620605 sec): 3 clusters Score: Raw -21740337.582493 + Penalty 2362.308047 = -21737975.274445 nChanged 4219 SP:Iteration 24Q (1710.902300 sec): 3 clusters Score: Raw -21741741.899053 + Penalty 2362.308047 = -21739379.591005 nChanged 4287 SP:Iteration 25Q (1711.181754 sec): 3 clusters Score: Raw -21743264.796458 + Penalty 2362.308047 = -21740902.488411 nChanged 4304 SP:Iteration 26Q (1711.459081 sec): 3 clusters Score: Raw -21744885.521194 + Penalty 2362.308047 = -21742523.213147 nChanged 4226 SP:Iteration 27Q (1711.733516 sec): 3 clusters Score: Raw -21746551.495408 + Penalty 2362.308047 = -21744189.187360 nChanged 4064 SP:Iteration 28Q (1712.005047 sec): 3 clusters Score: Raw -21748229.948677 + Penalty 2362.308047 = -21745867.640630 nChanged 3979 SP:Iteration 29Q (1712.273805 sec): 3 clusters Score: Raw -21749973.872012 + Penalty 2362.308047 = -21747611.563964 nChanged 3755 SP:Iteration 30Q (1712.539562 sec): 3 clusters Score: Raw -21751717.525779 + Penalty 2362.308047 = -21749355.217732 nChanged 3544 SP:Iteration 31Q (1712.802019 sec): 3 clusters Score: Raw -21753426.198477 + Penalty 2362.308047 = -21751063.890429 nChanged 3183 SP:Iteration 32Q (1713.061781 sec): 3 clusters Score: Raw -21755001.478306 + Penalty 2362.308047 = -21752639.170258 nChanged 2796 SP:Iteration 33Q (1713.317842 sec): 3 clusters Score: Raw -21756455.081277 + Penalty 2362.308047 = -21754092.773230 nChanged 2400 SP:Iteration 34Q (1713.571451 sec): 3 clusters Score: Raw -21757749.945449 + Penalty 2362.308047 = -21755387.637402 nChanged 1974 SP:Iteration 35Q (1713.821146 sec): 3 clusters Score: Raw -21758802.038380 + Penalty 2362.308047 = -21756439.730333 nChanged 1563 SP:Iteration 36Q (1714.065514 sec): 3 clusters Score: Raw -21759633.773700 + Penalty 2362.308047 = -21757271.465652 nChanged 1193 SP:Iteration 37Q (1714.307429 sec): 3 clusters Score: Raw -21760268.780600 + Penalty 2362.308047 = -21757906.472553 nChanged 881 SP:Iteration 38Q (1714.547622 sec): 3 clusters Score: Raw -21760726.542269 + Penalty 2362.308047 = -21758364.234221 nChanged 639 SP:Iteration 39Q (1714.787079 sec): 3 clusters Score: Raw -21761019.974846 + Penalty 2362.308047 = -21758657.666799 nChanged 441 SP:Iteration 40F (1715.072348 sec): 3 clusters Score: Raw -21761197.694495 + Penalty 2362.308047 = -21758835.386448 nChanged 291 SP:Iteration 41Q (1715.310417 sec): 3 clusters Score: Raw -21761292.732613 + Penalty 2362.308047 = -21758930.424566 nChanged 250 SP:Iteration 42Q (1715.547898 sec): 3 clusters Score: Raw -21761369.938466 + Penalty 2362.308047 = -21759007.630419 nChanged 193 SP:Iteration 43Q (1715.784850 sec): 3 clusters Score: Raw -21761429.357324 + Penalty 2362.308047 = -21759067.049277 nChanged 148 SP:Iteration 44Q (1716.021705 sec): 3 clusters Score: Raw -21761469.066663 + Penalty 2362.308047 = -21759106.758615 nChanged 125 SP:Iteration 45Q (1716.258562 sec): 3 clusters Score: Raw -21761501.210986 + Penalty 2362.308047 = -21759138.902939 nChanged 114 SP:Iteration 46Q (1716.495703 sec): 3 clusters Score: Raw -21761525.253723 + Penalty 2362.308047 = -21759162.945675 nChanged 99 SP:Iteration 47Q (1716.734062 sec): 3 clusters Score: Raw -21761546.561977 + Penalty 2362.308047 = -21759184.253929 nChanged 90 SP:Iteration 48Q (1716.971933 sec): 3 clusters Score: Raw -21761566.367364 + Penalty 2362.308047 = -21759204.059317 nChanged 74 SP:Iteration 49Q (1717.219909 sec): 3 clusters Score: Raw -21761581.786473 + Penalty 2362.308047 = -21759219.478426 nChanged 68 SP:Iteration 50Q (1717.456340 sec): 3 clusters Score: Raw -21761595.376774 + Penalty 2362.308047 = -21759233.068726 nChanged 62 SP:Iteration 51Q (1717.692326 sec): 3 clusters Score: Raw -21761608.165819 + Penalty 2362.308047 = -21759245.857772 nChanged 52 SP:Iteration 52Q (1717.928560 sec): 3 clusters Score: Raw -21761617.902531 + Penalty 2362.308047 = -21759255.594484 nChanged 42 SP:Iteration 53Q (1718.164610 sec): 3 clusters Score: Raw -21761624.515391 + Penalty 2362.308047 = -21759262.207344 nChanged 29 SP:Iteration 54Q (1718.400883 sec): 3 clusters Score: Raw -21761628.478368 + Penalty 2362.308047 = -21759266.170320 nChanged 30 SP:Iteration 55Q (1718.637000 sec): 3 clusters Score: Raw -21761634.464163 + Penalty 2362.308047 = -21759272.156115 nChanged 37 SP:Iteration 56Q (1718.873034 sec): 3 clusters Score: Raw -21761640.925231 + Penalty 2362.308047 = -21759278.617183 nChanged 35 SP:Iteration 57Q (1719.108904 sec): 3 clusters Score: Raw -21761646.422982 + Penalty 2362.308047 = -21759284.114935 nChanged 37 SP:Iteration 58Q (1719.344773 sec): 3 clusters Score: Raw -21761652.788464 + Penalty 2362.308047 = -21759290.480417 nChanged 28 SP:Iteration 59Q (1719.580519 sec): 3 clusters Score: Raw -21761657.538360 + Penalty 2362.308047 = -21759295.230313 nChanged 28 SP:Iteration 60F (1719.865505 sec): 3 clusters Score: Raw -21761661.101363 + Penalty 2362.308047 = -21759298.793315 nChanged 25 SP:Iteration 61Q (1720.101490 sec): 3 clusters Score: Raw -21761665.883832 + Penalty 2362.308047 = -21759303.575784 nChanged 18 SP:Iteration 62Q (1720.337986 sec): 3 clusters Score: Raw -21761668.614996 + Penalty 2362.308047 = -21759306.306949 nChanged 16 SP:Iteration 63Q (1720.574883 sec): 3 clusters Score: Raw -21761671.041401 + Penalty 2362.308047 = -21759308.733354 nChanged 16 SP:Iteration 64Q (1720.811553 sec): 3 clusters Score: Raw -21761672.755729 + Penalty 2362.308047 = -21759310.447682 nChanged 17 SP:Iteration 65Q (1721.047442 sec): 3 clusters Score: Raw -21761674.435315 + Penalty 2362.308047 = -21759312.127268 nChanged 13 SP:Iteration 66Q (1721.283896 sec): 3 clusters Score: Raw -21761676.470894 + Penalty 2362.308047 = -21759314.162846 nChanged 15 SP:Iteration 67Q (1721.519888 sec): 3 clusters Score: Raw -21761679.514622 + Penalty 2362.308047 = -21759317.206574 nChanged 20 SP:Iteration 68Q (1721.756080 sec): 3 clusters Score: Raw -21761682.319530 + Penalty 2362.308047 = -21759320.011483 nChanged 17 SP:Iteration 69Q (1721.992155 sec): 3 clusters Score: Raw -21761685.647984 + Penalty 2362.308047 = -21759323.339936 nChanged 16 SP:Iteration 70Q (1722.228552 sec): 3 clusters Score: Raw -21761687.966952 + Penalty 2362.308047 = -21759325.658905 nChanged 16 SP:Iteration 71Q (1722.464744 sec): 3 clusters Score: Raw -21761690.517332 + Penalty 2362.308047 = -21759328.209285 nChanged 13 SP:Iteration 72Q (1722.702096 sec): 3 clusters Score: Raw -21761691.622011 + Penalty 2362.308047 = -21759329.313964 nChanged 10 SP:Iteration 73Q (1722.938235 sec): 3 clusters Score: Raw -21761692.226229 + Penalty 2362.308047 = -21759329.918182 nChanged 4 SP:Iteration 74Q (1723.197537 sec): 3 clusters Score: Raw -21761692.646584 + Penalty 2362.308047 = -21759330.338536 nChanged 6 SP:Iteration 75Q (1723.439211 sec): 3 clusters Score: Raw -21761693.333038 + Penalty 2362.308047 = -21759331.024991 nChanged 4 SP:Iteration 76Q (1723.675749 sec): 3 clusters Score: Raw -21761693.922972 + Penalty 2362.308047 = -21759331.614925 nChanged 7 SP:Iteration 77Q (1723.911545 sec): 3 clusters Score: Raw -21761694.498114 + Penalty 2362.308047 = -21759332.190067 nChanged 4 SP:Iteration 78Q (1724.159119 sec): 3 clusters Score: Raw -21761694.788039 + Penalty 2362.308047 = -21759332.479991 nChanged 2 SP:Iteration 79Q (1724.395700 sec): 3 clusters Score: Raw -21761695.034345 + Penalty 2362.308047 = -21759332.726298 nChanged 2 SP:Iteration 80F (1724.680837 sec): 3 clusters Score: Raw -21761695.272983 + Penalty 2362.308047 = -21759332.964936 nChanged 2 SP:Iteration 81Q (1724.916843 sec): 3 clusters Score: Raw -21761695.472968 + Penalty 2362.308047 = -21759333.164921 nChanged 1 SP:Iteration 82Q (1725.153344 sec): 3 clusters Score: Raw -21761695.507630 + Penalty 2362.308047 = -21759333.199583 nChanged 0 SP:Iteration 83F (1725.438514 sec): 3 clusters Score: Raw -21761695.507630 + Penalty 2362.308047 = -21759333.199583 nChanged 0 Trying to split cluster 2 (5465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.460397 sec): 2 clusters Score: Raw -429712.871506 + Penalty 817.581343 = -428895.290163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.480365 sec): 3 clusters Score: Raw -426626.635655 + Penalty 1635.162686 = -424991.472969 nChanged 2398 SP:Iteration 1F (1725.499704 sec): 3 clusters Score: Raw -427980.753825 + Penalty 1635.162686 = -426345.591139 nChanged 459 SP:Iteration 2F (1725.518877 sec): 3 clusters Score: Raw -428245.311380 + Penalty 1635.162686 = -426610.148694 nChanged 374 SP:Iteration 3F (1725.538178 sec): 3 clusters Score: Raw -428460.143224 + Penalty 1635.162686 = -426824.980538 nChanged 316 SP:Iteration 4F (1725.557586 sec): 3 clusters Score: Raw -428663.741479 + Penalty 1635.162686 = -427028.578793 nChanged 316 SP:Iteration 5F (1725.576873 sec): 3 clusters Score: Raw -428886.472910 + Penalty 1635.162686 = -427251.310224 nChanged 279 SP:Iteration 6F (1725.596058 sec): 3 clusters Score: Raw -429098.056677 + Penalty 1635.162686 = -427462.893990 nChanged 249 SP:Iteration 7Q (1725.615067 sec): 3 clusters Score: Raw -429290.133192 + Penalty 1635.162686 = -427654.970506 nChanged 220 SP:Iteration 8Q (1725.634132 sec): 3 clusters Score: Raw -429444.000651 + Penalty 1635.162686 = -427808.837965 nChanged 191 SP:Iteration 9Q (1725.653422 sec): 3 clusters Score: Raw -429559.264490 + Penalty 1635.162686 = -427924.101804 nChanged 149 SP:Iteration 10Q (1725.700584 sec): 3 clusters Score: Raw -429644.873486 + Penalty 1635.162686 = -428009.710800 nChanged 124 SP:Iteration 11Q (1725.719457 sec): 3 clusters Score: Raw -429698.228037 + Penalty 1635.162686 = -428063.065351 nChanged 107 SP:Iteration 12Q (1725.738808 sec): 3 clusters Score: Raw -429749.577196 + Penalty 1635.162686 = -428114.414510 nChanged 82 SP:Iteration 13Q (1725.757926 sec): 3 clusters Score: Raw -429792.293266 + Penalty 1635.162686 = -428157.130580 nChanged 86 SP:Iteration 14Q (1725.776930 sec): 3 clusters Score: Raw -429829.255153 + Penalty 1635.162686 = -428194.092467 nChanged 74 SP:Iteration 15Q (1725.795456 sec): 3 clusters Score: Raw -429860.618868 + Penalty 1635.162686 = -428225.456182 nChanged 52 SP:Iteration 16Q (1725.814367 sec): 3 clusters Score: Raw -429876.993957 + Penalty 1635.162686 = -428241.831271 nChanged 48 SP:Iteration 17Q (1725.833220 sec): 3 clusters Score: Raw -429891.946248 + Penalty 1635.162686 = -428256.783562 nChanged 42 SP:Iteration 18Q (1725.852243 sec): 3 clusters Score: Raw -429905.766116 + Penalty 1635.162686 = -428270.603430 nChanged 37 SP:Iteration 19Q (1725.871160 sec): 3 clusters Score: Raw -429918.900897 + Penalty 1635.162686 = -428283.738211 nChanged 33 SP:Iteration 20F (1725.890242 sec): 3 clusters Score: Raw -429931.019677 + Penalty 1635.162686 = -428295.856991 nChanged 35 SP:Iteration 21Q (1725.908813 sec): 3 clusters Score: Raw -429942.225103 + Penalty 1635.162686 = -428307.062417 nChanged 29 SP:Iteration 22Q (1725.927480 sec): 3 clusters Score: Raw -429953.133500 + Penalty 1635.162686 = -428317.970814 nChanged 31 SP:Iteration 23Q (1725.946101 sec): 3 clusters Score: Raw -429961.891996 + Penalty 1635.162686 = -428326.729310 nChanged 24 SP:Iteration 24Q (1725.964948 sec): 3 clusters Score: Raw -429968.937667 + Penalty 1635.162686 = -428333.774981 nChanged 17 SP:Iteration 25Q (1725.983810 sec): 3 clusters Score: Raw -429972.809254 + Penalty 1635.162686 = -428337.646568 nChanged 16 SP:Iteration 26Q (1726.002411 sec): 3 clusters Score: Raw -429975.996140 + Penalty 1635.162686 = -428340.833454 nChanged 12 SP:Iteration 27Q (1726.021059 sec): 3 clusters Score: Raw -429979.509755 + Penalty 1635.162686 = -428344.347069 nChanged 13 SP:Iteration 28Q (1726.039515 sec): 3 clusters Score: Raw -429982.412147 + Penalty 1635.162686 = -428347.249460 nChanged 16 SP:Iteration 29Q (1726.058233 sec): 3 clusters Score: Raw -429986.788424 + Penalty 1635.162686 = -428351.625737 nChanged 22 SP:Iteration 30Q (1726.076703 sec): 3 clusters Score: Raw -429995.824402 + Penalty 1635.162686 = -428360.661716 nChanged 24 SP:Iteration 31Q (1726.095194 sec): 3 clusters Score: Raw -430003.951188 + Penalty 1635.162686 = -428368.788502 nChanged 23 SP:Iteration 32Q (1726.113895 sec): 3 clusters Score: Raw -430011.050675 + Penalty 1635.162686 = -428375.887989 nChanged 20 SP:Iteration 33Q (1726.132431 sec): 3 clusters Score: Raw -430016.539438 + Penalty 1635.162686 = -428381.376752 nChanged 20 SP:Iteration 34Q (1726.151066 sec): 3 clusters Score: Raw -430022.659597 + Penalty 1635.162686 = -428387.496911 nChanged 19 SP:Iteration 35Q (1726.169753 sec): 3 clusters Score: Raw -430031.366579 + Penalty 1635.162686 = -428396.203893 nChanged 16 SP:Iteration 36Q (1726.188160 sec): 3 clusters Score: Raw -430039.155979 + Penalty 1635.162686 = -428403.993293 nChanged 18 SP:Iteration 37Q (1726.206551 sec): 3 clusters Score: Raw -430045.699833 + Penalty 1635.162686 = -428410.537146 nChanged 21 SP:Iteration 38Q (1726.225028 sec): 3 clusters Score: Raw -430051.199480 + Penalty 1635.162686 = -428416.036794 nChanged 14 SP:Iteration 39Q (1726.243514 sec): 3 clusters Score: Raw -430053.302516 + Penalty 1635.162686 = -428418.139830 nChanged 5 SP:Iteration 40F (1726.262518 sec): 3 clusters Score: Raw -430054.430768 + Penalty 1635.162686 = -428419.268082 nChanged 9 SP:Iteration 41Q (1726.280782 sec): 3 clusters Score: Raw -430057.123594 + Penalty 1635.162686 = -428421.960908 nChanged 9 SP:Iteration 42Q (1726.299093 sec): 3 clusters Score: Raw -430059.165343 + Penalty 1635.162686 = -428424.002657 nChanged 10 SP:Iteration 43Q (1726.317583 sec): 3 clusters Score: Raw -430061.668900 + Penalty 1635.162686 = -428426.506214 nChanged 8 SP:Iteration 44Q (1726.336016 sec): 3 clusters Score: Raw -430063.023919 + Penalty 1635.162686 = -428427.861233 nChanged 4 SP:Iteration 45Q (1726.354548 sec): 3 clusters Score: Raw -430063.599599 + Penalty 1635.162686 = -428428.436913 nChanged 2 SP:Iteration 46Q (1726.373002 sec): 3 clusters Score: Raw -430063.773833 + Penalty 1635.162686 = -428428.611147 nChanged 0 SP:Iteration 47F (1726.392259 sec): 3 clusters Score: Raw -430063.773833 + Penalty 1635.162686 = -428428.611147 nChanged 0 Trying to split cluster 3 (24303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1726.427756 sec): 2 clusters Score: Raw -2102137.713431 + Penalty 959.343732 = -2101178.369699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1726.469604 sec): 3 clusters Score: Raw -2086908.924532 + Penalty 1918.687465 = -2084990.237067 nChanged 11325 SP:Iteration 1F (1726.508766 sec): 3 clusters Score: Raw -2093309.330037 + Penalty 1918.687465 = -2091390.642573 nChanged 1312 SP:Iteration 2F (1726.549331 sec): 3 clusters Score: Raw -2093883.869005 + Penalty 1918.687465 = -2091965.181540 nChanged 1444 SP:Iteration 3F (1726.588836 sec): 3 clusters Score: Raw -2094667.328766 + Penalty 1918.687465 = -2092748.641301 nChanged 1641 SP:Iteration 4F (1726.628756 sec): 3 clusters Score: Raw -2095757.566010 + Penalty 1918.687465 = -2093838.878545 nChanged 1858 SP:Iteration 5F (1726.668487 sec): 3 clusters Score: Raw -2097170.656013 + Penalty 1918.687465 = -2095251.968548 nChanged 1753 SP:Iteration 6F (1726.708846 sec): 3 clusters Score: Raw -2098630.183290 + Penalty 1918.687465 = -2096711.495825 nChanged 1409 SP:Iteration 7F (1726.748889 sec): 3 clusters Score: Raw -2099908.383478 + Penalty 1918.687465 = -2097989.696013 nChanged 1062 SP:Iteration 8Q (1726.788180 sec): 3 clusters Score: Raw -2100910.671032 + Penalty 1918.687465 = -2098991.983567 nChanged 635 SP:Iteration 9Q (1726.826081 sec): 3 clusters Score: Raw -2101523.914482 + Penalty 1918.687465 = -2099605.227017 nChanged 397 SP:Iteration 10Q (1726.862701 sec): 3 clusters Score: Raw -2101897.772088 + Penalty 1918.687465 = -2099979.084623 nChanged 249 SP:Iteration 11Q (1726.898338 sec): 3 clusters Score: Raw -2102110.795469 + Penalty 1918.687465 = -2100192.108004 nChanged 146 SP:Iteration 12Q (1726.933511 sec): 3 clusters Score: Raw -2102218.035943 + Penalty 1918.687465 = -2100299.348478 nChanged 107 SP:Iteration 13Q (1726.968532 sec): 3 clusters Score: Raw -2102283.685216 + Penalty 1918.687465 = -2100364.997751 nChanged 80 SP:Iteration 14Q (1727.003323 sec): 3 clusters Score: Raw -2102326.441086 + Penalty 1918.687465 = -2100407.753621 nChanged 54 SP:Iteration 15Q (1727.038050 sec): 3 clusters Score: Raw -2102346.360466 + Penalty 1918.687465 = -2100427.673001 nChanged 30 SP:Iteration 16Q (1727.072923 sec): 3 clusters Score: Raw -2102353.364112 + Penalty 1918.687465 = -2100434.676647 nChanged 16 SP:Iteration 17Q (1727.107351 sec): 3 clusters Score: Raw -2102358.165617 + Penalty 1918.687465 = -2100439.478152 nChanged 14 SP:Iteration 18Q (1727.141592 sec): 3 clusters Score: Raw -2102364.091951 + Penalty 1918.687465 = -2100445.404486 nChanged 19 SP:Iteration 19Q (1727.175970 sec): 3 clusters Score: Raw -2102370.714192 + Penalty 1918.687465 = -2100452.026727 nChanged 21 SP:Iteration 20F (1727.215824 sec): 3 clusters Score: Raw -2102375.919527 + Penalty 1918.687465 = -2100457.232062 nChanged 10 SP:Iteration 21Q (1727.250446 sec): 3 clusters Score: Raw -2102378.258521 + Penalty 1918.687465 = -2100459.571056 nChanged 9 SP:Iteration 22Q (1727.284721 sec): 3 clusters Score: Raw -2102380.252393 + Penalty 1918.687465 = -2100461.564928 nChanged 5 SP:Iteration 23Q (1727.318957 sec): 3 clusters Score: Raw -2102381.991237 + Penalty 1918.687465 = -2100463.303772 nChanged 9 SP:Iteration 24Q (1727.353332 sec): 3 clusters Score: Raw -2102384.556277 + Penalty 1918.687465 = -2100465.868813 nChanged 9 SP:Iteration 25Q (1727.387670 sec): 3 clusters Score: Raw -2102387.056182 + Penalty 1918.687465 = -2100468.368718 nChanged 9 SP:Iteration 26Q (1727.422004 sec): 3 clusters Score: Raw -2102390.512239 + Penalty 1918.687465 = -2100471.824775 nChanged 13 SP:Iteration 27Q (1727.456512 sec): 3 clusters Score: Raw -2102393.908779 + Penalty 1918.687465 = -2100475.221314 nChanged 10 SP:Iteration 28Q (1727.490858 sec): 3 clusters Score: Raw -2102398.379572 + Penalty 1918.687465 = -2100479.692107 nChanged 12 SP:Iteration 29Q (1727.525218 sec): 3 clusters Score: Raw -2102400.899107 + Penalty 1918.687465 = -2100482.211643 nChanged 6 SP:Iteration 30Q (1727.559603 sec): 3 clusters Score: Raw -2102402.726011 + Penalty 1918.687465 = -2100484.038546 nChanged 5 SP:Iteration 31Q (1727.593831 sec): 3 clusters Score: Raw -2102403.461041 + Penalty 1918.687465 = -2100484.773576 nChanged 1 SP:Iteration 32Q (1727.627975 sec): 3 clusters Score: Raw -2102403.563750 + Penalty 1918.687465 = -2100484.876285 nChanged 0 SP:Iteration 33F (1727.667110 sec): 3 clusters Score: Raw -2102403.563750 + Penalty 1918.687465 = -2100484.876285 nChanged 0 Trying to split cluster 4 (43368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.718084 sec): 2 clusters Score: Raw -3508348.415360 + Penalty 1014.360326 = -3507334.055034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.787562 sec): 3 clusters Score: Raw -3480229.886190 + Penalty 2028.720653 = -3478201.165537 nChanged 20678 SP:Iteration 1F (1727.850824 sec): 3 clusters Score: Raw -3492175.432157 + Penalty 2028.720653 = -3490146.711504 nChanged 1915 SP:Iteration 2Q (1727.916666 sec): 3 clusters Score: Raw -3492833.432023 + Penalty 2028.720653 = -3490804.711370 nChanged 2189 SP:Iteration 3F (1727.978999 sec): 3 clusters Score: Raw -3493848.996347 + Penalty 2028.720653 = -3491820.275694 nChanged 2812 SP:Iteration 4F (1728.042283 sec): 3 clusters Score: Raw -3495568.052930 + Penalty 2028.720653 = -3493539.332277 nChanged 3519 SP:Iteration 5F (1728.105481 sec): 3 clusters Score: Raw -3498342.558636 + Penalty 2028.720653 = -3496313.837983 nChanged 3893 SP:Iteration 6F (1728.168701 sec): 3 clusters Score: Raw -3501968.882986 + Penalty 2028.720653 = -3499940.162333 nChanged 3261 SP:Iteration 7F (1728.231497 sec): 3 clusters Score: Raw -3505235.873197 + Penalty 2028.720653 = -3503207.152544 nChanged 1996 SP:Iteration 8Q (1728.295431 sec): 3 clusters Score: Raw -3507201.265980 + Penalty 2028.720653 = -3505172.545327 nChanged 883 SP:Iteration 9Q (1728.354886 sec): 3 clusters Score: Raw -3508003.982713 + Penalty 2028.720653 = -3505975.262060 nChanged 327 SP:Iteration 10Q (1728.410208 sec): 3 clusters Score: Raw -3508292.239994 + Penalty 2028.720653 = -3506263.519341 nChanged 101 SP:Iteration 11Q (1728.462640 sec): 3 clusters Score: Raw -3508381.067933 + Penalty 2028.720653 = -3506352.347280 nChanged 37 SP:Iteration 12Q (1728.514441 sec): 3 clusters Score: Raw -3508417.247039 + Penalty 2028.720653 = -3506388.526386 nChanged 16 SP:Iteration 13Q (1728.565543 sec): 3 clusters Score: Raw -3508439.764860 + Penalty 2028.720653 = -3506411.044207 nChanged 11 SP:Iteration 14Q (1728.616848 sec): 3 clusters Score: Raw -3508449.487352 + Penalty 2028.720653 = -3506420.766699 nChanged 9 SP:Iteration 15Q (1728.668081 sec): 3 clusters Score: Raw -3508455.892977 + Penalty 2028.720653 = -3506427.172324 nChanged 4 SP:Iteration 16Q (1728.719036 sec): 3 clusters Score: Raw -3508460.541176 + Penalty 2028.720653 = -3506431.820523 nChanged 3 SP:Iteration 17Q (1728.770233 sec): 3 clusters Score: Raw -3508463.142475 + Penalty 2028.720653 = -3506434.421822 nChanged 1 SP:Iteration 18Q (1728.821311 sec): 3 clusters Score: Raw -3508463.686195 + Penalty 2028.720653 = -3506434.965542 nChanged 0 SP:Iteration 19F (1728.883942 sec): 3 clusters Score: Raw -3508463.686195 + Penalty 2028.720653 = -3506434.965542 nChanged 0 Trying to split cluster 5 (3624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1728.894271 sec): 2 clusters Score: Raw -311241.511095 + Penalty 778.556698 = -310462.954397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1728.908191 sec): 3 clusters Score: Raw -309294.991924 + Penalty 1557.113397 = -307737.878527 nChanged 1483 SP:Iteration 1F (1728.921058 sec): 3 clusters Score: Raw -310124.717480 + Penalty 1557.113397 = -308567.604083 nChanged 319 SP:Iteration 2F (1728.934060 sec): 3 clusters Score: Raw -310359.516152 + Penalty 1557.113397 = -308802.402756 nChanged 280 SP:Iteration 3F (1728.946949 sec): 3 clusters Score: Raw -310568.415693 + Penalty 1557.113397 = -309011.302297 nChanged 248 SP:Iteration 4F (1728.959940 sec): 3 clusters Score: Raw -310780.555005 + Penalty 1557.113397 = -309223.441608 nChanged 212 SP:Iteration 5F (1728.972886 sec): 3 clusters Score: Raw -310974.339828 + Penalty 1557.113397 = -309417.226431 nChanged 205 SP:Iteration 6F (1728.985683 sec): 3 clusters Score: Raw -311163.921825 + Penalty 1557.113397 = -309606.808428 nChanged 177 SP:Iteration 7Q (1728.998649 sec): 3 clusters Score: Raw -311295.734441 + Penalty 1557.113397 = -309738.621044 nChanged 126 SP:Iteration 8Q (1729.011631 sec): 3 clusters Score: Raw -311390.620002 + Penalty 1557.113397 = -309833.506605 nChanged 102 SP:Iteration 9Q (1729.024505 sec): 3 clusters Score: Raw -311468.285436 + Penalty 1557.113397 = -309911.172039 nChanged 101 SP:Iteration 10Q (1729.037337 sec): 3 clusters Score: Raw -311530.898026 + Penalty 1557.113397 = -309973.784629 nChanged 61 SP:Iteration 11Q (1729.050024 sec): 3 clusters Score: Raw -311555.777459 + Penalty 1557.113397 = -309998.664062 nChanged 50 SP:Iteration 12Q (1729.062718 sec): 3 clusters Score: Raw -311571.825563 + Penalty 1557.113397 = -310014.712166 nChanged 43 SP:Iteration 13Q (1729.075501 sec): 3 clusters Score: Raw -311585.319703 + Penalty 1557.113397 = -310028.206306 nChanged 27 SP:Iteration 14Q (1729.088271 sec): 3 clusters Score: Raw -311594.145579 + Penalty 1557.113397 = -310037.032182 nChanged 24 SP:Iteration 15Q (1729.100953 sec): 3 clusters Score: Raw -311600.614482 + Penalty 1557.113397 = -310043.501086 nChanged 19 SP:Iteration 16Q (1729.113655 sec): 3 clusters Score: Raw -311606.234000 + Penalty 1557.113397 = -310049.120603 nChanged 14 SP:Iteration 17Q (1729.126480 sec): 3 clusters Score: Raw -311609.652209 + Penalty 1557.113397 = -310052.538813 nChanged 12 SP:Iteration 18Q (1729.139110 sec): 3 clusters Score: Raw -311612.105216 + Penalty 1557.113397 = -310054.991819 nChanged 5 SP:Iteration 19Q (1729.151835 sec): 3 clusters Score: Raw -311613.372259 + Penalty 1557.113397 = -310056.258862 nChanged 5 SP:Iteration 20F (1729.164729 sec): 3 clusters Score: Raw -311614.677773 + Penalty 1557.113397 = -310057.564376 nChanged 6 SP:Iteration 21Q (1729.177498 sec): 3 clusters Score: Raw -311616.598640 + Penalty 1557.113397 = -310059.485243 nChanged 4 SP:Iteration 22Q (1729.190422 sec): 3 clusters Score: Raw -311617.190676 + Penalty 1557.113397 = -310060.077279 nChanged 2 SP:Iteration 23Q (1729.203078 sec): 3 clusters Score: Raw -311617.413344 + Penalty 1557.113397 = -310060.299948 nChanged 3 SP:Iteration 24Q (1729.215876 sec): 3 clusters Score: Raw -311617.787644 + Penalty 1557.113397 = -310060.674247 nChanged 3 SP:Iteration 25Q (1729.228633 sec): 3 clusters Score: Raw -311618.513877 + Penalty 1557.113397 = -310061.400480 nChanged 2 SP:Iteration 26Q (1729.241358 sec): 3 clusters Score: Raw -311619.106289 + Penalty 1557.113397 = -310061.992893 nChanged 2 SP:Iteration 27Q (1729.254140 sec): 3 clusters Score: Raw -311619.381408 + Penalty 1557.113397 = -310062.268011 nChanged 0 SP:Iteration 28F (1729.267032 sec): 3 clusters Score: Raw -311619.381408 + Penalty 1557.113397 = -310062.268011 nChanged 0 Trying to split cluster 6 (15448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.293468 sec): 2 clusters Score: Raw -1330878.097867 + Penalty 916.297308 = -1329961.800559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.324710 sec): 3 clusters Score: Raw -1321355.318992 + Penalty 1832.594617 = -1319522.724376 nChanged 7114 SP:Iteration 1F (1729.354408 sec): 3 clusters Score: Raw -1325282.965768 + Penalty 1832.594617 = -1323450.371152 nChanged 841 SP:Iteration 2F (1729.384129 sec): 3 clusters Score: Raw -1325660.786672 + Penalty 1832.594617 = -1323828.192055 nChanged 839 SP:Iteration 3F (1729.413981 sec): 3 clusters Score: Raw -1326115.085121 + Penalty 1832.594617 = -1324282.490505 nChanged 917 SP:Iteration 4F (1729.443538 sec): 3 clusters Score: Raw -1326648.091124 + Penalty 1832.594617 = -1324815.496507 nChanged 917 SP:Iteration 5F (1729.473271 sec): 3 clusters Score: Raw -1327198.007482 + Penalty 1832.594617 = -1325365.412865 nChanged 924 SP:Iteration 6F (1729.503188 sec): 3 clusters Score: Raw -1327718.624624 + Penalty 1832.594617 = -1325886.030007 nChanged 889 SP:Iteration 7F (1729.532783 sec): 3 clusters Score: Raw -1328183.990764 + Penalty 1832.594617 = -1326351.396147 nChanged 742 SP:Iteration 8Q (1729.562711 sec): 3 clusters Score: Raw -1328572.095734 + Penalty 1832.594617 = -1326739.501118 nChanged 658 SP:Iteration 9Q (1729.592577 sec): 3 clusters Score: Raw -1328890.910682 + Penalty 1832.594617 = -1327058.316066 nChanged 520 SP:Iteration 10Q (1729.622399 sec): 3 clusters Score: Raw -1329106.054383 + Penalty 1832.594617 = -1327273.459766 nChanged 431 SP:Iteration 11Q (1729.652317 sec): 3 clusters Score: Raw -1329264.911911 + Penalty 1832.594617 = -1327432.317294 nChanged 373 SP:Iteration 12Q (1729.682131 sec): 3 clusters Score: Raw -1329407.482783 + Penalty 1832.594617 = -1327574.888166 nChanged 323 SP:Iteration 13Q (1729.711911 sec): 3 clusters Score: Raw -1329551.532891 + Penalty 1832.594617 = -1327718.938274 nChanged 326 SP:Iteration 14Q (1729.741620 sec): 3 clusters Score: Raw -1329679.612915 + Penalty 1832.594617 = -1327847.018298 nChanged 316 SP:Iteration 15Q (1729.771328 sec): 3 clusters Score: Raw -1329797.280861 + Penalty 1832.594617 = -1327964.686245 nChanged 241 SP:Iteration 16Q (1729.800857 sec): 3 clusters Score: Raw -1329875.938803 + Penalty 1832.594617 = -1328043.344186 nChanged 194 SP:Iteration 17Q (1729.841056 sec): 3 clusters Score: Raw -1329929.394435 + Penalty 1832.594617 = -1328096.799818 nChanged 183 SP:Iteration 18Q (1729.870378 sec): 3 clusters Score: Raw -1329976.066039 + Penalty 1832.594617 = -1328143.471423 nChanged 165 SP:Iteration 19Q (1729.899895 sec): 3 clusters Score: Raw -1330018.098014 + Penalty 1832.594617 = -1328185.503397 nChanged 172 SP:Iteration 20F (1729.929646 sec): 3 clusters Score: Raw -1330057.500220 + Penalty 1832.594617 = -1328224.905603 nChanged 135 SP:Iteration 21Q (1729.958876 sec): 3 clusters Score: Raw -1330088.220321 + Penalty 1832.594617 = -1328255.625704 nChanged 140 SP:Iteration 22Q (1729.988291 sec): 3 clusters Score: Raw -1330118.101390 + Penalty 1832.594617 = -1328285.506773 nChanged 110 SP:Iteration 23Q (1730.017502 sec): 3 clusters Score: Raw -1330142.733113 + Penalty 1832.594617 = -1328310.138496 nChanged 128 SP:Iteration 24Q (1730.046539 sec): 3 clusters Score: Raw -1330179.900162 + Penalty 1832.594617 = -1328347.305546 nChanged 135 SP:Iteration 25Q (1730.075781 sec): 3 clusters Score: Raw -1330230.703808 + Penalty 1832.594617 = -1328398.109192 nChanged 139 SP:Iteration 26Q (1730.104744 sec): 3 clusters Score: Raw -1330273.768899 + Penalty 1832.594617 = -1328441.174283 nChanged 124 SP:Iteration 27Q (1730.133715 sec): 3 clusters Score: Raw -1330309.765413 + Penalty 1832.594617 = -1328477.170796 nChanged 117 SP:Iteration 28Q (1730.162678 sec): 3 clusters Score: Raw -1330349.697745 + Penalty 1832.594617 = -1328517.103128 nChanged 116 SP:Iteration 29Q (1730.191429 sec): 3 clusters Score: Raw -1330388.281228 + Penalty 1832.594617 = -1328555.686611 nChanged 97 SP:Iteration 30Q (1730.220174 sec): 3 clusters Score: Raw -1330422.694205 + Penalty 1832.594617 = -1328590.099588 nChanged 93 SP:Iteration 31Q (1730.248847 sec): 3 clusters Score: Raw -1330456.831650 + Penalty 1832.594617 = -1328624.237034 nChanged 96 SP:Iteration 32Q (1730.277285 sec): 3 clusters Score: Raw -1330489.686434 + Penalty 1832.594617 = -1328657.091817 nChanged 103 SP:Iteration 33Q (1730.305892 sec): 3 clusters Score: Raw -1330520.972131 + Penalty 1832.594617 = -1328688.377514 nChanged 99 SP:Iteration 34Q (1730.334263 sec): 3 clusters Score: Raw -1330549.036108 + Penalty 1832.594617 = -1328716.441492 nChanged 76 SP:Iteration 35Q (1730.362636 sec): 3 clusters Score: Raw -1330570.135567 + Penalty 1832.594617 = -1328737.540950 nChanged 74 SP:Iteration 36Q (1730.391074 sec): 3 clusters Score: Raw -1330589.657321 + Penalty 1832.594617 = -1328757.062704 nChanged 60 SP:Iteration 37Q (1730.419252 sec): 3 clusters Score: Raw -1330598.206040 + Penalty 1832.594617 = -1328765.611423 nChanged 43 SP:Iteration 38Q (1730.447517 sec): 3 clusters Score: Raw -1330603.740538 + Penalty 1832.594617 = -1328771.145922 nChanged 50 SP:Iteration 39Q (1730.475769 sec): 3 clusters Score: Raw -1330610.932504 + Penalty 1832.594617 = -1328778.337888 nChanged 45 SP:Iteration 40F (1730.505379 sec): 3 clusters Score: Raw -1330617.164961 + Penalty 1832.594617 = -1328784.570345 nChanged 36 SP:Iteration 41Q (1730.533782 sec): 3 clusters Score: Raw -1330622.569895 + Penalty 1832.594617 = -1328789.975279 nChanged 37 SP:Iteration 42Q (1730.562042 sec): 3 clusters Score: Raw -1330628.111537 + Penalty 1832.594617 = -1328795.516920 nChanged 35 SP:Iteration 43Q (1730.590278 sec): 3 clusters Score: Raw -1330634.365204 + Penalty 1832.594617 = -1328801.770587 nChanged 39 SP:Iteration 44Q (1730.630741 sec): 3 clusters Score: Raw -1330641.757096 + Penalty 1832.594617 = -1328809.162479 nChanged 47 SP:Iteration 45Q (1730.669030 sec): 3 clusters Score: Raw -1330649.168486 + Penalty 1832.594617 = -1328816.573869 nChanged 43 SP:Iteration 46Q (1730.700026 sec): 3 clusters Score: Raw -1330655.314753 + Penalty 1832.594617 = -1328822.720136 nChanged 31 SP:Iteration 47Q (1730.729848 sec): 3 clusters Score: Raw -1330659.398477 + Penalty 1832.594617 = -1328826.803860 nChanged 24 SP:Iteration 48Q (1730.758036 sec): 3 clusters Score: Raw -1330662.842104 + Penalty 1832.594617 = -1328830.247487 nChanged 25 SP:Iteration 49Q (1730.786071 sec): 3 clusters Score: Raw -1330666.088554 + Penalty 1832.594617 = -1328833.493937 nChanged 22 SP:Iteration 50Q (1730.814305 sec): 3 clusters Score: Raw -1330668.582691 + Penalty 1832.594617 = -1328835.988075 nChanged 22 SP:Iteration 51Q (1730.842294 sec): 3 clusters Score: Raw -1330670.933020 + Penalty 1832.594617 = -1328838.338403 nChanged 15 SP:Iteration 52Q (1730.870502 sec): 3 clusters Score: Raw -1330672.572509 + Penalty 1832.594617 = -1328839.977892 nChanged 9 SP:Iteration 53Q (1730.898440 sec): 3 clusters Score: Raw -1330673.218811 + Penalty 1832.594617 = -1328840.624194 nChanged 5 SP:Iteration 54Q (1730.926398 sec): 3 clusters Score: Raw -1330673.722912 + Penalty 1832.594617 = -1328841.128295 nChanged 6 SP:Iteration 55Q (1730.954487 sec): 3 clusters Score: Raw -1330674.009535 + Penalty 1832.594617 = -1328841.414919 nChanged 4 SP:Iteration 56Q (1730.982516 sec): 3 clusters Score: Raw -1330674.331306 + Penalty 1832.594617 = -1328841.736689 nChanged 1 SP:Iteration 57Q (1731.010483 sec): 3 clusters Score: Raw -1330674.380833 + Penalty 1832.594617 = -1328841.786216 nChanged 0 SP:Iteration 58F (1731.040240 sec): 3 clusters Score: Raw -1330674.380833 + Penalty 1832.594617 = -1328841.786216 nChanged 0 Trying to split cluster 7 (113009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1731.167800 sec): 2 clusters Score: Raw -9862663.679704 + Penalty 1105.346160 = -9861558.333544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1731.318752 sec): 3 clusters Score: Raw -9788074.466747 + Penalty 2210.692321 = -9785863.774426 nChanged 54688 SP:Iteration 1F (1731.467401 sec): 3 clusters Score: Raw -9820466.839805 + Penalty 2210.692321 = -9818256.147485 nChanged 4637 SP:Iteration 2Q (1731.625042 sec): 3 clusters Score: Raw -9822206.155235 + Penalty 2210.692321 = -9819995.462914 nChanged 5564 SP:Iteration 3Q (1731.782759 sec): 3 clusters Score: Raw -9824929.436905 + Penalty 2210.692321 = -9822718.744584 nChanged 6683 SP:Iteration 4F (1731.931265 sec): 3 clusters Score: Raw -9829036.781805 + Penalty 2210.692321 = -9826826.089484 nChanged 7730 SP:Iteration 5F (1732.079493 sec): 3 clusters Score: Raw -9834538.644984 + Penalty 2210.692321 = -9832327.952664 nChanged 8067 SP:Iteration 6F (1732.228152 sec): 3 clusters Score: Raw -9840634.867445 + Penalty 2210.692321 = -9838424.175124 nChanged 7367 SP:Iteration 7F (1732.376684 sec): 3 clusters Score: Raw -9845756.908397 + Penalty 2210.692321 = -9843546.216076 nChanged 5535 SP:Iteration 8Q (1732.531497 sec): 3 clusters Score: Raw -9848597.850471 + Penalty 2210.692321 = -9846387.158151 nChanged 3786 SP:Iteration 9Q (1732.685179 sec): 3 clusters Score: Raw -9849987.029292 + Penalty 2210.692321 = -9847776.336971 nChanged 2491 SP:Iteration 10Q (1732.837333 sec): 3 clusters Score: Raw -9850746.871915 + Penalty 2210.692321 = -9848536.179594 nChanged 1884 SP:Iteration 11Q (1732.988038 sec): 3 clusters Score: Raw -9851323.178502 + Penalty 2210.692321 = -9849112.486181 nChanged 1705 SP:Iteration 12Q (1733.138309 sec): 3 clusters Score: Raw -9851866.406503 + Penalty 2210.692321 = -9849655.714182 nChanged 1755 SP:Iteration 13Q (1733.287906 sec): 3 clusters Score: Raw -9852441.593797 + Penalty 2210.692321 = -9850230.901476 nChanged 1752 SP:Iteration 14Q (1733.436975 sec): 3 clusters Score: Raw -9852997.366185 + Penalty 2210.692321 = -9850786.673864 nChanged 1710 SP:Iteration 15Q (1733.585497 sec): 3 clusters Score: Raw -9853544.466598 + Penalty 2210.692321 = -9851333.774277 nChanged 1703 SP:Iteration 16Q (1733.733194 sec): 3 clusters Score: Raw -9854085.499247 + Penalty 2210.692321 = -9851874.806926 nChanged 1679 SP:Iteration 17Q (1733.880654 sec): 3 clusters Score: Raw -9854632.161638 + Penalty 2210.692321 = -9852421.469318 nChanged 1699 SP:Iteration 18Q (1734.027401 sec): 3 clusters Score: Raw -9855207.053331 + Penalty 2210.692321 = -9852996.361011 nChanged 1787 SP:Iteration 19Q (1734.173213 sec): 3 clusters Score: Raw -9855848.123344 + Penalty 2210.692321 = -9853637.431024 nChanged 1794 SP:Iteration 20F (1734.322112 sec): 3 clusters Score: Raw -9856504.351207 + Penalty 2210.692321 = -9854293.658886 nChanged 1768 SP:Iteration 21Q (1734.467670 sec): 3 clusters Score: Raw -9857164.209451 + Penalty 2210.692321 = -9854953.517130 nChanged 1714 SP:Iteration 22Q (1734.611587 sec): 3 clusters Score: Raw -9857826.450033 + Penalty 2210.692321 = -9855615.757712 nChanged 1655 SP:Iteration 23Q (1734.754978 sec): 3 clusters Score: Raw -9858484.576436 + Penalty 2210.692321 = -9856273.884116 nChanged 1603 SP:Iteration 24Q (1734.896836 sec): 3 clusters Score: Raw -9859145.731981 + Penalty 2210.692321 = -9856935.039660 nChanged 1518 SP:Iteration 25Q (1735.038413 sec): 3 clusters Score: Raw -9859794.243239 + Penalty 2210.692321 = -9857583.550918 nChanged 1447 SP:Iteration 26Q (1735.179004 sec): 3 clusters Score: Raw -9860417.905302 + Penalty 2210.692321 = -9858207.212981 nChanged 1320 SP:Iteration 27Q (1735.319155 sec): 3 clusters Score: Raw -9860987.278829 + Penalty 2210.692321 = -9858776.586508 nChanged 1186 SP:Iteration 28Q (1735.458321 sec): 3 clusters Score: Raw -9861483.610090 + Penalty 2210.692321 = -9859272.917770 nChanged 994 SP:Iteration 29Q (1735.597017 sec): 3 clusters Score: Raw -9861855.890703 + Penalty 2210.692321 = -9859645.198382 nChanged 813 SP:Iteration 30Q (1735.734344 sec): 3 clusters Score: Raw -9862131.347170 + Penalty 2210.692321 = -9859920.654849 nChanged 757 SP:Iteration 31Q (1735.871389 sec): 3 clusters Score: Raw -9862392.634730 + Penalty 2210.692321 = -9860181.942410 nChanged 705 SP:Iteration 32Q (1736.008096 sec): 3 clusters Score: Raw -9862607.413402 + Penalty 2210.692321 = -9860396.721082 nChanged 610 SP:Iteration 33Q (1736.143862 sec): 3 clusters Score: Raw -9862778.545013 + Penalty 2210.692321 = -9860567.852692 nChanged 535 SP:Iteration 34Q (1736.277778 sec): 3 clusters Score: Raw -9862909.713439 + Penalty 2210.692321 = -9860699.021118 nChanged 489 SP:Iteration 35Q (1736.412529 sec): 3 clusters Score: Raw -9863024.459673 + Penalty 2210.692321 = -9860813.767352 nChanged 419 SP:Iteration 36Q (1736.546823 sec): 3 clusters Score: Raw -9863122.072155 + Penalty 2210.692321 = -9860911.379834 nChanged 388 SP:Iteration 37Q (1736.680784 sec): 3 clusters Score: Raw -9863201.903683 + Penalty 2210.692321 = -9860991.211362 nChanged 307 SP:Iteration 38Q (1736.814142 sec): 3 clusters Score: Raw -9863258.381689 + Penalty 2210.692321 = -9861047.689368 nChanged 273 SP:Iteration 39Q (1736.947468 sec): 3 clusters Score: Raw -9863307.014262 + Penalty 2210.692321 = -9861096.321941 nChanged 245 SP:Iteration 40F (1737.095508 sec): 3 clusters Score: Raw -9863348.118826 + Penalty 2210.692321 = -9861137.426505 nChanged 217 SP:Iteration 41Q (1737.228400 sec): 3 clusters Score: Raw -9863382.212396 + Penalty 2210.692321 = -9861171.520076 nChanged 216 SP:Iteration 42Q (1737.361066 sec): 3 clusters Score: Raw -9863414.988295 + Penalty 2210.692321 = -9861204.295975 nChanged 185 SP:Iteration 43Q (1737.493274 sec): 3 clusters Score: Raw -9863439.679191 + Penalty 2210.692321 = -9861228.986870 nChanged 165 SP:Iteration 44Q (1737.625417 sec): 3 clusters Score: Raw -9863462.520141 + Penalty 2210.692321 = -9861251.827821 nChanged 162 SP:Iteration 45Q (1737.757259 sec): 3 clusters Score: Raw -9863483.418158 + Penalty 2210.692321 = -9861272.725838 nChanged 155 SP:Iteration 46Q (1737.911492 sec): 3 clusters Score: Raw -9863504.763383 + Penalty 2210.692321 = -9861294.071063 nChanged 142 SP:Iteration 47Q (1738.043507 sec): 3 clusters Score: Raw -9863521.855751 + Penalty 2210.692321 = -9861311.163430 nChanged 137 SP:Iteration 48Q (1738.175473 sec): 3 clusters Score: Raw -9863538.025763 + Penalty 2210.692321 = -9861327.333442 nChanged 128 SP:Iteration 49Q (1738.307685 sec): 3 clusters Score: Raw -9863553.729665 + Penalty 2210.692321 = -9861343.037344 nChanged 103 SP:Iteration 50Q (1738.439585 sec): 3 clusters Score: Raw -9863564.877918 + Penalty 2210.692321 = -9861354.185597 nChanged 76 SP:Iteration 51Q (1738.570746 sec): 3 clusters Score: Raw -9863572.383604 + Penalty 2210.692321 = -9861361.691283 nChanged 74 SP:Iteration 52Q (1738.701862 sec): 3 clusters Score: Raw -9863578.605925 + Penalty 2210.692321 = -9861367.913604 nChanged 71 SP:Iteration 53Q (1738.833369 sec): 3 clusters Score: Raw -9863584.986568 + Penalty 2210.692321 = -9861374.294247 nChanged 60 SP:Iteration 54Q (1738.964892 sec): 3 clusters Score: Raw -9863589.732934 + Penalty 2210.692321 = -9861379.040614 nChanged 56 SP:Iteration 55Q (1739.095697 sec): 3 clusters Score: Raw -9863593.680251 + Penalty 2210.692321 = -9861382.987931 nChanged 43 SP:Iteration 56Q (1739.226523 sec): 3 clusters Score: Raw -9863596.796672 + Penalty 2210.692321 = -9861386.104351 nChanged 35 SP:Iteration 57Q (1739.357188 sec): 3 clusters Score: Raw -9863599.098055 + Penalty 2210.692321 = -9861388.405734 nChanged 31 SP:Iteration 58Q (1739.487833 sec): 3 clusters Score: Raw -9863601.059807 + Penalty 2210.692321 = -9861390.367486 nChanged 23 SP:Iteration 59Q (1739.618822 sec): 3 clusters Score: Raw -9863602.903574 + Penalty 2210.692321 = -9861392.211254 nChanged 34 SP:Iteration 60F (1739.766800 sec): 3 clusters Score: Raw -9863605.149449 + Penalty 2210.692321 = -9861394.457128 nChanged 32 SP:Iteration 61Q (1739.897453 sec): 3 clusters Score: Raw -9863607.168623 + Penalty 2210.692321 = -9861396.476302 nChanged 30 SP:Iteration 62Q (1740.027871 sec): 3 clusters Score: Raw -9863609.025769 + Penalty 2210.692321 = -9861398.333448 nChanged 25 SP:Iteration 63Q (1740.158788 sec): 3 clusters Score: Raw -9863610.659501 + Penalty 2210.692321 = -9861399.967180 nChanged 23 SP:Iteration 64Q (1740.289573 sec): 3 clusters Score: Raw -9863611.996304 + Penalty 2210.692321 = -9861401.303983 nChanged 15 SP:Iteration 65Q (1740.420369 sec): 3 clusters Score: Raw -9863612.700162 + Penalty 2210.692321 = -9861402.007841 nChanged 14 SP:Iteration 66Q (1740.551128 sec): 3 clusters Score: Raw -9863613.540138 + Penalty 2210.692321 = -9861402.847817 nChanged 14 SP:Iteration 67Q (1740.681905 sec): 3 clusters Score: Raw -9863614.421336 + Penalty 2210.692321 = -9861403.729015 nChanged 8 SP:Iteration 68Q (1740.812132 sec): 3 clusters Score: Raw -9863614.838328 + Penalty 2210.692321 = -9861404.146007 nChanged 10 SP:Iteration 69Q (1740.942506 sec): 3 clusters Score: Raw -9863615.331802 + Penalty 2210.692321 = -9861404.639481 nChanged 11 SP:Iteration 70Q (1741.072962 sec): 3 clusters Score: Raw -9863615.809219 + Penalty 2210.692321 = -9861405.116898 nChanged 17 SP:Iteration 71Q (1741.203462 sec): 3 clusters Score: Raw -9863616.959142 + Penalty 2210.692321 = -9861406.266821 nChanged 13 SP:Iteration 72Q (1741.354261 sec): 3 clusters Score: Raw -9863617.629766 + Penalty 2210.692321 = -9861406.937446 nChanged 8 SP:Iteration 73Q (1741.484928 sec): 3 clusters Score: Raw -9863618.098050 + Penalty 2210.692321 = -9861407.405729 nChanged 16 SP:Iteration 74Q (1741.615172 sec): 3 clusters Score: Raw -9863619.087038 + Penalty 2210.692321 = -9861408.394717 nChanged 17 SP:Iteration 75Q (1741.745323 sec): 3 clusters Score: Raw -9863620.173476 + Penalty 2210.692321 = -9861409.481155 nChanged 13 SP:Iteration 76Q (1741.875690 sec): 3 clusters Score: Raw -9863621.147004 + Penalty 2210.692321 = -9861410.454683 nChanged 11 SP:Iteration 77Q (1742.006390 sec): 3 clusters Score: Raw -9863622.185348 + Penalty 2210.692321 = -9861411.493027 nChanged 19 SP:Iteration 78Q (1742.138009 sec): 3 clusters Score: Raw -9863623.453749 + Penalty 2210.692321 = -9861412.761428 nChanged 20 SP:Iteration 79Q (1742.269360 sec): 3 clusters Score: Raw -9863624.638063 + Penalty 2210.692321 = -9861413.945742 nChanged 15 SP:Iteration 80F (1742.418249 sec): 3 clusters Score: Raw -9863625.632740 + Penalty 2210.692321 = -9861414.940419 nChanged 16 SP:Iteration 81Q (1742.548565 sec): 3 clusters Score: Raw -9863626.904230 + Penalty 2210.692321 = -9861416.211909 nChanged 16 SP:Iteration 82Q (1742.678728 sec): 3 clusters Score: Raw -9863627.941418 + Penalty 2210.692321 = -9861417.249098 nChanged 14 SP:Iteration 83Q (1742.809153 sec): 3 clusters Score: Raw -9863628.655163 + Penalty 2210.692321 = -9861417.962843 nChanged 12 SP:Iteration 84Q (1742.939526 sec): 3 clusters Score: Raw -9863629.200109 + Penalty 2210.692321 = -9861418.507788 nChanged 8 SP:Iteration 85Q (1743.069265 sec): 3 clusters Score: Raw -9863629.596113 + Penalty 2210.692321 = -9861418.903793 nChanged 9 SP:Iteration 86Q (1743.199598 sec): 3 clusters Score: Raw -9863630.027980 + Penalty 2210.692321 = -9861419.335660 nChanged 10 SP:Iteration 87Q (1743.329854 sec): 3 clusters Score: Raw -9863630.621725 + Penalty 2210.692321 = -9861419.929404 nChanged 15 SP:Iteration 88Q (1743.460346 sec): 3 clusters Score: Raw -9863631.614709 + Penalty 2210.692321 = -9861420.922389 nChanged 14 SP:Iteration 89Q (1743.590721 sec): 3 clusters Score: Raw -9863632.714919 + Penalty 2210.692321 = -9861422.022598 nChanged 12 SP:Iteration 90Q (1743.720580 sec): 3 clusters Score: Raw -9863633.478226 + Penalty 2210.692321 = -9861422.785905 nChanged 9 SP:Iteration 91Q (1743.850586 sec): 3 clusters Score: Raw -9863634.132498 + Penalty 2210.692321 = -9861423.440177 nChanged 12 SP:Iteration 92Q (1743.980705 sec): 3 clusters Score: Raw -9863634.855771 + Penalty 2210.692321 = -9861424.163450 nChanged 11 SP:Iteration 93Q (1744.110984 sec): 3 clusters Score: Raw -9863635.425451 + Penalty 2210.692321 = -9861424.733130 nChanged 11 SP:Iteration 94Q (1744.240858 sec): 3 clusters Score: Raw -9863636.023924 + Penalty 2210.692321 = -9861425.331603 nChanged 14 SP:Iteration 95Q (1744.369587 sec): 3 clusters Score: Raw -9863636.710044 + Penalty 2210.692321 = -9861426.017724 nChanged 10 SP:Iteration 96Q (1744.498222 sec): 3 clusters Score: Raw -9863637.380028 + Penalty 2210.692321 = -9861426.687707 nChanged 15 SP:Iteration 97Q (1744.626870 sec): 3 clusters Score: Raw -9863638.310117 + Penalty 2210.692321 = -9861427.617797 nChanged 9 SP:Iteration 98Q (1744.758952 sec): 3 clusters Score: Raw -9863638.696620 + Penalty 2210.692321 = -9861428.004299 nChanged 8 SP:Iteration 99Q (1744.887942 sec): 3 clusters Score: Raw -9863639.052663 + Penalty 2210.692321 = -9861428.360343 nChanged 12 SP:Iteration 100F (1745.034750 sec): 3 clusters Score: Raw -9863639.505335 + Penalty 2210.692321 = -9861428.813014 nChanged 9 SP:Iteration 101Q (1745.163277 sec): 3 clusters Score: Raw -9863639.978895 + Penalty 2210.692321 = -9861429.286574 nChanged 11 SP:Iteration 102Q (1745.291783 sec): 3 clusters Score: Raw -9863640.649928 + Penalty 2210.692321 = -9861429.957607 nChanged 9 SP:Iteration 103Q (1745.420174 sec): 3 clusters Score: Raw -9863641.300238 + Penalty 2210.692321 = -9861430.607917 nChanged 6 SP:Iteration 104Q (1745.548703 sec): 3 clusters Score: Raw -9863641.491291 + Penalty 2210.692321 = -9861430.798971 nChanged 1 SP:Iteration 105Q (1745.684982 sec): 3 clusters Score: Raw -9863641.499967 + Penalty 2210.692321 = -9861430.807646 nChanged 1 SP:Iteration 106Q (1745.813791 sec): 3 clusters Score: Raw -9863641.516769 + Penalty 2210.692321 = -9861430.824448 nChanged 2 SP:Iteration 107Q (1745.942635 sec): 3 clusters Score: Raw -9863641.603432 + Penalty 2210.692321 = -9861430.911111 nChanged 2 SP:Iteration 108Q (1746.071376 sec): 3 clusters Score: Raw -9863641.737793 + Penalty 2210.692321 = -9861431.045473 nChanged 3 SP:Iteration 109Q (1746.200034 sec): 3 clusters Score: Raw -9863641.858144 + Penalty 2210.692321 = -9861431.165824 nChanged 3 SP:Iteration 110Q (1746.328514 sec): 3 clusters Score: Raw -9863641.938998 + Penalty 2210.692321 = -9861431.246678 nChanged 2 SP:Iteration 111Q (1746.456821 sec): 3 clusters Score: Raw -9863642.029356 + Penalty 2210.692321 = -9861431.337036 nChanged 1 SP:Iteration 112Q (1746.585141 sec): 3 clusters Score: Raw -9863642.062627 + Penalty 2210.692321 = -9861431.370306 nChanged 1 SP:Iteration 113Q (1746.749904 sec): 3 clusters Score: Raw -9863642.072630 + Penalty 2210.692321 = -9861431.380309 nChanged 0 SP:Iteration 114F (1746.932703 sec): 3 clusters Score: Raw -9863642.072630 + Penalty 2210.692321 = -9861431.380309 nChanged 0 Trying to split cluster 8 (10672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1746.963122 sec): 2 clusters Score: Raw -915165.149188 + Penalty 881.160983 = -914283.988205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1747.025503 sec): 3 clusters Score: Raw -908683.945024 + Penalty 1762.321966 = -906921.623058 nChanged 4857 SP:Iteration 1F (1747.050991 sec): 3 clusters Score: Raw -911423.589289 + Penalty 1762.321966 = -909661.267324 nChanged 679 SP:Iteration 2F (1747.076327 sec): 3 clusters Score: Raw -911786.644244 + Penalty 1762.321966 = -910024.322278 nChanged 673 SP:Iteration 3F (1747.102023 sec): 3 clusters Score: Raw -912163.737383 + Penalty 1762.321966 = -910401.415417 nChanged 606 SP:Iteration 4F (1747.127637 sec): 3 clusters Score: Raw -912589.067966 + Penalty 1762.321966 = -910826.746000 nChanged 645 SP:Iteration 5F (1747.153077 sec): 3 clusters Score: Raw -913102.133907 + Penalty 1762.321966 = -911339.811942 nChanged 659 SP:Iteration 6F (1747.178573 sec): 3 clusters Score: Raw -913604.724090 + Penalty 1762.321966 = -911842.402124 nChanged 541 SP:Iteration 7F (1747.204088 sec): 3 clusters Score: Raw -913936.054476 + Penalty 1762.321966 = -912173.732511 nChanged 461 SP:Iteration 8Q (1747.229349 sec): 3 clusters Score: Raw -914166.284247 + Penalty 1762.321966 = -912403.962281 nChanged 344 SP:Iteration 9Q (1747.254410 sec): 3 clusters Score: Raw -914308.734597 + Penalty 1762.321966 = -912546.412631 nChanged 249 SP:Iteration 10Q (1747.279338 sec): 3 clusters Score: Raw -914396.290330 + Penalty 1762.321966 = -912633.968364 nChanged 184 SP:Iteration 11Q (1747.304221 sec): 3 clusters Score: Raw -914447.171536 + Penalty 1762.321966 = -912684.849570 nChanged 148 SP:Iteration 12Q (1747.329075 sec): 3 clusters Score: Raw -914484.645263 + Penalty 1762.321966 = -912722.323297 nChanged 132 SP:Iteration 13Q (1747.353990 sec): 3 clusters Score: Raw -914518.411024 + Penalty 1762.321966 = -912756.089058 nChanged 112 SP:Iteration 14Q (1747.378917 sec): 3 clusters Score: Raw -914548.165283 + Penalty 1762.321966 = -912785.843317 nChanged 111 SP:Iteration 15Q (1747.403925 sec): 3 clusters Score: Raw -914574.613465 + Penalty 1762.321966 = -912812.291499 nChanged 97 SP:Iteration 16Q (1747.428888 sec): 3 clusters Score: Raw -914596.360418 + Penalty 1762.321966 = -912834.038452 nChanged 101 SP:Iteration 17Q (1747.453653 sec): 3 clusters Score: Raw -914618.572322 + Penalty 1762.321966 = -912856.250356 nChanged 91 SP:Iteration 18Q (1747.478495 sec): 3 clusters Score: Raw -914638.613492 + Penalty 1762.321966 = -912876.291526 nChanged 102 SP:Iteration 19Q (1747.503132 sec): 3 clusters Score: Raw -914662.562819 + Penalty 1762.321966 = -912900.240854 nChanged 90 SP:Iteration 20F (1747.528778 sec): 3 clusters Score: Raw -914681.651187 + Penalty 1762.321966 = -912919.329221 nChanged 80 SP:Iteration 21Q (1747.553423 sec): 3 clusters Score: Raw -914698.614503 + Penalty 1762.321966 = -912936.292537 nChanged 77 SP:Iteration 22Q (1747.578352 sec): 3 clusters Score: Raw -914714.321162 + Penalty 1762.321966 = -912951.999196 nChanged 57 SP:Iteration 23Q (1747.603303 sec): 3 clusters Score: Raw -914722.237107 + Penalty 1762.321966 = -912959.915141 nChanged 49 SP:Iteration 24Q (1747.628184 sec): 3 clusters Score: Raw -914728.997434 + Penalty 1762.321966 = -912966.675468 nChanged 39 SP:Iteration 25Q (1747.653045 sec): 3 clusters Score: Raw -914733.170839 + Penalty 1762.321966 = -912970.848873 nChanged 30 SP:Iteration 26Q (1747.677861 sec): 3 clusters Score: Raw -914736.758935 + Penalty 1762.321966 = -912974.436969 nChanged 31 SP:Iteration 27Q (1747.702558 sec): 3 clusters Score: Raw -914740.173222 + Penalty 1762.321966 = -912977.851256 nChanged 33 SP:Iteration 28Q (1747.727402 sec): 3 clusters Score: Raw -914744.376813 + Penalty 1762.321966 = -912982.054847 nChanged 28 SP:Iteration 29Q (1747.751989 sec): 3 clusters Score: Raw -914747.193880 + Penalty 1762.321966 = -912984.871914 nChanged 27 SP:Iteration 30Q (1747.776740 sec): 3 clusters Score: Raw -914749.648403 + Penalty 1762.321966 = -912987.326437 nChanged 21 SP:Iteration 31Q (1747.801623 sec): 3 clusters Score: Raw -914751.814256 + Penalty 1762.321966 = -912989.492290 nChanged 24 SP:Iteration 32Q (1747.826568 sec): 3 clusters Score: Raw -914755.281291 + Penalty 1762.321966 = -912992.959325 nChanged 23 SP:Iteration 33Q (1747.851218 sec): 3 clusters Score: Raw -914757.855644 + Penalty 1762.321966 = -912995.533678 nChanged 17 SP:Iteration 34Q (1747.875993 sec): 3 clusters Score: Raw -914759.325045 + Penalty 1762.321966 = -912997.003079 nChanged 18 SP:Iteration 35Q (1747.900720 sec): 3 clusters Score: Raw -914760.941323 + Penalty 1762.321966 = -912998.619357 nChanged 19 SP:Iteration 36Q (1747.925412 sec): 3 clusters Score: Raw -914762.721224 + Penalty 1762.321966 = -913000.399258 nChanged 19 SP:Iteration 37Q (1747.950133 sec): 3 clusters Score: Raw -914764.538130 + Penalty 1762.321966 = -913002.216164 nChanged 17 SP:Iteration 38Q (1747.974641 sec): 3 clusters Score: Raw -914765.905954 + Penalty 1762.321966 = -913003.583988 nChanged 13 SP:Iteration 39Q (1747.999551 sec): 3 clusters Score: Raw -914766.564758 + Penalty 1762.321966 = -913004.242792 nChanged 10 SP:Iteration 40F (1748.025045 sec): 3 clusters Score: Raw -914767.577434 + Penalty 1762.321966 = -913005.255468 nChanged 11 SP:Iteration 41Q (1748.049661 sec): 3 clusters Score: Raw -914768.439698 + Penalty 1762.321966 = -913006.117732 nChanged 10 SP:Iteration 42Q (1748.074264 sec): 3 clusters Score: Raw -914769.131963 + Penalty 1762.321966 = -913006.809997 nChanged 13 SP:Iteration 43Q (1748.099013 sec): 3 clusters Score: Raw -914770.043012 + Penalty 1762.321966 = -913007.721046 nChanged 12 SP:Iteration 44Q (1748.123672 sec): 3 clusters Score: Raw -914770.915058 + Penalty 1762.321966 = -913008.593092 nChanged 8 SP:Iteration 45Q (1748.148284 sec): 3 clusters Score: Raw -914771.513975 + Penalty 1762.321966 = -913009.192010 nChanged 8 SP:Iteration 46Q (1748.173108 sec): 3 clusters Score: Raw -914772.339263 + Penalty 1762.321966 = -913010.017297 nChanged 15 SP:Iteration 47Q (1748.197801 sec): 3 clusters Score: Raw -914773.996756 + Penalty 1762.321966 = -913011.674790 nChanged 21 SP:Iteration 48Q (1748.222406 sec): 3 clusters Score: Raw -914776.306991 + Penalty 1762.321966 = -913013.985025 nChanged 17 SP:Iteration 49Q (1748.247201 sec): 3 clusters Score: Raw -914777.932954 + Penalty 1762.321966 = -913015.610988 nChanged 19 SP:Iteration 50Q (1748.271983 sec): 3 clusters Score: Raw -914780.246647 + Penalty 1762.321966 = -913017.924681 nChanged 26 SP:Iteration 51Q (1748.296655 sec): 3 clusters Score: Raw -914782.719895 + Penalty 1762.321966 = -913020.397929 nChanged 20 SP:Iteration 52Q (1748.321323 sec): 3 clusters Score: Raw -914785.408057 + Penalty 1762.321966 = -913023.086091 nChanged 30 SP:Iteration 53Q (1748.346090 sec): 3 clusters Score: Raw -914788.445826 + Penalty 1762.321966 = -913026.123860 nChanged 31 SP:Iteration 54Q (1748.371006 sec): 3 clusters Score: Raw -914792.016310 + Penalty 1762.321966 = -913029.694344 nChanged 28 SP:Iteration 55Q (1748.395761 sec): 3 clusters Score: Raw -914795.084112 + Penalty 1762.321966 = -913032.762146 nChanged 28 SP:Iteration 56Q (1748.420567 sec): 3 clusters Score: Raw -914797.723898 + Penalty 1762.321966 = -913035.401932 nChanged 28 SP:Iteration 57Q (1748.445111 sec): 3 clusters Score: Raw -914800.074023 + Penalty 1762.321966 = -913037.752057 nChanged 20 SP:Iteration 58Q (1748.469843 sec): 3 clusters Score: Raw -914801.787835 + Penalty 1762.321966 = -913039.465869 nChanged 28 SP:Iteration 59Q (1748.494563 sec): 3 clusters Score: Raw -914804.313793 + Penalty 1762.321966 = -913041.991827 nChanged 25 SP:Iteration 60F (1748.520028 sec): 3 clusters Score: Raw -914807.092703 + Penalty 1762.321966 = -913044.770737 nChanged 29 SP:Iteration 61Q (1748.544683 sec): 3 clusters Score: Raw -914810.821421 + Penalty 1762.321966 = -913048.499456 nChanged 36 SP:Iteration 62Q (1748.569311 sec): 3 clusters Score: Raw -914815.953962 + Penalty 1762.321966 = -913053.631996 nChanged 46 SP:Iteration 63Q (1748.594056 sec): 3 clusters Score: Raw -914823.058874 + Penalty 1762.321966 = -913060.736908 nChanged 50 SP:Iteration 64Q (1748.618612 sec): 3 clusters Score: Raw -914829.846511 + Penalty 1762.321966 = -913067.524545 nChanged 37 SP:Iteration 65Q (1748.643189 sec): 3 clusters Score: Raw -914834.808202 + Penalty 1762.321966 = -913072.486236 nChanged 31 SP:Iteration 66Q (1748.667790 sec): 3 clusters Score: Raw -914838.985638 + Penalty 1762.321966 = -913076.663672 nChanged 40 SP:Iteration 67Q (1748.692295 sec): 3 clusters Score: Raw -914843.954908 + Penalty 1762.321966 = -913081.632942 nChanged 36 SP:Iteration 68Q (1748.716915 sec): 3 clusters Score: Raw -914848.937183 + Penalty 1762.321966 = -913086.615217 nChanged 42 SP:Iteration 69Q (1748.741575 sec): 3 clusters Score: Raw -914854.946701 + Penalty 1762.321966 = -913092.624735 nChanged 47 SP:Iteration 70Q (1748.766212 sec): 3 clusters Score: Raw -914862.966497 + Penalty 1762.321966 = -913100.644531 nChanged 51 SP:Iteration 71Q (1748.790772 sec): 3 clusters Score: Raw -914871.422618 + Penalty 1762.321966 = -913109.100652 nChanged 63 SP:Iteration 72Q (1748.815462 sec): 3 clusters Score: Raw -914882.315204 + Penalty 1762.321966 = -913119.993238 nChanged 67 SP:Iteration 73Q (1748.839999 sec): 3 clusters Score: Raw -914894.614047 + Penalty 1762.321966 = -913132.292081 nChanged 53 SP:Iteration 74Q (1748.864417 sec): 3 clusters Score: Raw -914901.364321 + Penalty 1762.321966 = -913139.042355 nChanged 39 SP:Iteration 75Q (1748.888851 sec): 3 clusters Score: Raw -914906.747372 + Penalty 1762.321966 = -913144.425406 nChanged 47 SP:Iteration 76Q (1748.913381 sec): 3 clusters Score: Raw -914912.969014 + Penalty 1762.321966 = -913150.647048 nChanged 29 SP:Iteration 77Q (1748.937776 sec): 3 clusters Score: Raw -914914.993295 + Penalty 1762.321966 = -913152.671329 nChanged 22 SP:Iteration 78Q (1748.962259 sec): 3 clusters Score: Raw -914916.965629 + Penalty 1762.321966 = -913154.643663 nChanged 17 SP:Iteration 79Q (1748.986809 sec): 3 clusters Score: Raw -914918.349709 + Penalty 1762.321966 = -913156.027743 nChanged 17 SP:Iteration 80F (1749.012318 sec): 3 clusters Score: Raw -914919.999459 + Penalty 1762.321966 = -913157.677493 nChanged 19 SP:Iteration 81Q (1749.057244 sec): 3 clusters Score: Raw -914922.117550 + Penalty 1762.321966 = -913159.795584 nChanged 19 SP:Iteration 82Q (1749.081668 sec): 3 clusters Score: Raw -914924.023551 + Penalty 1762.321966 = -913161.701585 nChanged 17 SP:Iteration 83Q (1749.113005 sec): 3 clusters Score: Raw -914925.496317 + Penalty 1762.321966 = -913163.174351 nChanged 13 SP:Iteration 84Q (1749.137373 sec): 3 clusters Score: Raw -914926.506723 + Penalty 1762.321966 = -913164.184757 nChanged 9 SP:Iteration 85Q (1749.161185 sec): 3 clusters Score: Raw -914927.138287 + Penalty 1762.321966 = -913164.816321 nChanged 3 SP:Iteration 86Q (1749.185747 sec): 3 clusters Score: Raw -914927.454230 + Penalty 1762.321966 = -913165.132264 nChanged 6 SP:Iteration 87Q (1749.210462 sec): 3 clusters Score: Raw -914927.879218 + Penalty 1762.321966 = -913165.557252 nChanged 5 SP:Iteration 88Q (1749.235302 sec): 3 clusters Score: Raw -914928.202145 + Penalty 1762.321966 = -913165.880179 nChanged 2 SP:Iteration 89Q (1749.260855 sec): 3 clusters Score: Raw -914928.412976 + Penalty 1762.321966 = -913166.091010 nChanged 6 SP:Iteration 90Q (1749.285519 sec): 3 clusters Score: Raw -914928.966353 + Penalty 1762.321966 = -913166.644387 nChanged 8 SP:Iteration 91Q (1749.310006 sec): 3 clusters Score: Raw -914929.407933 + Penalty 1762.321966 = -913167.085967 nChanged 7 SP:Iteration 92Q (1749.334602 sec): 3 clusters Score: Raw -914929.996563 + Penalty 1762.321966 = -913167.674597 nChanged 9 SP:Iteration 93Q (1749.358872 sec): 3 clusters Score: Raw -914930.536968 + Penalty 1762.321966 = -913168.215002 nChanged 7 SP:Iteration 94Q (1749.383342 sec): 3 clusters Score: Raw -914931.339544 + Penalty 1762.321966 = -913169.017578 nChanged 12 SP:Iteration 95Q (1749.407729 sec): 3 clusters Score: Raw -914932.452591 + Penalty 1762.321966 = -913170.130626 nChanged 15 SP:Iteration 96Q (1749.432151 sec): 3 clusters Score: Raw -914933.800777 + Penalty 1762.321966 = -913171.478811 nChanged 27 SP:Iteration 97Q (1749.456685 sec): 3 clusters Score: Raw -914936.973955 + Penalty 1762.321966 = -913174.651989 nChanged 22 SP:Iteration 98Q (1749.481194 sec): 3 clusters Score: Raw -914939.939592 + Penalty 1762.321966 = -913177.617626 nChanged 22 SP:Iteration 99Q (1749.505672 sec): 3 clusters Score: Raw -914942.900493 + Penalty 1762.321966 = -913180.578527 nChanged 17 SP:Iteration 100F (1749.531237 sec): 3 clusters Score: Raw -914944.788842 + Penalty 1762.321966 = -913182.466876 nChanged 7 SP:Iteration 101Q (1749.555541 sec): 3 clusters Score: Raw -914945.326640 + Penalty 1762.321966 = -913183.004674 nChanged 9 SP:Iteration 102Q (1749.579965 sec): 3 clusters Score: Raw -914945.983570 + Penalty 1762.321966 = -913183.661604 nChanged 4 SP:Iteration 103Q (1749.604431 sec): 3 clusters Score: Raw -914946.266583 + Penalty 1762.321966 = -913183.944617 nChanged 6 SP:Iteration 104Q (1749.628756 sec): 3 clusters Score: Raw -914946.727944 + Penalty 1762.321966 = -913184.405978 nChanged 5 SP:Iteration 105Q (1749.653357 sec): 3 clusters Score: Raw -914947.117139 + Penalty 1762.321966 = -913184.795173 nChanged 6 SP:Iteration 106Q (1749.677624 sec): 3 clusters Score: Raw -914947.602488 + Penalty 1762.321966 = -913185.280522 nChanged 7 SP:Iteration 107Q (1749.702139 sec): 3 clusters Score: Raw -914948.197107 + Penalty 1762.321966 = -913185.875141 nChanged 5 SP:Iteration 108Q (1749.726740 sec): 3 clusters Score: Raw -914948.597722 + Penalty 1762.321966 = -913186.275756 nChanged 3 SP:Iteration 109Q (1749.751231 sec): 3 clusters Score: Raw -914948.709697 + Penalty 1762.321966 = -913186.387731 nChanged 1 SP:Iteration 110Q (1749.775521 sec): 3 clusters Score: Raw -914948.748451 + Penalty 1762.321966 = -913186.426485 nChanged 1 SP:Iteration 111Q (1749.800039 sec): 3 clusters Score: Raw -914948.834499 + Penalty 1762.321966 = -913186.512533 nChanged 4 SP:Iteration 112Q (1749.824550 sec): 3 clusters Score: Raw -914949.074490 + Penalty 1762.321966 = -913186.752524 nChanged 2 SP:Iteration 113Q (1749.849014 sec): 3 clusters Score: Raw -914949.186590 + Penalty 1762.321966 = -913186.864624 nChanged 2 SP:Iteration 114Q (1749.873406 sec): 3 clusters Score: Raw -914949.268916 + Penalty 1762.321966 = -913186.946950 nChanged 2 SP:Iteration 115Q (1749.897945 sec): 3 clusters Score: Raw -914949.325804 + Penalty 1762.321966 = -913187.003838 nChanged 3 SP:Iteration 116Q (1749.922355 sec): 3 clusters Score: Raw -914949.421838 + Penalty 1762.321966 = -913187.099873 nChanged 2 SP:Iteration 117Q (1749.946818 sec): 3 clusters Score: Raw -914949.506179 + Penalty 1762.321966 = -913187.184213 nChanged 6 SP:Iteration 118Q (1749.971277 sec): 3 clusters Score: Raw -914949.935482 + Penalty 1762.321966 = -913187.613516 nChanged 2 SP:Iteration 119Q (1749.995856 sec): 3 clusters Score: Raw -914950.062812 + Penalty 1762.321966 = -913187.740846 nChanged 2 SP:Iteration 120F (1750.021503 sec): 3 clusters Score: Raw -914950.180391 + Penalty 1762.321966 = -913187.858426 nChanged 2 SP:Iteration 121Q (1750.046006 sec): 3 clusters Score: Raw -914950.228021 + Penalty 1762.321966 = -913187.906055 nChanged 2 SP:Iteration 122Q (1750.070500 sec): 3 clusters Score: Raw -914950.344080 + Penalty 1762.321966 = -913188.022114 nChanged 5 SP:Iteration 123Q (1750.094988 sec): 3 clusters Score: Raw -914950.621240 + Penalty 1762.321966 = -913188.299274 nChanged 3 SP:Iteration 124Q (1750.119476 sec): 3 clusters Score: Raw -914950.751455 + Penalty 1762.321966 = -913188.429489 nChanged 2 SP:Iteration 125Q (1750.144009 sec): 3 clusters Score: Raw -914951.060189 + Penalty 1762.321966 = -913188.738223 nChanged 5 SP:Iteration 126Q (1750.168495 sec): 3 clusters Score: Raw -914951.440223 + Penalty 1762.321966 = -913189.118257 nChanged 6 SP:Iteration 127Q (1750.192814 sec): 3 clusters Score: Raw -914951.838998 + Penalty 1762.321966 = -913189.517032 nChanged 3 SP:Iteration 128Q (1750.217189 sec): 3 clusters Score: Raw -914951.999869 + Penalty 1762.321966 = -913189.677903 nChanged 1 SP:Iteration 129Q (1750.241503 sec): 3 clusters Score: Raw -914952.035887 + Penalty 1762.321966 = -913189.713921 nChanged 1 SP:Iteration 130Q (1750.265976 sec): 3 clusters Score: Raw -914952.108413 + Penalty 1762.321966 = -913189.786447 nChanged 1 SP:Iteration 131Q (1750.290357 sec): 3 clusters Score: Raw -914952.129128 + Penalty 1762.321966 = -913189.807162 nChanged 2 SP:Iteration 132Q (1750.314784 sec): 3 clusters Score: Raw -914952.259218 + Penalty 1762.321966 = -913189.937252 nChanged 5 SP:Iteration 133Q (1750.339079 sec): 3 clusters Score: Raw -914952.604727 + Penalty 1762.321966 = -913190.282761 nChanged 3 SP:Iteration 134Q (1750.363531 sec): 3 clusters Score: Raw -914952.685426 + Penalty 1762.321966 = -913190.363461 nChanged 1 SP:Iteration 135Q (1750.388004 sec): 3 clusters Score: Raw -914952.720548 + Penalty 1762.321966 = -913190.398582 nChanged 1 SP:Iteration 136Q (1750.412495 sec): 3 clusters Score: Raw -914952.757414 + Penalty 1762.321966 = -913190.435448 nChanged 0 SP:Iteration 137F (1750.437849 sec): 3 clusters Score: Raw -914952.757414 + Penalty 1762.321966 = -913190.435448 nChanged 0 Trying to split cluster 9 (3721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1750.454207 sec): 2 clusters Score: Raw -310591.734920 + Penalty 781.066034 = -309810.668886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1750.468917 sec): 3 clusters Score: Raw -308600.654504 + Penalty 1562.132068 = -307038.522435 nChanged 1539 SP:Iteration 1F (1750.482292 sec): 3 clusters Score: Raw -309484.879148 + Penalty 1562.132068 = -307922.747080 nChanged 291 SP:Iteration 2F (1750.495990 sec): 3 clusters Score: Raw -309671.301092 + Penalty 1562.132068 = -308109.169023 nChanged 268 SP:Iteration 3F (1750.509314 sec): 3 clusters Score: Raw -309854.898194 + Penalty 1562.132068 = -308292.766125 nChanged 217 SP:Iteration 4F (1750.522613 sec): 3 clusters Score: Raw -310014.317106 + Penalty 1562.132068 = -308452.185038 nChanged 216 SP:Iteration 5F (1750.536025 sec): 3 clusters Score: Raw -310171.518276 + Penalty 1562.132068 = -308609.386207 nChanged 187 SP:Iteration 6F (1750.549349 sec): 3 clusters Score: Raw -310299.755476 + Penalty 1562.132068 = -308737.623408 nChanged 130 SP:Iteration 7Q (1750.562692 sec): 3 clusters Score: Raw -310401.426553 + Penalty 1562.132068 = -308839.294485 nChanged 97 SP:Iteration 8Q (1750.575891 sec): 3 clusters Score: Raw -310474.136432 + Penalty 1562.132068 = -308912.004364 nChanged 74 SP:Iteration 9Q (1750.589110 sec): 3 clusters Score: Raw -310529.046005 + Penalty 1562.132068 = -308966.913937 nChanged 57 SP:Iteration 10Q (1750.602301 sec): 3 clusters Score: Raw -310568.773462 + Penalty 1562.132068 = -309006.641393 nChanged 37 SP:Iteration 11Q (1750.615342 sec): 3 clusters Score: Raw -310601.490811 + Penalty 1562.132068 = -309039.358742 nChanged 37 SP:Iteration 12Q (1750.628432 sec): 3 clusters Score: Raw -310633.270082 + Penalty 1562.132068 = -309071.138013 nChanged 22 SP:Iteration 13Q (1750.641417 sec): 3 clusters Score: Raw -310650.584832 + Penalty 1562.132068 = -309088.452763 nChanged 22 SP:Iteration 14Q (1750.654388 sec): 3 clusters Score: Raw -310672.313066 + Penalty 1562.132068 = -309110.180998 nChanged 20 SP:Iteration 15Q (1750.667316 sec): 3 clusters Score: Raw -310696.111666 + Penalty 1562.132068 = -309133.979597 nChanged 18 SP:Iteration 16Q (1750.680112 sec): 3 clusters Score: Raw -310718.375436 + Penalty 1562.132068 = -309156.243368 nChanged 10 SP:Iteration 17Q (1750.692888 sec): 3 clusters Score: Raw -310728.194982 + Penalty 1562.132068 = -309166.062913 nChanged 6 SP:Iteration 18Q (1750.705399 sec): 3 clusters Score: Raw -310731.787016 + Penalty 1562.132068 = -309169.654947 nChanged 7 SP:Iteration 19Q (1750.717956 sec): 3 clusters Score: Raw -310738.102657 + Penalty 1562.132068 = -309175.970588 nChanged 5 SP:Iteration 20F (1750.731090 sec): 3 clusters Score: Raw -310742.197715 + Penalty 1562.132068 = -309180.065646 nChanged 8 SP:Iteration 21Q (1750.743706 sec): 3 clusters Score: Raw -310747.105262 + Penalty 1562.132068 = -309184.973194 nChanged 4 SP:Iteration 22Q (1750.756367 sec): 3 clusters Score: Raw -310749.722732 + Penalty 1562.132068 = -309187.590664 nChanged 4 SP:Iteration 23Q (1750.768957 sec): 3 clusters Score: Raw -310751.813863 + Penalty 1562.132068 = -309189.681795 nChanged 3 SP:Iteration 24Q (1750.781495 sec): 3 clusters Score: Raw -310753.039538 + Penalty 1562.132068 = -309190.907470 nChanged 2 SP:Iteration 25Q (1750.794183 sec): 3 clusters Score: Raw -310753.740075 + Penalty 1562.132068 = -309191.608007 nChanged 1 SP:Iteration 26Q (1750.806658 sec): 3 clusters Score: Raw -310754.280415 + Penalty 1562.132068 = -309192.148346 nChanged 0 SP:Iteration 27F (1750.819880 sec): 3 clusters Score: Raw -310754.280415 + Penalty 1562.132068 = -309192.148346 nChanged 0 Trying to split cluster 10 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1750.835505 sec): 2 clusters Score: Raw -192318.843566 + Penalty 735.528192 = -191583.315374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1750.844897 sec): 3 clusters Score: Raw -191228.324691 + Penalty 1471.056384 = -189757.268307 nChanged 862 SP:Iteration 1F (1750.853493 sec): 3 clusters Score: Raw -191743.589465 + Penalty 1471.056384 = -190272.533081 nChanged 173 SP:Iteration 2F (1750.862234 sec): 3 clusters Score: Raw -191849.699675 + Penalty 1471.056384 = -190378.643291 nChanged 129 SP:Iteration 3F (1750.870893 sec): 3 clusters Score: Raw -191927.775022 + Penalty 1471.056384 = -190456.718638 nChanged 96 SP:Iteration 4Q (1750.879465 sec): 3 clusters Score: Raw -191989.082471 + Penalty 1471.056384 = -190518.026086 nChanged 95 SP:Iteration 5Q (1750.888031 sec): 3 clusters Score: Raw -192049.820101 + Penalty 1471.056384 = -190578.763717 nChanged 73 SP:Iteration 6Q (1750.896642 sec): 3 clusters Score: Raw -192114.221952 + Penalty 1471.056384 = -190643.165568 nChanged 85 SP:Iteration 7Q (1750.905324 sec): 3 clusters Score: Raw -192188.655640 + Penalty 1471.056384 = -190717.599256 nChanged 84 SP:Iteration 8Q (1750.913948 sec): 3 clusters Score: Raw -192253.789838 + Penalty 1471.056384 = -190782.733454 nChanged 71 SP:Iteration 9Q (1750.922537 sec): 3 clusters Score: Raw -192312.580683 + Penalty 1471.056384 = -190841.524299 nChanged 56 SP:Iteration 10Q (1750.931140 sec): 3 clusters Score: Raw -192369.924351 + Penalty 1471.056384 = -190898.867967 nChanged 54 SP:Iteration 11Q (1750.939657 sec): 3 clusters Score: Raw -192415.631760 + Penalty 1471.056384 = -190944.575376 nChanged 38 SP:Iteration 12Q (1750.948041 sec): 3 clusters Score: Raw -192439.628793 + Penalty 1471.056384 = -190968.572409 nChanged 26 SP:Iteration 13Q (1750.956502 sec): 3 clusters Score: Raw -192460.359178 + Penalty 1471.056384 = -190989.302794 nChanged 25 SP:Iteration 14Q (1750.964832 sec): 3 clusters Score: Raw -192477.816197 + Penalty 1471.056384 = -191006.759813 nChanged 20 SP:Iteration 15Q (1750.973277 sec): 3 clusters Score: Raw -192488.130373 + Penalty 1471.056384 = -191017.073989 nChanged 20 SP:Iteration 16Q (1750.981654 sec): 3 clusters Score: Raw -192498.456845 + Penalty 1471.056384 = -191027.400461 nChanged 18 SP:Iteration 17Q (1750.990004 sec): 3 clusters Score: Raw -192504.475314 + Penalty 1471.056384 = -191033.418930 nChanged 11 SP:Iteration 18Q (1750.998324 sec): 3 clusters Score: Raw -192508.897767 + Penalty 1471.056384 = -191037.841383 nChanged 5 SP:Iteration 19Q (1751.006650 sec): 3 clusters Score: Raw -192510.163629 + Penalty 1471.056384 = -191039.107245 nChanged 5 SP:Iteration 20F (1751.015164 sec): 3 clusters Score: Raw -192511.484213 + Penalty 1471.056384 = -191040.427829 nChanged 0 Trying to split cluster 11 (2554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1751.030982 sec): 2 clusters Score: Raw -232932.424975 + Penalty 745.314523 = -232187.110451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1751.041199 sec): 3 clusters Score: Raw -231591.871226 + Penalty 1490.629047 = -230101.242179 nChanged 1009 SP:Iteration 1F (1751.050605 sec): 3 clusters Score: Raw -232203.144953 + Penalty 1490.629047 = -230712.515906 nChanged 225 SP:Iteration 2F (1751.060002 sec): 3 clusters Score: Raw -232357.686510 + Penalty 1490.629047 = -230867.057463 nChanged 165 SP:Iteration 3F (1751.069358 sec): 3 clusters Score: Raw -232481.573341 + Penalty 1490.629047 = -230990.944294 nChanged 143 SP:Iteration 4F (1751.078780 sec): 3 clusters Score: Raw -232585.647077 + Penalty 1490.629047 = -231095.018030 nChanged 120 SP:Iteration 5Q (1751.088235 sec): 3 clusters Score: Raw -232670.421074 + Penalty 1490.629047 = -231179.792027 nChanged 109 SP:Iteration 6Q (1751.097681 sec): 3 clusters Score: Raw -232756.877740 + Penalty 1490.629047 = -231266.248693 nChanged 101 SP:Iteration 7Q (1751.106977 sec): 3 clusters Score: Raw -232886.775567 + Penalty 1490.629047 = -231396.146520 nChanged 117 SP:Iteration 8Q (1751.116255 sec): 3 clusters Score: Raw -233005.160155 + Penalty 1490.629047 = -231514.531108 nChanged 82 SP:Iteration 9Q (1751.125561 sec): 3 clusters Score: Raw -233058.211734 + Penalty 1490.629047 = -231567.582687 nChanged 55 SP:Iteration 10Q (1751.134778 sec): 3 clusters Score: Raw -233088.217049 + Penalty 1490.629047 = -231597.588003 nChanged 38 SP:Iteration 11Q (1751.143913 sec): 3 clusters Score: Raw -233113.617469 + Penalty 1490.629047 = -231622.988422 nChanged 39 SP:Iteration 12Q (1751.153117 sec): 3 clusters Score: Raw -233133.142132 + Penalty 1490.629047 = -231642.513085 nChanged 36 SP:Iteration 13Q (1751.162267 sec): 3 clusters Score: Raw -233147.831556 + Penalty 1490.629047 = -231657.202509 nChanged 30 SP:Iteration 14Q (1751.171481 sec): 3 clusters Score: Raw -233159.954213 + Penalty 1490.629047 = -231669.325167 nChanged 23 SP:Iteration 15Q (1751.180656 sec): 3 clusters Score: Raw -233167.938716 + Penalty 1490.629047 = -231677.309669 nChanged 20 SP:Iteration 16Q (1751.189847 sec): 3 clusters Score: Raw -233174.956265 + Penalty 1490.629047 = -231684.327218 nChanged 17 SP:Iteration 17Q (1751.198998 sec): 3 clusters Score: Raw -233181.706280 + Penalty 1490.629047 = -231691.077233 nChanged 19 SP:Iteration 18Q (1751.208059 sec): 3 clusters Score: Raw -233189.257651 + Penalty 1490.629047 = -231698.628604 nChanged 17 SP:Iteration 19Q (1751.217119 sec): 3 clusters Score: Raw -233197.021948 + Penalty 1490.629047 = -231706.392901 nChanged 14 SP:Iteration 20F (1751.226422 sec): 3 clusters Score: Raw -233200.630140 + Penalty 1490.629047 = -231710.001093 nChanged 8 SP:Iteration 21Q (1751.235591 sec): 3 clusters Score: Raw -233203.426418 + Penalty 1490.629047 = -231712.797371 nChanged 10 SP:Iteration 22Q (1751.244650 sec): 3 clusters Score: Raw -233205.810165 + Penalty 1490.629047 = -231715.181118 nChanged 6 SP:Iteration 23Q (1751.253819 sec): 3 clusters Score: Raw -233207.459600 + Penalty 1490.629047 = -231716.830553 nChanged 2 SP:Iteration 24Q (1751.262988 sec): 3 clusters Score: Raw -233207.805192 + Penalty 1490.629047 = -231717.176145 nChanged 3 SP:Iteration 25Q (1751.272125 sec): 3 clusters Score: Raw -233208.309856 + Penalty 1490.629047 = -231717.680809 nChanged 6 SP:Iteration 26Q (1751.281190 sec): 3 clusters Score: Raw -233209.773471 + Penalty 1490.629047 = -231719.144424 nChanged 7 SP:Iteration 27Q (1751.290268 sec): 3 clusters Score: Raw -233212.126604 + Penalty 1490.629047 = -231721.497557 nChanged 5 SP:Iteration 28Q (1751.299295 sec): 3 clusters Score: Raw -233213.574430 + Penalty 1490.629047 = -231722.945383 nChanged 5 SP:Iteration 29Q (1751.308337 sec): 3 clusters Score: Raw -233215.058454 + Penalty 1490.629047 = -231724.429407 nChanged 3 SP:Iteration 30Q (1751.317510 sec): 3 clusters Score: Raw -233215.982271 + Penalty 1490.629047 = -231725.353224 nChanged 3 SP:Iteration 31Q (1751.326566 sec): 3 clusters Score: Raw -233216.532400 + Penalty 1490.629047 = -231725.903353 nChanged 2 SP:Iteration 32Q (1751.335613 sec): 3 clusters Score: Raw -233217.149832 + Penalty 1490.629047 = -231726.520785 nChanged 2 SP:Iteration 33Q (1751.344671 sec): 3 clusters Score: Raw -233217.447276 + Penalty 1490.629047 = -231726.818229 nChanged 3 SP:Iteration 34Q (1751.353849 sec): 3 clusters Score: Raw -233218.386290 + Penalty 1490.629047 = -231727.757243 nChanged 2 SP:Iteration 35Q (1751.362907 sec): 3 clusters Score: Raw -233218.729793 + Penalty 1490.629047 = -231728.100746 nChanged 0 SP:Iteration 36F (1751.372242 sec): 3 clusters Score: Raw -233218.729793 + Penalty 1490.629047 = -231728.100746 nChanged 0 Trying to split cluster 12 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1751.388756 sec): 2 clusters Score: Raw -274248.842951 + Penalty 769.688170 = -273479.154781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1751.401633 sec): 3 clusters Score: Raw -272515.536159 + Penalty 1539.376339 = -270976.159820 nChanged 1366 SP:Iteration 1F (1751.413465 sec): 3 clusters Score: Raw -273283.201960 + Penalty 1539.376339 = -271743.825621 nChanged 265 SP:Iteration 2F (1751.425195 sec): 3 clusters Score: Raw -273408.085953 + Penalty 1539.376339 = -271868.709614 nChanged 161 SP:Iteration 3Q (1751.437097 sec): 3 clusters Score: Raw -273496.117173 + Penalty 1539.376339 = -271956.740834 nChanged 146 SP:Iteration 4Q (1751.449041 sec): 3 clusters Score: Raw -273569.511524 + Penalty 1539.376339 = -272030.135185 nChanged 138 SP:Iteration 5Q (1751.460852 sec): 3 clusters Score: Raw -273639.866020 + Penalty 1539.376339 = -272100.489681 nChanged 138 SP:Iteration 6Q (1751.472632 sec): 3 clusters Score: Raw -273721.677009 + Penalty 1539.376339 = -272182.300670 nChanged 136 SP:Iteration 7Q (1751.484387 sec): 3 clusters Score: Raw -273818.494589 + Penalty 1539.376339 = -272279.118250 nChanged 147 SP:Iteration 8Q (1751.496124 sec): 3 clusters Score: Raw -273938.938794 + Penalty 1539.376339 = -272399.562455 nChanged 164 SP:Iteration 9Q (1751.507848 sec): 3 clusters Score: Raw -274062.082696 + Penalty 1539.376339 = -272522.706357 nChanged 134 SP:Iteration 10Q (1751.519576 sec): 3 clusters Score: Raw -274171.843754 + Penalty 1539.376339 = -272632.467415 nChanged 134 SP:Iteration 11Q (1751.531280 sec): 3 clusters Score: Raw -274276.961426 + Penalty 1539.376339 = -272737.585087 nChanged 107 SP:Iteration 12Q (1751.543014 sec): 3 clusters Score: Raw -274375.517365 + Penalty 1539.376339 = -272836.141026 nChanged 104 SP:Iteration 13Q (1751.554684 sec): 3 clusters Score: Raw -274449.140342 + Penalty 1539.376339 = -272909.764003 nChanged 73 SP:Iteration 14Q (1751.566359 sec): 3 clusters Score: Raw -274495.545984 + Penalty 1539.376339 = -272956.169644 nChanged 48 SP:Iteration 15Q (1751.578091 sec): 3 clusters Score: Raw -274524.084223 + Penalty 1539.376339 = -272984.707884 nChanged 29 SP:Iteration 16Q (1751.589643 sec): 3 clusters Score: Raw -274540.129368 + Penalty 1539.376339 = -273000.753029 nChanged 23 SP:Iteration 17Q (1751.601322 sec): 3 clusters Score: Raw -274557.006686 + Penalty 1539.376339 = -273017.630346 nChanged 28 SP:Iteration 18Q (1751.612871 sec): 3 clusters Score: Raw -274573.956522 + Penalty 1539.376339 = -273034.580183 nChanged 20 SP:Iteration 19Q (1751.624519 sec): 3 clusters Score: Raw -274584.140665 + Penalty 1539.376339 = -273044.764326 nChanged 20 SP:Iteration 20F (1751.636250 sec): 3 clusters Score: Raw -274594.632731 + Penalty 1539.376339 = -273055.256392 nChanged 15 SP:Iteration 21Q (1751.647752 sec): 3 clusters Score: Raw -274601.026108 + Penalty 1539.376339 = -273061.649768 nChanged 8 SP:Iteration 22Q (1751.659398 sec): 3 clusters Score: Raw -274604.442086 + Penalty 1539.376339 = -273065.065747 nChanged 6 SP:Iteration 23Q (1751.670993 sec): 3 clusters Score: Raw -274606.264024 + Penalty 1539.376339 = -273066.887685 nChanged 5 SP:Iteration 24Q (1751.682563 sec): 3 clusters Score: Raw -274607.839877 + Penalty 1539.376339 = -273068.463538 nChanged 2 SP:Iteration 25Q (1751.694022 sec): 3 clusters Score: Raw -274608.233337 + Penalty 1539.376339 = -273068.856998 nChanged 2 SP:Iteration 26Q (1751.705512 sec): 3 clusters Score: Raw -274608.477472 + Penalty 1539.376339 = -273069.101132 nChanged 2 SP:Iteration 27Q (1751.717089 sec): 3 clusters Score: Raw -274608.820712 + Penalty 1539.376339 = -273069.444373 nChanged 0 SP:Iteration 28F (1751.728773 sec): 3 clusters Score: Raw -274608.820712 + Penalty 1539.376339 = -273069.444373 nChanged 0 Trying to split cluster 13 (4953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1751.747106 sec): 2 clusters Score: Raw -381293.165336 + Penalty 808.236130 = -380484.929206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1751.766629 sec): 3 clusters Score: Raw -378506.005320 + Penalty 1616.472259 = -376889.533061 nChanged 2154 SP:Iteration 1F (1751.784746 sec): 3 clusters Score: Raw -379803.639519 + Penalty 1616.472259 = -378187.167260 nChanged 387 SP:Iteration 2F (1751.802680 sec): 3 clusters Score: Raw -380047.712888 + Penalty 1616.472259 = -378431.240628 nChanged 337 SP:Iteration 3F (1751.820672 sec): 3 clusters Score: Raw -380263.006179 + Penalty 1616.472259 = -378646.533920 nChanged 308 SP:Iteration 4F (1751.838705 sec): 3 clusters Score: Raw -380474.326618 + Penalty 1616.472259 = -378857.854359 nChanged 301 SP:Iteration 5F (1751.856686 sec): 3 clusters Score: Raw -380675.768054 + Penalty 1616.472259 = -379059.295795 nChanged 279 SP:Iteration 6F (1751.874866 sec): 3 clusters Score: Raw -380852.560310 + Penalty 1616.472259 = -379236.088051 nChanged 229 SP:Iteration 7Q (1751.893007 sec): 3 clusters Score: Raw -380997.975536 + Penalty 1616.472259 = -379381.503276 nChanged 179 SP:Iteration 8Q (1751.910776 sec): 3 clusters Score: Raw -381090.525337 + Penalty 1616.472259 = -379474.053078 nChanged 125 SP:Iteration 9Q (1751.928813 sec): 3 clusters Score: Raw -381147.361012 + Penalty 1616.472259 = -379530.888753 nChanged 101 SP:Iteration 10Q (1751.946522 sec): 3 clusters Score: Raw -381200.331133 + Penalty 1616.472259 = -379583.858873 nChanged 99 SP:Iteration 11Q (1751.964254 sec): 3 clusters Score: Raw -381249.256530 + Penalty 1616.472259 = -379632.784271 nChanged 86 SP:Iteration 12Q (1751.982139 sec): 3 clusters Score: Raw -381281.818582 + Penalty 1616.472259 = -379665.346323 nChanged 52 SP:Iteration 13Q (1751.999937 sec): 3 clusters Score: Raw -381299.703437 + Penalty 1616.472259 = -379683.231178 nChanged 51 SP:Iteration 14Q (1752.017759 sec): 3 clusters Score: Raw -381313.419021 + Penalty 1616.472259 = -379696.946761 nChanged 44 SP:Iteration 15Q (1752.035452 sec): 3 clusters Score: Raw -381327.242737 + Penalty 1616.472259 = -379710.770477 nChanged 39 SP:Iteration 16Q (1752.053008 sec): 3 clusters Score: Raw -381337.159005 + Penalty 1616.472259 = -379720.686746 nChanged 37 SP:Iteration 17Q (1752.070454 sec): 3 clusters Score: Raw -381347.746410 + Penalty 1616.472259 = -379731.274151 nChanged 35 SP:Iteration 18Q (1752.087946 sec): 3 clusters Score: Raw -381359.954501 + Penalty 1616.472259 = -379743.482242 nChanged 40 SP:Iteration 19Q (1752.105404 sec): 3 clusters Score: Raw -381372.474766 + Penalty 1616.472259 = -379756.002507 nChanged 46 SP:Iteration 20F (1752.123274 sec): 3 clusters Score: Raw -381389.383570 + Penalty 1616.472259 = -379772.911311 nChanged 45 SP:Iteration 21Q (1752.140671 sec): 3 clusters Score: Raw -381404.909589 + Penalty 1616.472259 = -379788.437330 nChanged 32 SP:Iteration 22Q (1752.158274 sec): 3 clusters Score: Raw -381419.199356 + Penalty 1616.472259 = -379802.727096 nChanged 40 SP:Iteration 23Q (1752.175842 sec): 3 clusters Score: Raw -381436.427508 + Penalty 1616.472259 = -379819.955249 nChanged 34 SP:Iteration 24Q (1752.193193 sec): 3 clusters Score: Raw -381453.552484 + Penalty 1616.472259 = -379837.080225 nChanged 33 SP:Iteration 25Q (1752.210571 sec): 3 clusters Score: Raw -381468.952648 + Penalty 1616.472259 = -379852.480389 nChanged 36 SP:Iteration 26Q (1752.228127 sec): 3 clusters Score: Raw -381481.617190 + Penalty 1616.472259 = -379865.144931 nChanged 27 SP:Iteration 27Q (1752.245377 sec): 3 clusters Score: Raw -381490.306748 + Penalty 1616.472259 = -379873.834489 nChanged 22 SP:Iteration 28Q (1752.262647 sec): 3 clusters Score: Raw -381496.788552 + Penalty 1616.472259 = -379880.316293 nChanged 19 SP:Iteration 29Q (1752.280142 sec): 3 clusters Score: Raw -381502.653745 + Penalty 1616.472259 = -379886.181486 nChanged 16 SP:Iteration 30Q (1752.297609 sec): 3 clusters Score: Raw -381506.972189 + Penalty 1616.472259 = -379890.499930 nChanged 14 SP:Iteration 31Q (1752.314866 sec): 3 clusters Score: Raw -381511.201207 + Penalty 1616.472259 = -379894.728948 nChanged 16 SP:Iteration 32Q (1752.332226 sec): 3 clusters Score: Raw -381516.842442 + Penalty 1616.472259 = -379900.370183 nChanged 19 SP:Iteration 33Q (1752.349433 sec): 3 clusters Score: Raw -381523.451061 + Penalty 1616.472259 = -379906.978802 nChanged 20 SP:Iteration 34Q (1752.366738 sec): 3 clusters Score: Raw -381531.354404 + Penalty 1616.472259 = -379914.882145 nChanged 19 SP:Iteration 35Q (1752.383904 sec): 3 clusters Score: Raw -381536.346434 + Penalty 1616.472259 = -379919.874175 nChanged 20 SP:Iteration 36Q (1752.401122 sec): 3 clusters Score: Raw -381543.007576 + Penalty 1616.472259 = -379926.535317 nChanged 18 SP:Iteration 37Q (1752.418341 sec): 3 clusters Score: Raw -381551.203192 + Penalty 1616.472259 = -379934.730933 nChanged 18 SP:Iteration 38Q (1752.435546 sec): 3 clusters Score: Raw -381558.314900 + Penalty 1616.472259 = -379941.842641 nChanged 18 SP:Iteration 39Q (1752.452712 sec): 3 clusters Score: Raw -381565.033329 + Penalty 1616.472259 = -379948.561070 nChanged 14 SP:Iteration 40F (1752.470728 sec): 3 clusters Score: Raw -381569.222878 + Penalty 1616.472259 = -379952.750619 nChanged 9 SP:Iteration 41Q (1752.488120 sec): 3 clusters Score: Raw -381571.618743 + Penalty 1616.472259 = -379955.146484 nChanged 10 SP:Iteration 42Q (1752.505467 sec): 3 clusters Score: Raw -381574.568514 + Penalty 1616.472259 = -379958.096255 nChanged 8 SP:Iteration 43Q (1752.522866 sec): 3 clusters Score: Raw -381576.119026 + Penalty 1616.472259 = -379959.646767 nChanged 7 SP:Iteration 44Q (1752.540117 sec): 3 clusters Score: Raw -381577.781977 + Penalty 1616.472259 = -379961.309718 nChanged 6 SP:Iteration 45Q (1752.557444 sec): 3 clusters Score: Raw -381579.487613 + Penalty 1616.472259 = -379963.015354 nChanged 4 SP:Iteration 46Q (1752.574553 sec): 3 clusters Score: Raw -381580.776706 + Penalty 1616.472259 = -379964.304446 nChanged 2 SP:Iteration 47Q (1752.591862 sec): 3 clusters Score: Raw -381581.607882 + Penalty 1616.472259 = -379965.135622 nChanged 5 SP:Iteration 48Q (1752.609105 sec): 3 clusters Score: Raw -381583.023658 + Penalty 1616.472259 = -379966.551399 nChanged 5 SP:Iteration 49Q (1752.626365 sec): 3 clusters Score: Raw -381585.453488 + Penalty 1616.472259 = -379968.981228 nChanged 6 SP:Iteration 50Q (1752.643508 sec): 3 clusters Score: Raw -381587.027533 + Penalty 1616.472259 = -379970.555274 nChanged 5 SP:Iteration 51Q (1752.660736 sec): 3 clusters Score: Raw -381588.984410 + Penalty 1616.472259 = -379972.512151 nChanged 5 SP:Iteration 52Q (1752.678054 sec): 3 clusters Score: Raw -381590.353618 + Penalty 1616.472259 = -379973.881359 nChanged 3 SP:Iteration 53Q (1752.695232 sec): 3 clusters Score: Raw -381590.984727 + Penalty 1616.472259 = -379974.512468 nChanged 3 SP:Iteration 54Q (1752.712364 sec): 3 clusters Score: Raw -381591.543386 + Penalty 1616.472259 = -379975.071127 nChanged 4 SP:Iteration 55Q (1752.729541 sec): 3 clusters Score: Raw -381592.348172 + Penalty 1616.472259 = -379975.875913 nChanged 4 SP:Iteration 56Q (1752.746753 sec): 3 clusters Score: Raw -381593.377575 + Penalty 1616.472259 = -379976.905316 nChanged 3 SP:Iteration 57Q (1752.763800 sec): 3 clusters Score: Raw -381594.792325 + Penalty 1616.472259 = -379978.320066 nChanged 5 SP:Iteration 58Q (1752.780963 sec): 3 clusters Score: Raw -381596.189074 + Penalty 1616.472259 = -379979.716815 nChanged 6 SP:Iteration 59Q (1752.797892 sec): 3 clusters Score: Raw -381598.910811 + Penalty 1616.472259 = -379982.438552 nChanged 5 SP:Iteration 60F (1752.815654 sec): 3 clusters Score: Raw -381600.844405 + Penalty 1616.472259 = -379984.372145 nChanged 4 SP:Iteration 61Q (1752.832720 sec): 3 clusters Score: Raw -381602.004473 + Penalty 1616.472259 = -379985.532214 nChanged 3 SP:Iteration 62Q (1752.849791 sec): 3 clusters Score: Raw -381603.316595 + Penalty 1616.472259 = -379986.844336 nChanged 6 SP:Iteration 63Q (1752.866812 sec): 3 clusters Score: Raw -381605.612562 + Penalty 1616.472259 = -379989.140303 nChanged 6 SP:Iteration 64Q (1752.884088 sec): 3 clusters Score: Raw -381607.590061 + Penalty 1616.472259 = -379991.117801 nChanged 6 SP:Iteration 65Q (1752.901229 sec): 3 clusters Score: Raw -381609.581941 + Penalty 1616.472259 = -379993.109682 nChanged 3 SP:Iteration 66Q (1752.918395 sec): 3 clusters Score: Raw -381610.167353 + Penalty 1616.472259 = -379993.695094 nChanged 2 SP:Iteration 67Q (1752.935409 sec): 3 clusters Score: Raw -381610.920270 + Penalty 1616.472259 = -379994.448011 nChanged 4 SP:Iteration 68Q (1752.952427 sec): 3 clusters Score: Raw -381612.018170 + Penalty 1616.472259 = -379995.545911 nChanged 5 SP:Iteration 69Q (1752.969521 sec): 3 clusters Score: Raw -381614.584852 + Penalty 1616.472259 = -379998.112593 nChanged 6 SP:Iteration 70Q (1752.986695 sec): 3 clusters Score: Raw -381616.599462 + Penalty 1616.472259 = -380000.127203 nChanged 6 SP:Iteration 71Q (1753.003923 sec): 3 clusters Score: Raw -381619.335631 + Penalty 1616.472259 = -380002.863371 nChanged 8 SP:Iteration 72Q (1753.021199 sec): 3 clusters Score: Raw -381623.846395 + Penalty 1616.472259 = -380007.374136 nChanged 10 SP:Iteration 73Q (1753.038322 sec): 3 clusters Score: Raw -381626.864461 + Penalty 1616.472259 = -380010.392202 nChanged 6 SP:Iteration 74Q (1753.055616 sec): 3 clusters Score: Raw -381628.468842 + Penalty 1616.472259 = -380011.996583 nChanged 6 SP:Iteration 75Q (1753.072797 sec): 3 clusters Score: Raw -381630.551575 + Penalty 1616.472259 = -380014.079316 nChanged 5 SP:Iteration 76Q (1753.089838 sec): 3 clusters Score: Raw -381631.587023 + Penalty 1616.472259 = -380015.114764 nChanged 5 SP:Iteration 77Q (1753.106930 sec): 3 clusters Score: Raw -381632.752338 + Penalty 1616.472259 = -380016.280079 nChanged 4 SP:Iteration 78Q (1753.124074 sec): 3 clusters Score: Raw -381634.346329 + Penalty 1616.472259 = -380017.874070 nChanged 10 SP:Iteration 79Q (1753.141323 sec): 3 clusters Score: Raw -381637.212179 + Penalty 1616.472259 = -380020.739920 nChanged 5 SP:Iteration 80F (1753.159196 sec): 3 clusters Score: Raw -381638.508836 + Penalty 1616.472259 = -380022.036577 nChanged 5 SP:Iteration 81Q (1753.176138 sec): 3 clusters Score: Raw -381639.785218 + Penalty 1616.472259 = -380023.312959 nChanged 2 SP:Iteration 82Q (1753.193333 sec): 3 clusters Score: Raw -381639.936552 + Penalty 1616.472259 = -380023.464293 nChanged 1 SP:Iteration 83Q (1753.210592 sec): 3 clusters Score: Raw -381640.058927 + Penalty 1616.472259 = -380023.586668 nChanged 0 SP:Iteration 84F (1753.228675 sec): 3 clusters Score: Raw -381640.058927 + Penalty 1616.472259 = -380023.586668 nChanged 0 Trying to split cluster 14 (43354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1753.283179 sec): 2 clusters Score: Raw -3649653.653225 + Penalty 1014.329654 = -3648639.323571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1753.349181 sec): 3 clusters Score: Raw -3621686.427370 + Penalty 2028.659308 = -3619657.768063 nChanged 20592 SP:Iteration 1F (1753.409087 sec): 3 clusters Score: Raw -3633352.345072 + Penalty 2028.659308 = -3631323.685764 nChanged 1760 SP:Iteration 2Q (1753.471827 sec): 3 clusters Score: Raw -3633856.418038 + Penalty 2028.659308 = -3631827.758731 nChanged 1828 SP:Iteration 3Q (1753.534088 sec): 3 clusters Score: Raw -3634488.231492 + Penalty 2028.659308 = -3632459.572185 nChanged 2025 SP:Iteration 4Q (1753.596311 sec): 3 clusters Score: Raw -3635341.518993 + Penalty 2028.659308 = -3633312.859685 nChanged 2279 SP:Iteration 5F (1753.655895 sec): 3 clusters Score: Raw -3636445.533706 + Penalty 2028.659308 = -3634416.874398 nChanged 2444 SP:Iteration 6F (1753.715741 sec): 3 clusters Score: Raw -3637828.422303 + Penalty 2028.659308 = -3635799.762996 nChanged 2592 SP:Iteration 7F (1753.775517 sec): 3 clusters Score: Raw -3639482.358591 + Penalty 2028.659308 = -3637453.699284 nChanged 2466 SP:Iteration 8F (1753.835355 sec): 3 clusters Score: Raw -3641216.326238 + Penalty 2028.659308 = -3639187.666930 nChanged 2300 SP:Iteration 9F (1753.895283 sec): 3 clusters Score: Raw -3642663.606047 + Penalty 2028.659308 = -3640634.946739 nChanged 1733 SP:Iteration 10Q (1753.956798 sec): 3 clusters Score: Raw -3643435.958245 + Penalty 2028.659308 = -3641407.298938 nChanged 1151 SP:Iteration 11Q (1754.016986 sec): 3 clusters Score: Raw -3643824.834560 + Penalty 2028.659308 = -3641796.175252 nChanged 859 SP:Iteration 12Q (1754.076679 sec): 3 clusters Score: Raw -3644108.900634 + Penalty 2028.659308 = -3642080.241326 nChanged 764 SP:Iteration 13Q (1754.136408 sec): 3 clusters Score: Raw -3644383.318315 + Penalty 2028.659308 = -3642354.659008 nChanged 802 SP:Iteration 14Q (1754.195284 sec): 3 clusters Score: Raw -3644688.519734 + Penalty 2028.659308 = -3642659.860427 nChanged 824 SP:Iteration 15Q (1754.253883 sec): 3 clusters Score: Raw -3645010.890615 + Penalty 2028.659308 = -3642982.231307 nChanged 839 SP:Iteration 16Q (1754.312354 sec): 3 clusters Score: Raw -3645335.701726 + Penalty 2028.659308 = -3643307.042418 nChanged 846 SP:Iteration 17Q (1754.370723 sec): 3 clusters Score: Raw -3645676.063581 + Penalty 2028.659308 = -3643647.404274 nChanged 879 SP:Iteration 18Q (1754.428178 sec): 3 clusters Score: Raw -3646031.112728 + Penalty 2028.659308 = -3644002.453421 nChanged 830 SP:Iteration 19Q (1754.485518 sec): 3 clusters Score: Raw -3646372.772027 + Penalty 2028.659308 = -3644344.112720 nChanged 819 SP:Iteration 20F (1754.544947 sec): 3 clusters Score: Raw -3646725.493419 + Penalty 2028.659308 = -3644696.834112 nChanged 802 SP:Iteration 21Q (1754.601939 sec): 3 clusters Score: Raw -3647082.198971 + Penalty 2028.659308 = -3645053.539663 nChanged 749 SP:Iteration 22Q (1754.658138 sec): 3 clusters Score: Raw -3647415.748071 + Penalty 2028.659308 = -3645387.088764 nChanged 658 SP:Iteration 23Q (1754.713678 sec): 3 clusters Score: Raw -3647696.635813 + Penalty 2028.659308 = -3645667.976505 nChanged 612 SP:Iteration 24Q (1754.768619 sec): 3 clusters Score: Raw -3647963.411712 + Penalty 2028.659308 = -3645934.752404 nChanged 565 SP:Iteration 25Q (1754.823460 sec): 3 clusters Score: Raw -3648195.901350 + Penalty 2028.659308 = -3646167.242042 nChanged 505 SP:Iteration 26Q (1754.876731 sec): 3 clusters Score: Raw -3648395.889646 + Penalty 2028.659308 = -3646367.230338 nChanged 466 SP:Iteration 27Q (1754.930279 sec): 3 clusters Score: Raw -3648576.800861 + Penalty 2028.659308 = -3646548.141554 nChanged 456 SP:Iteration 28Q (1754.983463 sec): 3 clusters Score: Raw -3648760.997242 + Penalty 2028.659308 = -3646732.337934 nChanged 421 SP:Iteration 29Q (1755.036043 sec): 3 clusters Score: Raw -3648923.186439 + Penalty 2028.659308 = -3646894.527131 nChanged 366 SP:Iteration 30Q (1755.088142 sec): 3 clusters Score: Raw -3649055.553059 + Penalty 2028.659308 = -3647026.893751 nChanged 311 SP:Iteration 31Q (1755.139870 sec): 3 clusters Score: Raw -3649170.400964 + Penalty 2028.659308 = -3647141.741657 nChanged 290 SP:Iteration 32Q (1755.191398 sec): 3 clusters Score: Raw -3649279.495700 + Penalty 2028.659308 = -3647250.836393 nChanged 265 SP:Iteration 33Q (1755.242284 sec): 3 clusters Score: Raw -3649392.365041 + Penalty 2028.659308 = -3647363.705733 nChanged 234 SP:Iteration 34Q (1755.293515 sec): 3 clusters Score: Raw -3649499.101501 + Penalty 2028.659308 = -3647470.442193 nChanged 214 SP:Iteration 35Q (1755.343799 sec): 3 clusters Score: Raw -3649588.612444 + Penalty 2028.659308 = -3647559.953136 nChanged 187 SP:Iteration 36Q (1755.394185 sec): 3 clusters Score: Raw -3649660.822388 + Penalty 2028.659308 = -3647632.163080 nChanged 139 SP:Iteration 37Q (1755.444516 sec): 3 clusters Score: Raw -3649704.623412 + Penalty 2028.659308 = -3647675.964105 nChanged 113 SP:Iteration 38Q (1755.494574 sec): 3 clusters Score: Raw -3649742.152353 + Penalty 2028.659308 = -3647713.493045 nChanged 122 SP:Iteration 39Q (1755.544838 sec): 3 clusters Score: Raw -3649782.536154 + Penalty 2028.659308 = -3647753.876847 nChanged 107 SP:Iteration 40F (1755.604304 sec): 3 clusters Score: Raw -3649817.678369 + Penalty 2028.659308 = -3647789.019062 nChanged 88 SP:Iteration 41Q (1755.654007 sec): 3 clusters Score: Raw -3649839.824771 + Penalty 2028.659308 = -3647811.165464 nChanged 67 SP:Iteration 42Q (1755.703076 sec): 3 clusters Score: Raw -3649860.277620 + Penalty 2028.659308 = -3647831.618312 nChanged 63 SP:Iteration 43Q (1755.752423 sec): 3 clusters Score: Raw -3649879.569013 + Penalty 2028.659308 = -3647850.909706 nChanged 53 SP:Iteration 44Q (1755.801600 sec): 3 clusters Score: Raw -3649894.063363 + Penalty 2028.659308 = -3647865.404056 nChanged 33 SP:Iteration 45Q (1755.850628 sec): 3 clusters Score: Raw -3649901.845321 + Penalty 2028.659308 = -3647873.186014 nChanged 33 SP:Iteration 46Q (1755.921213 sec): 3 clusters Score: Raw -3649910.711455 + Penalty 2028.659308 = -3647882.052147 nChanged 34 SP:Iteration 47Q (1755.970084 sec): 3 clusters Score: Raw -3649920.826484 + Penalty 2028.659308 = -3647892.167177 nChanged 29 SP:Iteration 48Q (1756.019012 sec): 3 clusters Score: Raw -3649928.723565 + Penalty 2028.659308 = -3647900.064258 nChanged 29 SP:Iteration 49Q (1756.068296 sec): 3 clusters Score: Raw -3649934.765683 + Penalty 2028.659308 = -3647906.106375 nChanged 26 SP:Iteration 50Q (1756.117446 sec): 3 clusters Score: Raw -3649940.425568 + Penalty 2028.659308 = -3647911.766261 nChanged 28 SP:Iteration 51Q (1756.175573 sec): 3 clusters Score: Raw -3649945.819055 + Penalty 2028.659308 = -3647917.159748 nChanged 21 SP:Iteration 52Q (1756.224371 sec): 3 clusters Score: Raw -3649950.800116 + Penalty 2028.659308 = -3647922.140809 nChanged 17 SP:Iteration 53Q (1756.273431 sec): 3 clusters Score: Raw -3649953.505919 + Penalty 2028.659308 = -3647924.846611 nChanged 10 SP:Iteration 54Q (1756.322541 sec): 3 clusters Score: Raw -3649955.460960 + Penalty 2028.659308 = -3647926.801653 nChanged 7 SP:Iteration 55Q (1756.371614 sec): 3 clusters Score: Raw -3649956.709311 + Penalty 2028.659308 = -3647928.050004 nChanged 4 SP:Iteration 56Q (1756.420750 sec): 3 clusters Score: Raw -3649957.196942 + Penalty 2028.659308 = -3647928.537635 nChanged 3 SP:Iteration 57Q (1756.469643 sec): 3 clusters Score: Raw -3649957.788998 + Penalty 2028.659308 = -3647929.129691 nChanged 5 SP:Iteration 58Q (1756.518875 sec): 3 clusters Score: Raw -3649958.390210 + Penalty 2028.659308 = -3647929.730903 nChanged 5 SP:Iteration 59Q (1756.567977 sec): 3 clusters Score: Raw -3649959.115045 + Penalty 2028.659308 = -3647930.455738 nChanged 6 SP:Iteration 60F (1756.626844 sec): 3 clusters Score: Raw -3649960.633975 + Penalty 2028.659308 = -3647931.974667 nChanged 10 SP:Iteration 61Q (1756.676067 sec): 3 clusters Score: Raw -3649962.573640 + Penalty 2028.659308 = -3647933.914332 nChanged 11 SP:Iteration 62Q (1756.725039 sec): 3 clusters Score: Raw -3649965.568187 + Penalty 2028.659308 = -3647936.908880 nChanged 8 SP:Iteration 63Q (1756.774032 sec): 3 clusters Score: Raw -3649966.763551 + Penalty 2028.659308 = -3647938.104243 nChanged 3 SP:Iteration 64Q (1756.823201 sec): 3 clusters Score: Raw -3649967.149013 + Penalty 2028.659308 = -3647938.489706 nChanged 1 SP:Iteration 65Q (1756.872073 sec): 3 clusters Score: Raw -3649967.380299 + Penalty 2028.659308 = -3647938.720991 nChanged 2 SP:Iteration 66Q (1756.921500 sec): 3 clusters Score: Raw -3649967.823516 + Penalty 2028.659308 = -3647939.164208 nChanged 1 SP:Iteration 67Q (1756.970393 sec): 3 clusters Score: Raw -3649967.942337 + Penalty 2028.659308 = -3647939.283030 nChanged 1 SP:Iteration 68Q (1757.019577 sec): 3 clusters Score: Raw -3649968.099219 + Penalty 2028.659308 = -3647939.439912 nChanged 0 SP:Iteration 69F (1757.079057 sec): 3 clusters Score: Raw -3649968.099219 + Penalty 2028.659308 = -3647939.439912 nChanged 0 Trying to split cluster 15 (8709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1757.093233 sec): 2 clusters Score: Raw -739423.462708 + Penalty 861.850664 = -738561.612044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1757.117858 sec): 3 clusters Score: Raw -734334.850181 + Penalty 1723.701328 = -732611.148853 nChanged 3857 SP:Iteration 1F (1757.140538 sec): 3 clusters Score: Raw -736758.555540 + Penalty 1723.701328 = -735034.854212 nChanged 574 SP:Iteration 2F (1757.163469 sec): 3 clusters Score: Raw -737143.140238 + Penalty 1723.701328 = -735419.438910 nChanged 528 SP:Iteration 3F (1757.186622 sec): 3 clusters Score: Raw -737503.072233 + Penalty 1723.701328 = -735779.370905 nChanged 496 SP:Iteration 4F (1757.209525 sec): 3 clusters Score: Raw -737835.559976 + Penalty 1723.701328 = -736111.858648 nChanged 452 SP:Iteration 5F (1757.232497 sec): 3 clusters Score: Raw -738098.614452 + Penalty 1723.701328 = -736374.913124 nChanged 380 SP:Iteration 6Q (1757.255287 sec): 3 clusters Score: Raw -738327.991479 + Penalty 1723.701328 = -736604.290151 nChanged 313 SP:Iteration 7Q (1757.277743 sec): 3 clusters Score: Raw -738501.682618 + Penalty 1723.701328 = -736777.981290 nChanged 260 SP:Iteration 8Q (1757.300166 sec): 3 clusters Score: Raw -738643.540082 + Penalty 1723.701328 = -736919.838754 nChanged 219 SP:Iteration 9Q (1757.322505 sec): 3 clusters Score: Raw -738765.085057 + Penalty 1723.701328 = -737041.383729 nChanged 204 SP:Iteration 10Q (1757.344622 sec): 3 clusters Score: Raw -738859.197161 + Penalty 1723.701328 = -737135.495833 nChanged 158 SP:Iteration 11Q (1757.366661 sec): 3 clusters Score: Raw -738924.190424 + Penalty 1723.701328 = -737200.489096 nChanged 131 SP:Iteration 12Q (1757.388612 sec): 3 clusters Score: Raw -738981.765709 + Penalty 1723.701328 = -737258.064381 nChanged 134 SP:Iteration 13Q (1757.410716 sec): 3 clusters Score: Raw -739046.999339 + Penalty 1723.701328 = -737323.298011 nChanged 111 SP:Iteration 14Q (1757.432478 sec): 3 clusters Score: Raw -739096.458903 + Penalty 1723.701328 = -737372.757575 nChanged 106 SP:Iteration 15Q (1757.454249 sec): 3 clusters Score: Raw -739143.983595 + Penalty 1723.701328 = -737420.282267 nChanged 85 SP:Iteration 16Q (1757.475669 sec): 3 clusters Score: Raw -739180.966619 + Penalty 1723.701328 = -737457.265291 nChanged 95 SP:Iteration 17Q (1757.497559 sec): 3 clusters Score: Raw -739220.350302 + Penalty 1723.701328 = -737496.648974 nChanged 78 SP:Iteration 18Q (1757.519132 sec): 3 clusters Score: Raw -739255.615483 + Penalty 1723.701328 = -737531.914155 nChanged 74 SP:Iteration 19Q (1757.540883 sec): 3 clusters Score: Raw -739290.887495 + Penalty 1723.701328 = -737567.186167 nChanged 66 SP:Iteration 20F (1757.563623 sec): 3 clusters Score: Raw -739323.502925 + Penalty 1723.701328 = -737599.801597 nChanged 70 SP:Iteration 21Q (1757.585067 sec): 3 clusters Score: Raw -739362.958709 + Penalty 1723.701328 = -737639.257381 nChanged 64 SP:Iteration 22Q (1757.606480 sec): 3 clusters Score: Raw -739400.482824 + Penalty 1723.701328 = -737676.781496 nChanged 65 SP:Iteration 23Q (1757.627655 sec): 3 clusters Score: Raw -739444.364416 + Penalty 1723.701328 = -737720.663088 nChanged 50 SP:Iteration 24Q (1757.648794 sec): 3 clusters Score: Raw -739471.572695 + Penalty 1723.701328 = -737747.871367 nChanged 37 SP:Iteration 25Q (1757.670184 sec): 3 clusters Score: Raw -739496.295810 + Penalty 1723.701328 = -737772.594482 nChanged 30 SP:Iteration 26Q (1757.691448 sec): 3 clusters Score: Raw -739512.050643 + Penalty 1723.701328 = -737788.349315 nChanged 23 SP:Iteration 27Q (1757.712756 sec): 3 clusters Score: Raw -739523.281469 + Penalty 1723.701328 = -737799.580141 nChanged 16 SP:Iteration 28Q (1757.733978 sec): 3 clusters Score: Raw -739530.992126 + Penalty 1723.701328 = -737807.290798 nChanged 14 SP:Iteration 29Q (1757.755326 sec): 3 clusters Score: Raw -739539.307072 + Penalty 1723.701328 = -737815.605744 nChanged 11 SP:Iteration 30Q (1757.776525 sec): 3 clusters Score: Raw -739544.201999 + Penalty 1723.701328 = -737820.500671 nChanged 8 SP:Iteration 31Q (1757.797718 sec): 3 clusters Score: Raw -739547.889385 + Penalty 1723.701328 = -737824.188057 nChanged 5 SP:Iteration 32Q (1757.818777 sec): 3 clusters Score: Raw -739552.819352 + Penalty 1723.701328 = -737829.118024 nChanged 12 SP:Iteration 33Q (1757.840006 sec): 3 clusters Score: Raw -739561.180118 + Penalty 1723.701328 = -737837.478790 nChanged 8 SP:Iteration 34Q (1757.861284 sec): 3 clusters Score: Raw -739565.458978 + Penalty 1723.701328 = -737841.757650 nChanged 7 SP:Iteration 35Q (1757.882461 sec): 3 clusters Score: Raw -739569.034719 + Penalty 1723.701328 = -737845.333391 nChanged 6 SP:Iteration 36Q (1757.903502 sec): 3 clusters Score: Raw -739571.921783 + Penalty 1723.701328 = -737848.220455 nChanged 8 SP:Iteration 37Q (1757.924463 sec): 3 clusters Score: Raw -739577.908487 + Penalty 1723.701328 = -737854.207159 nChanged 5 SP:Iteration 38Q (1757.945614 sec): 3 clusters Score: Raw -739580.921526 + Penalty 1723.701328 = -737857.220198 nChanged 5 SP:Iteration 39Q (1757.966542 sec): 3 clusters Score: Raw -739585.912206 + Penalty 1723.701328 = -737862.210878 nChanged 4 SP:Iteration 40F (1757.989007 sec): 3 clusters Score: Raw -739589.304178 + Penalty 1723.701328 = -737865.602850 nChanged 5 SP:Iteration 41Q (1758.009975 sec): 3 clusters Score: Raw -739591.967555 + Penalty 1723.701328 = -737868.266227 nChanged 3 SP:Iteration 42Q (1758.031031 sec): 3 clusters Score: Raw -739592.799769 + Penalty 1723.701328 = -737869.098441 nChanged 1 SP:Iteration 43Q (1758.052154 sec): 3 clusters Score: Raw -739593.223493 + Penalty 1723.701328 = -737869.522165 nChanged 0 SP:Iteration 44F (1758.074857 sec): 3 clusters Score: Raw -739593.223493 + Penalty 1723.701328 = -737869.522165 nChanged 0 Trying to split cluster 16 (34509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1758.119453 sec): 2 clusters Score: Raw -2799121.157501 + Penalty 992.652667 = -2798128.504835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1758.175535 sec): 3 clusters Score: Raw -2777062.507739 + Penalty 1985.305333 = -2775077.202406 nChanged 16385 SP:Iteration 1F (1758.227277 sec): 3 clusters Score: Raw -2787073.953428 + Penalty 1985.305333 = -2785088.648095 nChanged 1774 SP:Iteration 2F (1758.278747 sec): 3 clusters Score: Raw -2787722.485758 + Penalty 1985.305333 = -2785737.180425 nChanged 1712 SP:Iteration 3Q (1758.331874 sec): 3 clusters Score: Raw -2788385.802932 + Penalty 1985.305333 = -2786400.497599 nChanged 1707 SP:Iteration 4Q (1758.384884 sec): 3 clusters Score: Raw -2789142.120084 + Penalty 1985.305333 = -2787156.814751 nChanged 1766 SP:Iteration 5F (1758.436042 sec): 3 clusters Score: Raw -2789998.150791 + Penalty 1985.305333 = -2788012.845458 nChanged 1743 SP:Iteration 6F (1758.488242 sec): 3 clusters Score: Raw -2791019.133896 + Penalty 1985.305333 = -2789033.828563 nChanged 1769 SP:Iteration 7F (1758.539678 sec): 3 clusters Score: Raw -2792194.315591 + Penalty 1985.305333 = -2790209.010257 nChanged 1668 SP:Iteration 8Q (1758.592264 sec): 3 clusters Score: Raw -2793414.571490 + Penalty 1985.305333 = -2791429.266157 nChanged 1451 SP:Iteration 9Q (1758.643734 sec): 3 clusters Score: Raw -2794431.234242 + Penalty 1985.305333 = -2792445.928909 nChanged 1149 SP:Iteration 10Q (1758.694390 sec): 3 clusters Score: Raw -2795129.052558 + Penalty 1985.305333 = -2793143.747224 nChanged 933 SP:Iteration 11Q (1758.743786 sec): 3 clusters Score: Raw -2795656.561399 + Penalty 1985.305333 = -2793671.256066 nChanged 842 SP:Iteration 12Q (1758.792997 sec): 3 clusters Score: Raw -2796108.038665 + Penalty 1985.305333 = -2794122.733332 nChanged 799 SP:Iteration 13Q (1758.840696 sec): 3 clusters Score: Raw -2796535.887656 + Penalty 1985.305333 = -2794550.582322 nChanged 768 SP:Iteration 14Q (1758.888515 sec): 3 clusters Score: Raw -2796964.484061 + Penalty 1985.305333 = -2794979.178727 nChanged 694 SP:Iteration 15Q (1758.935432 sec): 3 clusters Score: Raw -2797364.913261 + Penalty 1985.305333 = -2795379.607928 nChanged 638 SP:Iteration 16Q (1758.981778 sec): 3 clusters Score: Raw -2797735.589951 + Penalty 1985.305333 = -2795750.284618 nChanged 548 SP:Iteration 17Q (1759.027418 sec): 3 clusters Score: Raw -2798049.109682 + Penalty 1985.305333 = -2796063.804349 nChanged 440 SP:Iteration 18Q (1759.073121 sec): 3 clusters Score: Raw -2798300.116923 + Penalty 1985.305333 = -2796314.811589 nChanged 372 SP:Iteration 19Q (1759.117610 sec): 3 clusters Score: Raw -2798514.131189 + Penalty 1985.305333 = -2796528.825856 nChanged 296 SP:Iteration 20F (1759.169211 sec): 3 clusters Score: Raw -2798680.502701 + Penalty 1985.305333 = -2796695.197368 nChanged 247 SP:Iteration 21Q (1759.212846 sec): 3 clusters Score: Raw -2798822.157514 + Penalty 1985.305333 = -2796836.852180 nChanged 196 SP:Iteration 22Q (1759.256457 sec): 3 clusters Score: Raw -2798925.928622 + Penalty 1985.305333 = -2796940.623288 nChanged 152 SP:Iteration 23Q (1759.299197 sec): 3 clusters Score: Raw -2799006.235584 + Penalty 1985.305333 = -2797020.930250 nChanged 119 SP:Iteration 24Q (1759.342028 sec): 3 clusters Score: Raw -2799072.769406 + Penalty 1985.305333 = -2797087.464073 nChanged 107 SP:Iteration 25Q (1759.384879 sec): 3 clusters Score: Raw -2799127.537712 + Penalty 1985.305333 = -2797142.232379 nChanged 93 SP:Iteration 26Q (1759.427532 sec): 3 clusters Score: Raw -2799171.505317 + Penalty 1985.305333 = -2797186.199984 nChanged 53 SP:Iteration 27Q (1759.470179 sec): 3 clusters Score: Raw -2799201.947742 + Penalty 1985.305333 = -2797216.642409 nChanged 50 SP:Iteration 28Q (1759.512741 sec): 3 clusters Score: Raw -2799225.756606 + Penalty 1985.305333 = -2797240.451273 nChanged 35 SP:Iteration 29Q (1759.555543 sec): 3 clusters Score: Raw -2799248.814152 + Penalty 1985.305333 = -2797263.508819 nChanged 31 SP:Iteration 30Q (1759.598044 sec): 3 clusters Score: Raw -2799268.623190 + Penalty 1985.305333 = -2797283.317857 nChanged 27 SP:Iteration 31Q (1759.640426 sec): 3 clusters Score: Raw -2799284.529711 + Penalty 1985.305333 = -2797299.224378 nChanged 19 SP:Iteration 32Q (1759.683103 sec): 3 clusters Score: Raw -2799294.091161 + Penalty 1985.305333 = -2797308.785828 nChanged 14 SP:Iteration 33Q (1759.725754 sec): 3 clusters Score: Raw -2799301.755602 + Penalty 1985.305333 = -2797316.450269 nChanged 17 SP:Iteration 34Q (1759.768383 sec): 3 clusters Score: Raw -2799309.832005 + Penalty 1985.305333 = -2797324.526672 nChanged 9 SP:Iteration 35Q (1759.810767 sec): 3 clusters Score: Raw -2799313.709902 + Penalty 1985.305333 = -2797328.404568 nChanged 5 SP:Iteration 36Q (1759.853319 sec): 3 clusters Score: Raw -2799315.040231 + Penalty 1985.305333 = -2797329.734898 nChanged 3 SP:Iteration 37Q (1759.896008 sec): 3 clusters Score: Raw -2799316.021881 + Penalty 1985.305333 = -2797330.716547 nChanged 6 SP:Iteration 38Q (1759.938482 sec): 3 clusters Score: Raw -2799319.590885 + Penalty 1985.305333 = -2797334.285552 nChanged 9 SP:Iteration 39Q (1759.980996 sec): 3 clusters Score: Raw -2799323.988326 + Penalty 1985.305333 = -2797338.682993 nChanged 4 SP:Iteration 40F (1760.032435 sec): 3 clusters Score: Raw -2799325.400205 + Penalty 1985.305333 = -2797340.094872 nChanged 1 SP:Iteration 41Q (1760.074986 sec): 3 clusters Score: Raw -2799325.838037 + Penalty 1985.305333 = -2797340.532704 nChanged 1 SP:Iteration 42Q (1760.117619 sec): 3 clusters Score: Raw -2799326.145927 + Penalty 1985.305333 = -2797340.840594 nChanged 0 SP:Iteration 43F (1760.168430 sec): 3 clusters Score: Raw -2799326.145927 + Penalty 1985.305333 = -2797340.840594 nChanged 0 Trying to split cluster 17 (6476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1760.184570 sec): 2 clusters Score: Raw -556812.907611 + Penalty 833.706540 = -555979.201071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1760.206468 sec): 3 clusters Score: Raw -553088.099048 + Penalty 1667.413080 = -551420.685968 nChanged 2793 SP:Iteration 1F (1760.227697 sec): 3 clusters Score: Raw -554702.814495 + Penalty 1667.413080 = -553035.401415 nChanged 534 SP:Iteration 2F (1760.248710 sec): 3 clusters Score: Raw -555021.961930 + Penalty 1667.413080 = -553354.548851 nChanged 448 SP:Iteration 3F (1760.269624 sec): 3 clusters Score: Raw -555335.601154 + Penalty 1667.413080 = -553668.188075 nChanged 429 SP:Iteration 4F (1760.290854 sec): 3 clusters Score: Raw -555646.250716 + Penalty 1667.413080 = -553978.837636 nChanged 341 SP:Iteration 5F (1760.312064 sec): 3 clusters Score: Raw -555874.833985 + Penalty 1667.413080 = -554207.420905 nChanged 277 SP:Iteration 6Q (1760.333253 sec): 3 clusters Score: Raw -556074.181655 + Penalty 1667.413080 = -554406.768575 nChanged 246 SP:Iteration 7Q (1760.354108 sec): 3 clusters Score: Raw -556242.319305 + Penalty 1667.413080 = -554574.906225 nChanged 219 SP:Iteration 8Q (1760.374928 sec): 3 clusters Score: Raw -556421.845487 + Penalty 1667.413080 = -554754.432407 nChanged 196 SP:Iteration 9Q (1760.395462 sec): 3 clusters Score: Raw -556558.312518 + Penalty 1667.413080 = -554890.899438 nChanged 149 SP:Iteration 10Q (1760.415736 sec): 3 clusters Score: Raw -556644.511756 + Penalty 1667.413080 = -554977.098677 nChanged 130 SP:Iteration 11Q (1760.436058 sec): 3 clusters Score: Raw -556704.979816 + Penalty 1667.413080 = -555037.566736 nChanged 107 SP:Iteration 12Q (1760.456471 sec): 3 clusters Score: Raw -556757.194678 + Penalty 1667.413080 = -555089.781598 nChanged 83 SP:Iteration 13Q (1760.476673 sec): 3 clusters Score: Raw -556790.504139 + Penalty 1667.413080 = -555123.091059 nChanged 62 SP:Iteration 14Q (1760.496763 sec): 3 clusters Score: Raw -556813.136450 + Penalty 1667.413080 = -555145.723371 nChanged 37 SP:Iteration 15Q (1760.516572 sec): 3 clusters Score: Raw -556822.781510 + Penalty 1667.413080 = -555155.368430 nChanged 35 SP:Iteration 16Q (1760.536716 sec): 3 clusters Score: Raw -556831.005507 + Penalty 1667.413080 = -555163.592427 nChanged 24 SP:Iteration 17Q (1760.556648 sec): 3 clusters Score: Raw -556836.430913 + Penalty 1667.413080 = -555169.017834 nChanged 20 SP:Iteration 18Q (1760.576699 sec): 3 clusters Score: Raw -556840.957672 + Penalty 1667.413080 = -555173.544592 nChanged 19 SP:Iteration 19Q (1760.596706 sec): 3 clusters Score: Raw -556844.846106 + Penalty 1667.413080 = -555177.433026 nChanged 16 SP:Iteration 20F (1760.617430 sec): 3 clusters Score: Raw -556849.234789 + Penalty 1667.413080 = -555181.821709 nChanged 16 SP:Iteration 21Q (1760.637315 sec): 3 clusters Score: Raw -556852.769638 + Penalty 1667.413080 = -555185.356559 nChanged 15 SP:Iteration 22Q (1760.657385 sec): 3 clusters Score: Raw -556854.859948 + Penalty 1667.413080 = -555187.446868 nChanged 11 SP:Iteration 23Q (1760.677337 sec): 3 clusters Score: Raw -556856.589660 + Penalty 1667.413080 = -555189.176580 nChanged 14 SP:Iteration 24Q (1760.697295 sec): 3 clusters Score: Raw -556859.303361 + Penalty 1667.413080 = -555191.890282 nChanged 13 SP:Iteration 25Q (1760.717176 sec): 3 clusters Score: Raw -556861.981154 + Penalty 1667.413080 = -555194.568074 nChanged 11 SP:Iteration 26Q (1760.737310 sec): 3 clusters Score: Raw -556864.564646 + Penalty 1667.413080 = -555197.151566 nChanged 17 SP:Iteration 27Q (1760.757383 sec): 3 clusters Score: Raw -556867.365126 + Penalty 1667.413080 = -555199.952046 nChanged 9 SP:Iteration 28Q (1760.777381 sec): 3 clusters Score: Raw -556868.743908 + Penalty 1667.413080 = -555201.330828 nChanged 6 SP:Iteration 29Q (1760.797238 sec): 3 clusters Score: Raw -556869.480532 + Penalty 1667.413080 = -555202.067452 nChanged 7 SP:Iteration 30Q (1760.817315 sec): 3 clusters Score: Raw -556870.181376 + Penalty 1667.413080 = -555202.768296 nChanged 5 SP:Iteration 31Q (1760.837449 sec): 3 clusters Score: Raw -556871.015448 + Penalty 1667.413080 = -555203.602368 nChanged 2 SP:Iteration 32Q (1760.857336 sec): 3 clusters Score: Raw -556871.317784 + Penalty 1667.413080 = -555203.904704 nChanged 2 SP:Iteration 33Q (1760.877195 sec): 3 clusters Score: Raw -556871.588303 + Penalty 1667.413080 = -555204.175223 nChanged 1 SP:Iteration 34Q (1760.897127 sec): 3 clusters Score: Raw -556871.790232 + Penalty 1667.413080 = -555204.377152 nChanged 1 SP:Iteration 35Q (1760.917120 sec): 3 clusters Score: Raw -556871.889675 + Penalty 1667.413080 = -555204.476596 nChanged 1 SP:Iteration 36Q (1760.937059 sec): 3 clusters Score: Raw -556871.963496 + Penalty 1667.413080 = -555204.550416 nChanged 2 SP:Iteration 37Q (1760.957236 sec): 3 clusters Score: Raw -556872.245810 + Penalty 1667.413080 = -555204.832730 nChanged 1 SP:Iteration 38Q (1760.977278 sec): 3 clusters Score: Raw -556872.341946 + Penalty 1667.413080 = -555204.928866 nChanged 2 SP:Iteration 39Q (1760.997384 sec): 3 clusters Score: Raw -556872.484845 + Penalty 1667.413080 = -555205.071765 nChanged 3 SP:Iteration 40F (1761.018455 sec): 3 clusters Score: Raw -556872.836664 + Penalty 1667.413080 = -555205.423584 nChanged 2 SP:Iteration 41Q (1761.038416 sec): 3 clusters Score: Raw -556873.014143 + Penalty 1667.413080 = -555205.601063 nChanged 1 SP:Iteration 42Q (1761.058342 sec): 3 clusters Score: Raw -556873.109642 + Penalty 1667.413080 = -555205.696562 nChanged 0 SP:Iteration 43F (1761.079298 sec): 3 clusters Score: Raw -556873.109642 + Penalty 1667.413080 = -555205.696562 nChanged 0 Trying to split cluster 18 (2438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.095016 sec): 2 clusters Score: Raw -199956.537807 + Penalty 740.898664 = -199215.639142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.105115 sec): 3 clusters Score: Raw -198714.091152 + Penalty 1481.797329 = -197232.293823 nChanged 980 SP:Iteration 1F (1761.114381 sec): 3 clusters Score: Raw -199371.198974 + Penalty 1481.797329 = -197889.401645 nChanged 217 SP:Iteration 2F (1761.123631 sec): 3 clusters Score: Raw -199534.296300 + Penalty 1481.797329 = -198052.498971 nChanged 152 SP:Iteration 3F (1761.132908 sec): 3 clusters Score: Raw -199642.262741 + Penalty 1481.797329 = -198160.465412 nChanged 113 SP:Iteration 4Q (1761.142182 sec): 3 clusters Score: Raw -199735.997066 + Penalty 1481.797329 = -198254.199737 nChanged 110 SP:Iteration 5Q (1761.151305 sec): 3 clusters Score: Raw -199841.549713 + Penalty 1481.797329 = -198359.752384 nChanged 108 SP:Iteration 6Q (1761.160574 sec): 3 clusters Score: Raw -199920.967047 + Penalty 1481.797329 = -198439.169718 nChanged 89 SP:Iteration 7Q (1761.169873 sec): 3 clusters Score: Raw -199972.788181 + Penalty 1481.797329 = -198490.990852 nChanged 61 SP:Iteration 8Q (1761.179074 sec): 3 clusters Score: Raw -200005.997250 + Penalty 1481.797329 = -198524.199921 nChanged 49 SP:Iteration 9Q (1761.188129 sec): 3 clusters Score: Raw -200041.393089 + Penalty 1481.797329 = -198559.595760 nChanged 61 SP:Iteration 10Q (1761.197335 sec): 3 clusters Score: Raw -200083.624657 + Penalty 1481.797329 = -198601.827328 nChanged 45 SP:Iteration 11Q (1761.206402 sec): 3 clusters Score: Raw -200107.743528 + Penalty 1481.797329 = -198625.946199 nChanged 29 SP:Iteration 12Q (1761.215370 sec): 3 clusters Score: Raw -200122.600623 + Penalty 1481.797329 = -198640.803294 nChanged 26 SP:Iteration 13Q (1761.224361 sec): 3 clusters Score: Raw -200138.446124 + Penalty 1481.797329 = -198656.648795 nChanged 24 SP:Iteration 14Q (1761.233483 sec): 3 clusters Score: Raw -200152.969156 + Penalty 1481.797329 = -198671.171827 nChanged 20 SP:Iteration 15Q (1761.242557 sec): 3 clusters Score: Raw -200162.256016 + Penalty 1481.797329 = -198680.458687 nChanged 16 SP:Iteration 16Q (1761.251601 sec): 3 clusters Score: Raw -200170.245456 + Penalty 1481.797329 = -198688.448128 nChanged 16 SP:Iteration 17Q (1761.260699 sec): 3 clusters Score: Raw -200187.157287 + Penalty 1481.797329 = -198705.359958 nChanged 25 SP:Iteration 18Q (1761.269641 sec): 3 clusters Score: Raw -200214.171880 + Penalty 1481.797329 = -198732.374551 nChanged 29 SP:Iteration 19Q (1761.278530 sec): 3 clusters Score: Raw -200229.426399 + Penalty 1481.797329 = -198747.629070 nChanged 17 SP:Iteration 20F (1761.287676 sec): 3 clusters Score: Raw -200238.207150 + Penalty 1481.797329 = -198756.409821 nChanged 16 SP:Iteration 21Q (1761.296666 sec): 3 clusters Score: Raw -200246.685525 + Penalty 1481.797329 = -198764.888196 nChanged 18 SP:Iteration 22Q (1761.305559 sec): 3 clusters Score: Raw -200253.651414 + Penalty 1481.797329 = -198771.854085 nChanged 13 SP:Iteration 23Q (1761.314442 sec): 3 clusters Score: Raw -200260.050925 + Penalty 1481.797329 = -198778.253596 nChanged 12 SP:Iteration 24Q (1761.323467 sec): 3 clusters Score: Raw -200264.540397 + Penalty 1481.797329 = -198782.743068 nChanged 8 SP:Iteration 25Q (1761.332344 sec): 3 clusters Score: Raw -200266.949327 + Penalty 1481.797329 = -198785.151998 nChanged 5 SP:Iteration 26Q (1761.341208 sec): 3 clusters Score: Raw -200269.319234 + Penalty 1481.797329 = -198787.521905 nChanged 8 SP:Iteration 27Q (1761.350051 sec): 3 clusters Score: Raw -200273.602347 + Penalty 1481.797329 = -198791.805018 nChanged 5 SP:Iteration 28Q (1761.358991 sec): 3 clusters Score: Raw -200276.213454 + Penalty 1481.797329 = -198794.416126 nChanged 3 SP:Iteration 29Q (1761.367813 sec): 3 clusters Score: Raw -200277.073061 + Penalty 1481.797329 = -198795.275732 nChanged 3 SP:Iteration 30Q (1761.376770 sec): 3 clusters Score: Raw -200278.447515 + Penalty 1481.797329 = -198796.650186 nChanged 1 SP:Iteration 31Q (1761.385591 sec): 3 clusters Score: Raw -200278.688904 + Penalty 1481.797329 = -198796.891575 nChanged 0 SP:Iteration 32F (1761.394841 sec): 3 clusters Score: Raw -200278.688904 + Penalty 1481.797329 = -198796.891575 nChanged 0 Trying to split cluster 19 (19040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1761.425687 sec): 2 clusters Score: Raw -1466649.571084 + Penalty 936.158244 = -1465713.412839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1761.461662 sec): 3 clusters Score: Raw -1454825.268686 + Penalty 1872.316489 = -1452952.952197 nChanged 8693 SP:Iteration 1F (1761.495294 sec): 3 clusters Score: Raw -1459852.513677 + Penalty 1872.316489 = -1457980.197188 nChanged 982 SP:Iteration 2F (1761.529688 sec): 3 clusters Score: Raw -1460272.760215 + Penalty 1872.316489 = -1458400.443727 nChanged 993 SP:Iteration 3F (1761.562927 sec): 3 clusters Score: Raw -1460737.535203 + Penalty 1872.316489 = -1458865.218715 nChanged 1049 SP:Iteration 4F (1761.597542 sec): 3 clusters Score: Raw -1461302.002895 + Penalty 1872.316489 = -1459429.686406 nChanged 1099 SP:Iteration 5F (1761.632091 sec): 3 clusters Score: Raw -1461921.617459 + Penalty 1872.316489 = -1460049.300971 nChanged 1051 SP:Iteration 6F (1761.666741 sec): 3 clusters Score: Raw -1462512.701505 + Penalty 1872.316489 = -1460640.385017 nChanged 960 SP:Iteration 7F (1761.701227 sec): 3 clusters Score: Raw -1463070.438360 + Penalty 1872.316489 = -1461198.121871 nChanged 835 SP:Iteration 8Q (1761.736042 sec): 3 clusters Score: Raw -1463467.176042 + Penalty 1872.316489 = -1461594.859554 nChanged 665 SP:Iteration 9Q (1761.770443 sec): 3 clusters Score: Raw -1463735.264186 + Penalty 1872.316489 = -1461862.947697 nChanged 501 SP:Iteration 10Q (1761.804892 sec): 3 clusters Score: Raw -1463922.280288 + Penalty 1872.316489 = -1462049.963799 nChanged 444 SP:Iteration 11Q (1761.839487 sec): 3 clusters Score: Raw -1464059.971140 + Penalty 1872.316489 = -1462187.654652 nChanged 347 SP:Iteration 12Q (1761.873714 sec): 3 clusters Score: Raw -1464153.797737 + Penalty 1872.316489 = -1462281.481249 nChanged 299 SP:Iteration 13Q (1761.907937 sec): 3 clusters Score: Raw -1464223.611501 + Penalty 1872.316489 = -1462351.295012 nChanged 242 SP:Iteration 14Q (1761.942306 sec): 3 clusters Score: Raw -1464281.330332 + Penalty 1872.316489 = -1462409.013843 nChanged 233 SP:Iteration 15Q (1761.976232 sec): 3 clusters Score: Raw -1464339.632851 + Penalty 1872.316489 = -1462467.316362 nChanged 243 SP:Iteration 16Q (1762.010059 sec): 3 clusters Score: Raw -1464398.943148 + Penalty 1872.316489 = -1462526.626659 nChanged 234 SP:Iteration 17Q (1762.044093 sec): 3 clusters Score: Raw -1464452.486669 + Penalty 1872.316489 = -1462580.170181 nChanged 230 SP:Iteration 18Q (1762.077877 sec): 3 clusters Score: Raw -1464507.528260 + Penalty 1872.316489 = -1462635.211772 nChanged 223 SP:Iteration 19Q (1762.111910 sec): 3 clusters Score: Raw -1464559.755671 + Penalty 1872.316489 = -1462687.439182 nChanged 203 SP:Iteration 20F (1762.146205 sec): 3 clusters Score: Raw -1464600.490173 + Penalty 1872.316489 = -1462728.173684 nChanged 195 SP:Iteration 21Q (1762.179975 sec): 3 clusters Score: Raw -1464640.626709 + Penalty 1872.316489 = -1462768.310220 nChanged 184 SP:Iteration 22Q (1762.213763 sec): 3 clusters Score: Raw -1464677.425840 + Penalty 1872.316489 = -1462805.109351 nChanged 170 SP:Iteration 23Q (1762.247765 sec): 3 clusters Score: Raw -1464715.931714 + Penalty 1872.316489 = -1462843.615226 nChanged 179 SP:Iteration 24Q (1762.281568 sec): 3 clusters Score: Raw -1464760.452224 + Penalty 1872.316489 = -1462888.135735 nChanged 191 SP:Iteration 25Q (1762.315174 sec): 3 clusters Score: Raw -1464807.291451 + Penalty 1872.316489 = -1462934.974963 nChanged 199 SP:Iteration 26Q (1762.348786 sec): 3 clusters Score: Raw -1464853.264204 + Penalty 1872.316489 = -1462980.947715 nChanged 181 SP:Iteration 27Q (1762.382693 sec): 3 clusters Score: Raw -1464893.501552 + Penalty 1872.316489 = -1463021.185064 nChanged 171 SP:Iteration 28Q (1762.416143 sec): 3 clusters Score: Raw -1464926.096557 + Penalty 1872.316489 = -1463053.780068 nChanged 164 SP:Iteration 29Q (1762.449570 sec): 3 clusters Score: Raw -1464960.534963 + Penalty 1872.316489 = -1463088.218475 nChanged 159 SP:Iteration 30Q (1762.483085 sec): 3 clusters Score: Raw -1464993.646931 + Penalty 1872.316489 = -1463121.330443 nChanged 138 SP:Iteration 31Q (1762.516420 sec): 3 clusters Score: Raw -1465017.048473 + Penalty 1872.316489 = -1463144.731984 nChanged 122 SP:Iteration 32Q (1762.549614 sec): 3 clusters Score: Raw -1465037.464808 + Penalty 1872.316489 = -1463165.148320 nChanged 136 SP:Iteration 33Q (1762.582828 sec): 3 clusters Score: Raw -1465060.942839 + Penalty 1872.316489 = -1463188.626350 nChanged 133 SP:Iteration 34Q (1762.616040 sec): 3 clusters Score: Raw -1465084.449037 + Penalty 1872.316489 = -1463212.132549 nChanged 148 SP:Iteration 35Q (1762.649032 sec): 3 clusters Score: Raw -1465114.635005 + Penalty 1872.316489 = -1463242.318517 nChanged 148 SP:Iteration 36Q (1762.682177 sec): 3 clusters Score: Raw -1465148.337468 + Penalty 1872.316489 = -1463276.020979 nChanged 167 SP:Iteration 37Q (1762.715059 sec): 3 clusters Score: Raw -1465188.407468 + Penalty 1872.316489 = -1463316.090979 nChanged 186 SP:Iteration 38Q (1762.748184 sec): 3 clusters Score: Raw -1465232.197153 + Penalty 1872.316489 = -1463359.880665 nChanged 187 SP:Iteration 39Q (1762.780956 sec): 3 clusters Score: Raw -1465273.887272 + Penalty 1872.316489 = -1463401.570783 nChanged 167 SP:Iteration 40F (1762.815326 sec): 3 clusters Score: Raw -1465309.527221 + Penalty 1872.316489 = -1463437.210732 nChanged 154 SP:Iteration 41Q (1762.848247 sec): 3 clusters Score: Raw -1465341.788688 + Penalty 1872.316489 = -1463469.472200 nChanged 155 SP:Iteration 42Q (1762.881071 sec): 3 clusters Score: Raw -1465373.251921 + Penalty 1872.316489 = -1463500.935433 nChanged 159 SP:Iteration 43Q (1762.913776 sec): 3 clusters Score: Raw -1465403.299475 + Penalty 1872.316489 = -1463530.982986 nChanged 140 SP:Iteration 44Q (1762.946375 sec): 3 clusters Score: Raw -1465429.367250 + Penalty 1872.316489 = -1463557.050762 nChanged 139 SP:Iteration 45Q (1762.978963 sec): 3 clusters Score: Raw -1465456.878794 + Penalty 1872.316489 = -1463584.562306 nChanged 142 SP:Iteration 46Q (1763.011427 sec): 3 clusters Score: Raw -1465486.983952 + Penalty 1872.316489 = -1463614.667463 nChanged 145 SP:Iteration 47Q (1763.043994 sec): 3 clusters Score: Raw -1465518.060183 + Penalty 1872.316489 = -1463645.743694 nChanged 154 SP:Iteration 48Q (1763.076624 sec): 3 clusters Score: Raw -1465551.771904 + Penalty 1872.316489 = -1463679.455415 nChanged 161 SP:Iteration 49Q (1763.108865 sec): 3 clusters Score: Raw -1465589.046526 + Penalty 1872.316489 = -1463716.730037 nChanged 153 SP:Iteration 50Q (1763.141321 sec): 3 clusters Score: Raw -1465624.783181 + Penalty 1872.316489 = -1463752.466692 nChanged 151 SP:Iteration 51Q (1763.173494 sec): 3 clusters Score: Raw -1465659.855496 + Penalty 1872.316489 = -1463787.539007 nChanged 165 SP:Iteration 52Q (1763.205719 sec): 3 clusters Score: Raw -1465701.238612 + Penalty 1872.316489 = -1463828.922124 nChanged 161 SP:Iteration 53Q (1763.237846 sec): 3 clusters Score: Raw -1465741.810485 + Penalty 1872.316489 = -1463869.493996 nChanged 166 SP:Iteration 54Q (1763.269958 sec): 3 clusters Score: Raw -1465784.128272 + Penalty 1872.316489 = -1463911.811783 nChanged 153 SP:Iteration 55Q (1763.301755 sec): 3 clusters Score: Raw -1465821.923842 + Penalty 1872.316489 = -1463949.607353 nChanged 158 SP:Iteration 56Q (1763.333619 sec): 3 clusters Score: Raw -1465865.488822 + Penalty 1872.316489 = -1463993.172333 nChanged 160 SP:Iteration 57Q (1763.365288 sec): 3 clusters Score: Raw -1465908.060381 + Penalty 1872.316489 = -1464035.743892 nChanged 140 SP:Iteration 58Q (1763.396915 sec): 3 clusters Score: Raw -1465943.245457 + Penalty 1872.316489 = -1464070.928968 nChanged 129 SP:Iteration 59Q (1763.428620 sec): 3 clusters Score: Raw -1465972.553669 + Penalty 1872.316489 = -1464100.237180 nChanged 126 SP:Iteration 60F (1763.463221 sec): 3 clusters Score: Raw -1466001.920962 + Penalty 1872.316489 = -1464129.604473 nChanged 124 SP:Iteration 61Q (1763.494704 sec): 3 clusters Score: Raw -1466037.382471 + Penalty 1872.316489 = -1464165.065982 nChanged 135 SP:Iteration 62Q (1763.525902 sec): 3 clusters Score: Raw -1466082.251781 + Penalty 1872.316489 = -1464209.935292 nChanged 160 SP:Iteration 63Q (1763.557031 sec): 3 clusters Score: Raw -1466147.198545 + Penalty 1872.316489 = -1464274.882057 nChanged 187 SP:Iteration 64Q (1763.588136 sec): 3 clusters Score: Raw -1466234.941823 + Penalty 1872.316489 = -1464362.625335 nChanged 162 SP:Iteration 65Q (1763.618976 sec): 3 clusters Score: Raw -1466304.719849 + Penalty 1872.316489 = -1464432.403360 nChanged 128 SP:Iteration 66Q (1763.649658 sec): 3 clusters Score: Raw -1466360.105332 + Penalty 1872.316489 = -1464487.788843 nChanged 125 SP:Iteration 67Q (1763.680215 sec): 3 clusters Score: Raw -1466417.101736 + Penalty 1872.316489 = -1464544.785248 nChanged 117 SP:Iteration 68Q (1763.710731 sec): 3 clusters Score: Raw -1466468.208054 + Penalty 1872.316489 = -1464595.891566 nChanged 94 SP:Iteration 69Q (1763.741101 sec): 3 clusters Score: Raw -1466512.265803 + Penalty 1872.316489 = -1464639.949315 nChanged 101 SP:Iteration 70Q (1763.771320 sec): 3 clusters Score: Raw -1466562.853195 + Penalty 1872.316489 = -1464690.536706 nChanged 97 SP:Iteration 71Q (1763.801550 sec): 3 clusters Score: Raw -1466611.979538 + Penalty 1872.316489 = -1464739.663049 nChanged 75 SP:Iteration 72Q (1763.831613 sec): 3 clusters Score: Raw -1466647.913233 + Penalty 1872.316489 = -1464775.596745 nChanged 56 SP:Iteration 73Q (1763.861624 sec): 3 clusters Score: Raw -1466673.798342 + Penalty 1872.316489 = -1464801.481854 nChanged 48 SP:Iteration 74Q (1763.891611 sec): 3 clusters Score: Raw -1466696.687425 + Penalty 1872.316489 = -1464824.370937 nChanged 44 SP:Iteration 75Q (1763.921464 sec): 3 clusters Score: Raw -1466717.748838 + Penalty 1872.316489 = -1464845.432349 nChanged 52 SP:Iteration 76Q (1763.951250 sec): 3 clusters Score: Raw -1466744.220312 + Penalty 1872.316489 = -1464871.903824 nChanged 43 SP:Iteration 77Q (1763.980964 sec): 3 clusters Score: Raw -1466766.947213 + Penalty 1872.316489 = -1464894.630725 nChanged 35 SP:Iteration 78Q (1764.010510 sec): 3 clusters Score: Raw -1466782.436473 + Penalty 1872.316489 = -1464910.119984 nChanged 21 SP:Iteration 79Q (1764.040105 sec): 3 clusters Score: Raw -1466794.691362 + Penalty 1872.316489 = -1464922.374873 nChanged 23 SP:Iteration 80F (1764.074376 sec): 3 clusters Score: Raw -1466805.886579 + Penalty 1872.316489 = -1464933.570091 nChanged 22 SP:Iteration 81Q (1764.115114 sec): 3 clusters Score: Raw -1466816.122715 + Penalty 1872.316489 = -1464943.806226 nChanged 21 SP:Iteration 82Q (1764.144317 sec): 3 clusters Score: Raw -1466824.120201 + Penalty 1872.316489 = -1464951.803712 nChanged 13 SP:Iteration 83Q (1764.178224 sec): 3 clusters Score: Raw -1466829.662690 + Penalty 1872.316489 = -1464957.346201 nChanged 11 SP:Iteration 84Q (1764.207134 sec): 3 clusters Score: Raw -1466834.419884 + Penalty 1872.316489 = -1464962.103395 nChanged 10 SP:Iteration 85Q (1764.236713 sec): 3 clusters Score: Raw -1466837.766781 + Penalty 1872.316489 = -1464965.450293 nChanged 7 SP:Iteration 86Q (1764.266239 sec): 3 clusters Score: Raw -1466842.719664 + Penalty 1872.316489 = -1464970.403176 nChanged 9 SP:Iteration 87Q (1764.295831 sec): 3 clusters Score: Raw -1466849.305281 + Penalty 1872.316489 = -1464976.988792 nChanged 9 SP:Iteration 88Q (1764.325357 sec): 3 clusters Score: Raw -1466856.474869 + Penalty 1872.316489 = -1464984.158380 nChanged 15 SP:Iteration 89Q (1764.354784 sec): 3 clusters Score: Raw -1466866.643550 + Penalty 1872.316489 = -1464994.327061 nChanged 13 SP:Iteration 90Q (1764.384634 sec): 3 clusters Score: Raw -1466874.537157 + Penalty 1872.316489 = -1465002.220668 nChanged 13 SP:Iteration 91Q (1764.414051 sec): 3 clusters Score: Raw -1466881.850405 + Penalty 1872.316489 = -1465009.533916 nChanged 8 SP:Iteration 92Q (1764.443498 sec): 3 clusters Score: Raw -1466887.465812 + Penalty 1872.316489 = -1465015.149324 nChanged 5 SP:Iteration 93Q (1764.472986 sec): 3 clusters Score: Raw -1466890.841380 + Penalty 1872.316489 = -1465018.524891 nChanged 5 SP:Iteration 94Q (1764.502620 sec): 3 clusters Score: Raw -1466894.411567 + Penalty 1872.316489 = -1465022.095079 nChanged 3 SP:Iteration 95Q (1764.531997 sec): 3 clusters Score: Raw -1466897.597951 + Penalty 1872.316489 = -1465025.281463 nChanged 6 SP:Iteration 96Q (1764.561522 sec): 3 clusters Score: Raw -1466900.954353 + Penalty 1872.316489 = -1465028.637865 nChanged 9 SP:Iteration 97Q (1764.591115 sec): 3 clusters Score: Raw -1466906.322565 + Penalty 1872.316489 = -1465034.006077 nChanged 4 SP:Iteration 98Q (1764.620685 sec): 3 clusters Score: Raw -1466911.231528 + Penalty 1872.316489 = -1465038.915039 nChanged 4 SP:Iteration 99Q (1764.649959 sec): 3 clusters Score: Raw -1466914.127779 + Penalty 1872.316489 = -1465041.811290 nChanged 0 SP:Iteration 100F (1764.684325 sec): 3 clusters Score: Raw -1466914.127779 + Penalty 1872.316489 = -1465041.811290 nChanged 0 Trying to split cluster 20 (6424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1764.702596 sec): 2 clusters Score: Raw -546522.427833 + Penalty 832.940644 = -545689.487189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1764.723497 sec): 3 clusters Score: Raw -542803.902394 + Penalty 1665.881289 = -541138.021106 nChanged 2832 SP:Iteration 1F (1764.744038 sec): 3 clusters Score: Raw -544521.924481 + Penalty 1665.881289 = -542856.043192 nChanged 541 SP:Iteration 2F (1764.764386 sec): 3 clusters Score: Raw -544901.396644 + Penalty 1665.881289 = -543235.515356 nChanged 514 SP:Iteration 3F (1764.784721 sec): 3 clusters Score: Raw -545311.401153 + Penalty 1665.881289 = -543645.519865 nChanged 484 SP:Iteration 4F (1764.804916 sec): 3 clusters Score: Raw -545721.812198 + Penalty 1665.881289 = -544055.930909 nChanged 403 SP:Iteration 5F (1764.825561 sec): 3 clusters Score: Raw -546081.840548 + Penalty 1665.881289 = -544415.959259 nChanged 309 SP:Iteration 6Q (1764.845887 sec): 3 clusters Score: Raw -546370.076015 + Penalty 1665.881289 = -544704.194727 nChanged 200 SP:Iteration 7Q (1764.866031 sec): 3 clusters Score: Raw -546572.947468 + Penalty 1665.881289 = -544907.066179 nChanged 127 SP:Iteration 8Q (1764.885888 sec): 3 clusters Score: Raw -546669.577481 + Penalty 1665.881289 = -545003.696192 nChanged 74 SP:Iteration 9Q (1764.905532 sec): 3 clusters Score: Raw -546712.872698 + Penalty 1665.881289 = -545046.991410 nChanged 53 SP:Iteration 10Q (1764.925089 sec): 3 clusters Score: Raw -546739.453913 + Penalty 1665.881289 = -545073.572624 nChanged 41 SP:Iteration 11Q (1764.944728 sec): 3 clusters Score: Raw -546759.307410 + Penalty 1665.881289 = -545093.426122 nChanged 33 SP:Iteration 12Q (1764.964097 sec): 3 clusters Score: Raw -546778.190550 + Penalty 1665.881289 = -545112.309261 nChanged 29 SP:Iteration 13Q (1764.983509 sec): 3 clusters Score: Raw -546791.333793 + Penalty 1665.881289 = -545125.452505 nChanged 15 SP:Iteration 14Q (1765.002871 sec): 3 clusters Score: Raw -546797.880605 + Penalty 1665.881289 = -545131.999316 nChanged 11 SP:Iteration 15Q (1765.022071 sec): 3 clusters Score: Raw -546803.222674 + Penalty 1665.881289 = -545137.341386 nChanged 10 SP:Iteration 16Q (1765.041398 sec): 3 clusters Score: Raw -546806.997283 + Penalty 1665.881289 = -545141.115994 nChanged 8 SP:Iteration 17Q (1765.060547 sec): 3 clusters Score: Raw -546809.243849 + Penalty 1665.881289 = -545143.362561 nChanged 5 SP:Iteration 18Q (1765.079955 sec): 3 clusters Score: Raw -546810.535936 + Penalty 1665.881289 = -545144.654648 nChanged 4 SP:Iteration 19Q (1765.099131 sec): 3 clusters Score: Raw -546811.577626 + Penalty 1665.881289 = -545145.696337 nChanged 3 SP:Iteration 20F (1765.119424 sec): 3 clusters Score: Raw -546812.307112 + Penalty 1665.881289 = -545146.425824 nChanged 3 SP:Iteration 21Q (1765.138678 sec): 3 clusters Score: Raw -546813.615715 + Penalty 1665.881289 = -545147.734426 nChanged 2 SP:Iteration 22Q (1765.160529 sec): 3 clusters Score: Raw -546816.606460 + Penalty 1665.881289 = -545150.725171 nChanged 5 SP:Iteration 23Q (1765.179764 sec): 3 clusters Score: Raw -546819.809814 + Penalty 1665.881289 = -545153.928526 nChanged 5 SP:Iteration 24Q (1765.198879 sec): 3 clusters Score: Raw -546823.145819 + Penalty 1665.881289 = -545157.264531 nChanged 6 SP:Iteration 25Q (1765.218267 sec): 3 clusters Score: Raw -546827.751550 + Penalty 1665.881289 = -545161.870262 nChanged 8 SP:Iteration 26Q (1765.237817 sec): 3 clusters Score: Raw -546831.990961 + Penalty 1665.881289 = -545166.109672 nChanged 6 SP:Iteration 27Q (1765.257015 sec): 3 clusters Score: Raw -546834.727285 + Penalty 1665.881289 = -545168.845996 nChanged 5 SP:Iteration 28Q (1765.276215 sec): 3 clusters Score: Raw -546836.729013 + Penalty 1665.881289 = -545170.847725 nChanged 2 SP:Iteration 29Q (1765.295620 sec): 3 clusters Score: Raw -546838.108129 + Penalty 1665.881289 = -545172.226841 nChanged 2 SP:Iteration 30Q (1765.314661 sec): 3 clusters Score: Raw -546839.006481 + Penalty 1665.881289 = -545173.125193 nChanged 3 SP:Iteration 31Q (1765.333837 sec): 3 clusters Score: Raw -546839.596501 + Penalty 1665.881289 = -545173.715213 nChanged 3 SP:Iteration 32Q (1765.353149 sec): 3 clusters Score: Raw -546840.534275 + Penalty 1665.881289 = -545174.652986 nChanged 2 SP:Iteration 33Q (1765.372070 sec): 3 clusters Score: Raw -546841.098839 + Penalty 1665.881289 = -545175.217550 nChanged 2 SP:Iteration 34Q (1765.391348 sec): 3 clusters Score: Raw -546842.964865 + Penalty 1665.881289 = -545177.083577 nChanged 1 SP:Iteration 35Q (1765.410314 sec): 3 clusters Score: Raw -546843.428743 + Penalty 1665.881289 = -545177.547454 nChanged 2 SP:Iteration 36Q (1765.429285 sec): 3 clusters Score: Raw -546844.444571 + Penalty 1665.881289 = -545178.563282 nChanged 0 SP:Iteration 37F (1765.449538 sec): 3 clusters Score: Raw -546844.444571 + Penalty 1665.881289 = -545178.563282 nChanged 0 Trying to split cluster 21 (14059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1765.476818 sec): 2 clusters Score: Raw -1246075.609918 + Penalty 907.346714 = -1245168.263204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1765.508545 sec): 3 clusters Score: Raw -1237500.918622 + Penalty 1814.693427 = -1235686.225194 nChanged 6393 SP:Iteration 1F (1765.537808 sec): 3 clusters Score: Raw -1241095.652434 + Penalty 1814.693427 = -1239280.959007 nChanged 708 SP:Iteration 2F (1765.567434 sec): 3 clusters Score: Raw -1241373.683501 + Penalty 1814.693427 = -1239558.990074 nChanged 700 SP:Iteration 3Q (1765.597437 sec): 3 clusters Score: Raw -1241674.670043 + Penalty 1814.693427 = -1239859.976616 nChanged 698 SP:Iteration 4Q (1765.627299 sec): 3 clusters Score: Raw -1242000.409253 + Penalty 1814.693427 = -1240185.715826 nChanged 731 SP:Iteration 5F (1765.656857 sec): 3 clusters Score: Raw -1242367.513368 + Penalty 1814.693427 = -1240552.819940 nChanged 704 SP:Iteration 6F (1765.686542 sec): 3 clusters Score: Raw -1242750.560429 + Penalty 1814.693427 = -1240935.867001 nChanged 697 SP:Iteration 7Q (1765.716151 sec): 3 clusters Score: Raw -1243155.456786 + Penalty 1814.693427 = -1241340.763358 nChanged 657 SP:Iteration 8Q (1765.769457 sec): 3 clusters Score: Raw -1243584.492451 + Penalty 1814.693427 = -1241769.799023 nChanged 623 SP:Iteration 9Q (1765.799184 sec): 3 clusters Score: Raw -1244033.178601 + Penalty 1814.693427 = -1242218.485174 nChanged 540 SP:Iteration 10Q (1765.828602 sec): 3 clusters Score: Raw -1244374.371606 + Penalty 1814.693427 = -1242559.678179 nChanged 417 SP:Iteration 11Q (1765.857819 sec): 3 clusters Score: Raw -1244580.881083 + Penalty 1814.693427 = -1242766.187655 nChanged 317 SP:Iteration 12Q (1765.886956 sec): 3 clusters Score: Raw -1244703.297433 + Penalty 1814.693427 = -1242888.604006 nChanged 244 SP:Iteration 13Q (1765.916014 sec): 3 clusters Score: Raw -1244788.023749 + Penalty 1814.693427 = -1242973.330322 nChanged 198 SP:Iteration 14Q (1765.944946 sec): 3 clusters Score: Raw -1244846.294861 + Penalty 1814.693427 = -1243031.601434 nChanged 169 SP:Iteration 15Q (1765.973423 sec): 3 clusters Score: Raw -1244894.572110 + Penalty 1814.693427 = -1243079.878683 nChanged 171 SP:Iteration 16Q (1766.002052 sec): 3 clusters Score: Raw -1244952.098339 + Penalty 1814.693427 = -1243137.404912 nChanged 172 SP:Iteration 17Q (1766.030406 sec): 3 clusters Score: Raw -1245018.026092 + Penalty 1814.693427 = -1243203.332664 nChanged 200 SP:Iteration 18Q (1766.059080 sec): 3 clusters Score: Raw -1245098.141316 + Penalty 1814.693427 = -1243283.447888 nChanged 218 SP:Iteration 19Q (1766.087379 sec): 3 clusters Score: Raw -1245179.681456 + Penalty 1814.693427 = -1243364.988029 nChanged 205 SP:Iteration 20F (1766.117006 sec): 3 clusters Score: Raw -1245253.804419 + Penalty 1814.693427 = -1243439.110991 nChanged 189 SP:Iteration 21Q (1766.145204 sec): 3 clusters Score: Raw -1245325.875127 + Penalty 1814.693427 = -1243511.181699 nChanged 189 SP:Iteration 22Q (1766.173381 sec): 3 clusters Score: Raw -1245402.578155 + Penalty 1814.693427 = -1243587.884728 nChanged 188 SP:Iteration 23Q (1766.201700 sec): 3 clusters Score: Raw -1245483.952127 + Penalty 1814.693427 = -1243669.258700 nChanged 171 SP:Iteration 24Q (1766.229499 sec): 3 clusters Score: Raw -1245557.114118 + Penalty 1814.693427 = -1243742.420691 nChanged 160 SP:Iteration 25Q (1766.257020 sec): 3 clusters Score: Raw -1245611.663598 + Penalty 1814.693427 = -1243796.970171 nChanged 121 SP:Iteration 26Q (1766.284551 sec): 3 clusters Score: Raw -1245648.702091 + Penalty 1814.693427 = -1243834.008664 nChanged 105 SP:Iteration 27Q (1766.311969 sec): 3 clusters Score: Raw -1245677.253306 + Penalty 1814.693427 = -1243862.559879 nChanged 88 SP:Iteration 28Q (1766.339088 sec): 3 clusters Score: Raw -1245701.870575 + Penalty 1814.693427 = -1243887.177147 nChanged 83 SP:Iteration 29Q (1766.366408 sec): 3 clusters Score: Raw -1245725.769688 + Penalty 1814.693427 = -1243911.076261 nChanged 75 SP:Iteration 30Q (1766.393666 sec): 3 clusters Score: Raw -1245749.014433 + Penalty 1814.693427 = -1243934.321005 nChanged 67 SP:Iteration 31Q (1766.420833 sec): 3 clusters Score: Raw -1245770.648338 + Penalty 1814.693427 = -1243955.954911 nChanged 72 SP:Iteration 32Q (1766.447970 sec): 3 clusters Score: Raw -1245792.021014 + Penalty 1814.693427 = -1243977.327586 nChanged 65 SP:Iteration 33Q (1766.475063 sec): 3 clusters Score: Raw -1245815.111713 + Penalty 1814.693427 = -1244000.418285 nChanged 74 SP:Iteration 34Q (1766.502152 sec): 3 clusters Score: Raw -1245843.562897 + Penalty 1814.693427 = -1244028.869470 nChanged 85 SP:Iteration 35Q (1766.529132 sec): 3 clusters Score: Raw -1245876.003816 + Penalty 1814.693427 = -1244061.310389 nChanged 81 SP:Iteration 36Q (1766.556135 sec): 3 clusters Score: Raw -1245909.081928 + Penalty 1814.693427 = -1244094.388501 nChanged 91 SP:Iteration 37Q (1766.583099 sec): 3 clusters Score: Raw -1245942.191615 + Penalty 1814.693427 = -1244127.498188 nChanged 74 SP:Iteration 38Q (1766.609836 sec): 3 clusters Score: Raw -1245973.771803 + Penalty 1814.693427 = -1244159.078376 nChanged 79 SP:Iteration 39Q (1766.636750 sec): 3 clusters Score: Raw -1246008.048195 + Penalty 1814.693427 = -1244193.354768 nChanged 69 SP:Iteration 40F (1766.666267 sec): 3 clusters Score: Raw -1246032.903285 + Penalty 1814.693427 = -1244218.209857 nChanged 70 SP:Iteration 41Q (1766.692972 sec): 3 clusters Score: Raw -1246059.162665 + Penalty 1814.693427 = -1244244.469238 nChanged 53 SP:Iteration 42Q (1766.719540 sec): 3 clusters Score: Raw -1246078.170785 + Penalty 1814.693427 = -1244263.477357 nChanged 43 SP:Iteration 43Q (1766.745854 sec): 3 clusters Score: Raw -1246094.330710 + Penalty 1814.693427 = -1244279.637283 nChanged 45 SP:Iteration 44Q (1766.772340 sec): 3 clusters Score: Raw -1246110.300210 + Penalty 1814.693427 = -1244295.606783 nChanged 32 SP:Iteration 45Q (1766.798858 sec): 3 clusters Score: Raw -1246124.628380 + Penalty 1814.693427 = -1244309.934953 nChanged 33 SP:Iteration 46Q (1766.825247 sec): 3 clusters Score: Raw -1246136.250893 + Penalty 1814.693427 = -1244321.557466 nChanged 20 SP:Iteration 47Q (1766.851643 sec): 3 clusters Score: Raw -1246144.805929 + Penalty 1814.693427 = -1244330.112502 nChanged 25 SP:Iteration 48Q (1766.877965 sec): 3 clusters Score: Raw -1246156.039063 + Penalty 1814.693427 = -1244341.345636 nChanged 25 SP:Iteration 49Q (1766.904240 sec): 3 clusters Score: Raw -1246166.419872 + Penalty 1814.693427 = -1244351.726444 nChanged 23 SP:Iteration 50Q (1766.930488 sec): 3 clusters Score: Raw -1246177.474751 + Penalty 1814.693427 = -1244362.781324 nChanged 28 SP:Iteration 51Q (1766.956589 sec): 3 clusters Score: Raw -1246188.299938 + Penalty 1814.693427 = -1244373.606510 nChanged 13 SP:Iteration 52Q (1766.982876 sec): 3 clusters Score: Raw -1246193.483738 + Penalty 1814.693427 = -1244378.790311 nChanged 9 SP:Iteration 53Q (1767.008995 sec): 3 clusters Score: Raw -1246197.771042 + Penalty 1814.693427 = -1244383.077615 nChanged 8 SP:Iteration 54Q (1767.035419 sec): 3 clusters Score: Raw -1246199.592754 + Penalty 1814.693427 = -1244384.899327 nChanged 5 SP:Iteration 55Q (1767.061696 sec): 3 clusters Score: Raw -1246200.442004 + Penalty 1814.693427 = -1244385.748577 nChanged 5 SP:Iteration 56Q (1767.087921 sec): 3 clusters Score: Raw -1246201.652209 + Penalty 1814.693427 = -1244386.958781 nChanged 2 SP:Iteration 57Q (1767.113900 sec): 3 clusters Score: Raw -1246202.123556 + Penalty 1814.693427 = -1244387.430129 nChanged 3 SP:Iteration 58Q (1767.141100 sec): 3 clusters Score: Raw -1246203.185245 + Penalty 1814.693427 = -1244388.491818 nChanged 5 SP:Iteration 59Q (1767.167185 sec): 3 clusters Score: Raw -1246204.431484 + Penalty 1814.693427 = -1244389.738057 nChanged 6 SP:Iteration 60F (1767.196884 sec): 3 clusters Score: Raw -1246205.677152 + Penalty 1814.693427 = -1244390.983725 nChanged 1 SP:Iteration 61Q (1767.223471 sec): 3 clusters Score: Raw -1246206.047624 + Penalty 1814.693427 = -1244391.354196 nChanged 1 SP:Iteration 62Q (1767.249546 sec): 3 clusters Score: Raw -1246206.465549 + Penalty 1814.693427 = -1244391.772122 nChanged 1 SP:Iteration 63Q (1767.275680 sec): 3 clusters Score: Raw -1246206.532558 + Penalty 1814.693427 = -1244391.839130 nChanged 0 SP:Iteration 64F (1767.305122 sec): 3 clusters Score: Raw -1246206.532558 + Penalty 1814.693427 = -1244391.839130 nChanged 0 Trying to split cluster 22 (3408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1767.321300 sec): 2 clusters Score: Raw -288386.129649 + Penalty 772.718684 = -287613.410965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1767.334976 sec): 3 clusters Score: Raw -286582.330194 + Penalty 1545.437369 = -285036.892825 nChanged 1410 SP:Iteration 1F (1767.347524 sec): 3 clusters Score: Raw -287483.233801 + Penalty 1545.437369 = -285937.796432 nChanged 357 SP:Iteration 2F (1767.360112 sec): 3 clusters Score: Raw -287805.919109 + Penalty 1545.437369 = -286260.481740 nChanged 300 SP:Iteration 3F (1767.372657 sec): 3 clusters Score: Raw -288117.045078 + Penalty 1545.437369 = -286571.607710 nChanged 234 SP:Iteration 4F (1767.385194 sec): 3 clusters Score: Raw -288326.237156 + Penalty 1545.437369 = -286780.799787 nChanged 165 SP:Iteration 5Q (1767.397695 sec): 3 clusters Score: Raw -288466.195722 + Penalty 1545.437369 = -286920.758353 nChanged 122 SP:Iteration 6Q (1767.410074 sec): 3 clusters Score: Raw -288552.964619 + Penalty 1545.437369 = -287007.527250 nChanged 101 SP:Iteration 7Q (1767.422535 sec): 3 clusters Score: Raw -288610.597844 + Penalty 1545.437369 = -287065.160476 nChanged 78 SP:Iteration 8Q (1767.435017 sec): 3 clusters Score: Raw -288663.487164 + Penalty 1545.437369 = -287118.049795 nChanged 80 SP:Iteration 9Q (1767.447335 sec): 3 clusters Score: Raw -288722.865539 + Penalty 1545.437369 = -287177.428170 nChanged 61 SP:Iteration 10Q (1767.459781 sec): 3 clusters Score: Raw -288766.815399 + Penalty 1545.437369 = -287221.378030 nChanged 53 SP:Iteration 11Q (1767.472041 sec): 3 clusters Score: Raw -288798.235787 + Penalty 1545.437369 = -287252.798418 nChanged 37 SP:Iteration 12Q (1767.484371 sec): 3 clusters Score: Raw -288815.669082 + Penalty 1545.437369 = -287270.231714 nChanged 22 SP:Iteration 13Q (1767.497540 sec): 3 clusters Score: Raw -288824.492034 + Penalty 1545.437369 = -287279.054666 nChanged 15 SP:Iteration 14Q (1767.509891 sec): 3 clusters Score: Raw -288829.358819 + Penalty 1545.437369 = -287283.921450 nChanged 9 SP:Iteration 15Q (1767.522212 sec): 3 clusters Score: Raw -288832.079197 + Penalty 1545.437369 = -287286.641829 nChanged 13 SP:Iteration 16Q (1767.534366 sec): 3 clusters Score: Raw -288835.911010 + Penalty 1545.437369 = -287290.473641 nChanged 10 SP:Iteration 17Q (1767.546622 sec): 3 clusters Score: Raw -288838.335348 + Penalty 1545.437369 = -287292.897979 nChanged 7 SP:Iteration 18Q (1767.558901 sec): 3 clusters Score: Raw -288840.798224 + Penalty 1545.437369 = -287295.360855 nChanged 10 SP:Iteration 19Q (1767.571147 sec): 3 clusters Score: Raw -288846.529022 + Penalty 1545.437369 = -287301.091653 nChanged 15 SP:Iteration 20F (1767.583655 sec): 3 clusters Score: Raw -288853.574907 + Penalty 1545.437369 = -287308.137539 nChanged 9 SP:Iteration 21Q (1767.595898 sec): 3 clusters Score: Raw -288856.604385 + Penalty 1545.437369 = -287311.167016 nChanged 10 SP:Iteration 22Q (1767.607989 sec): 3 clusters Score: Raw -288861.899898 + Penalty 1545.437369 = -287316.462530 nChanged 11 SP:Iteration 23Q (1767.620251 sec): 3 clusters Score: Raw -288865.945185 + Penalty 1545.437369 = -287320.507816 nChanged 4 SP:Iteration 24Q (1767.632442 sec): 3 clusters Score: Raw -288867.783424 + Penalty 1545.437369 = -287322.346055 nChanged 5 SP:Iteration 25Q (1767.644639 sec): 3 clusters Score: Raw -288869.574874 + Penalty 1545.437369 = -287324.137506 nChanged 3 SP:Iteration 26Q (1767.656862 sec): 3 clusters Score: Raw -288870.733848 + Penalty 1545.437369 = -287325.296479 nChanged 6 SP:Iteration 27Q (1767.669052 sec): 3 clusters Score: Raw -288872.468665 + Penalty 1545.437369 = -287327.031296 nChanged 3 SP:Iteration 28Q (1767.681226 sec): 3 clusters Score: Raw -288872.894303 + Penalty 1545.437369 = -287327.456934 nChanged 2 SP:Iteration 29Q (1767.693417 sec): 3 clusters Score: Raw -288873.363572 + Penalty 1545.437369 = -287327.926204 nChanged 2 SP:Iteration 30Q (1767.705591 sec): 3 clusters Score: Raw -288874.041116 + Penalty 1545.437369 = -287328.603747 nChanged 1 SP:Iteration 31Q (1767.717829 sec): 3 clusters Score: Raw -288874.296577 + Penalty 1545.437369 = -287328.859209 nChanged 2 SP:Iteration 32Q (1767.729999 sec): 3 clusters Score: Raw -288874.681657 + Penalty 1545.437369 = -287329.244289 nChanged 0 SP:Iteration 33F (1767.742356 sec): 3 clusters Score: Raw -288874.681657 + Penalty 1545.437369 = -287329.244289 nChanged 0 Trying to split cluster 23 (1633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1767.757389 sec): 2 clusters Score: Raw -123812.607632 + Penalty 702.826539 = -123109.781093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1767.764169 sec): 3 clusters Score: Raw -123074.666492 + Penalty 1405.653078 = -121669.013414 nChanged 633 SP:Iteration 1F (1767.770370 sec): 3 clusters Score: Raw -123512.783004 + Penalty 1405.653078 = -122107.129926 nChanged 132 SP:Iteration 2F (1767.776606 sec): 3 clusters Score: Raw -123601.639393 + Penalty 1405.653078 = -122195.986315 nChanged 98 SP:Iteration 3F (1767.782789 sec): 3 clusters Score: Raw -123665.243146 + Penalty 1405.653078 = -122259.590069 nChanged 63 SP:Iteration 4Q (1767.788928 sec): 3 clusters Score: Raw -123703.651938 + Penalty 1405.653078 = -122297.998861 nChanged 49 SP:Iteration 5Q (1767.795097 sec): 3 clusters Score: Raw -123736.154175 + Penalty 1405.653078 = -122330.501097 nChanged 45 SP:Iteration 6Q (1767.801177 sec): 3 clusters Score: Raw -123760.135999 + Penalty 1405.653078 = -122354.482921 nChanged 40 SP:Iteration 7Q (1767.807371 sec): 3 clusters Score: Raw -123779.176176 + Penalty 1405.653078 = -122373.523099 nChanged 37 SP:Iteration 8Q (1767.813482 sec): 3 clusters Score: Raw -123801.844898 + Penalty 1405.653078 = -122396.191820 nChanged 37 SP:Iteration 9Q (1767.819652 sec): 3 clusters Score: Raw -123821.960520 + Penalty 1405.653078 = -122416.307443 nChanged 27 SP:Iteration 10Q (1767.825824 sec): 3 clusters Score: Raw -123840.437507 + Penalty 1405.653078 = -122434.784429 nChanged 30 SP:Iteration 11Q (1767.831913 sec): 3 clusters Score: Raw -123858.901608 + Penalty 1405.653078 = -122453.248530 nChanged 24 SP:Iteration 12Q (1767.838055 sec): 3 clusters Score: Raw -123870.316460 + Penalty 1405.653078 = -122464.663383 nChanged 18 SP:Iteration 13Q (1767.844204 sec): 3 clusters Score: Raw -123877.921908 + Penalty 1405.653078 = -122472.268831 nChanged 15 SP:Iteration 14Q (1767.850348 sec): 3 clusters Score: Raw -123886.775432 + Penalty 1405.653078 = -122481.122354 nChanged 15 SP:Iteration 15Q (1767.856473 sec): 3 clusters Score: Raw -123894.529347 + Penalty 1405.653078 = -122488.876270 nChanged 16 SP:Iteration 16Q (1767.862603 sec): 3 clusters Score: Raw -123902.144413 + Penalty 1405.653078 = -122496.491335 nChanged 19 SP:Iteration 17Q (1767.868749 sec): 3 clusters Score: Raw -123914.973227 + Penalty 1405.653078 = -122509.320149 nChanged 16 SP:Iteration 18Q (1767.874878 sec): 3 clusters Score: Raw -123925.691630 + Penalty 1405.653078 = -122520.038552 nChanged 16 SP:Iteration 19Q (1767.880943 sec): 3 clusters Score: Raw -123938.028427 + Penalty 1405.653078 = -122532.375349 nChanged 18 SP:Iteration 20F (1767.887024 sec): 3 clusters Score: Raw -123946.609097 + Penalty 1405.653078 = -122540.956019 nChanged 16 SP:Iteration 21Q (1767.893241 sec): 3 clusters Score: Raw -123956.431068 + Penalty 1405.653078 = -122550.777990 nChanged 15 SP:Iteration 22Q (1767.899375 sec): 3 clusters Score: Raw -123966.202268 + Penalty 1405.653078 = -122560.549190 nChanged 19 SP:Iteration 23Q (1767.905505 sec): 3 clusters Score: Raw -123980.093740 + Penalty 1405.653078 = -122574.440662 nChanged 18 SP:Iteration 24Q (1767.911613 sec): 3 clusters Score: Raw -123993.822310 + Penalty 1405.653078 = -122588.169232 nChanged 18 SP:Iteration 25Q (1767.917713 sec): 3 clusters Score: Raw -124011.136789 + Penalty 1405.653078 = -122605.483711 nChanged 19 SP:Iteration 26Q (1767.923785 sec): 3 clusters Score: Raw -124030.811129 + Penalty 1405.653078 = -122625.158052 nChanged 25 SP:Iteration 27Q (1767.929863 sec): 3 clusters Score: Raw -124069.744390 + Penalty 1405.653078 = -122664.091312 nChanged 28 SP:Iteration 28Q (1767.935921 sec): 3 clusters Score: Raw -124120.341508 + Penalty 1405.653078 = -122714.688431 nChanged 31 SP:Iteration 29Q (1767.941907 sec): 3 clusters Score: Raw -124175.598854 + Penalty 1405.653078 = -122769.945776 nChanged 29 SP:Iteration 30Q (1767.947905 sec): 3 clusters Score: Raw -124200.343125 + Penalty 1405.653078 = -122794.690048 nChanged 13 SP:Iteration 31Q (1767.953836 sec): 3 clusters Score: Raw -124207.956901 + Penalty 1405.653078 = -122802.303823 nChanged 22 SP:Iteration 32Q (1767.959746 sec): 3 clusters Score: Raw -124224.939257 + Penalty 1405.653078 = -122819.286179 nChanged 23 SP:Iteration 33Q (1767.965756 sec): 3 clusters Score: Raw -124245.560020 + Penalty 1405.653078 = -122839.906943 nChanged 18 SP:Iteration 34Q (1767.971688 sec): 3 clusters Score: Raw -124265.739196 + Penalty 1405.653078 = -122860.086118 nChanged 13 SP:Iteration 35Q (1767.977653 sec): 3 clusters Score: Raw -124279.376457 + Penalty 1405.653078 = -122873.723380 nChanged 11 SP:Iteration 36Q (1767.983557 sec): 3 clusters Score: Raw -124285.852741 + Penalty 1405.653078 = -122880.199663 nChanged 13 SP:Iteration 37Q (1767.989458 sec): 3 clusters Score: Raw -124296.730033 + Penalty 1405.653078 = -122891.076955 nChanged 16 SP:Iteration 38Q (1767.995503 sec): 3 clusters Score: Raw -124312.735558 + Penalty 1405.653078 = -122907.082480 nChanged 13 SP:Iteration 39Q (1768.001445 sec): 3 clusters Score: Raw -124321.540884 + Penalty 1405.653078 = -122915.887806 nChanged 5 SP:Iteration 40F (1768.007533 sec): 3 clusters Score: Raw -124325.500540 + Penalty 1405.653078 = -122919.847462 nChanged 6 SP:Iteration 41Q (1768.013481 sec): 3 clusters Score: Raw -124328.887274 + Penalty 1405.653078 = -122923.234196 nChanged 5 SP:Iteration 42Q (1768.019371 sec): 3 clusters Score: Raw -124331.553800 + Penalty 1405.653078 = -122925.900722 nChanged 3 SP:Iteration 43Q (1768.025304 sec): 3 clusters Score: Raw -124334.434767 + Penalty 1405.653078 = -122928.781690 nChanged 4 SP:Iteration 44Q (1768.031221 sec): 3 clusters Score: Raw -124337.578467 + Penalty 1405.653078 = -122931.925390 nChanged 5 SP:Iteration 45Q (1768.037158 sec): 3 clusters Score: Raw -124344.398576 + Penalty 1405.653078 = -122938.745498 nChanged 6 SP:Iteration 46Q (1768.043031 sec): 3 clusters Score: Raw -124351.929566 + Penalty 1405.653078 = -122946.276488 nChanged 5 SP:Iteration 47Q (1768.048877 sec): 3 clusters Score: Raw -124359.753496 + Penalty 1405.653078 = -122954.100419 nChanged 4 SP:Iteration 48Q (1768.054790 sec): 3 clusters Score: Raw -124367.001482 + Penalty 1405.653078 = -122961.348404 nChanged 9 SP:Iteration 49Q (1768.060703 sec): 3 clusters Score: Raw -124377.990936 + Penalty 1405.653078 = -122972.337858 nChanged 7 SP:Iteration 50Q (1768.066597 sec): 3 clusters Score: Raw -124389.532999 + Penalty 1405.653078 = -122983.879921 nChanged 2 SP:Iteration 51Q (1768.072460 sec): 3 clusters Score: Raw -124395.098775 + Penalty 1405.653078 = -122989.445697 nChanged 3 SP:Iteration 52Q (1768.078309 sec): 3 clusters Score: Raw -124396.586166 + Penalty 1405.653078 = -122990.933088 nChanged 2 SP:Iteration 53Q (1768.084158 sec): 3 clusters Score: Raw -124397.607432 + Penalty 1405.653078 = -122991.954354 nChanged 1 SP:Iteration 54Q (1768.089995 sec): 3 clusters Score: Raw -124397.865382 + Penalty 1405.653078 = -122992.212304 nChanged 1 SP:Iteration 55Q (1768.095864 sec): 3 clusters Score: Raw -124398.152382 + Penalty 1405.653078 = -122992.499304 nChanged 1 SP:Iteration 56Q (1768.101650 sec): 3 clusters Score: Raw -124398.784080 + Penalty 1405.653078 = -122993.131002 nChanged 1 SP:Iteration 57Q (1768.107482 sec): 3 clusters Score: Raw -124399.665745 + Penalty 1405.653078 = -122994.012668 nChanged 1 SP:Iteration 58Q (1768.113313 sec): 3 clusters Score: Raw -124399.871791 + Penalty 1405.653078 = -122994.218713 nChanged 0 SP:Iteration 59F (1768.119398 sec): 3 clusters Score: Raw -124399.871791 + Penalty 1405.653078 = -122994.218713 nChanged 0 Trying to split cluster 24 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1768.131254 sec): 2 clusters Score: Raw -16079.628967 + Penalty 532.899821 = -15546.729146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1768.133009 sec): 3 clusters Score: Raw -16196.525896 + Penalty 1065.799641 = -15130.726255 nChanged 85 SP:Iteration 1F (1768.134577 sec): 3 clusters Score: Raw -16562.619653 + Penalty 1065.799641 = -15496.820012 nChanged 31 SP:Iteration 2F (1768.136136 sec): 3 clusters Score: Raw -16692.889924 + Penalty 1065.799641 = -15627.090283 nChanged 13 SP:Iteration 3Q (1768.137634 sec): 3 clusters Score: Raw -16768.943719 + Penalty 1065.799641 = -15703.144078 nChanged 4 SP:Iteration 4Q (1768.139116 sec): 3 clusters Score: Raw -16798.982288 + Penalty 1065.799641 = -15733.182647 nChanged 1 SP:Iteration 5Q (1768.140600 sec): 3 clusters Score: Raw -16805.586743 + Penalty 1065.799641 = -15739.787102 nChanged 1 SP:Iteration 6Q (1768.142081 sec): 3 clusters Score: Raw -16818.166314 + Penalty 1065.799641 = -15752.366673 nChanged 0 SP:Iteration 7F (1768.143626 sec): 3 clusters Score: Raw -16826.416141 + Penalty 1065.799641 = -15760.616500 nChanged 1 SP:Iteration 8Q (1768.145087 sec): 3 clusters Score: Raw -16863.434471 + Penalty 1065.799641 = -15797.634830 nChanged 2 SP:Iteration 9Q (1768.146556 sec): 3 clusters Score: Raw -16868.068446 + Penalty 1065.799641 = -15802.268804 nChanged 0 SP:Iteration 10F (1768.148073 sec): 3 clusters Score: Raw -16868.068446 + Penalty 1065.799641 = -15802.268804 nChanged 0 Score: Raw -69582486.058524 + Penalty 59620.935958 = -69522865.122566 Splitting cluster 24 changes total score from -69523343.547722 to -69522865.122566 So it's not getting split. Trying to split cluster 25 (2580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.105233 sec): 2 clusters Score: Raw -218821.647062 + Penalty 746.276744 = -218075.370318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.115561 sec): 3 clusters Score: Raw -217517.270338 + Penalty 1492.553489 = -216024.716849 nChanged 998 SP:Iteration 1F (1787.124985 sec): 3 clusters Score: Raw -218165.532760 + Penalty 1492.553489 = -216672.979271 nChanged 217 SP:Iteration 2F (1787.134349 sec): 3 clusters Score: Raw -218287.854946 + Penalty 1492.553489 = -216795.301457 nChanged 137 SP:Iteration 3F (1787.143746 sec): 3 clusters Score: Raw -218360.528987 + Penalty 1492.553489 = -216867.975499 nChanged 97 SP:Iteration 4Q (1787.153268 sec): 3 clusters Score: Raw -218414.979283 + Penalty 1492.553489 = -216922.425794 nChanged 91 SP:Iteration 5Q (1787.162702 sec): 3 clusters Score: Raw -218458.203242 + Penalty 1492.553489 = -216965.649754 nChanged 83 SP:Iteration 6Q (1787.172188 sec): 3 clusters Score: Raw -218496.734019 + Penalty 1492.553489 = -217004.180530 nChanged 75 SP:Iteration 7Q (1787.181563 sec): 3 clusters Score: Raw -218532.177981 + Penalty 1492.553489 = -217039.624492 nChanged 62 SP:Iteration 8Q (1787.191004 sec): 3 clusters Score: Raw -218558.116592 + Penalty 1492.553489 = -217065.563103 nChanged 57 SP:Iteration 9Q (1787.200497 sec): 3 clusters Score: Raw -218583.104590 + Penalty 1492.553489 = -217090.551101 nChanged 54 SP:Iteration 10Q (1787.209945 sec): 3 clusters Score: Raw -218608.199291 + Penalty 1492.553489 = -217115.645802 nChanged 57 SP:Iteration 11Q (1787.219375 sec): 3 clusters Score: Raw -218636.432332 + Penalty 1492.553489 = -217143.878843 nChanged 50 SP:Iteration 12Q (1787.228816 sec): 3 clusters Score: Raw -218664.055879 + Penalty 1492.553489 = -217171.502390 nChanged 54 SP:Iteration 13Q (1787.238114 sec): 3 clusters Score: Raw -218699.094792 + Penalty 1492.553489 = -217206.541304 nChanged 47 SP:Iteration 14Q (1787.247401 sec): 3 clusters Score: Raw -218725.547211 + Penalty 1492.553489 = -217232.993722 nChanged 40 SP:Iteration 15Q (1787.256765 sec): 3 clusters Score: Raw -218750.576972 + Penalty 1492.553489 = -217258.023483 nChanged 32 SP:Iteration 16Q (1787.266076 sec): 3 clusters Score: Raw -218770.345127 + Penalty 1492.553489 = -217277.791639 nChanged 32 SP:Iteration 17Q (1787.275384 sec): 3 clusters Score: Raw -218790.075510 + Penalty 1492.553489 = -217297.522021 nChanged 32 SP:Iteration 18Q (1787.284663 sec): 3 clusters Score: Raw -218808.856162 + Penalty 1492.553489 = -217316.302673 nChanged 28 SP:Iteration 19Q (1787.293946 sec): 3 clusters Score: Raw -218827.797047 + Penalty 1492.553489 = -217335.243558 nChanged 22 SP:Iteration 20F (1787.303256 sec): 3 clusters Score: Raw -218838.985354 + Penalty 1492.553489 = -217346.431865 nChanged 14 SP:Iteration 21Q (1787.312486 sec): 3 clusters Score: Raw -218846.543413 + Penalty 1492.553489 = -217353.989925 nChanged 13 SP:Iteration 22Q (1787.321695 sec): 3 clusters Score: Raw -218857.629467 + Penalty 1492.553489 = -217365.075978 nChanged 20 SP:Iteration 23Q (1787.330869 sec): 3 clusters Score: Raw -218871.550892 + Penalty 1492.553489 = -217378.997403 nChanged 15 SP:Iteration 24Q (1787.339913 sec): 3 clusters Score: Raw -218881.709004 + Penalty 1492.553489 = -217389.155515 nChanged 6 SP:Iteration 25Q (1787.349015 sec): 3 clusters Score: Raw -218885.077641 + Penalty 1492.553489 = -217392.524152 nChanged 8 SP:Iteration 26Q (1787.358190 sec): 3 clusters Score: Raw -218889.587620 + Penalty 1492.553489 = -217397.034131 nChanged 5 SP:Iteration 27Q (1787.367221 sec): 3 clusters Score: Raw -218892.089751 + Penalty 1492.553489 = -217399.536262 nChanged 1 SP:Iteration 28Q (1787.376319 sec): 3 clusters Score: Raw -218892.268801 + Penalty 1492.553489 = -217399.715312 nChanged 0 SP:Iteration 29F (1787.385766 sec): 3 clusters Score: Raw -218892.268801 + Penalty 1492.553489 = -217399.715312 nChanged 0 Trying to split cluster 26 (13949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1787.412046 sec): 2 clusters Score: Raw -1186591.564551 + Penalty 906.600495 = -1185684.964057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1787.441749 sec): 3 clusters Score: Raw -1178246.054975 + Penalty 1813.200989 = -1176432.853986 nChanged 6217 SP:Iteration 1F (1787.470058 sec): 3 clusters Score: Raw -1181745.545953 + Penalty 1813.200989 = -1179932.344964 nChanged 764 SP:Iteration 2F (1787.498427 sec): 3 clusters Score: Raw -1182066.367832 + Penalty 1813.200989 = -1180253.166843 nChanged 709 SP:Iteration 3F (1787.526676 sec): 3 clusters Score: Raw -1182388.901201 + Penalty 1813.200989 = -1180575.700212 nChanged 711 SP:Iteration 4F (1787.554702 sec): 3 clusters Score: Raw -1182800.076492 + Penalty 1813.200989 = -1180986.875503 nChanged 742 SP:Iteration 5F (1787.582812 sec): 3 clusters Score: Raw -1183319.311339 + Penalty 1813.200989 = -1181506.110350 nChanged 809 SP:Iteration 6F (1787.611097 sec): 3 clusters Score: Raw -1183982.077321 + Penalty 1813.200989 = -1182168.876332 nChanged 804 SP:Iteration 7F (1787.639315 sec): 3 clusters Score: Raw -1184627.900429 + Penalty 1813.200989 = -1182814.699440 nChanged 681 SP:Iteration 8Q (1787.667274 sec): 3 clusters Score: Raw -1185043.512986 + Penalty 1813.200989 = -1183230.311997 nChanged 467 SP:Iteration 9Q (1787.694747 sec): 3 clusters Score: Raw -1185242.163141 + Penalty 1813.200989 = -1183428.962152 nChanged 306 SP:Iteration 10Q (1787.722308 sec): 3 clusters Score: Raw -1185355.183376 + Penalty 1813.200989 = -1183541.982387 nChanged 244 SP:Iteration 11Q (1787.749623 sec): 3 clusters Score: Raw -1185440.241870 + Penalty 1813.200989 = -1183627.040881 nChanged 199 SP:Iteration 12Q (1787.776839 sec): 3 clusters Score: Raw -1185506.993959 + Penalty 1813.200989 = -1183693.792970 nChanged 218 SP:Iteration 13Q (1787.804056 sec): 3 clusters Score: Raw -1185577.046660 + Penalty 1813.200989 = -1183763.845671 nChanged 203 SP:Iteration 14Q (1787.831380 sec): 3 clusters Score: Raw -1185637.275787 + Penalty 1813.200989 = -1183824.074798 nChanged 174 SP:Iteration 15Q (1787.858332 sec): 3 clusters Score: Raw -1185688.769217 + Penalty 1813.200989 = -1183875.568228 nChanged 179 SP:Iteration 16Q (1787.885429 sec): 3 clusters Score: Raw -1185739.356464 + Penalty 1813.200989 = -1183926.155475 nChanged 150 SP:Iteration 17Q (1787.912348 sec): 3 clusters Score: Raw -1185781.320525 + Penalty 1813.200989 = -1183968.119536 nChanged 143 SP:Iteration 18Q (1787.939276 sec): 3 clusters Score: Raw -1185821.078151 + Penalty 1813.200989 = -1184007.877162 nChanged 138 SP:Iteration 19Q (1787.966176 sec): 3 clusters Score: Raw -1185853.821640 + Penalty 1813.200989 = -1184040.620651 nChanged 101 SP:Iteration 20F (1787.994468 sec): 3 clusters Score: Raw -1185875.064078 + Penalty 1813.200989 = -1184061.863089 nChanged 91 SP:Iteration 21Q (1788.021206 sec): 3 clusters Score: Raw -1185892.638385 + Penalty 1813.200989 = -1184079.437396 nChanged 94 SP:Iteration 22Q (1788.048072 sec): 3 clusters Score: Raw -1185908.006782 + Penalty 1813.200989 = -1184094.805793 nChanged 74 SP:Iteration 23Q (1788.074955 sec): 3 clusters Score: Raw -1185921.271874 + Penalty 1813.200989 = -1184108.070885 nChanged 66 SP:Iteration 24Q (1788.101748 sec): 3 clusters Score: Raw -1185933.046330 + Penalty 1813.200989 = -1184119.845341 nChanged 75 SP:Iteration 25Q (1788.128378 sec): 3 clusters Score: Raw -1185945.894704 + Penalty 1813.200989 = -1184132.693715 nChanged 78 SP:Iteration 26Q (1788.155119 sec): 3 clusters Score: Raw -1185959.762367 + Penalty 1813.200989 = -1184146.561378 nChanged 86 SP:Iteration 27Q (1788.181931 sec): 3 clusters Score: Raw -1185975.937076 + Penalty 1813.200989 = -1184162.736087 nChanged 87 SP:Iteration 28Q (1788.208726 sec): 3 clusters Score: Raw -1185993.917522 + Penalty 1813.200989 = -1184180.716533 nChanged 79 SP:Iteration 29Q (1788.235325 sec): 3 clusters Score: Raw -1186007.215871 + Penalty 1813.200989 = -1184194.014882 nChanged 68 SP:Iteration 30Q (1788.262025 sec): 3 clusters Score: Raw -1186018.333227 + Penalty 1813.200989 = -1184205.132238 nChanged 63 SP:Iteration 31Q (1788.288750 sec): 3 clusters Score: Raw -1186027.988624 + Penalty 1813.200989 = -1184214.787635 nChanged 50 SP:Iteration 32Q (1788.315471 sec): 3 clusters Score: Raw -1186034.382932 + Penalty 1813.200989 = -1184221.181943 nChanged 49 SP:Iteration 33Q (1788.342012 sec): 3 clusters Score: Raw -1186039.088331 + Penalty 1813.200989 = -1184225.887342 nChanged 42 SP:Iteration 34Q (1788.368846 sec): 3 clusters Score: Raw -1186043.891653 + Penalty 1813.200989 = -1184230.690664 nChanged 39 SP:Iteration 35Q (1788.395614 sec): 3 clusters Score: Raw -1186048.272199 + Penalty 1813.200989 = -1184235.071210 nChanged 35 SP:Iteration 36Q (1788.422343 sec): 3 clusters Score: Raw -1186052.243618 + Penalty 1813.200989 = -1184239.042629 nChanged 30 SP:Iteration 37Q (1788.449015 sec): 3 clusters Score: Raw -1186055.454456 + Penalty 1813.200989 = -1184242.253467 nChanged 24 SP:Iteration 38Q (1788.475704 sec): 3 clusters Score: Raw -1186057.936539 + Penalty 1813.200989 = -1184244.735550 nChanged 35 SP:Iteration 39Q (1788.502498 sec): 3 clusters Score: Raw -1186062.284824 + Penalty 1813.200989 = -1184249.083835 nChanged 32 SP:Iteration 40F (1788.530629 sec): 3 clusters Score: Raw -1186066.526016 + Penalty 1813.200989 = -1184253.325027 nChanged 29 SP:Iteration 41Q (1788.557337 sec): 3 clusters Score: Raw -1186069.611120 + Penalty 1813.200989 = -1184256.410131 nChanged 29 SP:Iteration 42Q (1788.583878 sec): 3 clusters Score: Raw -1186072.995571 + Penalty 1813.200989 = -1184259.794582 nChanged 25 SP:Iteration 43Q (1788.610577 sec): 3 clusters Score: Raw -1186076.234222 + Penalty 1813.200989 = -1184263.033233 nChanged 34 SP:Iteration 44Q (1788.637315 sec): 3 clusters Score: Raw -1186080.604359 + Penalty 1813.200989 = -1184267.403370 nChanged 41 SP:Iteration 45Q (1788.663916 sec): 3 clusters Score: Raw -1186087.204201 + Penalty 1813.200989 = -1184274.003212 nChanged 40 SP:Iteration 46Q (1788.690641 sec): 3 clusters Score: Raw -1186093.194939 + Penalty 1813.200989 = -1184279.993950 nChanged 46 SP:Iteration 47Q (1788.717208 sec): 3 clusters Score: Raw -1186097.669641 + Penalty 1813.200989 = -1184284.468652 nChanged 28 SP:Iteration 48Q (1788.743974 sec): 3 clusters Score: Raw -1186100.827777 + Penalty 1813.200989 = -1184287.626788 nChanged 28 SP:Iteration 49Q (1788.770704 sec): 3 clusters Score: Raw -1186103.630231 + Penalty 1813.200989 = -1184290.429242 nChanged 15 SP:Iteration 50Q (1788.797380 sec): 3 clusters Score: Raw -1186104.780425 + Penalty 1813.200989 = -1184291.579436 nChanged 21 SP:Iteration 51Q (1788.823993 sec): 3 clusters Score: Raw -1186106.733786 + Penalty 1813.200989 = -1184293.532797 nChanged 25 SP:Iteration 52Q (1788.850646 sec): 3 clusters Score: Raw -1186110.228985 + Penalty 1813.200989 = -1184297.027996 nChanged 35 SP:Iteration 53Q (1788.877410 sec): 3 clusters Score: Raw -1186115.240557 + Penalty 1813.200989 = -1184302.039568 nChanged 43 SP:Iteration 54Q (1788.904260 sec): 3 clusters Score: Raw -1186123.440745 + Penalty 1813.200989 = -1184310.239756 nChanged 57 SP:Iteration 55Q (1788.931075 sec): 3 clusters Score: Raw -1186134.578139 + Penalty 1813.200989 = -1184321.377150 nChanged 64 SP:Iteration 56Q (1788.957789 sec): 3 clusters Score: Raw -1186146.598267 + Penalty 1813.200989 = -1184333.397278 nChanged 63 SP:Iteration 57Q (1788.984475 sec): 3 clusters Score: Raw -1186155.790832 + Penalty 1813.200989 = -1184342.589843 nChanged 51 SP:Iteration 58Q (1789.011264 sec): 3 clusters Score: Raw -1186162.389154 + Penalty 1813.200989 = -1184349.188165 nChanged 44 SP:Iteration 59Q (1789.038165 sec): 3 clusters Score: Raw -1186169.266378 + Penalty 1813.200989 = -1184356.065389 nChanged 48 SP:Iteration 60F (1789.066390 sec): 3 clusters Score: Raw -1186176.260948 + Penalty 1813.200989 = -1184363.059959 nChanged 56 SP:Iteration 61Q (1789.093254 sec): 3 clusters Score: Raw -1186184.140192 + Penalty 1813.200989 = -1184370.939203 nChanged 56 SP:Iteration 62Q (1789.120049 sec): 3 clusters Score: Raw -1186191.552267 + Penalty 1813.200989 = -1184378.351278 nChanged 56 SP:Iteration 63Q (1789.146792 sec): 3 clusters Score: Raw -1186200.102624 + Penalty 1813.200989 = -1184386.901635 nChanged 57 SP:Iteration 64Q (1789.173616 sec): 3 clusters Score: Raw -1186208.198861 + Penalty 1813.200989 = -1184394.997872 nChanged 48 SP:Iteration 65Q (1789.200623 sec): 3 clusters Score: Raw -1186215.264062 + Penalty 1813.200989 = -1184402.063073 nChanged 54 SP:Iteration 66Q (1789.227324 sec): 3 clusters Score: Raw -1186223.241374 + Penalty 1813.200989 = -1184410.040385 nChanged 44 SP:Iteration 67Q (1789.254243 sec): 3 clusters Score: Raw -1186229.654946 + Penalty 1813.200989 = -1184416.453957 nChanged 43 SP:Iteration 68Q (1789.280915 sec): 3 clusters Score: Raw -1186234.812514 + Penalty 1813.200989 = -1184421.611525 nChanged 43 SP:Iteration 69Q (1789.307814 sec): 3 clusters Score: Raw -1186239.704842 + Penalty 1813.200989 = -1184426.503853 nChanged 43 SP:Iteration 70Q (1789.334801 sec): 3 clusters Score: Raw -1186244.014737 + Penalty 1813.200989 = -1184430.813748 nChanged 27 SP:Iteration 71Q (1789.361576 sec): 3 clusters Score: Raw -1186246.370460 + Penalty 1813.200989 = -1184433.169471 nChanged 19 SP:Iteration 72Q (1789.388473 sec): 3 clusters Score: Raw -1186247.869792 + Penalty 1813.200989 = -1184434.668802 nChanged 25 SP:Iteration 73Q (1789.415220 sec): 3 clusters Score: Raw -1186249.905074 + Penalty 1813.200989 = -1184436.704085 nChanged 23 SP:Iteration 74Q (1789.442030 sec): 3 clusters Score: Raw -1186251.563717 + Penalty 1813.200989 = -1184438.362728 nChanged 25 SP:Iteration 75Q (1789.468896 sec): 3 clusters Score: Raw -1186253.621752 + Penalty 1813.200989 = -1184440.420763 nChanged 25 SP:Iteration 76Q (1789.495850 sec): 3 clusters Score: Raw -1186256.614666 + Penalty 1813.200989 = -1184443.413677 nChanged 29 SP:Iteration 77Q (1789.522631 sec): 3 clusters Score: Raw -1186259.041559 + Penalty 1813.200989 = -1184445.840570 nChanged 19 SP:Iteration 78Q (1789.549487 sec): 3 clusters Score: Raw -1186260.287394 + Penalty 1813.200989 = -1184447.086405 nChanged 15 SP:Iteration 79Q (1789.576322 sec): 3 clusters Score: Raw -1186261.396564 + Penalty 1813.200989 = -1184448.195575 nChanged 7 SP:Iteration 80F (1789.604451 sec): 3 clusters Score: Raw -1186261.690297 + Penalty 1813.200989 = -1184448.489308 nChanged 4 SP:Iteration 81Q (1789.631244 sec): 3 clusters Score: Raw -1186261.982231 + Penalty 1813.200989 = -1184448.781242 nChanged 9 SP:Iteration 82Q (1789.658128 sec): 3 clusters Score: Raw -1186262.513116 + Penalty 1813.200989 = -1184449.312127 nChanged 4 SP:Iteration 83Q (1789.685032 sec): 3 clusters Score: Raw -1186262.670721 + Penalty 1813.200989 = -1184449.469732 nChanged 1 SP:Iteration 84Q (1789.712107 sec): 3 clusters Score: Raw -1186262.684540 + Penalty 1813.200989 = -1184449.483551 nChanged 1 SP:Iteration 85Q (1789.738849 sec): 3 clusters Score: Raw -1186262.738753 + Penalty 1813.200989 = -1184449.537764 nChanged 1 SP:Iteration 86Q (1789.765708 sec): 3 clusters Score: Raw -1186262.768918 + Penalty 1813.200989 = -1184449.567929 nChanged 0 SP:Iteration 87F (1789.793953 sec): 3 clusters Score: Raw -1186262.768918 + Penalty 1813.200989 = -1184449.567929 nChanged 0 Trying to split cluster 27 (29986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.835144 sec): 2 clusters Score: Raw -2658292.632913 + Penalty 979.306159 = -2657313.326754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.887376 sec): 3 clusters Score: Raw -2639208.896265 + Penalty 1958.612318 = -2637250.283947 nChanged 14029 SP:Iteration 1F (1789.933711 sec): 3 clusters Score: Raw -2647696.965906 + Penalty 1958.612318 = -2645738.353588 nChanged 1547 SP:Iteration 2F (1789.978620 sec): 3 clusters Score: Raw -2648420.625983 + Penalty 1958.612318 = -2646462.013665 nChanged 1743 SP:Iteration 3F (1790.027350 sec): 3 clusters Score: Raw -2649348.118036 + Penalty 1958.612318 = -2647389.505718 nChanged 1842 SP:Iteration 4F (1790.075702 sec): 3 clusters Score: Raw -2650528.061667 + Penalty 1958.612318 = -2648569.449349 nChanged 1908 SP:Iteration 5F (1790.123738 sec): 3 clusters Score: Raw -2651868.880482 + Penalty 1958.612318 = -2649910.268164 nChanged 1851 SP:Iteration 6F (1790.172557 sec): 3 clusters Score: Raw -2653207.292245 + Penalty 1958.612318 = -2651248.679927 nChanged 1625 SP:Iteration 7F (1790.221043 sec): 3 clusters Score: Raw -2654416.201425 + Penalty 1958.612318 = -2652457.589107 nChanged 1302 SP:Iteration 8Q (1790.269654 sec): 3 clusters Score: Raw -2655088.874094 + Penalty 1958.612318 = -2653130.261775 nChanged 892 SP:Iteration 9Q (1790.317564 sec): 3 clusters Score: Raw -2655400.145710 + Penalty 1958.612318 = -2653441.533392 nChanged 560 SP:Iteration 10Q (1790.365215 sec): 3 clusters Score: Raw -2655551.478238 + Penalty 1958.612318 = -2653592.865920 nChanged 402 SP:Iteration 11Q (1790.412726 sec): 3 clusters Score: Raw -2655651.656238 + Penalty 1958.612318 = -2653693.043919 nChanged 319 SP:Iteration 12Q (1790.459708 sec): 3 clusters Score: Raw -2655725.973959 + Penalty 1958.612318 = -2653767.361641 nChanged 288 SP:Iteration 13Q (1790.506857 sec): 3 clusters Score: Raw -2655784.587373 + Penalty 1958.612318 = -2653825.975055 nChanged 263 SP:Iteration 14Q (1790.553590 sec): 3 clusters Score: Raw -2655841.847939 + Penalty 1958.612318 = -2653883.235621 nChanged 234 SP:Iteration 15Q (1790.600291 sec): 3 clusters Score: Raw -2655886.022355 + Penalty 1958.612318 = -2653927.410037 nChanged 251 SP:Iteration 16Q (1790.647179 sec): 3 clusters Score: Raw -2655935.456813 + Penalty 1958.612318 = -2653976.844494 nChanged 239 SP:Iteration 17Q (1790.693756 sec): 3 clusters Score: Raw -2655979.393723 + Penalty 1958.612318 = -2654020.781404 nChanged 231 SP:Iteration 18Q (1790.740477 sec): 3 clusters Score: Raw -2656019.204006 + Penalty 1958.612318 = -2654060.591688 nChanged 227 SP:Iteration 19Q (1790.786870 sec): 3 clusters Score: Raw -2656060.269780 + Penalty 1958.612318 = -2654101.657462 nChanged 217 SP:Iteration 20F (1790.834882 sec): 3 clusters Score: Raw -2656099.645283 + Penalty 1958.612318 = -2654141.032965 nChanged 199 SP:Iteration 21Q (1790.881338 sec): 3 clusters Score: Raw -2656135.670331 + Penalty 1958.612318 = -2654177.058012 nChanged 226 SP:Iteration 22Q (1790.927503 sec): 3 clusters Score: Raw -2656179.317302 + Penalty 1958.612318 = -2654220.704984 nChanged 243 SP:Iteration 23Q (1790.973806 sec): 3 clusters Score: Raw -2656227.476108 + Penalty 1958.612318 = -2654268.863790 nChanged 261 SP:Iteration 24Q (1791.019788 sec): 3 clusters Score: Raw -2656282.054794 + Penalty 1958.612318 = -2654323.442476 nChanged 281 SP:Iteration 25Q (1791.066803 sec): 3 clusters Score: Raw -2656341.762655 + Penalty 1958.612318 = -2654383.150336 nChanged 272 SP:Iteration 26Q (1791.116394 sec): 3 clusters Score: Raw -2656394.422469 + Penalty 1958.612318 = -2654435.810151 nChanged 247 SP:Iteration 27Q (1791.161963 sec): 3 clusters Score: Raw -2656440.282438 + Penalty 1958.612318 = -2654481.670120 nChanged 244 SP:Iteration 28Q (1791.207657 sec): 3 clusters Score: Raw -2656484.668502 + Penalty 1958.612318 = -2654526.056184 nChanged 256 SP:Iteration 29Q (1791.253080 sec): 3 clusters Score: Raw -2656532.757419 + Penalty 1958.612318 = -2654574.145101 nChanged 264 SP:Iteration 30Q (1791.297853 sec): 3 clusters Score: Raw -2656586.665880 + Penalty 1958.612318 = -2654628.053562 nChanged 255 SP:Iteration 31Q (1791.342905 sec): 3 clusters Score: Raw -2656635.569650 + Penalty 1958.612318 = -2654676.957332 nChanged 267 SP:Iteration 32Q (1791.387758 sec): 3 clusters Score: Raw -2656689.891411 + Penalty 1958.612318 = -2654731.279093 nChanged 268 SP:Iteration 33Q (1791.432539 sec): 3 clusters Score: Raw -2656751.178357 + Penalty 1958.612318 = -2654792.566039 nChanged 270 SP:Iteration 34Q (1791.477042 sec): 3 clusters Score: Raw -2656809.024454 + Penalty 1958.612318 = -2654850.412136 nChanged 259 SP:Iteration 35Q (1791.521375 sec): 3 clusters Score: Raw -2656862.040185 + Penalty 1958.612318 = -2654903.427867 nChanged 247 SP:Iteration 36Q (1791.565460 sec): 3 clusters Score: Raw -2656911.280406 + Penalty 1958.612318 = -2654952.668088 nChanged 251 SP:Iteration 37Q (1791.609449 sec): 3 clusters Score: Raw -2656962.171916 + Penalty 1958.612318 = -2655003.559598 nChanged 249 SP:Iteration 38Q (1791.653527 sec): 3 clusters Score: Raw -2657009.370879 + Penalty 1958.612318 = -2655050.758561 nChanged 230 SP:Iteration 39Q (1791.697314 sec): 3 clusters Score: Raw -2657056.859194 + Penalty 1958.612318 = -2655098.246876 nChanged 257 SP:Iteration 40F (1791.745475 sec): 3 clusters Score: Raw -2657114.523381 + Penalty 1958.612318 = -2655155.911063 nChanged 269 SP:Iteration 41Q (1791.789209 sec): 3 clusters Score: Raw -2657177.535820 + Penalty 1958.612318 = -2655218.923502 nChanged 256 SP:Iteration 42Q (1791.832664 sec): 3 clusters Score: Raw -2657242.351535 + Penalty 1958.612318 = -2655283.739217 nChanged 252 SP:Iteration 43Q (1791.875678 sec): 3 clusters Score: Raw -2657302.827295 + Penalty 1958.612318 = -2655344.214977 nChanged 246 SP:Iteration 44Q (1791.918660 sec): 3 clusters Score: Raw -2657359.313968 + Penalty 1958.612318 = -2655400.701650 nChanged 229 SP:Iteration 45Q (1791.961410 sec): 3 clusters Score: Raw -2657416.016774 + Penalty 1958.612318 = -2655457.404456 nChanged 223 SP:Iteration 46Q (1792.004002 sec): 3 clusters Score: Raw -2657470.032988 + Penalty 1958.612318 = -2655511.420670 nChanged 222 SP:Iteration 47Q (1792.046569 sec): 3 clusters Score: Raw -2657525.785437 + Penalty 1958.612318 = -2655567.173119 nChanged 218 SP:Iteration 48Q (1792.089127 sec): 3 clusters Score: Raw -2657583.503531 + Penalty 1958.612318 = -2655624.891213 nChanged 215 SP:Iteration 49Q (1792.131168 sec): 3 clusters Score: Raw -2657639.037495 + Penalty 1958.612318 = -2655680.425177 nChanged 186 SP:Iteration 50Q (1792.173144 sec): 3 clusters Score: Raw -2657686.857857 + Penalty 1958.612318 = -2655728.245539 nChanged 169 SP:Iteration 51Q (1792.214956 sec): 3 clusters Score: Raw -2657729.426704 + Penalty 1958.612318 = -2655770.814386 nChanged 151 SP:Iteration 52Q (1792.256525 sec): 3 clusters Score: Raw -2657765.361913 + Penalty 1958.612318 = -2655806.749595 nChanged 156 SP:Iteration 53Q (1792.297956 sec): 3 clusters Score: Raw -2657806.668511 + Penalty 1958.612318 = -2655848.056193 nChanged 149 SP:Iteration 54Q (1792.373215 sec): 3 clusters Score: Raw -2657849.556491 + Penalty 1958.612318 = -2655890.944173 nChanged 139 SP:Iteration 55Q (1792.413092 sec): 3 clusters Score: Raw -2657888.571024 + Penalty 1958.612318 = -2655929.958705 nChanged 149 SP:Iteration 56Q (1792.454106 sec): 3 clusters Score: Raw -2657930.637373 + Penalty 1958.612318 = -2655972.025055 nChanged 133 SP:Iteration 57Q (1792.494932 sec): 3 clusters Score: Raw -2657971.121363 + Penalty 1958.612318 = -2656012.509045 nChanged 141 SP:Iteration 58Q (1792.535481 sec): 3 clusters Score: Raw -2658011.140215 + Penalty 1958.612318 = -2656052.527897 nChanged 113 SP:Iteration 59Q (1792.576075 sec): 3 clusters Score: Raw -2658043.173261 + Penalty 1958.612318 = -2656084.560943 nChanged 113 SP:Iteration 60F (1792.624080 sec): 3 clusters Score: Raw -2658074.368191 + Penalty 1958.612318 = -2656115.755872 nChanged 102 SP:Iteration 61Q (1792.664783 sec): 3 clusters Score: Raw -2658102.395088 + Penalty 1958.612318 = -2656143.782770 nChanged 85 SP:Iteration 62Q (1792.704878 sec): 3 clusters Score: Raw -2658127.858567 + Penalty 1958.612318 = -2656169.246249 nChanged 91 SP:Iteration 63Q (1792.745051 sec): 3 clusters Score: Raw -2658154.554212 + Penalty 1958.612318 = -2656195.941894 nChanged 89 SP:Iteration 64Q (1792.785090 sec): 3 clusters Score: Raw -2658184.218001 + Penalty 1958.612318 = -2656225.605682 nChanged 92 SP:Iteration 65Q (1792.824913 sec): 3 clusters Score: Raw -2658222.242804 + Penalty 1958.612318 = -2656263.630486 nChanged 94 SP:Iteration 66Q (1792.864829 sec): 3 clusters Score: Raw -2658260.559377 + Penalty 1958.612318 = -2656301.947059 nChanged 78 SP:Iteration 67Q (1792.904601 sec): 3 clusters Score: Raw -2658292.016890 + Penalty 1958.612318 = -2656333.404572 nChanged 61 SP:Iteration 68Q (1792.944255 sec): 3 clusters Score: Raw -2658314.053357 + Penalty 1958.612318 = -2656355.441039 nChanged 56 SP:Iteration 69Q (1792.983989 sec): 3 clusters Score: Raw -2658334.017607 + Penalty 1958.612318 = -2656375.405289 nChanged 54 SP:Iteration 70Q (1793.023579 sec): 3 clusters Score: Raw -2658352.549099 + Penalty 1958.612318 = -2656393.936781 nChanged 43 SP:Iteration 71Q (1793.062660 sec): 3 clusters Score: Raw -2658364.400915 + Penalty 1958.612318 = -2656405.788597 nChanged 41 SP:Iteration 72Q (1793.101668 sec): 3 clusters Score: Raw -2658376.480723 + Penalty 1958.612318 = -2656417.868405 nChanged 33 SP:Iteration 73Q (1793.140655 sec): 3 clusters Score: Raw -2658383.852338 + Penalty 1958.612318 = -2656425.240020 nChanged 27 SP:Iteration 74Q (1793.179829 sec): 3 clusters Score: Raw -2658391.366380 + Penalty 1958.612318 = -2656432.754062 nChanged 25 SP:Iteration 75Q (1793.218846 sec): 3 clusters Score: Raw -2658398.964314 + Penalty 1958.612318 = -2656440.351995 nChanged 20 SP:Iteration 76Q (1793.257870 sec): 3 clusters Score: Raw -2658406.298437 + Penalty 1958.612318 = -2656447.686119 nChanged 21 SP:Iteration 77Q (1793.296836 sec): 3 clusters Score: Raw -2658411.862987 + Penalty 1958.612318 = -2656453.250669 nChanged 17 SP:Iteration 78Q (1793.335689 sec): 3 clusters Score: Raw -2658416.238830 + Penalty 1958.612318 = -2656457.626512 nChanged 13 SP:Iteration 79Q (1793.374628 sec): 3 clusters Score: Raw -2658419.001631 + Penalty 1958.612318 = -2656460.389313 nChanged 4 SP:Iteration 80F (1793.422218 sec): 3 clusters Score: Raw -2658419.570488 + Penalty 1958.612318 = -2656460.958169 nChanged 3 SP:Iteration 81Q (1793.461355 sec): 3 clusters Score: Raw -2658420.143675 + Penalty 1958.612318 = -2656461.531357 nChanged 0 SP:Iteration 82F (1793.508649 sec): 3 clusters Score: Raw -2658420.143675 + Penalty 1958.612318 = -2656461.531357 nChanged 0 Trying to split cluster 28 (4179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1793.523495 sec): 2 clusters Score: Raw -360027.701362 + Penalty 792.093590 = -359235.607773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1793.540269 sec): 3 clusters Score: Raw -357731.587397 + Penalty 1584.187180 = -356147.400217 nChanged 1798 SP:Iteration 1F (1793.555727 sec): 3 clusters Score: Raw -358750.764549 + Penalty 1584.187180 = -357166.577369 nChanged 270 SP:Iteration 2F (1793.571057 sec): 3 clusters Score: Raw -358879.835842 + Penalty 1584.187180 = -357295.648662 nChanged 203 SP:Iteration 3Q (1793.586424 sec): 3 clusters Score: Raw -358992.249045 + Penalty 1584.187180 = -357408.061865 nChanged 170 SP:Iteration 4Q (1793.601894 sec): 3 clusters Score: Raw -359078.849925 + Penalty 1584.187180 = -357494.662745 nChanged 151 SP:Iteration 5Q (1793.617221 sec): 3 clusters Score: Raw -359167.738842 + Penalty 1584.187180 = -357583.551662 nChanged 144 SP:Iteration 6Q (1793.632669 sec): 3 clusters Score: Raw -359265.917408 + Penalty 1584.187180 = -357681.730228 nChanged 154 SP:Iteration 7Q (1793.648042 sec): 3 clusters Score: Raw -359360.980429 + Penalty 1584.187180 = -357776.793249 nChanged 135 SP:Iteration 8Q (1793.663435 sec): 3 clusters Score: Raw -359461.256188 + Penalty 1584.187180 = -357877.069008 nChanged 132 SP:Iteration 9Q (1793.678567 sec): 3 clusters Score: Raw -359572.328801 + Penalty 1584.187180 = -357988.141621 nChanged 144 SP:Iteration 10Q (1793.693751 sec): 3 clusters Score: Raw -359691.111698 + Penalty 1584.187180 = -358106.924518 nChanged 139 SP:Iteration 11Q (1793.708682 sec): 3 clusters Score: Raw -359799.832200 + Penalty 1584.187180 = -358215.645020 nChanged 121 SP:Iteration 12Q (1793.723676 sec): 3 clusters Score: Raw -359894.653097 + Penalty 1584.187180 = -358310.465917 nChanged 100 SP:Iteration 13Q (1793.738364 sec): 3 clusters Score: Raw -359975.091812 + Penalty 1584.187180 = -358390.904632 nChanged 77 SP:Iteration 14Q (1793.753144 sec): 3 clusters Score: Raw -360024.419971 + Penalty 1584.187180 = -358440.232791 nChanged 59 SP:Iteration 15Q (1793.767861 sec): 3 clusters Score: Raw -360053.338803 + Penalty 1584.187180 = -358469.151624 nChanged 40 SP:Iteration 16Q (1793.782546 sec): 3 clusters Score: Raw -360079.301923 + Penalty 1584.187180 = -358495.114743 nChanged 39 SP:Iteration 17Q (1793.797073 sec): 3 clusters Score: Raw -360096.913778 + Penalty 1584.187180 = -358512.726598 nChanged 26 SP:Iteration 18Q (1793.811701 sec): 3 clusters Score: Raw -360106.294657 + Penalty 1584.187180 = -358522.107478 nChanged 20 SP:Iteration 19Q (1793.826175 sec): 3 clusters Score: Raw -360113.475715 + Penalty 1584.187180 = -358529.288536 nChanged 16 SP:Iteration 20F (1793.841550 sec): 3 clusters Score: Raw -360119.767543 + Penalty 1584.187180 = -358535.580363 nChanged 12 SP:Iteration 21Q (1793.856035 sec): 3 clusters Score: Raw -360123.656791 + Penalty 1584.187180 = -358539.469611 nChanged 12 SP:Iteration 22Q (1793.870615 sec): 3 clusters Score: Raw -360127.347310 + Penalty 1584.187180 = -358543.160130 nChanged 8 SP:Iteration 23Q (1793.885224 sec): 3 clusters Score: Raw -360130.356830 + Penalty 1584.187180 = -358546.169650 nChanged 12 SP:Iteration 24Q (1793.899666 sec): 3 clusters Score: Raw -360134.665602 + Penalty 1584.187180 = -358550.478423 nChanged 11 SP:Iteration 25Q (1793.914250 sec): 3 clusters Score: Raw -360138.587915 + Penalty 1584.187180 = -358554.400735 nChanged 11 SP:Iteration 26Q (1793.928824 sec): 3 clusters Score: Raw -360143.727037 + Penalty 1584.187180 = -358559.539857 nChanged 10 SP:Iteration 27Q (1793.943259 sec): 3 clusters Score: Raw -360147.165904 + Penalty 1584.187180 = -358562.978724 nChanged 13 SP:Iteration 28Q (1793.957792 sec): 3 clusters Score: Raw -360151.236535 + Penalty 1584.187180 = -358567.049355 nChanged 8 SP:Iteration 29Q (1793.972331 sec): 3 clusters Score: Raw -360154.694227 + Penalty 1584.187180 = -358570.507047 nChanged 12 SP:Iteration 30Q (1793.986769 sec): 3 clusters Score: Raw -360158.812098 + Penalty 1584.187180 = -358574.624918 nChanged 8 SP:Iteration 31Q (1794.001147 sec): 3 clusters Score: Raw -360161.382954 + Penalty 1584.187180 = -358577.195774 nChanged 9 SP:Iteration 32Q (1794.015693 sec): 3 clusters Score: Raw -360165.780575 + Penalty 1584.187180 = -358581.593395 nChanged 7 SP:Iteration 33Q (1794.030207 sec): 3 clusters Score: Raw -360167.391086 + Penalty 1584.187180 = -358583.203906 nChanged 3 SP:Iteration 34Q (1794.044594 sec): 3 clusters Score: Raw -360168.153996 + Penalty 1584.187180 = -358583.966817 nChanged 1 SP:Iteration 35Q (1794.059107 sec): 3 clusters Score: Raw -360168.517244 + Penalty 1584.187180 = -358584.330064 nChanged 1 SP:Iteration 36Q (1794.073510 sec): 3 clusters Score: Raw -360168.798643 + Penalty 1584.187180 = -358584.611464 nChanged 0 SP:Iteration 37F (1794.088726 sec): 3 clusters Score: Raw -360168.798643 + Penalty 1584.187180 = -358584.611464 nChanged 0 Trying to split cluster 29 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1794.103231 sec): 2 clusters Score: Raw -64039.704727 + Penalty 650.156245 = -63389.548482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1794.107505 sec): 3 clusters Score: Raw -63731.462641 + Penalty 1300.312490 = -62431.150150 nChanged 336 SP:Iteration 1F (1794.111327 sec): 3 clusters Score: Raw -64148.483760 + Penalty 1300.312490 = -62848.171269 nChanged 98 SP:Iteration 2F (1794.115186 sec): 3 clusters Score: Raw -64289.093112 + Penalty 1300.312490 = -62988.780621 nChanged 66 SP:Iteration 3F (1794.118991 sec): 3 clusters Score: Raw -64427.294568 + Penalty 1300.312490 = -63126.982078 nChanged 58 SP:Iteration 4F (1794.122791 sec): 3 clusters Score: Raw -64641.591288 + Penalty 1300.312490 = -63341.278797 nChanged 66 SP:Iteration 5F (1794.126587 sec): 3 clusters Score: Raw -64740.811197 + Penalty 1300.312490 = -63440.498706 nChanged 51 SP:Iteration 6F (1794.130344 sec): 3 clusters Score: Raw -64828.631728 + Penalty 1300.312490 = -63528.319238 nChanged 48 SP:Iteration 7F (1794.134175 sec): 3 clusters Score: Raw -64944.805688 + Penalty 1300.312490 = -63644.493197 nChanged 35 SP:Iteration 8Q (1794.137797 sec): 3 clusters Score: Raw -65017.151082 + Penalty 1300.312490 = -63716.838591 nChanged 21 SP:Iteration 9Q (1794.141419 sec): 3 clusters Score: Raw -65057.746547 + Penalty 1300.312490 = -63757.434057 nChanged 12 SP:Iteration 10Q (1794.145023 sec): 3 clusters Score: Raw -65081.623660 + Penalty 1300.312490 = -63781.311170 nChanged 9 SP:Iteration 11Q (1794.148583 sec): 3 clusters Score: Raw -65097.029976 + Penalty 1300.312490 = -63796.717486 nChanged 4 SP:Iteration 12Q (1794.152182 sec): 3 clusters Score: Raw -65100.042483 + Penalty 1300.312490 = -63799.729993 nChanged 2 SP:Iteration 13Q (1794.155762 sec): 3 clusters Score: Raw -65100.819840 + Penalty 1300.312490 = -63800.507349 nChanged 0 SP:Iteration 14F (1794.159479 sec): 3 clusters Score: Raw -65100.819840 + Penalty 1300.312490 = -63800.507349 nChanged 0 Score: Raw -69582758.734158 + Penalty 59620.935958 = -69523137.798200 Splitting cluster 29 changes total score from -69523343.547722 to -69523137.798200 So it's not getting split. Trying to split cluster 30 (6712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.056004 sec): 2 clusters Score: Raw -550934.433234 + Penalty 837.106964 = -550097.326271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.077462 sec): 3 clusters Score: Raw -546997.764605 + Penalty 1674.213927 = -545323.550678 nChanged 3006 SP:Iteration 1F (1812.097984 sec): 3 clusters Score: Raw -548688.967931 + Penalty 1674.213927 = -547014.754004 nChanged 483 SP:Iteration 2F (1812.118846 sec): 3 clusters Score: Raw -548953.973995 + Penalty 1674.213927 = -547279.760068 nChanged 425 SP:Iteration 3F (1812.139503 sec): 3 clusters Score: Raw -549199.234297 + Penalty 1674.213927 = -547525.020370 nChanged 413 SP:Iteration 4F (1812.160288 sec): 3 clusters Score: Raw -549473.481731 + Penalty 1674.213927 = -547799.267804 nChanged 424 SP:Iteration 5F (1812.181080 sec): 3 clusters Score: Raw -549805.143437 + Penalty 1674.213927 = -548130.929510 nChanged 403 SP:Iteration 6F (1812.201636 sec): 3 clusters Score: Raw -550149.403026 + Penalty 1674.213927 = -548475.189099 nChanged 393 SP:Iteration 7F (1812.222527 sec): 3 clusters Score: Raw -550476.816113 + Penalty 1674.213927 = -548802.602186 nChanged 333 SP:Iteration 8Q (1812.242994 sec): 3 clusters Score: Raw -550714.630743 + Penalty 1674.213927 = -549040.416816 nChanged 256 SP:Iteration 9Q (1812.263381 sec): 3 clusters Score: Raw -550849.310999 + Penalty 1674.213927 = -549175.097071 nChanged 200 SP:Iteration 10Q (1812.283810 sec): 3 clusters Score: Raw -550944.786261 + Penalty 1674.213927 = -549270.572334 nChanged 167 SP:Iteration 11Q (1812.304070 sec): 3 clusters Score: Raw -551008.835888 + Penalty 1674.213927 = -549334.621961 nChanged 132 SP:Iteration 12Q (1812.324457 sec): 3 clusters Score: Raw -551060.163808 + Penalty 1674.213927 = -549385.949881 nChanged 120 SP:Iteration 13Q (1812.345041 sec): 3 clusters Score: Raw -551102.391092 + Penalty 1674.213927 = -549428.177165 nChanged 93 SP:Iteration 14Q (1812.365531 sec): 3 clusters Score: Raw -551128.126245 + Penalty 1674.213927 = -549453.912318 nChanged 79 SP:Iteration 15Q (1812.386078 sec): 3 clusters Score: Raw -551149.773849 + Penalty 1674.213927 = -549475.559921 nChanged 79 SP:Iteration 16Q (1812.406536 sec): 3 clusters Score: Raw -551173.123459 + Penalty 1674.213927 = -549498.909532 nChanged 70 SP:Iteration 17Q (1812.426955 sec): 3 clusters Score: Raw -551191.139839 + Penalty 1674.213927 = -549516.925912 nChanged 61 SP:Iteration 18Q (1812.447523 sec): 3 clusters Score: Raw -551203.715617 + Penalty 1674.213927 = -549529.501690 nChanged 45 SP:Iteration 19Q (1812.467906 sec): 3 clusters Score: Raw -551212.259799 + Penalty 1674.213927 = -549538.045872 nChanged 40 SP:Iteration 20F (1812.488503 sec): 3 clusters Score: Raw -551219.269702 + Penalty 1674.213927 = -549545.055775 nChanged 29 SP:Iteration 21Q (1812.508872 sec): 3 clusters Score: Raw -551223.835213 + Penalty 1674.213927 = -549549.621286 nChanged 26 SP:Iteration 22Q (1812.529196 sec): 3 clusters Score: Raw -551227.142675 + Penalty 1674.213927 = -549552.928747 nChanged 21 SP:Iteration 23Q (1812.549396 sec): 3 clusters Score: Raw -551230.687448 + Penalty 1674.213927 = -549556.473521 nChanged 21 SP:Iteration 24Q (1812.569565 sec): 3 clusters Score: Raw -551233.076551 + Penalty 1674.213927 = -549558.862624 nChanged 11 SP:Iteration 25Q (1812.590040 sec): 3 clusters Score: Raw -551234.154190 + Penalty 1674.213927 = -549559.940263 nChanged 11 SP:Iteration 26Q (1812.610481 sec): 3 clusters Score: Raw -551235.121920 + Penalty 1674.213927 = -549560.907993 nChanged 10 SP:Iteration 27Q (1812.630860 sec): 3 clusters Score: Raw -551236.224267 + Penalty 1674.213927 = -549562.010339 nChanged 14 SP:Iteration 28Q (1812.651170 sec): 3 clusters Score: Raw -551237.255837 + Penalty 1674.213927 = -549563.041910 nChanged 4 SP:Iteration 29Q (1812.671251 sec): 3 clusters Score: Raw -551237.497971 + Penalty 1674.213927 = -549563.284044 nChanged 1 SP:Iteration 30Q (1812.698809 sec): 3 clusters Score: Raw -551237.526195 + Penalty 1674.213927 = -549563.312268 nChanged 0 SP:Iteration 31F (1812.719455 sec): 3 clusters Score: Raw -551237.526195 + Penalty 1674.213927 = -549563.312268 nChanged 0 Trying to split cluster 31 (8299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.739936 sec): 2 clusters Score: Raw -707921.533160 + Penalty 857.269579 = -707064.263581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.763220 sec): 3 clusters Score: Raw -703005.388991 + Penalty 1714.539158 = -701290.849833 nChanged 3725 SP:Iteration 1F (1812.785320 sec): 3 clusters Score: Raw -705058.110256 + Penalty 1714.539158 = -703343.571098 nChanged 457 SP:Iteration 2F (1812.807755 sec): 3 clusters Score: Raw -705244.974216 + Penalty 1714.539158 = -703530.435058 nChanged 385 SP:Iteration 3Q (1812.830266 sec): 3 clusters Score: Raw -705399.494933 + Penalty 1714.539158 = -703684.955775 nChanged 348 SP:Iteration 4Q (1812.852790 sec): 3 clusters Score: Raw -705536.909730 + Penalty 1714.539158 = -703822.370572 nChanged 358 SP:Iteration 5Q (1812.875272 sec): 3 clusters Score: Raw -705703.911361 + Penalty 1714.539158 = -703989.372204 nChanged 372 SP:Iteration 6Q (1812.897880 sec): 3 clusters Score: Raw -705891.177544 + Penalty 1714.539158 = -704176.638386 nChanged 387 SP:Iteration 7Q (1812.920357 sec): 3 clusters Score: Raw -706108.604086 + Penalty 1714.539158 = -704394.064928 nChanged 413 SP:Iteration 8Q (1812.942709 sec): 3 clusters Score: Raw -706406.398170 + Penalty 1714.539158 = -704691.859012 nChanged 457 SP:Iteration 9F (1812.965077 sec): 3 clusters Score: Raw -706789.973455 + Penalty 1714.539158 = -705075.434297 nChanged 454 SP:Iteration 10F (1812.987329 sec): 3 clusters Score: Raw -707195.993209 + Penalty 1714.539158 = -705481.454052 nChanged 411 SP:Iteration 11Q (1813.009587 sec): 3 clusters Score: Raw -707512.567555 + Penalty 1714.539158 = -705798.028397 nChanged 315 SP:Iteration 12Q (1813.031424 sec): 3 clusters Score: Raw -707732.259307 + Penalty 1714.539158 = -706017.720149 nChanged 239 SP:Iteration 13Q (1813.053136 sec): 3 clusters Score: Raw -707917.211906 + Penalty 1714.539158 = -706202.672748 nChanged 202 SP:Iteration 14Q (1813.074827 sec): 3 clusters Score: Raw -708057.704737 + Penalty 1714.539158 = -706343.165579 nChanged 166 SP:Iteration 15Q (1813.096428 sec): 3 clusters Score: Raw -708163.955879 + Penalty 1714.539158 = -706449.416721 nChanged 126 SP:Iteration 16Q (1813.118137 sec): 3 clusters Score: Raw -708220.465679 + Penalty 1714.539158 = -706505.926522 nChanged 84 SP:Iteration 17Q (1813.139689 sec): 3 clusters Score: Raw -708245.312901 + Penalty 1714.539158 = -706530.773743 nChanged 57 SP:Iteration 18Q (1813.161501 sec): 3 clusters Score: Raw -708258.148600 + Penalty 1714.539158 = -706543.609442 nChanged 40 SP:Iteration 19Q (1813.220000 sec): 3 clusters Score: Raw -708265.253060 + Penalty 1714.539158 = -706550.713902 nChanged 32 SP:Iteration 20F (1813.277494 sec): 3 clusters Score: Raw -708271.263516 + Penalty 1714.539158 = -706556.724358 nChanged 30 SP:Iteration 21Q (1813.332992 sec): 3 clusters Score: Raw -708275.169879 + Penalty 1714.539158 = -706560.630721 nChanged 17 SP:Iteration 22Q (1813.390295 sec): 3 clusters Score: Raw -708277.478920 + Penalty 1714.539158 = -706562.939762 nChanged 9 SP:Iteration 23Q (1813.437381 sec): 3 clusters Score: Raw -708278.653183 + Penalty 1714.539158 = -706564.114025 nChanged 11 SP:Iteration 24Q (1813.458122 sec): 3 clusters Score: Raw -708280.096023 + Penalty 1714.539158 = -706565.556865 nChanged 9 SP:Iteration 25Q (1813.479826 sec): 3 clusters Score: Raw -708280.892807 + Penalty 1714.539158 = -706566.353649 nChanged 6 SP:Iteration 26Q (1813.501648 sec): 3 clusters Score: Raw -708281.565490 + Penalty 1714.539158 = -706567.026332 nChanged 9 SP:Iteration 27Q (1813.523499 sec): 3 clusters Score: Raw -708282.807648 + Penalty 1714.539158 = -706568.268490 nChanged 8 SP:Iteration 28Q (1813.545279 sec): 3 clusters Score: Raw -708283.734298 + Penalty 1714.539158 = -706569.195140 nChanged 5 SP:Iteration 29Q (1813.567129 sec): 3 clusters Score: Raw -708284.172725 + Penalty 1714.539158 = -706569.633567 nChanged 4 SP:Iteration 30Q (1813.588911 sec): 3 clusters Score: Raw -708284.584365 + Penalty 1714.539158 = -706570.045207 nChanged 1 SP:Iteration 31Q (1813.610636 sec): 3 clusters Score: Raw -708284.655650 + Penalty 1714.539158 = -706570.116492 nChanged 3 SP:Iteration 32Q (1813.632425 sec): 3 clusters Score: Raw -708285.039837 + Penalty 1714.539158 = -706570.500679 nChanged 6 SP:Iteration 33Q (1813.654213 sec): 3 clusters Score: Raw -708285.535163 + Penalty 1714.539158 = -706570.996005 nChanged 4 SP:Iteration 34Q (1813.676127 sec): 3 clusters Score: Raw -708285.754936 + Penalty 1714.539158 = -706571.215778 nChanged 5 SP:Iteration 35Q (1813.697950 sec): 3 clusters Score: Raw -708286.212879 + Penalty 1714.539158 = -706571.673721 nChanged 4 SP:Iteration 36Q (1813.719891 sec): 3 clusters Score: Raw -708286.552829 + Penalty 1714.539158 = -706572.013671 nChanged 2 SP:Iteration 37Q (1813.741492 sec): 3 clusters Score: Raw -708286.760529 + Penalty 1714.539158 = -706572.221371 nChanged 2 SP:Iteration 38Q (1813.763377 sec): 3 clusters Score: Raw -708286.839737 + Penalty 1714.539158 = -706572.300579 nChanged 0 SP:Iteration 39F (1813.785909 sec): 3 clusters Score: Raw -708286.839737 + Penalty 1714.539158 = -706572.300579 nChanged 0 Trying to split cluster 32 (3294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1813.801835 sec): 2 clusters Score: Raw -284911.841967 + Penalty 769.486502 = -284142.355465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1813.814705 sec): 3 clusters Score: Raw -283167.514788 + Penalty 1538.973003 = -281628.541785 nChanged 1338 SP:Iteration 1F (1813.826603 sec): 3 clusters Score: Raw -283891.695770 + Penalty 1538.973003 = -282352.722767 nChanged 264 SP:Iteration 2F (1813.838404 sec): 3 clusters Score: Raw -284027.927435 + Penalty 1538.973003 = -282488.954432 nChanged 183 SP:Iteration 3F (1813.850197 sec): 3 clusters Score: Raw -284126.121547 + Penalty 1538.973003 = -282587.148544 nChanged 134 SP:Iteration 4Q (1813.862128 sec): 3 clusters Score: Raw -284185.194349 + Penalty 1538.973003 = -282646.221346 nChanged 119 SP:Iteration 5Q (1813.874138 sec): 3 clusters Score: Raw -284232.552289 + Penalty 1538.973003 = -282693.579286 nChanged 80 SP:Iteration 6Q (1813.886099 sec): 3 clusters Score: Raw -284260.858209 + Penalty 1538.973003 = -282721.885206 nChanged 72 SP:Iteration 7Q (1813.898098 sec): 3 clusters Score: Raw -284285.574153 + Penalty 1538.973003 = -282746.601150 nChanged 60 SP:Iteration 8Q (1813.910000 sec): 3 clusters Score: Raw -284309.243325 + Penalty 1538.973003 = -282770.270322 nChanged 64 SP:Iteration 9Q (1813.921953 sec): 3 clusters Score: Raw -284330.962391 + Penalty 1538.973003 = -282791.989388 nChanged 50 SP:Iteration 10Q (1813.933915 sec): 3 clusters Score: Raw -284345.285093 + Penalty 1538.973003 = -282806.312090 nChanged 40 SP:Iteration 11Q (1813.945848 sec): 3 clusters Score: Raw -284358.922520 + Penalty 1538.973003 = -282819.949517 nChanged 43 SP:Iteration 12Q (1813.957822 sec): 3 clusters Score: Raw -284375.076988 + Penalty 1538.973003 = -282836.103985 nChanged 49 SP:Iteration 13Q (1813.969818 sec): 3 clusters Score: Raw -284395.121808 + Penalty 1538.973003 = -282856.148805 nChanged 38 SP:Iteration 14Q (1813.981795 sec): 3 clusters Score: Raw -284406.980025 + Penalty 1538.973003 = -282868.007022 nChanged 31 SP:Iteration 15Q (1813.993622 sec): 3 clusters Score: Raw -284418.685486 + Penalty 1538.973003 = -282879.712483 nChanged 38 SP:Iteration 16Q (1814.005494 sec): 3 clusters Score: Raw -284432.932704 + Penalty 1538.973003 = -282893.959700 nChanged 38 SP:Iteration 17Q (1814.017372 sec): 3 clusters Score: Raw -284449.644895 + Penalty 1538.973003 = -282910.671892 nChanged 49 SP:Iteration 18Q (1814.029282 sec): 3 clusters Score: Raw -284472.906817 + Penalty 1538.973003 = -282933.933814 nChanged 53 SP:Iteration 19Q (1814.041095 sec): 3 clusters Score: Raw -284498.343576 + Penalty 1538.973003 = -282959.370573 nChanged 63 SP:Iteration 20F (1814.052851 sec): 3 clusters Score: Raw -284530.130522 + Penalty 1538.973003 = -282991.157519 nChanged 59 SP:Iteration 21Q (1814.064771 sec): 3 clusters Score: Raw -284560.551565 + Penalty 1538.973003 = -283021.578562 nChanged 64 SP:Iteration 22Q (1814.076635 sec): 3 clusters Score: Raw -284587.206791 + Penalty 1538.973003 = -283048.233788 nChanged 59 SP:Iteration 23Q (1814.088458 sec): 3 clusters Score: Raw -284612.855540 + Penalty 1538.973003 = -283073.882537 nChanged 43 SP:Iteration 24Q (1814.100156 sec): 3 clusters Score: Raw -284630.342362 + Penalty 1538.973003 = -283091.369359 nChanged 32 SP:Iteration 25Q (1814.111830 sec): 3 clusters Score: Raw -284644.497947 + Penalty 1538.973003 = -283105.524944 nChanged 42 SP:Iteration 26Q (1814.123504 sec): 3 clusters Score: Raw -284666.232956 + Penalty 1538.973003 = -283127.259953 nChanged 37 SP:Iteration 27Q (1814.135152 sec): 3 clusters Score: Raw -284680.761837 + Penalty 1538.973003 = -283141.788834 nChanged 31 SP:Iteration 28Q (1814.146767 sec): 3 clusters Score: Raw -284691.099653 + Penalty 1538.973003 = -283152.126650 nChanged 33 SP:Iteration 29Q (1814.158375 sec): 3 clusters Score: Raw -284703.715626 + Penalty 1538.973003 = -283164.742623 nChanged 29 SP:Iteration 30Q (1814.169955 sec): 3 clusters Score: Raw -284714.131077 + Penalty 1538.973003 = -283175.158074 nChanged 19 SP:Iteration 31Q (1814.181618 sec): 3 clusters Score: Raw -284720.975540 + Penalty 1538.973003 = -283182.002537 nChanged 16 SP:Iteration 32Q (1814.193212 sec): 3 clusters Score: Raw -284726.528535 + Penalty 1538.973003 = -283187.555532 nChanged 23 SP:Iteration 33Q (1814.204766 sec): 3 clusters Score: Raw -284733.555169 + Penalty 1538.973003 = -283194.582165 nChanged 13 SP:Iteration 34Q (1814.216410 sec): 3 clusters Score: Raw -284737.933239 + Penalty 1538.973003 = -283198.960236 nChanged 10 SP:Iteration 35Q (1814.228116 sec): 3 clusters Score: Raw -284740.443736 + Penalty 1538.973003 = -283201.470733 nChanged 9 SP:Iteration 36Q (1814.239608 sec): 3 clusters Score: Raw -284743.124392 + Penalty 1538.973003 = -283204.151389 nChanged 8 SP:Iteration 37Q (1814.251131 sec): 3 clusters Score: Raw -284745.158508 + Penalty 1538.973003 = -283206.185505 nChanged 12 SP:Iteration 38Q (1814.262610 sec): 3 clusters Score: Raw -284748.293872 + Penalty 1538.973003 = -283209.320869 nChanged 10 SP:Iteration 39Q (1814.274103 sec): 3 clusters Score: Raw -284751.526894 + Penalty 1538.973003 = -283212.553891 nChanged 19 SP:Iteration 40F (1814.285921 sec): 3 clusters Score: Raw -284757.885522 + Penalty 1538.973003 = -283218.912519 nChanged 23 SP:Iteration 41Q (1814.297418 sec): 3 clusters Score: Raw -284766.403270 + Penalty 1538.973003 = -283227.430267 nChanged 25 SP:Iteration 42Q (1814.308993 sec): 3 clusters Score: Raw -284773.320468 + Penalty 1538.973003 = -283234.347465 nChanged 22 SP:Iteration 43Q (1814.320607 sec): 3 clusters Score: Raw -284781.034094 + Penalty 1538.973003 = -283242.061091 nChanged 24 SP:Iteration 44Q (1814.332172 sec): 3 clusters Score: Raw -284788.476709 + Penalty 1538.973003 = -283249.503706 nChanged 19 SP:Iteration 45Q (1814.343685 sec): 3 clusters Score: Raw -284795.355044 + Penalty 1538.973003 = -283256.382041 nChanged 12 SP:Iteration 46Q (1814.355257 sec): 3 clusters Score: Raw -284799.836157 + Penalty 1538.973003 = -283260.863154 nChanged 13 SP:Iteration 47Q (1814.366797 sec): 3 clusters Score: Raw -284804.191250 + Penalty 1538.973003 = -283265.218247 nChanged 10 SP:Iteration 48Q (1814.378319 sec): 3 clusters Score: Raw -284806.963381 + Penalty 1538.973003 = -283267.990378 nChanged 8 SP:Iteration 49Q (1814.389832 sec): 3 clusters Score: Raw -284808.367156 + Penalty 1538.973003 = -283269.394153 nChanged 6 SP:Iteration 50Q (1814.401219 sec): 3 clusters Score: Raw -284809.765515 + Penalty 1538.973003 = -283270.792512 nChanged 6 SP:Iteration 51Q (1814.412722 sec): 3 clusters Score: Raw -284811.197750 + Penalty 1538.973003 = -283272.224746 nChanged 3 SP:Iteration 52Q (1814.424215 sec): 3 clusters Score: Raw -284811.690700 + Penalty 1538.973003 = -283272.717697 nChanged 2 SP:Iteration 53Q (1814.435602 sec): 3 clusters Score: Raw -284811.953730 + Penalty 1538.973003 = -283272.980727 nChanged 1 SP:Iteration 54Q (1814.447178 sec): 3 clusters Score: Raw -284812.091337 + Penalty 1538.973003 = -283273.118334 nChanged 1 SP:Iteration 55Q (1814.458672 sec): 3 clusters Score: Raw -284812.161378 + Penalty 1538.973003 = -283273.188375 nChanged 0 SP:Iteration 56F (1814.470512 sec): 3 clusters Score: Raw -284812.161378 + Penalty 1538.973003 = -283273.188375 nChanged 0 Trying to split cluster 33 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1814.484150 sec): 2 clusters Score: Raw -41753.421871 + Penalty 589.048372 = -41164.373500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1814.486737 sec): 3 clusters Score: Raw -41629.546684 + Penalty 1178.096743 = -40451.449941 nChanged 135 SP:Iteration 1F (1814.489000 sec): 3 clusters Score: Raw -41758.650374 + Penalty 1178.096743 = -40580.553631 nChanged 35 SP:Iteration 2F (1814.491266 sec): 3 clusters Score: Raw -41797.268646 + Penalty 1178.096743 = -40619.171903 nChanged 13 SP:Iteration 3Q (1814.493526 sec): 3 clusters Score: Raw -41812.158915 + Penalty 1178.096743 = -40634.062172 nChanged 6 SP:Iteration 4Q (1814.495744 sec): 3 clusters Score: Raw -41818.016755 + Penalty 1178.096743 = -40639.920012 nChanged 1 SP:Iteration 5Q (1814.497978 sec): 3 clusters Score: Raw -41819.231474 + Penalty 1178.096743 = -40641.134731 nChanged 1 SP:Iteration 6Q (1814.500209 sec): 3 clusters Score: Raw -41820.048903 + Penalty 1178.096743 = -40641.952160 nChanged 1 SP:Iteration 7Q (1814.502428 sec): 3 clusters Score: Raw -41821.454304 + Penalty 1178.096743 = -40643.357561 nChanged 1 SP:Iteration 8Q (1814.504656 sec): 3 clusters Score: Raw -41821.816134 + Penalty 1178.096743 = -40643.719391 nChanged 0 SP:Iteration 9F (1814.506961 sec): 3 clusters Score: Raw -41821.816134 + Penalty 1178.096743 = -40643.719391 nChanged 0 Trying to split cluster 34 (1972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1814.522730 sec): 2 clusters Score: Raw -179422.163293 + Penalty 720.746336 = -178701.416957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1814.530765 sec): 3 clusters Score: Raw -178471.863058 + Penalty 1441.492672 = -177030.370386 nChanged 771 SP:Iteration 1F (1814.538215 sec): 3 clusters Score: Raw -178953.245369 + Penalty 1441.492672 = -177511.752698 nChanged 159 SP:Iteration 2F (1814.545592 sec): 3 clusters Score: Raw -179076.390154 + Penalty 1441.492672 = -177634.897482 nChanged 124 SP:Iteration 3F (1814.552918 sec): 3 clusters Score: Raw -179163.145105 + Penalty 1441.492672 = -177721.652433 nChanged 83 SP:Iteration 4Q (1814.560323 sec): 3 clusters Score: Raw -179234.837273 + Penalty 1441.492672 = -177793.344602 nChanged 98 SP:Iteration 5Q (1814.567685 sec): 3 clusters Score: Raw -179315.714188 + Penalty 1441.492672 = -177874.221517 nChanged 73 SP:Iteration 6Q (1814.574988 sec): 3 clusters Score: Raw -179360.420310 + Penalty 1441.492672 = -177918.927638 nChanged 66 SP:Iteration 7Q (1814.582348 sec): 3 clusters Score: Raw -179407.076811 + Penalty 1441.492672 = -177965.584139 nChanged 57 SP:Iteration 8Q (1814.589698 sec): 3 clusters Score: Raw -179439.130734 + Penalty 1441.492672 = -177997.638062 nChanged 48 SP:Iteration 9Q (1814.596991 sec): 3 clusters Score: Raw -179472.426139 + Penalty 1441.492672 = -178030.933467 nChanged 47 SP:Iteration 10Q (1814.604351 sec): 3 clusters Score: Raw -179506.005732 + Penalty 1441.492672 = -178064.513060 nChanged 36 SP:Iteration 11Q (1814.611650 sec): 3 clusters Score: Raw -179537.873368 + Penalty 1441.492672 = -178096.380697 nChanged 38 SP:Iteration 12Q (1814.618858 sec): 3 clusters Score: Raw -179567.245874 + Penalty 1441.492672 = -178125.753202 nChanged 38 SP:Iteration 13Q (1814.626030 sec): 3 clusters Score: Raw -179587.318683 + Penalty 1441.492672 = -178145.826012 nChanged 21 SP:Iteration 14Q (1814.633215 sec): 3 clusters Score: Raw -179597.638414 + Penalty 1441.492672 = -178156.145742 nChanged 26 SP:Iteration 15Q (1814.640452 sec): 3 clusters Score: Raw -179614.141282 + Penalty 1441.492672 = -178172.648610 nChanged 18 SP:Iteration 16Q (1814.647599 sec): 3 clusters Score: Raw -179624.443713 + Penalty 1441.492672 = -178182.951042 nChanged 14 SP:Iteration 17Q (1814.654720 sec): 3 clusters Score: Raw -179631.003688 + Penalty 1441.492672 = -178189.511016 nChanged 13 SP:Iteration 18Q (1814.661849 sec): 3 clusters Score: Raw -179639.751627 + Penalty 1441.492672 = -178198.258955 nChanged 9 SP:Iteration 19Q (1814.669089 sec): 3 clusters Score: Raw -179649.898564 + Penalty 1441.492672 = -178208.405893 nChanged 17 SP:Iteration 20F (1814.676416 sec): 3 clusters Score: Raw -179664.431819 + Penalty 1441.492672 = -178222.939147 nChanged 13 SP:Iteration 21Q (1814.683510 sec): 3 clusters Score: Raw -179673.457298 + Penalty 1441.492672 = -178231.964626 nChanged 11 SP:Iteration 22Q (1814.690605 sec): 3 clusters Score: Raw -179680.356136 + Penalty 1441.492672 = -178238.863464 nChanged 9 SP:Iteration 23Q (1814.697761 sec): 3 clusters Score: Raw -179684.830639 + Penalty 1441.492672 = -178243.337967 nChanged 11 SP:Iteration 24Q (1814.704844 sec): 3 clusters Score: Raw -179691.961869 + Penalty 1441.492672 = -178250.469197 nChanged 5 SP:Iteration 25Q (1814.711887 sec): 3 clusters Score: Raw -179695.110493 + Penalty 1441.492672 = -178253.617821 nChanged 1 SP:Iteration 26Q (1814.719027 sec): 3 clusters Score: Raw -179695.500311 + Penalty 1441.492672 = -178254.007639 nChanged 0 SP:Iteration 27F (1814.726277 sec): 3 clusters Score: Raw -179695.500311 + Penalty 1441.492672 = -178254.007639 nChanged 0 Trying to split cluster 35 (5087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1814.744682 sec): 2 clusters Score: Raw -414205.218735 + Penalty 810.772137 = -413394.446598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1814.763758 sec): 3 clusters Score: Raw -411363.922759 + Penalty 1621.544274 = -409742.378485 nChanged 2176 SP:Iteration 1F (1814.782361 sec): 3 clusters Score: Raw -412553.602655 + Penalty 1621.544274 = -410932.058382 nChanged 345 SP:Iteration 2F (1814.800943 sec): 3 clusters Score: Raw -412710.732034 + Penalty 1621.544274 = -411089.187760 nChanged 276 SP:Iteration 3F (1814.819276 sec): 3 clusters Score: Raw -412855.436263 + Penalty 1621.544274 = -411233.891990 nChanged 280 SP:Iteration 4F (1814.837721 sec): 3 clusters Score: Raw -413007.697714 + Penalty 1621.544274 = -411386.153441 nChanged 313 SP:Iteration 5F (1814.856164 sec): 3 clusters Score: Raw -413208.486128 + Penalty 1621.544274 = -411586.941855 nChanged 325 SP:Iteration 6F (1814.874659 sec): 3 clusters Score: Raw -413458.334370 + Penalty 1621.544274 = -411836.790097 nChanged 339 SP:Iteration 7F (1814.893155 sec): 3 clusters Score: Raw -413725.250804 + Penalty 1621.544274 = -412103.706530 nChanged 233 SP:Iteration 8Q (1814.911442 sec): 3 clusters Score: Raw -413912.987807 + Penalty 1621.544274 = -412291.443533 nChanged 174 SP:Iteration 9Q (1814.929852 sec): 3 clusters Score: Raw -414051.719662 + Penalty 1621.544274 = -412430.175388 nChanged 119 SP:Iteration 10Q (1814.948001 sec): 3 clusters Score: Raw -414148.931925 + Penalty 1621.544274 = -412527.387652 nChanged 95 SP:Iteration 11Q (1814.966260 sec): 3 clusters Score: Raw -414237.677993 + Penalty 1621.544274 = -412616.133719 nChanged 78 SP:Iteration 12Q (1814.984426 sec): 3 clusters Score: Raw -414312.272039 + Penalty 1621.544274 = -412690.727766 nChanged 43 SP:Iteration 13Q (1815.002366 sec): 3 clusters Score: Raw -414358.612719 + Penalty 1621.544274 = -412737.068445 nChanged 38 SP:Iteration 14Q (1815.020113 sec): 3 clusters Score: Raw -414406.771318 + Penalty 1621.544274 = -412785.227045 nChanged 29 SP:Iteration 15Q (1815.037450 sec): 3 clusters Score: Raw -414454.177313 + Penalty 1621.544274 = -412832.633040 nChanged 28 SP:Iteration 16Q (1815.054733 sec): 3 clusters Score: Raw -414500.702558 + Penalty 1621.544274 = -412879.158285 nChanged 18 SP:Iteration 17Q (1815.071636 sec): 3 clusters Score: Raw -414526.934777 + Penalty 1621.544274 = -412905.390503 nChanged 18 SP:Iteration 18Q (1815.088641 sec): 3 clusters Score: Raw -414544.955611 + Penalty 1621.544274 = -412923.411338 nChanged 15 SP:Iteration 19Q (1815.105591 sec): 3 clusters Score: Raw -414557.757681 + Penalty 1621.544274 = -412936.213407 nChanged 12 SP:Iteration 20F (1815.123835 sec): 3 clusters Score: Raw -414567.012165 + Penalty 1621.544274 = -412945.467892 nChanged 4 SP:Iteration 21Q (1815.140760 sec): 3 clusters Score: Raw -414568.613705 + Penalty 1621.544274 = -412947.069432 nChanged 2 SP:Iteration 22Q (1815.157659 sec): 3 clusters Score: Raw -414569.087726 + Penalty 1621.544274 = -412947.543452 nChanged 0 SP:Iteration 23F (1815.175909 sec): 3 clusters Score: Raw -414569.087726 + Penalty 1621.544274 = -412947.543452 nChanged 0 Trying to split cluster 36 (15062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1815.203893 sec): 2 clusters Score: Raw -1311605.156254 + Penalty 913.893378 = -1310691.262876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1815.234585 sec): 3 clusters Score: Raw -1302411.465301 + Penalty 1827.786756 = -1300583.678545 nChanged 6970 SP:Iteration 1F (1815.265192 sec): 3 clusters Score: Raw -1306352.388020 + Penalty 1827.786756 = -1304524.601264 nChanged 782 SP:Iteration 2F (1815.295727 sec): 3 clusters Score: Raw -1306722.542496 + Penalty 1827.786756 = -1304894.755740 nChanged 942 SP:Iteration 3F (1815.326300 sec): 3 clusters Score: Raw -1307271.157405 + Penalty 1827.786756 = -1305443.370649 nChanged 1075 SP:Iteration 4F (1815.356870 sec): 3 clusters Score: Raw -1308045.285716 + Penalty 1827.786756 = -1306217.498960 nChanged 1091 SP:Iteration 5F (1815.387361 sec): 3 clusters Score: Raw -1308918.261343 + Penalty 1827.786756 = -1307090.474587 nChanged 987 SP:Iteration 6F (1815.418104 sec): 3 clusters Score: Raw -1309760.499263 + Penalty 1827.786756 = -1307932.712507 nChanged 762 SP:Iteration 7F (1815.448826 sec): 3 clusters Score: Raw -1310407.866628 + Penalty 1827.786756 = -1308580.079872 nChanged 549 SP:Iteration 8Q (1815.479169 sec): 3 clusters Score: Raw -1310804.819964 + Penalty 1827.786756 = -1308977.033208 nChanged 382 SP:Iteration 9Q (1815.509060 sec): 3 clusters Score: Raw -1311047.864261 + Penalty 1827.786756 = -1309220.077505 nChanged 266 SP:Iteration 10Q (1815.538556 sec): 3 clusters Score: Raw -1311203.568387 + Penalty 1827.786756 = -1309375.781631 nChanged 212 SP:Iteration 11Q (1815.567618 sec): 3 clusters Score: Raw -1311320.636640 + Penalty 1827.786756 = -1309492.849884 nChanged 197 SP:Iteration 12Q (1815.596588 sec): 3 clusters Score: Raw -1311411.831621 + Penalty 1827.786756 = -1309584.044865 nChanged 177 SP:Iteration 13Q (1815.625553 sec): 3 clusters Score: Raw -1311493.132161 + Penalty 1827.786756 = -1309665.345405 nChanged 149 SP:Iteration 14Q (1815.654406 sec): 3 clusters Score: Raw -1311562.921808 + Penalty 1827.786756 = -1309735.135052 nChanged 146 SP:Iteration 15Q (1815.683291 sec): 3 clusters Score: Raw -1311637.337165 + Penalty 1827.786756 = -1309809.550409 nChanged 123 SP:Iteration 16Q (1815.711872 sec): 3 clusters Score: Raw -1311684.282034 + Penalty 1827.786756 = -1309856.495278 nChanged 100 SP:Iteration 17Q (1815.740752 sec): 3 clusters Score: Raw -1311719.540733 + Penalty 1827.786756 = -1309891.753977 nChanged 97 SP:Iteration 18Q (1815.769231 sec): 3 clusters Score: Raw -1311756.342317 + Penalty 1827.786756 = -1309928.555561 nChanged 99 SP:Iteration 19Q (1815.797507 sec): 3 clusters Score: Raw -1311789.648984 + Penalty 1827.786756 = -1309961.862228 nChanged 85 SP:Iteration 20F (1815.827960 sec): 3 clusters Score: Raw -1311826.288783 + Penalty 1827.786756 = -1309998.502027 nChanged 81 SP:Iteration 21Q (1815.856189 sec): 3 clusters Score: Raw -1311864.762445 + Penalty 1827.786756 = -1310036.975689 nChanged 97 SP:Iteration 22Q (1815.884714 sec): 3 clusters Score: Raw -1311915.256551 + Penalty 1827.786756 = -1310087.469795 nChanged 80 SP:Iteration 23Q (1815.913038 sec): 3 clusters Score: Raw -1311951.231602 + Penalty 1827.786756 = -1310123.444846 nChanged 77 SP:Iteration 24Q (1815.941131 sec): 3 clusters Score: Raw -1311990.229596 + Penalty 1827.786756 = -1310162.442840 nChanged 72 SP:Iteration 25Q (1815.968992 sec): 3 clusters Score: Raw -1312035.494564 + Penalty 1827.786756 = -1310207.707808 nChanged 67 SP:Iteration 26Q (1815.996694 sec): 3 clusters Score: Raw -1312076.549262 + Penalty 1827.786756 = -1310248.762506 nChanged 59 SP:Iteration 27Q (1816.024754 sec): 3 clusters Score: Raw -1312116.103202 + Penalty 1827.786756 = -1310288.316446 nChanged 47 SP:Iteration 28Q (1816.052550 sec): 3 clusters Score: Raw -1312143.405166 + Penalty 1827.786756 = -1310315.618410 nChanged 46 SP:Iteration 29Q (1816.080368 sec): 3 clusters Score: Raw -1312166.149926 + Penalty 1827.786756 = -1310338.363170 nChanged 42 SP:Iteration 30Q (1816.108416 sec): 3 clusters Score: Raw -1312186.501225 + Penalty 1827.786756 = -1310358.714469 nChanged 33 SP:Iteration 31Q (1816.136042 sec): 3 clusters Score: Raw -1312198.462251 + Penalty 1827.786756 = -1310370.675495 nChanged 26 SP:Iteration 32Q (1816.163842 sec): 3 clusters Score: Raw -1312209.568798 + Penalty 1827.786756 = -1310381.782042 nChanged 22 SP:Iteration 33Q (1816.191677 sec): 3 clusters Score: Raw -1312219.894674 + Penalty 1827.786756 = -1310392.107918 nChanged 27 SP:Iteration 34Q (1816.219636 sec): 3 clusters Score: Raw -1312231.811542 + Penalty 1827.786756 = -1310404.024786 nChanged 18 SP:Iteration 35Q (1816.247251 sec): 3 clusters Score: Raw -1312239.626294 + Penalty 1827.786756 = -1310411.839538 nChanged 21 SP:Iteration 36Q (1816.274925 sec): 3 clusters Score: Raw -1312250.009291 + Penalty 1827.786756 = -1310422.222535 nChanged 23 SP:Iteration 37Q (1816.302527 sec): 3 clusters Score: Raw -1312260.100770 + Penalty 1827.786756 = -1310432.314014 nChanged 14 SP:Iteration 38Q (1816.330160 sec): 3 clusters Score: Raw -1312264.489492 + Penalty 1827.786756 = -1310436.702736 nChanged 20 SP:Iteration 39Q (1816.357773 sec): 3 clusters Score: Raw -1312269.940967 + Penalty 1827.786756 = -1310442.154211 nChanged 14 SP:Iteration 40F (1816.388376 sec): 3 clusters Score: Raw -1312274.746780 + Penalty 1827.786756 = -1310446.960024 nChanged 14 SP:Iteration 41Q (1816.416206 sec): 3 clusters Score: Raw -1312278.500290 + Penalty 1827.786756 = -1310450.713534 nChanged 8 SP:Iteration 42Q (1816.443938 sec): 3 clusters Score: Raw -1312280.588769 + Penalty 1827.786756 = -1310452.802013 nChanged 3 SP:Iteration 43Q (1816.471273 sec): 3 clusters Score: Raw -1312281.307742 + Penalty 1827.786756 = -1310453.520986 nChanged 1 SP:Iteration 44Q (1816.498860 sec): 3 clusters Score: Raw -1312281.477199 + Penalty 1827.786756 = -1310453.690443 nChanged 0 SP:Iteration 45F (1816.529473 sec): 3 clusters Score: Raw -1312281.477199 + Penalty 1827.786756 = -1310453.690443 nChanged 0 Trying to split cluster 37 (6139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1816.547711 sec): 2 clusters Score: Raw -527536.028184 + Penalty 828.629628 = -526707.398555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1816.568646 sec): 3 clusters Score: Raw -524083.608431 + Penalty 1657.259257 = -522426.349174 nChanged 2618 SP:Iteration 1F (1816.588523 sec): 3 clusters Score: Raw -525509.506575 + Penalty 1657.259257 = -523852.247318 nChanged 390 SP:Iteration 2F (1816.608750 sec): 3 clusters Score: Raw -525679.779285 + Penalty 1657.259257 = -524022.520028 nChanged 309 SP:Iteration 3F (1816.628765 sec): 3 clusters Score: Raw -525826.048396 + Penalty 1657.259257 = -524168.789139 nChanged 318 SP:Iteration 4F (1816.648911 sec): 3 clusters Score: Raw -525993.222309 + Penalty 1657.259257 = -524335.963052 nChanged 324 SP:Iteration 5F (1816.668814 sec): 3 clusters Score: Raw -526191.408296 + Penalty 1657.259257 = -524534.149039 nChanged 346 SP:Iteration 6F (1816.688804 sec): 3 clusters Score: Raw -526443.960374 + Penalty 1657.259257 = -524786.701117 nChanged 364 SP:Iteration 7F (1816.708734 sec): 3 clusters Score: Raw -526747.053344 + Penalty 1657.259257 = -525089.794087 nChanged 362 SP:Iteration 8F (1816.728487 sec): 3 clusters Score: Raw -527061.375479 + Penalty 1657.259257 = -525404.116222 nChanged 259 SP:Iteration 9Q (1816.748385 sec): 3 clusters Score: Raw -527299.393733 + Penalty 1657.259257 = -525642.134476 nChanged 200 SP:Iteration 10Q (1816.767889 sec): 3 clusters Score: Raw -527452.527378 + Penalty 1657.259257 = -525795.268122 nChanged 124 SP:Iteration 11Q (1816.786976 sec): 3 clusters Score: Raw -527542.153210 + Penalty 1657.259257 = -525884.893953 nChanged 82 SP:Iteration 12Q (1816.806143 sec): 3 clusters Score: Raw -527595.040553 + Penalty 1657.259257 = -525937.781296 nChanged 65 SP:Iteration 13Q (1816.825259 sec): 3 clusters Score: Raw -527640.639334 + Penalty 1657.259257 = -525983.380077 nChanged 52 SP:Iteration 14Q (1816.844180 sec): 3 clusters Score: Raw -527688.036468 + Penalty 1657.259257 = -526030.777211 nChanged 48 SP:Iteration 15Q (1816.863197 sec): 3 clusters Score: Raw -527724.867219 + Penalty 1657.259257 = -526067.607962 nChanged 34 SP:Iteration 16Q (1816.882096 sec): 3 clusters Score: Raw -527744.344960 + Penalty 1657.259257 = -526087.085703 nChanged 26 SP:Iteration 17Q (1816.901165 sec): 3 clusters Score: Raw -527757.564728 + Penalty 1657.259257 = -526100.305471 nChanged 19 SP:Iteration 18Q (1816.919729 sec): 3 clusters Score: Raw -527770.673527 + Penalty 1657.259257 = -526113.414270 nChanged 17 SP:Iteration 19Q (1816.938754 sec): 3 clusters Score: Raw -527776.335821 + Penalty 1657.259257 = -526119.076564 nChanged 13 SP:Iteration 20F (1816.958783 sec): 3 clusters Score: Raw -527780.018340 + Penalty 1657.259257 = -526122.759083 nChanged 8 SP:Iteration 21Q (1816.977549 sec): 3 clusters Score: Raw -527783.076895 + Penalty 1657.259257 = -526125.817639 nChanged 6 SP:Iteration 22Q (1816.996291 sec): 3 clusters Score: Raw -527785.111241 + Penalty 1657.259257 = -526127.851984 nChanged 4 SP:Iteration 23Q (1817.014818 sec): 3 clusters Score: Raw -527786.580095 + Penalty 1657.259257 = -526129.320838 nChanged 8 SP:Iteration 24Q (1817.033639 sec): 3 clusters Score: Raw -527791.123605 + Penalty 1657.259257 = -526133.864348 nChanged 7 SP:Iteration 25Q (1817.052641 sec): 3 clusters Score: Raw -527794.207571 + Penalty 1657.259257 = -526136.948314 nChanged 5 SP:Iteration 26Q (1817.071342 sec): 3 clusters Score: Raw -527795.540610 + Penalty 1657.259257 = -526138.281354 nChanged 3 SP:Iteration 27Q (1817.090192 sec): 3 clusters Score: Raw -527796.808685 + Penalty 1657.259257 = -526139.549428 nChanged 3 SP:Iteration 28Q (1817.108995 sec): 3 clusters Score: Raw -527798.165562 + Penalty 1657.259257 = -526140.906305 nChanged 1 SP:Iteration 29Q (1817.127839 sec): 3 clusters Score: Raw -527799.229245 + Penalty 1657.259257 = -526141.969988 nChanged 1 SP:Iteration 30Q (1817.146688 sec): 3 clusters Score: Raw -527800.036776 + Penalty 1657.259257 = -526142.777520 nChanged 1 SP:Iteration 31Q (1817.165327 sec): 3 clusters Score: Raw -527800.189234 + Penalty 1657.259257 = -526142.929977 nChanged 1 SP:Iteration 32Q (1817.184201 sec): 3 clusters Score: Raw -527801.104528 + Penalty 1657.259257 = -526143.845272 nChanged 1 SP:Iteration 33Q (1817.203115 sec): 3 clusters Score: Raw -527801.359104 + Penalty 1657.259257 = -526144.099847 nChanged 0 SP:Iteration 34F (1817.222992 sec): 3 clusters Score: Raw -527801.359104 + Penalty 1657.259257 = -526144.099847 nChanged 0 Trying to split cluster 38 (8383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1817.243041 sec): 2 clusters Score: Raw -710322.403014 + Penalty 858.226307 = -709464.176707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1817.266562 sec): 3 clusters Score: Raw -705494.697973 + Penalty 1716.452614 = -703778.245359 nChanged 3697 SP:Iteration 1F (1817.288822 sec): 3 clusters Score: Raw -707895.168232 + Penalty 1716.452614 = -706178.715618 nChanged 690 SP:Iteration 2F (1817.311098 sec): 3 clusters Score: Raw -708405.623360 + Penalty 1716.452614 = -706689.170746 nChanged 646 SP:Iteration 3F (1817.333655 sec): 3 clusters Score: Raw -708898.170220 + Penalty 1716.452614 = -707181.717606 nChanged 571 SP:Iteration 4F (1817.355984 sec): 3 clusters Score: Raw -709347.128537 + Penalty 1716.452614 = -707630.675924 nChanged 496 SP:Iteration 5F (1817.378408 sec): 3 clusters Score: Raw -709707.412534 + Penalty 1716.452614 = -707990.959921 nChanged 362 SP:Iteration 6Q (1817.400844 sec): 3 clusters Score: Raw -709940.735187 + Penalty 1716.452614 = -708224.282573 nChanged 270 SP:Iteration 7Q (1817.423461 sec): 3 clusters Score: Raw -710105.787961 + Penalty 1716.452614 = -708389.335347 nChanged 226 SP:Iteration 8Q (1817.445828 sec): 3 clusters Score: Raw -710226.945725 + Penalty 1716.452614 = -708510.493111 nChanged 176 SP:Iteration 9Q (1817.468222 sec): 3 clusters Score: Raw -710324.475427 + Penalty 1716.452614 = -708608.022813 nChanged 146 SP:Iteration 10Q (1817.490412 sec): 3 clusters Score: Raw -710401.342243 + Penalty 1716.452614 = -708684.889629 nChanged 115 SP:Iteration 11Q (1817.512412 sec): 3 clusters Score: Raw -710472.967186 + Penalty 1716.452614 = -708756.514572 nChanged 93 SP:Iteration 12Q (1817.534211 sec): 3 clusters Score: Raw -710529.219357 + Penalty 1716.452614 = -708812.766743 nChanged 88 SP:Iteration 13Q (1817.556080 sec): 3 clusters Score: Raw -710587.523243 + Penalty 1716.452614 = -708871.070630 nChanged 99 SP:Iteration 14Q (1817.577636 sec): 3 clusters Score: Raw -710653.780052 + Penalty 1716.452614 = -708937.327439 nChanged 103 SP:Iteration 15Q (1817.599227 sec): 3 clusters Score: Raw -710711.038229 + Penalty 1716.452614 = -708994.585615 nChanged 86 SP:Iteration 16Q (1817.620674 sec): 3 clusters Score: Raw -710742.379429 + Penalty 1716.452614 = -709025.926815 nChanged 77 SP:Iteration 17Q (1817.642393 sec): 3 clusters Score: Raw -710774.314812 + Penalty 1716.452614 = -709057.862199 nChanged 63 SP:Iteration 18Q (1817.663835 sec): 3 clusters Score: Raw -710794.296716 + Penalty 1716.452614 = -709077.844103 nChanged 42 SP:Iteration 19Q (1817.684990 sec): 3 clusters Score: Raw -710806.098656 + Penalty 1716.452614 = -709089.646043 nChanged 43 SP:Iteration 20F (1817.707451 sec): 3 clusters Score: Raw -710820.314369 + Penalty 1716.452614 = -709103.861755 nChanged 37 SP:Iteration 21Q (1817.728931 sec): 3 clusters Score: Raw -710828.492381 + Penalty 1716.452614 = -709112.039767 nChanged 34 SP:Iteration 22Q (1817.750088 sec): 3 clusters Score: Raw -710835.280842 + Penalty 1716.452614 = -709118.828228 nChanged 22 SP:Iteration 23Q (1817.771416 sec): 3 clusters Score: Raw -710839.985738 + Penalty 1716.452614 = -709123.533125 nChanged 22 SP:Iteration 24Q (1817.792805 sec): 3 clusters Score: Raw -710845.282887 + Penalty 1716.452614 = -709128.830274 nChanged 25 SP:Iteration 25Q (1817.814119 sec): 3 clusters Score: Raw -710849.108141 + Penalty 1716.452614 = -709132.655527 nChanged 20 SP:Iteration 26Q (1817.835543 sec): 3 clusters Score: Raw -710851.729369 + Penalty 1716.452614 = -709135.276755 nChanged 10 SP:Iteration 27Q (1817.857119 sec): 3 clusters Score: Raw -710852.692045 + Penalty 1716.452614 = -709136.239432 nChanged 4 SP:Iteration 28Q (1817.878665 sec): 3 clusters Score: Raw -710853.116482 + Penalty 1716.452614 = -709136.663868 nChanged 4 SP:Iteration 29Q (1817.900038 sec): 3 clusters Score: Raw -710853.548647 + Penalty 1716.452614 = -709137.096034 nChanged 11 SP:Iteration 30Q (1817.921149 sec): 3 clusters Score: Raw -710854.743749 + Penalty 1716.452614 = -709138.291135 nChanged 7 SP:Iteration 31Q (1817.942480 sec): 3 clusters Score: Raw -710855.547054 + Penalty 1716.452614 = -709139.094440 nChanged 9 SP:Iteration 32Q (1817.963742 sec): 3 clusters Score: Raw -710856.583609 + Penalty 1716.452614 = -709140.130995 nChanged 9 SP:Iteration 33Q (1817.985331 sec): 3 clusters Score: Raw -710857.689482 + Penalty 1716.452614 = -709141.236869 nChanged 5 SP:Iteration 34Q (1818.006741 sec): 3 clusters Score: Raw -710858.211814 + Penalty 1716.452614 = -709141.759200 nChanged 3 SP:Iteration 35Q (1818.028306 sec): 3 clusters Score: Raw -710858.449625 + Penalty 1716.452614 = -709141.997011 nChanged 1 SP:Iteration 36Q (1818.049675 sec): 3 clusters Score: Raw -710858.545278 + Penalty 1716.452614 = -709142.092665 nChanged 3 SP:Iteration 37Q (1818.101269 sec): 3 clusters Score: Raw -710858.667354 + Penalty 1716.452614 = -709142.214740 nChanged 1 SP:Iteration 38Q (1818.122664 sec): 3 clusters Score: Raw -710858.709217 + Penalty 1716.452614 = -709142.256603 nChanged 1 SP:Iteration 39Q (1818.144176 sec): 3 clusters Score: Raw -710858.876760 + Penalty 1716.452614 = -709142.424147 nChanged 2 SP:Iteration 40F (1818.166835 sec): 3 clusters Score: Raw -710859.009926 + Penalty 1716.452614 = -709142.557312 nChanged 0 Trying to split cluster 39 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.181659 sec): 2 clusters Score: Raw -119016.524098 + Penalty 692.123122 = -118324.400976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.187800 sec): 3 clusters Score: Raw -118364.618302 + Penalty 1384.246244 = -116980.372057 nChanged 549 SP:Iteration 1F (1818.193448 sec): 3 clusters Score: Raw -118810.937373 + Penalty 1384.246244 = -117426.691129 nChanged 127 SP:Iteration 2F (1818.199128 sec): 3 clusters Score: Raw -118952.690046 + Penalty 1384.246244 = -117568.443802 nChanged 110 SP:Iteration 3F (1818.204661 sec): 3 clusters Score: Raw -119072.846156 + Penalty 1384.246244 = -117688.599911 nChanged 96 SP:Iteration 4F (1818.210212 sec): 3 clusters Score: Raw -119191.370634 + Penalty 1384.246244 = -117807.124390 nChanged 101 SP:Iteration 5F (1818.215801 sec): 3 clusters Score: Raw -119291.832291 + Penalty 1384.246244 = -117907.586047 nChanged 68 SP:Iteration 6Q (1818.221291 sec): 3 clusters Score: Raw -119350.575518 + Penalty 1384.246244 = -117966.329274 nChanged 57 SP:Iteration 7Q (1818.226912 sec): 3 clusters Score: Raw -119400.944549 + Penalty 1384.246244 = -118016.698304 nChanged 39 SP:Iteration 8Q (1818.232449 sec): 3 clusters Score: Raw -119429.468326 + Penalty 1384.246244 = -118045.222081 nChanged 19 SP:Iteration 9Q (1818.237673 sec): 3 clusters Score: Raw -119444.681968 + Penalty 1384.246244 = -118060.435724 nChanged 16 SP:Iteration 10Q (1818.243203 sec): 3 clusters Score: Raw -119454.887250 + Penalty 1384.246244 = -118070.641006 nChanged 14 SP:Iteration 11Q (1818.248718 sec): 3 clusters Score: Raw -119463.131013 + Penalty 1384.246244 = -118078.884769 nChanged 14 SP:Iteration 12Q (1818.254236 sec): 3 clusters Score: Raw -119471.318124 + Penalty 1384.246244 = -118087.071879 nChanged 10 SP:Iteration 13Q (1818.259790 sec): 3 clusters Score: Raw -119477.540606 + Penalty 1384.246244 = -118093.294362 nChanged 7 SP:Iteration 14Q (1818.265305 sec): 3 clusters Score: Raw -119482.554119 + Penalty 1384.246244 = -118098.307874 nChanged 6 SP:Iteration 15Q (1818.270814 sec): 3 clusters Score: Raw -119487.254421 + Penalty 1384.246244 = -118103.008177 nChanged 5 SP:Iteration 16Q (1818.276264 sec): 3 clusters Score: Raw -119493.085435 + Penalty 1384.246244 = -118108.839191 nChanged 5 SP:Iteration 17Q (1818.281718 sec): 3 clusters Score: Raw -119496.464932 + Penalty 1384.246244 = -118112.218687 nChanged 2 SP:Iteration 18Q (1818.287161 sec): 3 clusters Score: Raw -119497.677172 + Penalty 1384.246244 = -118113.430928 nChanged 0 SP:Iteration 19F (1818.292720 sec): 3 clusters Score: Raw -119497.677172 + Penalty 1384.246244 = -118113.430928 nChanged 0 Trying to split cluster 40 (472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.305538 sec): 2 clusters Score: Raw -33563.274536 + Penalty 584.913004 = -32978.361532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.308064 sec): 3 clusters Score: Raw -33467.141714 + Penalty 1169.826007 = -32297.315707 nChanged 139 SP:Iteration 1F (1818.310267 sec): 3 clusters Score: Raw -33645.627987 + Penalty 1169.826007 = -32475.801980 nChanged 42 SP:Iteration 2F (1818.312745 sec): 3 clusters Score: Raw -33723.672827 + Penalty 1169.826007 = -32553.846820 nChanged 36 SP:Iteration 3F (1818.314965 sec): 3 clusters Score: Raw -33864.761546 + Penalty 1169.826007 = -32694.935539 nChanged 43 SP:Iteration 4F (1818.317172 sec): 3 clusters Score: Raw -33957.139849 + Penalty 1169.826007 = -32787.313842 nChanged 19 SP:Iteration 5Q (1818.319348 sec): 3 clusters Score: Raw -34014.403651 + Penalty 1169.826007 = -32844.577644 nChanged 17 SP:Iteration 6Q (1818.321637 sec): 3 clusters Score: Raw -34068.273437 + Penalty 1169.826007 = -32898.447430 nChanged 17 SP:Iteration 7Q (1818.323799 sec): 3 clusters Score: Raw -34115.612122 + Penalty 1169.826007 = -32945.786115 nChanged 12 SP:Iteration 8Q (1818.325932 sec): 3 clusters Score: Raw -34151.992007 + Penalty 1169.826007 = -32982.166000 nChanged 7 SP:Iteration 9Q (1818.328051 sec): 3 clusters Score: Raw -34162.552923 + Penalty 1169.826007 = -32992.726916 nChanged 1 SP:Iteration 10Q (1818.330152 sec): 3 clusters Score: Raw -34163.450095 + Penalty 1169.826007 = -32993.624088 nChanged 0 SP:Iteration 11F (1818.332333 sec): 3 clusters Score: Raw -34163.450095 + Penalty 1169.826007 = -32993.624088 nChanged 0 Score: Raw -69582297.794605 + Penalty 59620.935958 = -69522676.858647 Splitting cluster 40 changes total score from -69523343.547722 to -69522676.858647 So it's not getting split. Trying to split cluster 41 (85410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.378246 sec): 2 clusters Score: Raw -7238929.799458 + Penalty 1078.745755 = -7237851.053704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.488674 sec): 3 clusters Score: Raw -7182573.962113 + Penalty 2157.491509 = -7180416.470604 nChanged 41164 SP:Iteration 1F (1837.596908 sec): 3 clusters Score: Raw -7207891.377198 + Penalty 2157.491509 = -7205733.885689 nChanged 4588 SP:Iteration 2F (1837.705245 sec): 3 clusters Score: Raw -7210035.704714 + Penalty 2157.491509 = -7207878.213205 nChanged 5499 SP:Iteration 3F (1837.813365 sec): 3 clusters Score: Raw -7213334.971412 + Penalty 2157.491509 = -7211177.479903 nChanged 6202 SP:Iteration 4F (1837.921431 sec): 3 clusters Score: Raw -7217927.520700 + Penalty 2157.491509 = -7215770.029191 nChanged 6092 SP:Iteration 5F (1838.029618 sec): 3 clusters Score: Raw -7222854.962780 + Penalty 2157.491509 = -7220697.471271 nChanged 5116 SP:Iteration 6F (1838.138153 sec): 3 clusters Score: Raw -7227002.213328 + Penalty 2157.491509 = -7224844.721819 nChanged 3877 SP:Iteration 7Q (1838.251774 sec): 3 clusters Score: Raw -7229823.186059 + Penalty 2157.491509 = -7227665.694550 nChanged 2816 SP:Iteration 8Q (1838.361432 sec): 3 clusters Score: Raw -7231585.225145 + Penalty 2157.491509 = -7229427.733636 nChanged 1996 SP:Iteration 9Q (1838.467867 sec): 3 clusters Score: Raw -7232623.404839 + Penalty 2157.491509 = -7230465.913330 nChanged 1554 SP:Iteration 10Q (1838.572280 sec): 3 clusters Score: Raw -7233383.452292 + Penalty 2157.491509 = -7231225.960783 nChanged 1385 SP:Iteration 11Q (1838.675734 sec): 3 clusters Score: Raw -7234096.051140 + Penalty 2157.491509 = -7231938.559631 nChanged 1319 SP:Iteration 12Q (1838.777604 sec): 3 clusters Score: Raw -7234810.379507 + Penalty 2157.491509 = -7232652.887998 nChanged 1138 SP:Iteration 13Q (1838.877396 sec): 3 clusters Score: Raw -7235444.338361 + Penalty 2157.491509 = -7233286.846851 nChanged 967 SP:Iteration 14Q (1838.975514 sec): 3 clusters Score: Raw -7235974.762099 + Penalty 2157.491509 = -7233817.270590 nChanged 810 SP:Iteration 15Q (1839.072540 sec): 3 clusters Score: Raw -7236439.737555 + Penalty 2157.491509 = -7234282.246046 nChanged 742 SP:Iteration 16Q (1839.168555 sec): 3 clusters Score: Raw -7236904.609001 + Penalty 2157.491509 = -7234747.117492 nChanged 622 SP:Iteration 17Q (1839.263718 sec): 3 clusters Score: Raw -7237276.615127 + Penalty 2157.491509 = -7235119.123618 nChanged 562 SP:Iteration 18Q (1839.358078 sec): 3 clusters Score: Raw -7237590.211517 + Penalty 2157.491509 = -7235432.720007 nChanged 433 SP:Iteration 19Q (1839.451819 sec): 3 clusters Score: Raw -7237815.431747 + Penalty 2157.491509 = -7235657.940238 nChanged 408 SP:Iteration 20F (1839.559667 sec): 3 clusters Score: Raw -7238001.459412 + Penalty 2157.491509 = -7235843.967903 nChanged 357 SP:Iteration 21Q (1839.653005 sec): 3 clusters Score: Raw -7238153.965495 + Penalty 2157.491509 = -7235996.473986 nChanged 318 SP:Iteration 22Q (1839.745339 sec): 3 clusters Score: Raw -7238288.623521 + Penalty 2157.491509 = -7236131.132012 nChanged 285 SP:Iteration 23Q (1839.836256 sec): 3 clusters Score: Raw -7238401.925985 + Penalty 2157.491509 = -7236244.434475 nChanged 254 SP:Iteration 24Q (1839.926887 sec): 3 clusters Score: Raw -7238495.560443 + Penalty 2157.491509 = -7236338.068934 nChanged 204 SP:Iteration 25Q (1840.017450 sec): 3 clusters Score: Raw -7238571.610364 + Penalty 2157.491509 = -7236414.118855 nChanged 177 SP:Iteration 26Q (1840.107732 sec): 3 clusters Score: Raw -7238634.388442 + Penalty 2157.491509 = -7236476.896933 nChanged 147 SP:Iteration 27Q (1840.197732 sec): 3 clusters Score: Raw -7238684.651272 + Penalty 2157.491509 = -7236527.159763 nChanged 124 SP:Iteration 28Q (1840.287762 sec): 3 clusters Score: Raw -7238723.703920 + Penalty 2157.491509 = -7236566.212411 nChanged 102 SP:Iteration 29Q (1840.377688 sec): 3 clusters Score: Raw -7238756.033965 + Penalty 2157.491509 = -7236598.542455 nChanged 102 SP:Iteration 30Q (1840.467879 sec): 3 clusters Score: Raw -7238785.837262 + Penalty 2157.491509 = -7236628.345753 nChanged 91 SP:Iteration 31Q (1840.557718 sec): 3 clusters Score: Raw -7238813.808163 + Penalty 2157.491509 = -7236656.316653 nChanged 77 SP:Iteration 32Q (1840.647514 sec): 3 clusters Score: Raw -7238839.836980 + Penalty 2157.491509 = -7236682.345470 nChanged 81 SP:Iteration 33Q (1840.737312 sec): 3 clusters Score: Raw -7238864.472255 + Penalty 2157.491509 = -7236706.980745 nChanged 74 SP:Iteration 34Q (1840.826990 sec): 3 clusters Score: Raw -7238889.679406 + Penalty 2157.491509 = -7236732.187897 nChanged 82 SP:Iteration 35Q (1840.916657 sec): 3 clusters Score: Raw -7238921.392068 + Penalty 2157.491509 = -7236763.900559 nChanged 76 SP:Iteration 36Q (1841.006181 sec): 3 clusters Score: Raw -7238945.556386 + Penalty 2157.491509 = -7236788.064877 nChanged 54 SP:Iteration 37Q (1841.095751 sec): 3 clusters Score: Raw -7238961.183180 + Penalty 2157.491509 = -7236803.691671 nChanged 46 SP:Iteration 38Q (1841.185165 sec): 3 clusters Score: Raw -7238975.413645 + Penalty 2157.491509 = -7236817.922136 nChanged 53 SP:Iteration 39Q (1841.274691 sec): 3 clusters Score: Raw -7238993.900768 + Penalty 2157.491509 = -7236836.409259 nChanged 43 SP:Iteration 40F (1841.381073 sec): 3 clusters Score: Raw -7239009.785292 + Penalty 2157.491509 = -7236852.293782 nChanged 35 SP:Iteration 41Q (1841.470460 sec): 3 clusters Score: Raw -7239021.882644 + Penalty 2157.491509 = -7236864.391135 nChanged 26 SP:Iteration 42Q (1841.559922 sec): 3 clusters Score: Raw -7239032.143694 + Penalty 2157.491509 = -7236874.652185 nChanged 22 SP:Iteration 43Q (1841.649281 sec): 3 clusters Score: Raw -7239039.183364 + Penalty 2157.491509 = -7236881.691855 nChanged 19 SP:Iteration 44Q (1841.738654 sec): 3 clusters Score: Raw -7239044.900735 + Penalty 2157.491509 = -7236887.409226 nChanged 18 SP:Iteration 45Q (1841.828018 sec): 3 clusters Score: Raw -7239050.561831 + Penalty 2157.491509 = -7236893.070321 nChanged 23 SP:Iteration 46Q (1841.917365 sec): 3 clusters Score: Raw -7239055.634630 + Penalty 2157.491509 = -7236898.143121 nChanged 16 SP:Iteration 47Q (1842.007333 sec): 3 clusters Score: Raw -7239059.581961 + Penalty 2157.491509 = -7236902.090452 nChanged 11 SP:Iteration 48Q (1842.096821 sec): 3 clusters Score: Raw -7239061.848521 + Penalty 2157.491509 = -7236904.357011 nChanged 14 SP:Iteration 49Q (1842.186089 sec): 3 clusters Score: Raw -7239065.977765 + Penalty 2157.491509 = -7236908.486256 nChanged 10 SP:Iteration 50Q (1842.275420 sec): 3 clusters Score: Raw -7239068.646250 + Penalty 2157.491509 = -7236911.154741 nChanged 12 SP:Iteration 51Q (1842.364615 sec): 3 clusters Score: Raw -7239071.013573 + Penalty 2157.491509 = -7236913.522063 nChanged 7 SP:Iteration 52Q (1842.453863 sec): 3 clusters Score: Raw -7239072.570207 + Penalty 2157.491509 = -7236915.078698 nChanged 7 SP:Iteration 53Q (1842.543026 sec): 3 clusters Score: Raw -7239074.055737 + Penalty 2157.491509 = -7236916.564228 nChanged 8 SP:Iteration 54Q (1842.632258 sec): 3 clusters Score: Raw -7239076.372624 + Penalty 2157.491509 = -7236918.881115 nChanged 10 SP:Iteration 55Q (1842.721530 sec): 3 clusters Score: Raw -7239078.695548 + Penalty 2157.491509 = -7236921.204039 nChanged 7 SP:Iteration 56Q (1842.810649 sec): 3 clusters Score: Raw -7239080.185417 + Penalty 2157.491509 = -7236922.693908 nChanged 4 SP:Iteration 57Q (1842.900102 sec): 3 clusters Score: Raw -7239081.431019 + Penalty 2157.491509 = -7236923.939510 nChanged 6 SP:Iteration 58Q (1842.989409 sec): 3 clusters Score: Raw -7239082.654843 + Penalty 2157.491509 = -7236925.163334 nChanged 6 SP:Iteration 59Q (1843.078839 sec): 3 clusters Score: Raw -7239084.143006 + Penalty 2157.491509 = -7236926.651497 nChanged 3 SP:Iteration 60F (1843.221310 sec): 3 clusters Score: Raw -7239084.957015 + Penalty 2157.491509 = -7236927.465506 nChanged 2 SP:Iteration 61Q (1843.348196 sec): 3 clusters Score: Raw -7239085.297925 + Penalty 2157.491509 = -7236927.806416 nChanged 0 SP:Iteration 62F (1843.476328 sec): 3 clusters Score: Raw -7239085.297925 + Penalty 2157.491509 = -7236927.806416 nChanged 0 Trying to split cluster 42 (2732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1843.485128 sec): 2 clusters Score: Raw -199570.442184 + Penalty 751.714976 = -198818.727208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1843.496139 sec): 3 clusters Score: Raw -198187.253591 + Penalty 1503.429952 = -196683.823639 nChanged 1125 SP:Iteration 1F (1843.506250 sec): 3 clusters Score: Raw -198923.114918 + Penalty 1503.429952 = -197419.684966 nChanged 269 SP:Iteration 2F (1843.516335 sec): 3 clusters Score: Raw -199178.001805 + Penalty 1503.429952 = -197674.571853 nChanged 206 SP:Iteration 3F (1843.526320 sec): 3 clusters Score: Raw -199340.804581 + Penalty 1503.429952 = -197837.374629 nChanged 158 SP:Iteration 4F (1843.536402 sec): 3 clusters Score: Raw -199457.360111 + Penalty 1503.429952 = -197953.930159 nChanged 125 SP:Iteration 5Q (1843.546334 sec): 3 clusters Score: Raw -199544.775803 + Penalty 1503.429952 = -198041.345851 nChanged 105 SP:Iteration 6Q (1843.556283 sec): 3 clusters Score: Raw -199615.650352 + Penalty 1503.429952 = -198112.220400 nChanged 99 SP:Iteration 7Q (1843.566166 sec): 3 clusters Score: Raw -199683.591797 + Penalty 1503.429952 = -198180.161845 nChanged 73 SP:Iteration 8Q (1843.576006 sec): 3 clusters Score: Raw -199719.629476 + Penalty 1503.429952 = -198216.199524 nChanged 53 SP:Iteration 9Q (1843.586293 sec): 3 clusters Score: Raw -199739.528368 + Penalty 1503.429952 = -198236.098416 nChanged 48 SP:Iteration 10Q (1843.596228 sec): 3 clusters Score: Raw -199755.695885 + Penalty 1503.429952 = -198252.265933 nChanged 37 SP:Iteration 11Q (1843.606039 sec): 3 clusters Score: Raw -199773.721565 + Penalty 1503.429952 = -198270.291613 nChanged 42 SP:Iteration 12Q (1843.615917 sec): 3 clusters Score: Raw -199801.024399 + Penalty 1503.429952 = -198297.594447 nChanged 53 SP:Iteration 13Q (1843.625807 sec): 3 clusters Score: Raw -199841.745892 + Penalty 1503.429952 = -198338.315940 nChanged 41 SP:Iteration 14Q (1843.635592 sec): 3 clusters Score: Raw -199866.592780 + Penalty 1503.429952 = -198363.162828 nChanged 33 SP:Iteration 15Q (1843.645437 sec): 3 clusters Score: Raw -199882.109986 + Penalty 1503.429952 = -198378.680035 nChanged 26 SP:Iteration 16Q (1843.655241 sec): 3 clusters Score: Raw -199891.697494 + Penalty 1503.429952 = -198388.267542 nChanged 19 SP:Iteration 17Q (1843.665010 sec): 3 clusters Score: Raw -199899.592420 + Penalty 1503.429952 = -198396.162468 nChanged 26 SP:Iteration 18Q (1843.674693 sec): 3 clusters Score: Raw -199911.535608 + Penalty 1503.429952 = -198408.105656 nChanged 29 SP:Iteration 19Q (1843.684389 sec): 3 clusters Score: Raw -199924.459845 + Penalty 1503.429952 = -198421.029893 nChanged 25 SP:Iteration 20F (1843.694423 sec): 3 clusters Score: Raw -199935.531194 + Penalty 1503.429952 = -198432.101242 nChanged 34 SP:Iteration 21Q (1843.704062 sec): 3 clusters Score: Raw -199956.392340 + Penalty 1503.429952 = -198452.962388 nChanged 20 SP:Iteration 22Q (1843.713672 sec): 3 clusters Score: Raw -199962.022004 + Penalty 1503.429952 = -198458.592053 nChanged 8 SP:Iteration 23Q (1843.723281 sec): 3 clusters Score: Raw -199964.958070 + Penalty 1503.429952 = -198461.528118 nChanged 9 SP:Iteration 24Q (1843.732884 sec): 3 clusters Score: Raw -199969.384653 + Penalty 1503.429952 = -198465.954701 nChanged 12 SP:Iteration 25Q (1843.742492 sec): 3 clusters Score: Raw -199973.839664 + Penalty 1503.429952 = -198470.409712 nChanged 10 SP:Iteration 26Q (1843.752211 sec): 3 clusters Score: Raw -199976.338519 + Penalty 1503.429952 = -198472.908567 nChanged 6 SP:Iteration 27Q (1843.761876 sec): 3 clusters Score: Raw -199977.547722 + Penalty 1503.429952 = -198474.117770 nChanged 7 SP:Iteration 28Q (1843.771501 sec): 3 clusters Score: Raw -199979.985689 + Penalty 1503.429952 = -198476.555737 nChanged 10 SP:Iteration 29Q (1843.781086 sec): 3 clusters Score: Raw -199984.865394 + Penalty 1503.429952 = -198481.435442 nChanged 13 SP:Iteration 30Q (1843.790710 sec): 3 clusters Score: Raw -199990.769782 + Penalty 1503.429952 = -198487.339830 nChanged 14 SP:Iteration 31Q (1843.800364 sec): 3 clusters Score: Raw -199996.356647 + Penalty 1503.429952 = -198492.926695 nChanged 7 SP:Iteration 32Q (1843.809915 sec): 3 clusters Score: Raw -199997.903999 + Penalty 1503.429952 = -198494.474047 nChanged 5 SP:Iteration 33Q (1843.819548 sec): 3 clusters Score: Raw -199999.175683 + Penalty 1503.429952 = -198495.745731 nChanged 1 SP:Iteration 34Q (1843.829097 sec): 3 clusters Score: Raw -199999.205173 + Penalty 1503.429952 = -198495.775221 nChanged 1 SP:Iteration 35Q (1843.838632 sec): 3 clusters Score: Raw -199999.342561 + Penalty 1503.429952 = -198495.912609 nChanged 1 SP:Iteration 36Q (1843.848287 sec): 3 clusters Score: Raw -199999.534469 + Penalty 1503.429952 = -198496.104517 nChanged 0 SP:Iteration 37F (1843.858319 sec): 3 clusters Score: Raw -199999.534469 + Penalty 1503.429952 = -198496.104517 nChanged 0 Trying to split cluster 43 (3200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1843.874782 sec): 2 clusters Score: Raw -284417.961613 + Penalty 766.736078 = -283651.225535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1843.887289 sec): 3 clusters Score: Raw -282692.055921 + Penalty 1533.472157 = -281158.583764 nChanged 1332 SP:Iteration 1F (1843.898738 sec): 3 clusters Score: Raw -283473.791273 + Penalty 1533.472157 = -281940.319116 nChanged 255 SP:Iteration 2F (1843.910256 sec): 3 clusters Score: Raw -283608.090739 + Penalty 1533.472157 = -282074.618582 nChanged 176 SP:Iteration 3F (1843.921755 sec): 3 clusters Score: Raw -283701.489782 + Penalty 1533.472157 = -282168.017625 nChanged 163 SP:Iteration 4F (1843.933300 sec): 3 clusters Score: Raw -283793.635493 + Penalty 1533.472157 = -282260.163336 nChanged 149 SP:Iteration 5Q (1843.944902 sec): 3 clusters Score: Raw -283863.779922 + Penalty 1533.472157 = -282330.307765 nChanged 107 SP:Iteration 6Q (1843.956336 sec): 3 clusters Score: Raw -283915.345421 + Penalty 1533.472157 = -282381.873265 nChanged 96 SP:Iteration 7Q (1843.967899 sec): 3 clusters Score: Raw -283965.527849 + Penalty 1533.472157 = -282432.055692 nChanged 107 SP:Iteration 8Q (1843.979462 sec): 3 clusters Score: Raw -284024.142625 + Penalty 1533.472157 = -282490.670468 nChanged 92 SP:Iteration 9Q (1843.990976 sec): 3 clusters Score: Raw -284076.494284 + Penalty 1533.472157 = -282543.022127 nChanged 99 SP:Iteration 10Q (1844.002527 sec): 3 clusters Score: Raw -284122.747662 + Penalty 1533.472157 = -282589.275505 nChanged 74 SP:Iteration 11Q (1844.014018 sec): 3 clusters Score: Raw -284152.901002 + Penalty 1533.472157 = -282619.428846 nChanged 60 SP:Iteration 12Q (1844.025490 sec): 3 clusters Score: Raw -284177.913382 + Penalty 1533.472157 = -282644.441225 nChanged 56 SP:Iteration 13Q (1844.036891 sec): 3 clusters Score: Raw -284200.644067 + Penalty 1533.472157 = -282667.171911 nChanged 64 SP:Iteration 14Q (1844.048228 sec): 3 clusters Score: Raw -284223.804518 + Penalty 1533.472157 = -282690.332361 nChanged 45 SP:Iteration 15Q (1844.059686 sec): 3 clusters Score: Raw -284239.417558 + Penalty 1533.472157 = -282705.945401 nChanged 40 SP:Iteration 16Q (1844.071061 sec): 3 clusters Score: Raw -284256.241234 + Penalty 1533.472157 = -282722.769077 nChanged 45 SP:Iteration 17Q (1844.082492 sec): 3 clusters Score: Raw -284274.434041 + Penalty 1533.472157 = -282740.961885 nChanged 36 SP:Iteration 18Q (1844.093947 sec): 3 clusters Score: Raw -284288.719489 + Penalty 1533.472157 = -282755.247332 nChanged 38 SP:Iteration 19Q (1844.105373 sec): 3 clusters Score: Raw -284305.116554 + Penalty 1533.472157 = -282771.644397 nChanged 38 SP:Iteration 20F (1844.116894 sec): 3 clusters Score: Raw -284317.598908 + Penalty 1533.472157 = -282784.126751 nChanged 33 SP:Iteration 21Q (1844.128321 sec): 3 clusters Score: Raw -284328.068939 + Penalty 1533.472157 = -282794.596782 nChanged 28 SP:Iteration 22Q (1844.139698 sec): 3 clusters Score: Raw -284337.016084 + Penalty 1533.472157 = -282803.543928 nChanged 27 SP:Iteration 23Q (1844.151091 sec): 3 clusters Score: Raw -284344.267844 + Penalty 1533.472157 = -282810.795687 nChanged 19 SP:Iteration 24Q (1844.162516 sec): 3 clusters Score: Raw -284349.165093 + Penalty 1533.472157 = -282815.692936 nChanged 13 SP:Iteration 25Q (1844.173901 sec): 3 clusters Score: Raw -284353.021333 + Penalty 1533.472157 = -282819.549177 nChanged 12 SP:Iteration 26Q (1844.185146 sec): 3 clusters Score: Raw -284356.354883 + Penalty 1533.472157 = -282822.882726 nChanged 9 SP:Iteration 27Q (1844.196541 sec): 3 clusters Score: Raw -284358.280924 + Penalty 1533.472157 = -282824.808767 nChanged 6 SP:Iteration 28Q (1844.207805 sec): 3 clusters Score: Raw -284359.400448 + Penalty 1533.472157 = -282825.928291 nChanged 9 SP:Iteration 29Q (1844.219171 sec): 3 clusters Score: Raw -284361.774964 + Penalty 1533.472157 = -282828.302807 nChanged 6 SP:Iteration 30Q (1844.230463 sec): 3 clusters Score: Raw -284363.602604 + Penalty 1533.472157 = -282830.130447 nChanged 7 SP:Iteration 31Q (1844.241725 sec): 3 clusters Score: Raw -284365.730356 + Penalty 1533.472157 = -282832.258199 nChanged 12 SP:Iteration 32Q (1844.253140 sec): 3 clusters Score: Raw -284367.949974 + Penalty 1533.472157 = -282834.477817 nChanged 7 SP:Iteration 33Q (1844.264365 sec): 3 clusters Score: Raw -284369.448784 + Penalty 1533.472157 = -282835.976627 nChanged 8 SP:Iteration 34Q (1844.275611 sec): 3 clusters Score: Raw -284370.748109 + Penalty 1533.472157 = -282837.275952 nChanged 6 SP:Iteration 35Q (1844.287000 sec): 3 clusters Score: Raw -284372.512892 + Penalty 1533.472157 = -282839.040735 nChanged 8 SP:Iteration 36Q (1844.298244 sec): 3 clusters Score: Raw -284374.817764 + Penalty 1533.472157 = -282841.345607 nChanged 10 SP:Iteration 37Q (1844.309457 sec): 3 clusters Score: Raw -284377.656097 + Penalty 1533.472157 = -282844.183940 nChanged 6 SP:Iteration 38Q (1844.320852 sec): 3 clusters Score: Raw -284378.519685 + Penalty 1533.472157 = -282845.047528 nChanged 4 SP:Iteration 39Q (1844.332198 sec): 3 clusters Score: Raw -284379.460478 + Penalty 1533.472157 = -282845.988321 nChanged 7 SP:Iteration 40F (1844.343595 sec): 3 clusters Score: Raw -284380.902449 + Penalty 1533.472157 = -282847.430292 nChanged 6 SP:Iteration 41Q (1844.355019 sec): 3 clusters Score: Raw -284381.941746 + Penalty 1533.472157 = -282848.469589 nChanged 6 SP:Iteration 42Q (1844.366389 sec): 3 clusters Score: Raw -284383.394217 + Penalty 1533.472157 = -282849.922060 nChanged 5 SP:Iteration 43Q (1844.377680 sec): 3 clusters Score: Raw -284384.200688 + Penalty 1533.472157 = -282850.728531 nChanged 7 SP:Iteration 44Q (1844.388980 sec): 3 clusters Score: Raw -284385.702491 + Penalty 1533.472157 = -282852.230334 nChanged 8 SP:Iteration 45Q (1844.400241 sec): 3 clusters Score: Raw -284387.120661 + Penalty 1533.472157 = -282853.648504 nChanged 6 SP:Iteration 46Q (1844.411597 sec): 3 clusters Score: Raw -284388.038906 + Penalty 1533.472157 = -282854.566749 nChanged 5 SP:Iteration 47Q (1844.422975 sec): 3 clusters Score: Raw -284389.330786 + Penalty 1533.472157 = -282855.858630 nChanged 10 SP:Iteration 48Q (1844.434259 sec): 3 clusters Score: Raw -284391.071109 + Penalty 1533.472157 = -282857.598953 nChanged 6 SP:Iteration 49Q (1844.445636 sec): 3 clusters Score: Raw -284392.822740 + Penalty 1533.472157 = -282859.350583 nChanged 7 SP:Iteration 50Q (1844.456906 sec): 3 clusters Score: Raw -284393.630938 + Penalty 1533.472157 = -282860.158781 nChanged 3 SP:Iteration 51Q (1844.468258 sec): 3 clusters Score: Raw -284393.974929 + Penalty 1533.472157 = -282860.502772 nChanged 2 SP:Iteration 52Q (1844.479660 sec): 3 clusters Score: Raw -284394.896107 + Penalty 1533.472157 = -282861.423950 nChanged 3 SP:Iteration 53Q (1844.490877 sec): 3 clusters Score: Raw -284395.646594 + Penalty 1533.472157 = -282862.174437 nChanged 5 SP:Iteration 54Q (1844.502240 sec): 3 clusters Score: Raw -284396.185539 + Penalty 1533.472157 = -282862.713382 nChanged 4 SP:Iteration 55Q (1844.513632 sec): 3 clusters Score: Raw -284396.682908 + Penalty 1533.472157 = -282863.210751 nChanged 1 SP:Iteration 56Q (1844.524996 sec): 3 clusters Score: Raw -284396.726467 + Penalty 1533.472157 = -282863.254311 nChanged 1 SP:Iteration 57Q (1844.536210 sec): 3 clusters Score: Raw -284396.834521 + Penalty 1533.472157 = -282863.362364 nChanged 2 SP:Iteration 58Q (1844.547504 sec): 3 clusters Score: Raw -284396.963251 + Penalty 1533.472157 = -282863.491094 nChanged 0 SP:Iteration 59F (1844.559028 sec): 3 clusters Score: Raw -284396.963251 + Penalty 1533.472157 = -282863.491094 nChanged 0 Trying to split cluster 44 (16117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.588534 sec): 2 clusters Score: Raw -1439913.274549 + Penalty 920.324840 = -1438992.949709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.622113 sec): 3 clusters Score: Raw -1430073.425593 + Penalty 1840.649680 = -1428232.775913 nChanged 7418 SP:Iteration 1F (1844.654216 sec): 3 clusters Score: Raw -1434168.393566 + Penalty 1840.649680 = -1432327.743886 nChanged 821 SP:Iteration 2F (1844.686295 sec): 3 clusters Score: Raw -1434499.787224 + Penalty 1840.649680 = -1432659.137544 nChanged 892 SP:Iteration 3F (1844.718053 sec): 3 clusters Score: Raw -1434993.861749 + Penalty 1840.649680 = -1433153.212069 nChanged 1078 SP:Iteration 4F (1844.750100 sec): 3 clusters Score: Raw -1435739.164267 + Penalty 1840.649680 = -1433898.514587 nChanged 1226 SP:Iteration 5F (1844.782096 sec): 3 clusters Score: Raw -1436799.229819 + Penalty 1840.649680 = -1434958.580139 nChanged 1278 SP:Iteration 6F (1844.814295 sec): 3 clusters Score: Raw -1438007.322247 + Penalty 1840.649680 = -1436166.672567 nChanged 1084 SP:Iteration 7F (1844.846475 sec): 3 clusters Score: Raw -1439025.770803 + Penalty 1840.649680 = -1437185.121123 nChanged 739 SP:Iteration 8Q (1844.878195 sec): 3 clusters Score: Raw -1439567.635850 + Penalty 1840.649680 = -1437726.986170 nChanged 467 SP:Iteration 9Q (1844.909191 sec): 3 clusters Score: Raw -1439860.074177 + Penalty 1840.649680 = -1438019.424497 nChanged 296 SP:Iteration 10Q (1844.939827 sec): 3 clusters Score: Raw -1440006.158075 + Penalty 1840.649680 = -1438165.508395 nChanged 208 SP:Iteration 11Q (1844.970093 sec): 3 clusters Score: Raw -1440084.863880 + Penalty 1840.649680 = -1438244.214200 nChanged 151 SP:Iteration 12Q (1844.999871 sec): 3 clusters Score: Raw -1440131.394143 + Penalty 1840.649680 = -1438290.744463 nChanged 129 SP:Iteration 13Q (1845.029888 sec): 3 clusters Score: Raw -1440175.099541 + Penalty 1840.649680 = -1438334.449861 nChanged 133 SP:Iteration 14Q (1845.059860 sec): 3 clusters Score: Raw -1440218.007325 + Penalty 1840.649680 = -1438377.357645 nChanged 124 SP:Iteration 15Q (1845.089679 sec): 3 clusters Score: Raw -1440255.202088 + Penalty 1840.649680 = -1438414.552408 nChanged 95 SP:Iteration 16Q (1845.119218 sec): 3 clusters Score: Raw -1440277.625108 + Penalty 1840.649680 = -1438436.975428 nChanged 79 SP:Iteration 17Q (1845.148899 sec): 3 clusters Score: Raw -1440296.954773 + Penalty 1840.649680 = -1438456.305093 nChanged 78 SP:Iteration 18Q (1845.178252 sec): 3 clusters Score: Raw -1440313.727082 + Penalty 1840.649680 = -1438473.077402 nChanged 60 SP:Iteration 19Q (1845.207751 sec): 3 clusters Score: Raw -1440324.065835 + Penalty 1840.649680 = -1438483.416155 nChanged 54 SP:Iteration 20F (1845.239689 sec): 3 clusters Score: Raw -1440334.024457 + Penalty 1840.649680 = -1438493.374777 nChanged 45 SP:Iteration 21Q (1845.268945 sec): 3 clusters Score: Raw -1440342.695085 + Penalty 1840.649680 = -1438502.045405 nChanged 41 SP:Iteration 22Q (1845.298294 sec): 3 clusters Score: Raw -1440350.057527 + Penalty 1840.649680 = -1438509.407847 nChanged 43 SP:Iteration 23Q (1845.327399 sec): 3 clusters Score: Raw -1440359.972308 + Penalty 1840.649680 = -1438519.322628 nChanged 45 SP:Iteration 24Q (1845.356598 sec): 3 clusters Score: Raw -1440369.098285 + Penalty 1840.649680 = -1438528.448605 nChanged 31 SP:Iteration 25Q (1845.385882 sec): 3 clusters Score: Raw -1440373.894689 + Penalty 1840.649680 = -1438533.245009 nChanged 34 SP:Iteration 26Q (1845.414993 sec): 3 clusters Score: Raw -1440380.363092 + Penalty 1840.649680 = -1438539.713412 nChanged 33 SP:Iteration 27Q (1845.444223 sec): 3 clusters Score: Raw -1440386.507391 + Penalty 1840.649680 = -1438545.857711 nChanged 37 SP:Iteration 28Q (1845.473481 sec): 3 clusters Score: Raw -1440393.737686 + Penalty 1840.649680 = -1438553.088007 nChanged 36 SP:Iteration 29Q (1845.502537 sec): 3 clusters Score: Raw -1440401.570886 + Penalty 1840.649680 = -1438560.921206 nChanged 39 SP:Iteration 30Q (1845.531681 sec): 3 clusters Score: Raw -1440408.147259 + Penalty 1840.649680 = -1438567.497579 nChanged 32 SP:Iteration 31Q (1845.560691 sec): 3 clusters Score: Raw -1440411.985094 + Penalty 1840.649680 = -1438571.335414 nChanged 15 SP:Iteration 32Q (1845.589579 sec): 3 clusters Score: Raw -1440413.584030 + Penalty 1840.649680 = -1438572.934350 nChanged 13 SP:Iteration 33Q (1845.618514 sec): 3 clusters Score: Raw -1440414.622684 + Penalty 1840.649680 = -1438573.973004 nChanged 14 SP:Iteration 34Q (1845.647247 sec): 3 clusters Score: Raw -1440416.114483 + Penalty 1840.649680 = -1438575.464803 nChanged 13 SP:Iteration 35Q (1845.676190 sec): 3 clusters Score: Raw -1440417.421526 + Penalty 1840.649680 = -1438576.771847 nChanged 13 SP:Iteration 36Q (1845.704954 sec): 3 clusters Score: Raw -1440418.722337 + Penalty 1840.649680 = -1438578.072657 nChanged 14 SP:Iteration 37Q (1845.733799 sec): 3 clusters Score: Raw -1440420.453687 + Penalty 1840.649680 = -1438579.804007 nChanged 16 SP:Iteration 38Q (1845.762593 sec): 3 clusters Score: Raw -1440422.857045 + Penalty 1840.649680 = -1438582.207365 nChanged 12 SP:Iteration 39Q (1845.791380 sec): 3 clusters Score: Raw -1440424.637355 + Penalty 1840.649680 = -1438583.987675 nChanged 10 SP:Iteration 40F (1845.823541 sec): 3 clusters Score: Raw -1440425.796442 + Penalty 1840.649680 = -1438585.146763 nChanged 6 SP:Iteration 41Q (1845.852496 sec): 3 clusters Score: Raw -1440426.511881 + Penalty 1840.649680 = -1438585.862201 nChanged 6 SP:Iteration 42Q (1845.881444 sec): 3 clusters Score: Raw -1440427.101384 + Penalty 1840.649680 = -1438586.451704 nChanged 7 SP:Iteration 43Q (1845.910343 sec): 3 clusters Score: Raw -1440427.953368 + Penalty 1840.649680 = -1438587.303688 nChanged 7 SP:Iteration 44Q (1845.939082 sec): 3 clusters Score: Raw -1440428.468439 + Penalty 1840.649680 = -1438587.818759 nChanged 9 SP:Iteration 45Q (1845.967913 sec): 3 clusters Score: Raw -1440429.063344 + Penalty 1840.649680 = -1438588.413664 nChanged 7 SP:Iteration 46Q (1845.996717 sec): 3 clusters Score: Raw -1440429.450704 + Penalty 1840.649680 = -1438588.801024 nChanged 5 SP:Iteration 47Q (1846.025467 sec): 3 clusters Score: Raw -1440429.833317 + Penalty 1840.649680 = -1438589.183637 nChanged 5 SP:Iteration 48Q (1846.054341 sec): 3 clusters Score: Raw -1440430.278314 + Penalty 1840.649680 = -1438589.628634 nChanged 6 SP:Iteration 49Q (1846.083284 sec): 3 clusters Score: Raw -1440430.773409 + Penalty 1840.649680 = -1438590.123729 nChanged 7 SP:Iteration 50Q (1846.112182 sec): 3 clusters Score: Raw -1440431.422174 + Penalty 1840.649680 = -1438590.772494 nChanged 7 SP:Iteration 51Q (1846.140915 sec): 3 clusters Score: Raw -1440431.979255 + Penalty 1840.649680 = -1438591.329575 nChanged 3 SP:Iteration 52Q (1846.169656 sec): 3 clusters Score: Raw -1440432.248810 + Penalty 1840.649680 = -1438591.599130 nChanged 0 SP:Iteration 53F (1846.201445 sec): 3 clusters Score: Raw -1440432.248810 + Penalty 1840.649680 = -1438591.599130 nChanged 0 Trying to split cluster 45 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1846.215548 sec): 2 clusters Score: Raw -89267.430502 + Penalty 674.109856 = -88593.320646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1846.220760 sec): 3 clusters Score: Raw -88769.246835 + Penalty 1348.219712 = -87421.027123 nChanged 439 SP:Iteration 1F (1846.225466 sec): 3 clusters Score: Raw -89228.307996 + Penalty 1348.219712 = -87880.088284 nChanged 134 SP:Iteration 2F (1846.230305 sec): 3 clusters Score: Raw -89443.563153 + Penalty 1348.219712 = -88095.343441 nChanged 82 SP:Iteration 3F (1846.235060 sec): 3 clusters Score: Raw -89569.172428 + Penalty 1348.219712 = -88220.952716 nChanged 69 SP:Iteration 4F (1846.239813 sec): 3 clusters Score: Raw -89634.466459 + Penalty 1348.219712 = -88286.246747 nChanged 33 SP:Iteration 5Q (1846.244464 sec): 3 clusters Score: Raw -89656.091718 + Penalty 1348.219712 = -88307.872006 nChanged 22 SP:Iteration 6Q (1846.249109 sec): 3 clusters Score: Raw -89670.810079 + Penalty 1348.219712 = -88322.590367 nChanged 16 SP:Iteration 7Q (1846.253764 sec): 3 clusters Score: Raw -89683.025199 + Penalty 1348.219712 = -88334.805487 nChanged 14 SP:Iteration 8Q (1846.258390 sec): 3 clusters Score: Raw -89696.312134 + Penalty 1348.219712 = -88348.092422 nChanged 14 SP:Iteration 9Q (1846.263017 sec): 3 clusters Score: Raw -89702.723916 + Penalty 1348.219712 = -88354.504204 nChanged 9 SP:Iteration 10Q (1846.267588 sec): 3 clusters Score: Raw -89709.263080 + Penalty 1348.219712 = -88361.043368 nChanged 8 SP:Iteration 11Q (1846.272201 sec): 3 clusters Score: Raw -89717.171171 + Penalty 1348.219712 = -88368.951459 nChanged 11 SP:Iteration 12Q (1846.276809 sec): 3 clusters Score: Raw -89727.529035 + Penalty 1348.219712 = -88379.309323 nChanged 5 SP:Iteration 13Q (1846.281402 sec): 3 clusters Score: Raw -89730.727885 + Penalty 1348.219712 = -88382.508173 nChanged 5 SP:Iteration 14Q (1846.286011 sec): 3 clusters Score: Raw -89732.094399 + Penalty 1348.219712 = -88383.874687 nChanged 3 SP:Iteration 15Q (1846.290574 sec): 3 clusters Score: Raw -89732.883678 + Penalty 1348.219712 = -88384.663966 nChanged 4 SP:Iteration 16Q (1846.295164 sec): 3 clusters Score: Raw -89734.109601 + Penalty 1348.219712 = -88385.889889 nChanged 2 SP:Iteration 17Q (1846.299769 sec): 3 clusters Score: Raw -89734.698576 + Penalty 1348.219712 = -88386.478864 nChanged 1 SP:Iteration 18Q (1846.304376 sec): 3 clusters Score: Raw -89735.256881 + Penalty 1348.219712 = -88387.037169 nChanged 1 SP:Iteration 19Q (1846.309000 sec): 3 clusters Score: Raw -89735.937028 + Penalty 1348.219712 = -88387.717316 nChanged 1 SP:Iteration 20F (1846.313763 sec): 3 clusters Score: Raw -89736.336593 + Penalty 1348.219712 = -88388.116881 nChanged 1 SP:Iteration 21Q (1846.318371 sec): 3 clusters Score: Raw -89737.100146 + Penalty 1348.219712 = -88388.880434 nChanged 2 SP:Iteration 22Q (1846.322980 sec): 3 clusters Score: Raw -89737.822445 + Penalty 1348.219712 = -88389.602733 nChanged 2 SP:Iteration 23Q (1846.327555 sec): 3 clusters Score: Raw -89738.594531 + Penalty 1348.219712 = -88390.374819 nChanged 1 SP:Iteration 24Q (1846.332153 sec): 3 clusters Score: Raw -89739.275261 + Penalty 1348.219712 = -88391.055549 nChanged 1 SP:Iteration 25Q (1846.336751 sec): 3 clusters Score: Raw -89739.767884 + Penalty 1348.219712 = -88391.548172 nChanged 0 SP:Iteration 26F (1846.341440 sec): 3 clusters Score: Raw -89739.767884 + Penalty 1348.219712 = -88391.548172 nChanged 0 Iteration 139Q (1855.030487 sec): 46 clusters Score: Raw -69581718.315811 + Penalty 58324.828655 = -69523393.487156 nChanged 1003 Iteration 140F (1873.732953 sec): 46 clusters Score: Raw -69581769.563067 + Penalty 58324.828655 = -69523444.734412 nChanged 966 Iteration 141Q (1882.551054 sec): 46 clusters Score: Raw -69581818.597990 + Penalty 58324.828655 = -69523493.769335 nChanged 911 Iteration 142Q (1891.410257 sec): 46 clusters Score: Raw -69581860.842810 + Penalty 58324.828655 = -69523536.014155 nChanged 873 Iteration 143Q (1900.234726 sec): 46 clusters Score: Raw -69581899.049887 + Penalty 58324.828655 = -69523574.221233 nChanged 860 Iteration 144Q (1909.062607 sec): 46 clusters Score: Raw -69581934.352840 + Penalty 58324.828655 = -69523609.524185 nChanged 789 Iteration 145Q (1917.906199 sec): 46 clusters Score: Raw -69581967.171641 + Penalty 58324.828655 = -69523642.342986 nChanged 828 Iteration 146Q (1926.752795 sec): 46 clusters Score: Raw -69582002.021436 + Penalty 58324.828655 = -69523677.192782 nChanged 848 Iteration 147Q (1935.613826 sec): 46 clusters Score: Raw -69582038.203799 + Penalty 58324.828655 = -69523713.375144 nChanged 859 Iteration 148Q (1944.478266 sec): 46 clusters Score: Raw -69582074.283021 + Penalty 58324.828655 = -69523749.454366 nChanged 832 Iteration 149Q (1953.297015 sec): 46 clusters Score: Raw -69582108.288084 + Penalty 58324.828655 = -69523783.459429 nChanged 849 Iteration 150Q (1962.136823 sec): 46 clusters Score: Raw -69582142.493208 + Penalty 58324.828655 = -69523817.664554 nChanged 826 Iteration 151Q (1970.936977 sec): 46 clusters Score: Raw -69582177.484998 + Penalty 58324.828655 = -69523852.656344 nChanged 845 Iteration 152Q (1979.754981 sec): 46 clusters Score: Raw -69582215.780969 + Penalty 58324.828655 = -69523890.952314 nChanged 875 Iteration 153Q (1988.559699 sec): 46 clusters Score: Raw -69582256.625462 + Penalty 58324.828655 = -69523931.796807 nChanged 871 Iteration 154Q (1997.383366 sec): 46 clusters Score: Raw -69582297.106156 + Penalty 58324.828655 = -69523972.277501 nChanged 881 Iteration 155Q (2006.210181 sec): 46 clusters Score: Raw -69582334.696632 + Penalty 58324.828655 = -69524009.867977 nChanged 842 Iteration 156Q (2015.050953 sec): 46 clusters Score: Raw -69582369.780570 + Penalty 58324.828655 = -69524044.951915 nChanged 834 Iteration 157Q (2023.850493 sec): 46 clusters Score: Raw -69582406.708203 + Penalty 58324.828655 = -69524081.879549 nChanged 805 Iteration 158Q (2032.677775 sec): 46 clusters Score: Raw -69582444.305512 + Penalty 58324.828655 = -69524119.476857 nChanged 822 Iteration 159Q (2041.519873 sec): 46 clusters Score: Raw -69582479.541867 + Penalty 58324.828655 = -69524154.713212 nChanged 816 Iteration 160F (2058.539899 sec): 46 clusters Score: Raw -69582513.994900 + Penalty 58324.828655 = -69524189.166245 nChanged 783 Iteration 161Q (2067.368535 sec): 46 clusters Score: Raw -69582545.607949 + Penalty 58324.828655 = -69524220.779294 nChanged 772 Iteration 162Q (2076.217192 sec): 46 clusters Score: Raw -69582576.555097 + Penalty 58324.828655 = -69524251.726442 nChanged 752 Iteration 163Q (2085.014899 sec): 46 clusters Score: Raw -69582606.774874 + Penalty 58324.828655 = -69524281.946219 nChanged 749 Iteration 164Q (2093.855382 sec): 46 clusters Score: Raw -69582636.142740 + Penalty 58324.828655 = -69524311.314086 nChanged 767 Iteration 165Q (2102.683756 sec): 46 clusters Score: Raw -69582666.962892 + Penalty 58324.828655 = -69524342.134237 nChanged 724 Iteration 166Q (2111.514870 sec): 46 clusters Score: Raw -69582694.445475 + Penalty 58324.828655 = -69524369.616820 nChanged 713 Iteration 167Q (2120.372646 sec): 46 clusters Score: Raw -69582722.764832 + Penalty 58324.828655 = -69524397.936178 nChanged 664 Iteration 168Q (2129.203166 sec): 46 clusters Score: Raw -69582746.905875 + Penalty 58324.828655 = -69524422.077220 nChanged 671 Iteration 169Q (2138.021058 sec): 46 clusters Score: Raw -69582770.157220 + Penalty 58324.828655 = -69524445.328565 nChanged 654 Iteration 170Q (2146.861205 sec): 46 clusters Score: Raw -69582792.177037 + Penalty 58324.828655 = -69524467.348383 nChanged 593 Iteration 171Q (2155.665440 sec): 46 clusters Score: Raw -69582811.687381 + Penalty 58324.828655 = -69524486.858726 nChanged 617 Iteration 172Q (2164.550005 sec): 46 clusters Score: Raw -69582833.491200 + Penalty 58324.828655 = -69524508.662545 nChanged 590 Iteration 173Q (2173.358695 sec): 46 clusters Score: Raw -69582855.290715 + Penalty 58324.828655 = -69524530.462060 nChanged 616 Iteration 174Q (2182.182508 sec): 46 clusters Score: Raw -69582879.705389 + Penalty 58324.828655 = -69524554.876734 nChanged 602 Iteration 175Q (2190.981841 sec): 46 clusters Score: Raw -69582902.037171 + Penalty 58324.828655 = -69524577.208516 nChanged 592 Iteration 176Q (2199.808597 sec): 46 clusters Score: Raw -69582922.915739 + Penalty 58324.828655 = -69524598.087085 nChanged 558 Iteration 177Q (2208.601580 sec): 46 clusters Score: Raw -69582942.803641 + Penalty 58324.828655 = -69524617.974986 nChanged 596 Iteration 178Q (2217.473559 sec): 46 clusters Score: Raw -69582963.135226 + Penalty 58324.828655 = -69524638.306571 nChanged 556 Writing temp clu file Because OldScore, -69524617.974986, is greater than current (better) Score,-69524638.306571 Compute initial score before splitting: Score: Raw -69582963.135226 + Penalty 58324.828655 = -69524638.306571 Trying to split cluster 1 (247861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.847746 sec): 2 clusters Score: Raw -21499355.203457 + Penalty 1179.959221 = -21498175.244235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2218.138444 sec): 3 clusters Score: Raw -21332614.638194 + Penalty 2359.918443 = -21330254.719751 nChanged 121142 SP:Iteration 1F (2218.424982 sec): 3 clusters Score: Raw -21410525.575147 + Penalty 2359.918443 = -21408165.656704 nChanged 12498 SP:Iteration 2F (2218.711036 sec): 3 clusters Score: Raw -21415838.165947 + Penalty 2359.918443 = -21413478.247504 nChanged 14389 SP:Iteration 3F (2219.009782 sec): 3 clusters Score: Raw -21423198.689141 + Penalty 2359.918443 = -21420838.770698 nChanged 16326 SP:Iteration 4F (2219.291256 sec): 3 clusters Score: Raw -21433195.535785 + Penalty 2359.918443 = -21430835.617342 nChanged 17013 SP:Iteration 5F (2219.577379 sec): 3 clusters Score: Raw -21445830.160016 + Penalty 2359.918443 = -21443470.241573 nChanged 15997 SP:Iteration 6F (2219.863993 sec): 3 clusters Score: Raw -21459874.535487 + Penalty 2359.918443 = -21457514.617044 nChanged 13004 SP:Iteration 7F (2220.150845 sec): 3 clusters Score: Raw -21472162.586754 + Penalty 2359.918443 = -21469802.668311 nChanged 9351 SP:Iteration 8Q (2220.449656 sec): 3 clusters Score: Raw -21479872.923195 + Penalty 2359.918443 = -21477513.004752 nChanged 6500 SP:Iteration 9Q (2220.735342 sec): 3 clusters Score: Raw -21484232.314436 + Penalty 2359.918443 = -21481872.395993 nChanged 4829 SP:Iteration 10Q (2221.014029 sec): 3 clusters Score: Raw -21486993.437908 + Penalty 2359.918443 = -21484633.519465 nChanged 3990 SP:Iteration 11Q (2221.288708 sec): 3 clusters Score: Raw -21489031.549693 + Penalty 2359.918443 = -21486671.631250 nChanged 3594 SP:Iteration 12Q (2221.559643 sec): 3 clusters Score: Raw -21490815.761492 + Penalty 2359.918443 = -21488455.843049 nChanged 3236 SP:Iteration 13Q (2221.826552 sec): 3 clusters Score: Raw -21492432.161609 + Penalty 2359.918443 = -21490072.243166 nChanged 2863 SP:Iteration 14Q (2222.090580 sec): 3 clusters Score: Raw -21493865.001117 + Penalty 2359.918443 = -21491505.082674 nChanged 2451 SP:Iteration 15Q (2222.351934 sec): 3 clusters Score: Raw -21495077.878873 + Penalty 2359.918443 = -21492717.960430 nChanged 2045 SP:Iteration 16Q (2222.610216 sec): 3 clusters Score: Raw -21496077.890853 + Penalty 2359.918443 = -21493717.972410 nChanged 1668 SP:Iteration 17Q (2222.884711 sec): 3 clusters Score: Raw -21496882.039707 + Penalty 2359.918443 = -21494522.121264 nChanged 1344 SP:Iteration 18Q (2223.134342 sec): 3 clusters Score: Raw -21497528.855597 + Penalty 2359.918443 = -21495168.937154 nChanged 1101 SP:Iteration 19Q (2223.400569 sec): 3 clusters Score: Raw -21498059.656817 + Penalty 2359.918443 = -21495699.738374 nChanged 836 SP:Iteration 20F (2223.682431 sec): 3 clusters Score: Raw -21498448.432714 + Penalty 2359.918443 = -21496088.514271 nChanged 613 SP:Iteration 21Q (2223.928684 sec): 3 clusters Score: Raw -21498722.677334 + Penalty 2359.918443 = -21496362.758891 nChanged 462 SP:Iteration 22Q (2224.174164 sec): 3 clusters Score: Raw -21498925.604402 + Penalty 2359.918443 = -21496565.685959 nChanged 347 SP:Iteration 23Q (2224.419186 sec): 3 clusters Score: Raw -21499066.290854 + Penalty 2359.918443 = -21496706.372411 nChanged 269 SP:Iteration 24Q (2224.663636 sec): 3 clusters Score: Raw -21499178.886548 + Penalty 2359.918443 = -21496818.968105 nChanged 212 SP:Iteration 25Q (2224.907791 sec): 3 clusters Score: Raw -21499260.783302 + Penalty 2359.918443 = -21496900.864859 nChanged 166 SP:Iteration 26Q (2225.150937 sec): 3 clusters Score: Raw -21499325.933147 + Penalty 2359.918443 = -21496966.014704 nChanged 136 SP:Iteration 27Q (2225.394567 sec): 3 clusters Score: Raw -21499379.586492 + Penalty 2359.918443 = -21497019.668050 nChanged 101 SP:Iteration 28Q (2225.639067 sec): 3 clusters Score: Raw -21499420.157206 + Penalty 2359.918443 = -21497060.238763 nChanged 87 SP:Iteration 29Q (2225.882487 sec): 3 clusters Score: Raw -21499458.763517 + Penalty 2359.918443 = -21497098.845074 nChanged 69 SP:Iteration 30Q (2226.125578 sec): 3 clusters Score: Raw -21499487.518057 + Penalty 2359.918443 = -21497127.599614 nChanged 56 SP:Iteration 31Q (2226.368794 sec): 3 clusters Score: Raw -21499503.276574 + Penalty 2359.918443 = -21497143.358131 nChanged 38 SP:Iteration 32Q (2226.611610 sec): 3 clusters Score: Raw -21499513.764240 + Penalty 2359.918443 = -21497153.845797 nChanged 33 SP:Iteration 33Q (2226.854732 sec): 3 clusters Score: Raw -21499523.915967 + Penalty 2359.918443 = -21497163.997524 nChanged 26 SP:Iteration 34Q (2227.097935 sec): 3 clusters Score: Raw -21499531.164848 + Penalty 2359.918443 = -21497171.246405 nChanged 26 SP:Iteration 35Q (2227.340679 sec): 3 clusters Score: Raw -21499539.135884 + Penalty 2359.918443 = -21497179.217441 nChanged 19 SP:Iteration 36Q (2227.583283 sec): 3 clusters Score: Raw -21499545.354561 + Penalty 2359.918443 = -21497185.436118 nChanged 30 SP:Iteration 37Q (2227.825911 sec): 3 clusters Score: Raw -21499555.483363 + Penalty 2359.918443 = -21497195.564920 nChanged 26 SP:Iteration 38Q (2228.068365 sec): 3 clusters Score: Raw -21499564.452580 + Penalty 2359.918443 = -21497204.534137 nChanged 18 SP:Iteration 39Q (2228.310949 sec): 3 clusters Score: Raw -21499571.325223 + Penalty 2359.918443 = -21497211.406780 nChanged 19 SP:Iteration 40F (2228.592057 sec): 3 clusters Score: Raw -21499578.144767 + Penalty 2359.918443 = -21497218.226324 nChanged 26 SP:Iteration 41Q (2228.834640 sec): 3 clusters Score: Raw -21499588.296627 + Penalty 2359.918443 = -21497228.378184 nChanged 21 SP:Iteration 42Q (2229.076893 sec): 3 clusters Score: Raw -21499598.016683 + Penalty 2359.918443 = -21497238.098240 nChanged 21 SP:Iteration 43Q (2229.319263 sec): 3 clusters Score: Raw -21499603.804695 + Penalty 2359.918443 = -21497243.886252 nChanged 9 SP:Iteration 44Q (2229.562170 sec): 3 clusters Score: Raw -21499606.851521 + Penalty 2359.918443 = -21497246.933078 nChanged 8 SP:Iteration 45Q (2229.804543 sec): 3 clusters Score: Raw -21499609.835365 + Penalty 2359.918443 = -21497249.916922 nChanged 7 SP:Iteration 46Q (2230.047194 sec): 3 clusters Score: Raw -21499612.149588 + Penalty 2359.918443 = -21497252.231145 nChanged 5 SP:Iteration 47Q (2230.290495 sec): 3 clusters Score: Raw -21499613.797159 + Penalty 2359.918443 = -21497253.878716 nChanged 7 SP:Iteration 48Q (2230.532999 sec): 3 clusters Score: Raw -21499616.063253 + Penalty 2359.918443 = -21497256.144810 nChanged 6 SP:Iteration 49Q (2230.775532 sec): 3 clusters Score: Raw -21499618.794891 + Penalty 2359.918443 = -21497258.876448 nChanged 5 SP:Iteration 50Q (2231.017774 sec): 3 clusters Score: Raw -21499620.785631 + Penalty 2359.918443 = -21497260.867188 nChanged 5 SP:Iteration 51Q (2231.259939 sec): 3 clusters Score: Raw -21499622.105336 + Penalty 2359.918443 = -21497262.186893 nChanged 3 SP:Iteration 52Q (2231.502583 sec): 3 clusters Score: Raw -21499623.095362 + Penalty 2359.918443 = -21497263.176919 nChanged 1 SP:Iteration 53Q (2231.746341 sec): 3 clusters Score: Raw -21499623.250520 + Penalty 2359.918443 = -21497263.332077 nChanged 0 SP:Iteration 54F (2232.026586 sec): 3 clusters Score: Raw -21499623.250520 + Penalty 2359.918443 = -21497263.332077 nChanged 0 Trying to split cluster 2 (5594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2232.048307 sec): 2 clusters Score: Raw -439722.716439 + Penalty 819.797738 = -438902.918701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2232.068462 sec): 3 clusters Score: Raw -436492.516349 + Penalty 1639.595476 = -434852.920873 nChanged 2467 SP:Iteration 1F (2232.087760 sec): 3 clusters Score: Raw -437933.799944 + Penalty 1639.595476 = -436294.204468 nChanged 385 SP:Iteration 2F (2232.107109 sec): 3 clusters Score: Raw -438148.562033 + Penalty 1639.595476 = -436508.966557 nChanged 306 SP:Iteration 3F (2232.126537 sec): 3 clusters Score: Raw -438324.629527 + Penalty 1639.595476 = -436685.034051 nChanged 313 SP:Iteration 4F (2232.145866 sec): 3 clusters Score: Raw -438504.967457 + Penalty 1639.595476 = -436865.371981 nChanged 319 SP:Iteration 5F (2232.165002 sec): 3 clusters Score: Raw -438738.096404 + Penalty 1639.595476 = -437098.500928 nChanged 375 SP:Iteration 6F (2232.184122 sec): 3 clusters Score: Raw -439036.360752 + Penalty 1639.595476 = -437396.765276 nChanged 362 SP:Iteration 7F (2232.203319 sec): 3 clusters Score: Raw -439330.187538 + Penalty 1639.595476 = -437690.592062 nChanged 298 SP:Iteration 8F (2232.222700 sec): 3 clusters Score: Raw -439593.105200 + Penalty 1639.595476 = -437953.509724 nChanged 181 SP:Iteration 9Q (2232.242223 sec): 3 clusters Score: Raw -439738.436583 + Penalty 1639.595476 = -438098.841107 nChanged 133 SP:Iteration 10Q (2232.261272 sec): 3 clusters Score: Raw -439834.164508 + Penalty 1639.595476 = -438194.569032 nChanged 87 SP:Iteration 11Q (2232.279900 sec): 3 clusters Score: Raw -439886.671162 + Penalty 1639.595476 = -438247.075686 nChanged 49 SP:Iteration 12Q (2232.298607 sec): 3 clusters Score: Raw -439919.201028 + Penalty 1639.595476 = -438279.605552 nChanged 46 SP:Iteration 13Q (2232.317345 sec): 3 clusters Score: Raw -439956.519374 + Penalty 1639.595476 = -438316.923898 nChanged 47 SP:Iteration 14Q (2232.335997 sec): 3 clusters Score: Raw -439988.070764 + Penalty 1639.595476 = -438348.475288 nChanged 33 SP:Iteration 15Q (2232.354554 sec): 3 clusters Score: Raw -440015.153874 + Penalty 1639.595476 = -438375.558398 nChanged 26 SP:Iteration 16Q (2232.372913 sec): 3 clusters Score: Raw -440031.747897 + Penalty 1639.595476 = -438392.152421 nChanged 25 SP:Iteration 17Q (2232.390967 sec): 3 clusters Score: Raw -440042.933947 + Penalty 1639.595476 = -438403.338471 nChanged 12 SP:Iteration 18Q (2232.408959 sec): 3 clusters Score: Raw -440049.321288 + Penalty 1639.595476 = -438409.725812 nChanged 8 SP:Iteration 19Q (2232.427133 sec): 3 clusters Score: Raw -440052.938373 + Penalty 1639.595476 = -438413.342897 nChanged 7 SP:Iteration 20F (2232.446365 sec): 3 clusters Score: Raw -440055.818793 + Penalty 1639.595476 = -438416.223317 nChanged 4 SP:Iteration 21Q (2232.464413 sec): 3 clusters Score: Raw -440056.991319 + Penalty 1639.595476 = -438417.395843 nChanged 3 SP:Iteration 22Q (2232.482413 sec): 3 clusters Score: Raw -440057.824889 + Penalty 1639.595476 = -438418.229413 nChanged 4 SP:Iteration 23Q (2232.500373 sec): 3 clusters Score: Raw -440059.392091 + Penalty 1639.595476 = -438419.796615 nChanged 4 SP:Iteration 24Q (2232.528761 sec): 3 clusters Score: Raw -440060.268848 + Penalty 1639.595476 = -438420.673372 nChanged 3 SP:Iteration 25Q (2232.546985 sec): 3 clusters Score: Raw -440061.405048 + Penalty 1639.595476 = -438421.809572 nChanged 7 SP:Iteration 26Q (2232.564922 sec): 3 clusters Score: Raw -440064.824403 + Penalty 1639.595476 = -438425.228927 nChanged 7 SP:Iteration 27Q (2232.582862 sec): 3 clusters Score: Raw -440066.981713 + Penalty 1639.595476 = -438427.386237 nChanged 4 SP:Iteration 28Q (2232.601076 sec): 3 clusters Score: Raw -440068.044105 + Penalty 1639.595476 = -438428.448629 nChanged 4 SP:Iteration 29Q (2232.619124 sec): 3 clusters Score: Raw -440069.838263 + Penalty 1639.595476 = -438430.242787 nChanged 9 SP:Iteration 30Q (2232.637235 sec): 3 clusters Score: Raw -440073.956278 + Penalty 1639.595476 = -438434.360802 nChanged 11 SP:Iteration 31Q (2232.655120 sec): 3 clusters Score: Raw -440079.885893 + Penalty 1639.595476 = -438440.290417 nChanged 8 SP:Iteration 32Q (2232.673063 sec): 3 clusters Score: Raw -440083.039613 + Penalty 1639.595476 = -438443.444137 nChanged 6 SP:Iteration 33Q (2232.691006 sec): 3 clusters Score: Raw -440084.773222 + Penalty 1639.595476 = -438445.177746 nChanged 4 SP:Iteration 34Q (2232.708790 sec): 3 clusters Score: Raw -440086.812780 + Penalty 1639.595476 = -438447.217304 nChanged 4 SP:Iteration 35Q (2232.726867 sec): 3 clusters Score: Raw -440088.579910 + Penalty 1639.595476 = -438448.984434 nChanged 3 SP:Iteration 36Q (2232.744674 sec): 3 clusters Score: Raw -440090.052450 + Penalty 1639.595476 = -438450.456974 nChanged 4 SP:Iteration 37Q (2232.762862 sec): 3 clusters Score: Raw -440091.046863 + Penalty 1639.595476 = -438451.451387 nChanged 6 SP:Iteration 38Q (2232.780867 sec): 3 clusters Score: Raw -440094.200155 + Penalty 1639.595476 = -438454.604679 nChanged 4 SP:Iteration 39Q (2232.798725 sec): 3 clusters Score: Raw -440095.105544 + Penalty 1639.595476 = -438455.510068 nChanged 4 SP:Iteration 40F (2232.817862 sec): 3 clusters Score: Raw -440095.860032 + Penalty 1639.595476 = -438456.264556 nChanged 2 SP:Iteration 41Q (2232.835933 sec): 3 clusters Score: Raw -440096.389166 + Penalty 1639.595476 = -438456.793690 nChanged 1 SP:Iteration 42Q (2232.853906 sec): 3 clusters Score: Raw -440096.879724 + Penalty 1639.595476 = -438457.284248 nChanged 0 SP:Iteration 43F (2232.873182 sec): 3 clusters Score: Raw -440096.879724 + Penalty 1639.595476 = -438457.284248 nChanged 0 Trying to split cluster 3 (24310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2232.908736 sec): 2 clusters Score: Raw -2102721.430890 + Penalty 959.371091 = -2101762.059798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2232.950568 sec): 3 clusters Score: Raw -2087710.726993 + Penalty 1918.742183 = -2085791.984810 nChanged 11304 SP:Iteration 1F (2232.991853 sec): 3 clusters Score: Raw -2094696.369712 + Penalty 1918.742183 = -2092777.627529 nChanged 1413 SP:Iteration 2F (2233.031353 sec): 3 clusters Score: Raw -2095370.909547 + Penalty 1918.742183 = -2093452.167364 nChanged 1459 SP:Iteration 3F (2233.072178 sec): 3 clusters Score: Raw -2096102.225135 + Penalty 1918.742183 = -2094183.482953 nChanged 1413 SP:Iteration 4F (2233.112550 sec): 3 clusters Score: Raw -2096865.140464 + Penalty 1918.742183 = -2094946.398282 nChanged 1360 SP:Iteration 5F (2233.153162 sec): 3 clusters Score: Raw -2097716.126992 + Penalty 1918.742183 = -2095797.384809 nChanged 1299 SP:Iteration 6F (2233.193105 sec): 3 clusters Score: Raw -2098598.798724 + Penalty 1918.742183 = -2096680.056541 nChanged 1136 SP:Iteration 7Q (2233.233067 sec): 3 clusters Score: Raw -2099417.820544 + Penalty 1918.742183 = -2097499.078361 nChanged 942 SP:Iteration 8Q (2233.272705 sec): 3 clusters Score: Raw -2099994.109607 + Penalty 1918.742183 = -2098075.367424 nChanged 656 SP:Iteration 9Q (2233.312135 sec): 3 clusters Score: Raw -2100285.512765 + Penalty 1918.742183 = -2098366.770583 nChanged 493 SP:Iteration 10Q (2233.350984 sec): 3 clusters Score: Raw -2100456.763372 + Penalty 1918.742183 = -2098538.021190 nChanged 367 SP:Iteration 11Q (2233.389908 sec): 3 clusters Score: Raw -2100569.366931 + Penalty 1918.742183 = -2098650.624748 nChanged 292 SP:Iteration 12Q (2233.428432 sec): 3 clusters Score: Raw -2100652.851399 + Penalty 1918.742183 = -2098734.109216 nChanged 280 SP:Iteration 13Q (2233.466812 sec): 3 clusters Score: Raw -2100722.024065 + Penalty 1918.742183 = -2098803.281883 nChanged 255 SP:Iteration 14Q (2233.505142 sec): 3 clusters Score: Raw -2100786.286423 + Penalty 1918.742183 = -2098867.544240 nChanged 257 SP:Iteration 15Q (2233.543475 sec): 3 clusters Score: Raw -2100852.026009 + Penalty 1918.742183 = -2098933.283826 nChanged 253 SP:Iteration 16Q (2233.581603 sec): 3 clusters Score: Raw -2100916.575194 + Penalty 1918.742183 = -2098997.833011 nChanged 260 SP:Iteration 17Q (2233.619637 sec): 3 clusters Score: Raw -2100983.787696 + Penalty 1918.742183 = -2099065.045513 nChanged 224 SP:Iteration 18Q (2233.657642 sec): 3 clusters Score: Raw -2101038.432226 + Penalty 1918.742183 = -2099119.690043 nChanged 226 SP:Iteration 19Q (2233.695426 sec): 3 clusters Score: Raw -2101096.484382 + Penalty 1918.742183 = -2099177.742199 nChanged 226 SP:Iteration 20F (2233.736169 sec): 3 clusters Score: Raw -2101154.329040 + Penalty 1918.742183 = -2099235.586857 nChanged 218 SP:Iteration 21Q (2233.773967 sec): 3 clusters Score: Raw -2101213.770559 + Penalty 1918.742183 = -2099295.028376 nChanged 236 SP:Iteration 22Q (2233.811652 sec): 3 clusters Score: Raw -2101281.382850 + Penalty 1918.742183 = -2099362.640667 nChanged 233 SP:Iteration 23Q (2233.849146 sec): 3 clusters Score: Raw -2101347.305880 + Penalty 1918.742183 = -2099428.563697 nChanged 228 SP:Iteration 24Q (2233.886332 sec): 3 clusters Score: Raw -2101407.570062 + Penalty 1918.742183 = -2099488.827879 nChanged 202 SP:Iteration 25Q (2233.923938 sec): 3 clusters Score: Raw -2101458.644800 + Penalty 1918.742183 = -2099539.902618 nChanged 195 SP:Iteration 26Q (2233.960936 sec): 3 clusters Score: Raw -2101506.616353 + Penalty 1918.742183 = -2099587.874171 nChanged 204 SP:Iteration 27Q (2233.998116 sec): 3 clusters Score: Raw -2101560.329207 + Penalty 1918.742183 = -2099641.587025 nChanged 204 SP:Iteration 28Q (2234.034949 sec): 3 clusters Score: Raw -2101616.012763 + Penalty 1918.742183 = -2099697.270580 nChanged 185 SP:Iteration 29Q (2234.071493 sec): 3 clusters Score: Raw -2101669.985052 + Penalty 1918.742183 = -2099751.242869 nChanged 168 SP:Iteration 30Q (2234.108227 sec): 3 clusters Score: Raw -2101720.234830 + Penalty 1918.742183 = -2099801.492647 nChanged 186 SP:Iteration 31Q (2234.144840 sec): 3 clusters Score: Raw -2101788.492197 + Penalty 1918.742183 = -2099869.750014 nChanged 175 SP:Iteration 32Q (2234.181262 sec): 3 clusters Score: Raw -2101854.084900 + Penalty 1918.742183 = -2099935.342718 nChanged 176 SP:Iteration 33Q (2234.217616 sec): 3 clusters Score: Raw -2101920.326942 + Penalty 1918.742183 = -2100001.584759 nChanged 160 SP:Iteration 34Q (2234.253779 sec): 3 clusters Score: Raw -2101984.479106 + Penalty 1918.742183 = -2100065.736923 nChanged 161 SP:Iteration 35Q (2234.289690 sec): 3 clusters Score: Raw -2102046.866429 + Penalty 1918.742183 = -2100128.124246 nChanged 170 SP:Iteration 36Q (2234.325798 sec): 3 clusters Score: Raw -2102110.315318 + Penalty 1918.742183 = -2100191.573135 nChanged 143 SP:Iteration 37Q (2234.361597 sec): 3 clusters Score: Raw -2102169.977147 + Penalty 1918.742183 = -2100251.234964 nChanged 159 SP:Iteration 38Q (2234.397274 sec): 3 clusters Score: Raw -2102238.456310 + Penalty 1918.742183 = -2100319.714127 nChanged 159 SP:Iteration 39Q (2234.432891 sec): 3 clusters Score: Raw -2102305.932003 + Penalty 1918.742183 = -2100387.189820 nChanged 166 SP:Iteration 40F (2234.472783 sec): 3 clusters Score: Raw -2102384.034864 + Penalty 1918.742183 = -2100465.292681 nChanged 142 SP:Iteration 41Q (2234.508122 sec): 3 clusters Score: Raw -2102457.212406 + Penalty 1918.742183 = -2100538.470223 nChanged 131 SP:Iteration 42Q (2234.543470 sec): 3 clusters Score: Raw -2102522.639761 + Penalty 1918.742183 = -2100603.897578 nChanged 111 SP:Iteration 43Q (2234.578573 sec): 3 clusters Score: Raw -2102577.612713 + Penalty 1918.742183 = -2100658.870530 nChanged 98 SP:Iteration 44Q (2234.613500 sec): 3 clusters Score: Raw -2102626.321743 + Penalty 1918.742183 = -2100707.579561 nChanged 91 SP:Iteration 45Q (2234.648573 sec): 3 clusters Score: Raw -2102665.957953 + Penalty 1918.742183 = -2100747.215771 nChanged 83 SP:Iteration 46Q (2234.683492 sec): 3 clusters Score: Raw -2102708.653875 + Penalty 1918.742183 = -2100789.911692 nChanged 74 SP:Iteration 47Q (2234.718272 sec): 3 clusters Score: Raw -2102743.346330 + Penalty 1918.742183 = -2100824.604147 nChanged 59 SP:Iteration 48Q (2234.752984 sec): 3 clusters Score: Raw -2102769.909522 + Penalty 1918.742183 = -2100851.167340 nChanged 39 SP:Iteration 49Q (2234.787484 sec): 3 clusters Score: Raw -2102787.911035 + Penalty 1918.742183 = -2100869.168852 nChanged 39 SP:Iteration 50Q (2234.821925 sec): 3 clusters Score: Raw -2102808.231576 + Penalty 1918.742183 = -2100889.489393 nChanged 28 SP:Iteration 51Q (2234.856371 sec): 3 clusters Score: Raw -2102824.707359 + Penalty 1918.742183 = -2100905.965176 nChanged 22 SP:Iteration 52Q (2234.890660 sec): 3 clusters Score: Raw -2102835.855001 + Penalty 1918.742183 = -2100917.112818 nChanged 26 SP:Iteration 53Q (2234.925035 sec): 3 clusters Score: Raw -2102845.851313 + Penalty 1918.742183 = -2100927.109130 nChanged 26 SP:Iteration 54Q (2234.959448 sec): 3 clusters Score: Raw -2102860.158619 + Penalty 1918.742183 = -2100941.416436 nChanged 20 SP:Iteration 55Q (2234.993549 sec): 3 clusters Score: Raw -2102869.900714 + Penalty 1918.742183 = -2100951.158531 nChanged 11 SP:Iteration 56Q (2235.027783 sec): 3 clusters Score: Raw -2102872.784795 + Penalty 1918.742183 = -2100954.042612 nChanged 9 SP:Iteration 57Q (2235.062179 sec): 3 clusters Score: Raw -2102875.272770 + Penalty 1918.742183 = -2100956.530587 nChanged 8 SP:Iteration 58Q (2235.096307 sec): 3 clusters Score: Raw -2102878.210753 + Penalty 1918.742183 = -2100959.468570 nChanged 6 SP:Iteration 59Q (2235.130632 sec): 3 clusters Score: Raw -2102881.914811 + Penalty 1918.742183 = -2100963.172629 nChanged 7 SP:Iteration 60F (2235.169731 sec): 3 clusters Score: Raw -2102886.562151 + Penalty 1918.742183 = -2100967.819968 nChanged 10 SP:Iteration 61Q (2235.204165 sec): 3 clusters Score: Raw -2102892.709074 + Penalty 1918.742183 = -2100973.966891 nChanged 13 SP:Iteration 62Q (2235.238528 sec): 3 clusters Score: Raw -2102901.228597 + Penalty 1918.742183 = -2100982.486415 nChanged 19 SP:Iteration 63Q (2235.272748 sec): 3 clusters Score: Raw -2102910.944429 + Penalty 1918.742183 = -2100992.202246 nChanged 13 SP:Iteration 64Q (2235.306903 sec): 3 clusters Score: Raw -2102918.787176 + Penalty 1918.742183 = -2101000.044993 nChanged 17 SP:Iteration 65Q (2235.341207 sec): 3 clusters Score: Raw -2102926.237237 + Penalty 1918.742183 = -2101007.495054 nChanged 14 SP:Iteration 66Q (2235.375423 sec): 3 clusters Score: Raw -2102933.807832 + Penalty 1918.742183 = -2101015.065649 nChanged 12 SP:Iteration 67Q (2235.409651 sec): 3 clusters Score: Raw -2102939.300479 + Penalty 1918.742183 = -2101020.558296 nChanged 12 SP:Iteration 68Q (2235.443815 sec): 3 clusters Score: Raw -2102947.908116 + Penalty 1918.742183 = -2101029.165933 nChanged 13 SP:Iteration 69Q (2235.478114 sec): 3 clusters Score: Raw -2102954.950659 + Penalty 1918.742183 = -2101036.208476 nChanged 14 SP:Iteration 70Q (2235.512326 sec): 3 clusters Score: Raw -2102962.638504 + Penalty 1918.742183 = -2101043.896321 nChanged 13 SP:Iteration 71Q (2235.546736 sec): 3 clusters Score: Raw -2102969.933460 + Penalty 1918.742183 = -2101051.191277 nChanged 5 SP:Iteration 72Q (2235.580892 sec): 3 clusters Score: Raw -2102972.196077 + Penalty 1918.742183 = -2101053.453894 nChanged 3 SP:Iteration 73Q (2235.615063 sec): 3 clusters Score: Raw -2102974.181696 + Penalty 1918.742183 = -2101055.439513 nChanged 2 SP:Iteration 74Q (2235.649312 sec): 3 clusters Score: Raw -2102975.074946 + Penalty 1918.742183 = -2101056.332763 nChanged 1 SP:Iteration 75Q (2235.683430 sec): 3 clusters Score: Raw -2102975.822289 + Penalty 1918.742183 = -2101057.080106 nChanged 4 SP:Iteration 76Q (2235.717655 sec): 3 clusters Score: Raw -2102978.016879 + Penalty 1918.742183 = -2101059.274697 nChanged 3 SP:Iteration 77Q (2235.751747 sec): 3 clusters Score: Raw -2102980.136422 + Penalty 1918.742183 = -2101061.394239 nChanged 1 SP:Iteration 78Q (2235.786092 sec): 3 clusters Score: Raw -2102980.501823 + Penalty 1918.742183 = -2101061.759640 nChanged 0 SP:Iteration 79F (2235.825115 sec): 3 clusters Score: Raw -2102980.501823 + Penalty 1918.742183 = -2101061.759640 nChanged 0 Trying to split cluster 4 (44512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2235.880035 sec): 2 clusters Score: Raw -3606932.180428 + Penalty 1016.833839 = -3605915.346589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2235.948264 sec): 3 clusters Score: Raw -3578300.521576 + Penalty 2033.667678 = -3576266.853898 nChanged 21116 SP:Iteration 1F (2236.009980 sec): 3 clusters Score: Raw -3590568.033169 + Penalty 2033.667678 = -3588534.365491 nChanged 1920 SP:Iteration 2Q (2236.075988 sec): 3 clusters Score: Raw -3591316.272432 + Penalty 2033.667678 = -3589282.604754 nChanged 2373 SP:Iteration 3F (2236.137375 sec): 3 clusters Score: Raw -3592562.930487 + Penalty 2033.667678 = -3590529.262809 nChanged 3028 SP:Iteration 4F (2236.199081 sec): 3 clusters Score: Raw -3594664.879747 + Penalty 2033.667678 = -3592631.212069 nChanged 3646 SP:Iteration 5F (2236.260776 sec): 3 clusters Score: Raw -3597715.377625 + Penalty 2033.667678 = -3595681.709947 nChanged 3628 SP:Iteration 6F (2236.322462 sec): 3 clusters Score: Raw -3601080.012835 + Penalty 2033.667678 = -3599046.345157 nChanged 2879 SP:Iteration 7F (2236.383885 sec): 3 clusters Score: Raw -3603832.266914 + Penalty 2033.667678 = -3601798.599236 nChanged 1777 SP:Iteration 8Q (2236.443813 sec): 3 clusters Score: Raw -3605478.909776 + Penalty 2033.667678 = -3603445.242098 nChanged 986 SP:Iteration 9Q (2236.499818 sec): 3 clusters Score: Raw -3606324.782455 + Penalty 2033.667678 = -3604291.114777 nChanged 472 SP:Iteration 10Q (2236.553167 sec): 3 clusters Score: Raw -3606692.223108 + Penalty 2033.667678 = -3604658.555430 nChanged 222 SP:Iteration 11Q (2236.605495 sec): 3 clusters Score: Raw -3606870.954292 + Penalty 2033.667678 = -3604837.286614 nChanged 115 SP:Iteration 12Q (2236.657328 sec): 3 clusters Score: Raw -3606952.385722 + Penalty 2033.667678 = -3604918.718044 nChanged 57 SP:Iteration 13Q (2236.709376 sec): 3 clusters Score: Raw -3606995.071036 + Penalty 2033.667678 = -3604961.403358 nChanged 34 SP:Iteration 14Q (2236.760396 sec): 3 clusters Score: Raw -3607020.840209 + Penalty 2033.667678 = -3604987.172531 nChanged 16 SP:Iteration 15Q (2236.811938 sec): 3 clusters Score: Raw -3607037.924031 + Penalty 2033.667678 = -3605004.256353 nChanged 27 SP:Iteration 16Q (2236.863124 sec): 3 clusters Score: Raw -3607067.838269 + Penalty 2033.667678 = -3605034.170591 nChanged 16 SP:Iteration 17Q (2236.923314 sec): 3 clusters Score: Raw -3607086.655501 + Penalty 2033.667678 = -3605052.987823 nChanged 13 SP:Iteration 18Q (2236.974834 sec): 3 clusters Score: Raw -3607095.699500 + Penalty 2033.667678 = -3605062.031822 nChanged 7 SP:Iteration 19Q (2237.026040 sec): 3 clusters Score: Raw -3607100.777202 + Penalty 2033.667678 = -3605067.109524 nChanged 3 SP:Iteration 20F (2237.086024 sec): 3 clusters Score: Raw -3607103.207728 + Penalty 2033.667678 = -3605069.540050 nChanged 4 SP:Iteration 21Q (2237.138218 sec): 3 clusters Score: Raw -3607105.948232 + Penalty 2033.667678 = -3605072.280554 nChanged 3 SP:Iteration 22Q (2237.189536 sec): 3 clusters Score: Raw -3607108.925250 + Penalty 2033.667678 = -3605075.257572 nChanged 2 SP:Iteration 23Q (2237.240694 sec): 3 clusters Score: Raw -3607111.345738 + Penalty 2033.667678 = -3605077.678060 nChanged 2 SP:Iteration 24Q (2237.292088 sec): 3 clusters Score: Raw -3607112.745729 + Penalty 2033.667678 = -3605079.078051 nChanged 3 SP:Iteration 25Q (2237.343665 sec): 3 clusters Score: Raw -3607118.946551 + Penalty 2033.667678 = -3605085.278873 nChanged 6 SP:Iteration 26Q (2237.394489 sec): 3 clusters Score: Raw -3607125.976835 + Penalty 2033.667678 = -3605092.309157 nChanged 6 SP:Iteration 27Q (2237.445196 sec): 3 clusters Score: Raw -3607135.155736 + Penalty 2033.667678 = -3605101.488058 nChanged 5 SP:Iteration 28Q (2237.496756 sec): 3 clusters Score: Raw -3607138.247505 + Penalty 2033.667678 = -3605104.579827 nChanged 2 SP:Iteration 29Q (2237.548077 sec): 3 clusters Score: Raw -3607141.099117 + Penalty 2033.667678 = -3605107.431439 nChanged 2 SP:Iteration 30Q (2237.599299 sec): 3 clusters Score: Raw -3607142.115589 + Penalty 2033.667678 = -3605108.447911 nChanged 1 SP:Iteration 31Q (2237.650457 sec): 3 clusters Score: Raw -3607142.885696 + Penalty 2033.667678 = -3605109.218018 nChanged 1 SP:Iteration 32Q (2237.701941 sec): 3 clusters Score: Raw -3607143.297232 + Penalty 2033.667678 = -3605109.629554 nChanged 0 SP:Iteration 33F (2237.761514 sec): 3 clusters Score: Raw -3607143.297232 + Penalty 2033.667678 = -3605109.629554 nChanged 0 Trying to split cluster 5 (3625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2237.771636 sec): 2 clusters Score: Raw -311325.881381 + Penalty 778.582909 = -310547.298472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2237.785792 sec): 3 clusters Score: Raw -309372.638491 + Penalty 1557.165818 = -307815.472673 nChanged 1483 SP:Iteration 1F (2237.798819 sec): 3 clusters Score: Raw -310246.615274 + Penalty 1557.165818 = -308689.449456 nChanged 296 SP:Iteration 2F (2237.811867 sec): 3 clusters Score: Raw -310455.539708 + Penalty 1557.165818 = -308898.373890 nChanged 272 SP:Iteration 3F (2237.824678 sec): 3 clusters Score: Raw -310654.894611 + Penalty 1557.165818 = -309097.728794 nChanged 236 SP:Iteration 4F (2237.837527 sec): 3 clusters Score: Raw -310842.592066 + Penalty 1557.165818 = -309285.426248 nChanged 221 SP:Iteration 5F (2237.850520 sec): 3 clusters Score: Raw -311019.099918 + Penalty 1557.165818 = -309461.934100 nChanged 189 SP:Iteration 6F (2237.863328 sec): 3 clusters Score: Raw -311166.311588 + Penalty 1557.165818 = -309609.145770 nChanged 171 SP:Iteration 7Q (2237.876115 sec): 3 clusters Score: Raw -311267.387924 + Penalty 1557.165818 = -309710.222106 nChanged 127 SP:Iteration 8Q (2237.888996 sec): 3 clusters Score: Raw -311337.511279 + Penalty 1557.165818 = -309780.345461 nChanged 98 SP:Iteration 9Q (2237.901883 sec): 3 clusters Score: Raw -311394.798849 + Penalty 1557.165818 = -309837.633031 nChanged 86 SP:Iteration 10Q (2237.914763 sec): 3 clusters Score: Raw -311440.793894 + Penalty 1557.165818 = -309883.628076 nChanged 78 SP:Iteration 11Q (2237.927650 sec): 3 clusters Score: Raw -311480.381248 + Penalty 1557.165818 = -309923.215430 nChanged 71 SP:Iteration 12Q (2237.940505 sec): 3 clusters Score: Raw -311516.654557 + Penalty 1557.165818 = -309959.488739 nChanged 66 SP:Iteration 13Q (2237.953307 sec): 3 clusters Score: Raw -311553.116697 + Penalty 1557.165818 = -309995.950879 nChanged 53 SP:Iteration 14Q (2237.965994 sec): 3 clusters Score: Raw -311585.810011 + Penalty 1557.165818 = -310028.644193 nChanged 60 SP:Iteration 15Q (2237.978864 sec): 3 clusters Score: Raw -311612.340578 + Penalty 1557.165818 = -310055.174760 nChanged 45 SP:Iteration 16Q (2237.991704 sec): 3 clusters Score: Raw -311630.952810 + Penalty 1557.165818 = -310073.786992 nChanged 41 SP:Iteration 17Q (2238.004547 sec): 3 clusters Score: Raw -311649.679188 + Penalty 1557.165818 = -310092.513370 nChanged 27 SP:Iteration 18Q (2238.017199 sec): 3 clusters Score: Raw -311659.201178 + Penalty 1557.165818 = -310102.035360 nChanged 19 SP:Iteration 19Q (2238.029993 sec): 3 clusters Score: Raw -311666.010601 + Penalty 1557.165818 = -310108.844784 nChanged 17 SP:Iteration 20F (2238.042909 sec): 3 clusters Score: Raw -311670.918159 + Penalty 1557.165818 = -310113.752341 nChanged 12 SP:Iteration 21Q (2238.055732 sec): 3 clusters Score: Raw -311673.683140 + Penalty 1557.165818 = -310116.517322 nChanged 10 SP:Iteration 22Q (2238.068567 sec): 3 clusters Score: Raw -311675.652383 + Penalty 1557.165818 = -310118.486565 nChanged 10 SP:Iteration 23Q (2238.081238 sec): 3 clusters Score: Raw -311678.343073 + Penalty 1557.165818 = -310121.177255 nChanged 8 SP:Iteration 24Q (2238.094009 sec): 3 clusters Score: Raw -311679.947481 + Penalty 1557.165818 = -310122.781664 nChanged 7 SP:Iteration 25Q (2238.112172 sec): 3 clusters Score: Raw -311681.518627 + Penalty 1557.165818 = -310124.352809 nChanged 5 SP:Iteration 26Q (2238.124966 sec): 3 clusters Score: Raw -311682.381695 + Penalty 1557.165818 = -310125.215877 nChanged 4 SP:Iteration 27Q (2238.137770 sec): 3 clusters Score: Raw -311683.484191 + Penalty 1557.165818 = -310126.318373 nChanged 3 SP:Iteration 28Q (2238.150555 sec): 3 clusters Score: Raw -311683.885904 + Penalty 1557.165818 = -310126.720086 nChanged 4 SP:Iteration 29Q (2238.163254 sec): 3 clusters Score: Raw -311684.500814 + Penalty 1557.165818 = -310127.334996 nChanged 1 SP:Iteration 30Q (2238.176009 sec): 3 clusters Score: Raw -311684.578603 + Penalty 1557.165818 = -310127.412785 nChanged 0 SP:Iteration 31F (2238.188876 sec): 3 clusters Score: Raw -311684.578603 + Penalty 1557.165818 = -310127.412785 nChanged 0 Trying to split cluster 6 (15415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2238.217148 sec): 2 clusters Score: Raw -1328067.094629 + Penalty 916.094152 = -1327151.000476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2238.248443 sec): 3 clusters Score: Raw -1318631.396527 + Penalty 1832.188305 = -1316799.208222 nChanged 7039 SP:Iteration 1F (2238.278237 sec): 3 clusters Score: Raw -1322821.713533 + Penalty 1832.188305 = -1320989.525228 nChanged 1059 SP:Iteration 2F (2238.308150 sec): 3 clusters Score: Raw -1323492.609974 + Penalty 1832.188305 = -1321660.421670 nChanged 1245 SP:Iteration 3F (2238.374003 sec): 3 clusters Score: Raw -1324447.047053 + Penalty 1832.188305 = -1322614.858748 nChanged 1243 SP:Iteration 4F (2238.403342 sec): 3 clusters Score: Raw -1325466.750627 + Penalty 1832.188305 = -1323634.562323 nChanged 1039 SP:Iteration 5F (2238.433251 sec): 3 clusters Score: Raw -1326295.569242 + Penalty 1832.188305 = -1324463.380937 nChanged 736 SP:Iteration 6Q (2238.463370 sec): 3 clusters Score: Raw -1326825.544793 + Penalty 1832.188305 = -1324993.356488 nChanged 518 SP:Iteration 7Q (2238.493117 sec): 3 clusters Score: Raw -1327193.739660 + Penalty 1832.188305 = -1325361.551356 nChanged 399 SP:Iteration 8Q (2238.522825 sec): 3 clusters Score: Raw -1327470.538078 + Penalty 1832.188305 = -1325638.349773 nChanged 274 SP:Iteration 9Q (2238.551565 sec): 3 clusters Score: Raw -1327642.240554 + Penalty 1832.188305 = -1325810.052249 nChanged 228 SP:Iteration 10Q (2238.579888 sec): 3 clusters Score: Raw -1327764.890984 + Penalty 1832.188305 = -1325932.702680 nChanged 164 SP:Iteration 11Q (2238.607909 sec): 3 clusters Score: Raw -1327841.730173 + Penalty 1832.188305 = -1326009.541868 nChanged 157 SP:Iteration 12Q (2238.635598 sec): 3 clusters Score: Raw -1327924.332190 + Penalty 1832.188305 = -1326092.143885 nChanged 148 SP:Iteration 13Q (2238.663323 sec): 3 clusters Score: Raw -1327996.610424 + Penalty 1832.188305 = -1326164.422119 nChanged 117 SP:Iteration 14Q (2238.690665 sec): 3 clusters Score: Raw -1328050.431090 + Penalty 1832.188305 = -1326218.242786 nChanged 106 SP:Iteration 15Q (2238.717999 sec): 3 clusters Score: Raw -1328093.221346 + Penalty 1832.188305 = -1326261.033042 nChanged 78 SP:Iteration 16Q (2238.745321 sec): 3 clusters Score: Raw -1328118.286686 + Penalty 1832.188305 = -1326286.098381 nChanged 70 SP:Iteration 17Q (2238.772495 sec): 3 clusters Score: Raw -1328139.415285 + Penalty 1832.188305 = -1326307.226981 nChanged 51 SP:Iteration 18Q (2238.799585 sec): 3 clusters Score: Raw -1328155.948477 + Penalty 1832.188305 = -1326323.760173 nChanged 45 SP:Iteration 19Q (2238.826540 sec): 3 clusters Score: Raw -1328172.400884 + Penalty 1832.188305 = -1326340.212580 nChanged 39 SP:Iteration 20F (2238.856323 sec): 3 clusters Score: Raw -1328184.161890 + Penalty 1832.188305 = -1326351.973585 nChanged 41 SP:Iteration 21Q (2238.883548 sec): 3 clusters Score: Raw -1328195.879384 + Penalty 1832.188305 = -1326363.691080 nChanged 33 SP:Iteration 22Q (2238.910477 sec): 3 clusters Score: Raw -1328204.358861 + Penalty 1832.188305 = -1326372.170557 nChanged 28 SP:Iteration 23Q (2238.937396 sec): 3 clusters Score: Raw -1328214.971498 + Penalty 1832.188305 = -1326382.783193 nChanged 28 SP:Iteration 24Q (2238.964193 sec): 3 clusters Score: Raw -1328221.366394 + Penalty 1832.188305 = -1326389.178089 nChanged 25 SP:Iteration 25Q (2238.990964 sec): 3 clusters Score: Raw -1328229.627128 + Penalty 1832.188305 = -1326397.438824 nChanged 24 SP:Iteration 26Q (2239.017871 sec): 3 clusters Score: Raw -1328236.804439 + Penalty 1832.188305 = -1326404.616134 nChanged 27 SP:Iteration 27Q (2239.044725 sec): 3 clusters Score: Raw -1328247.320659 + Penalty 1832.188305 = -1326415.132354 nChanged 26 SP:Iteration 28Q (2239.071394 sec): 3 clusters Score: Raw -1328260.026064 + Penalty 1832.188305 = -1326427.837759 nChanged 27 SP:Iteration 29Q (2239.098072 sec): 3 clusters Score: Raw -1328267.896725 + Penalty 1832.188305 = -1326435.708421 nChanged 14 SP:Iteration 30Q (2239.124773 sec): 3 clusters Score: Raw -1328271.466317 + Penalty 1832.188305 = -1326439.278013 nChanged 8 SP:Iteration 31Q (2239.151410 sec): 3 clusters Score: Raw -1328272.633602 + Penalty 1832.188305 = -1326440.445298 nChanged 7 SP:Iteration 32Q (2239.177968 sec): 3 clusters Score: Raw -1328274.457459 + Penalty 1832.188305 = -1326442.269155 nChanged 9 SP:Iteration 33Q (2239.204625 sec): 3 clusters Score: Raw -1328277.218914 + Penalty 1832.188305 = -1326445.030610 nChanged 9 SP:Iteration 34Q (2239.231244 sec): 3 clusters Score: Raw -1328279.793925 + Penalty 1832.188305 = -1326447.605620 nChanged 4 SP:Iteration 35Q (2239.257750 sec): 3 clusters Score: Raw -1328280.854946 + Penalty 1832.188305 = -1326448.666641 nChanged 2 SP:Iteration 36Q (2239.284447 sec): 3 clusters Score: Raw -1328281.499350 + Penalty 1832.188305 = -1326449.311045 nChanged 2 SP:Iteration 37Q (2239.311128 sec): 3 clusters Score: Raw -1328282.061397 + Penalty 1832.188305 = -1326449.873092 nChanged 2 SP:Iteration 38Q (2239.337705 sec): 3 clusters Score: Raw -1328282.408675 + Penalty 1832.188305 = -1326450.220371 nChanged 1 SP:Iteration 39Q (2239.364365 sec): 3 clusters Score: Raw -1328282.613703 + Penalty 1832.188305 = -1326450.425398 nChanged 0 SP:Iteration 40F (2239.394066 sec): 3 clusters Score: Raw -1328282.613703 + Penalty 1832.188305 = -1326450.425398 nChanged 0 Trying to split cluster 7 (112559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2239.513331 sec): 2 clusters Score: Raw -9823984.563740 + Penalty 1104.967117 = -9822879.596623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2239.654978 sec): 3 clusters Score: Raw -9749510.840008 + Penalty 2209.934233 = -9747300.905775 nChanged 54560 SP:Iteration 1F (2239.792875 sec): 3 clusters Score: Raw -9782872.685741 + Penalty 2209.934233 = -9780662.751508 nChanged 4765 SP:Iteration 2Q (2239.948831 sec): 3 clusters Score: Raw -9784742.482908 + Penalty 2209.934233 = -9782532.548675 nChanged 5309 SP:Iteration 3Q (2240.104945 sec): 3 clusters Score: Raw -9787195.124331 + Penalty 2209.934233 = -9784985.190098 nChanged 5818 SP:Iteration 4F (2240.247151 sec): 3 clusters Score: Raw -9790050.696534 + Penalty 2209.934233 = -9787840.762300 nChanged 5943 SP:Iteration 5F (2240.389320 sec): 3 clusters Score: Raw -9792883.133234 + Penalty 2209.934233 = -9790673.199000 nChanged 5679 SP:Iteration 6F (2240.531581 sec): 3 clusters Score: Raw -9795442.989171 + Penalty 2209.934233 = -9793233.054938 nChanged 5336 SP:Iteration 7Q (2240.686335 sec): 3 clusters Score: Raw -9797725.119554 + Penalty 2209.934233 = -9795515.185321 nChanged 5042 SP:Iteration 8Q (2240.840989 sec): 3 clusters Score: Raw -9799968.787644 + Penalty 2209.934233 = -9797758.853410 nChanged 4920 SP:Iteration 9Q (2240.994428 sec): 3 clusters Score: Raw -9802459.368330 + Penalty 2209.934233 = -9800249.434097 nChanged 4806 SP:Iteration 10Q (2241.147251 sec): 3 clusters Score: Raw -9805331.714836 + Penalty 2209.934233 = -9803121.780602 nChanged 4846 SP:Iteration 11Q (2241.299031 sec): 3 clusters Score: Raw -9808464.076704 + Penalty 2209.934233 = -9806254.142470 nChanged 4441 SP:Iteration 12Q (2241.449723 sec): 3 clusters Score: Raw -9811272.300708 + Penalty 2209.934233 = -9809062.366475 nChanged 3712 SP:Iteration 13Q (2241.598808 sec): 3 clusters Score: Raw -9813285.452033 + Penalty 2209.934233 = -9811075.517800 nChanged 2947 SP:Iteration 14Q (2241.746089 sec): 3 clusters Score: Raw -9814649.636035 + Penalty 2209.934233 = -9812439.701802 nChanged 2399 SP:Iteration 15Q (2241.891079 sec): 3 clusters Score: Raw -9815667.872590 + Penalty 2209.934233 = -9813457.938357 nChanged 2085 SP:Iteration 16Q (2242.034775 sec): 3 clusters Score: Raw -9816499.767078 + Penalty 2209.934233 = -9814289.832845 nChanged 1962 SP:Iteration 17Q (2242.178376 sec): 3 clusters Score: Raw -9817262.129868 + Penalty 2209.934233 = -9815052.195635 nChanged 1901 SP:Iteration 18Q (2242.320518 sec): 3 clusters Score: Raw -9817977.501373 + Penalty 2209.934233 = -9815767.567140 nChanged 1801 SP:Iteration 19Q (2242.461610 sec): 3 clusters Score: Raw -9818641.830013 + Penalty 2209.934233 = -9816431.895779 nChanged 1679 SP:Iteration 20F (2242.604575 sec): 3 clusters Score: Raw -9819249.767263 + Penalty 2209.934233 = -9817039.833030 nChanged 1610 SP:Iteration 21Q (2242.743719 sec): 3 clusters Score: Raw -9819839.114732 + Penalty 2209.934233 = -9817629.180498 nChanged 1564 SP:Iteration 22Q (2242.881517 sec): 3 clusters Score: Raw -9820415.054945 + Penalty 2209.934233 = -9818205.120711 nChanged 1486 SP:Iteration 23Q (2243.019066 sec): 3 clusters Score: Raw -9820972.818856 + Penalty 2209.934233 = -9818762.884623 nChanged 1432 SP:Iteration 24Q (2243.155554 sec): 3 clusters Score: Raw -9821521.308389 + Penalty 2209.934233 = -9819311.374155 nChanged 1361 SP:Iteration 25Q (2243.291159 sec): 3 clusters Score: Raw -9822058.531176 + Penalty 2209.934233 = -9819848.596943 nChanged 1243 SP:Iteration 26Q (2243.426194 sec): 3 clusters Score: Raw -9822534.616766 + Penalty 2209.934233 = -9820324.682532 nChanged 1071 SP:Iteration 27Q (2243.560551 sec): 3 clusters Score: Raw -9822916.928518 + Penalty 2209.934233 = -9820706.994285 nChanged 987 SP:Iteration 28Q (2243.712944 sec): 3 clusters Score: Raw -9823241.234915 + Penalty 2209.934233 = -9821031.300681 nChanged 847 SP:Iteration 29Q (2243.871321 sec): 3 clusters Score: Raw -9823512.033329 + Penalty 2209.934233 = -9821302.099095 nChanged 774 SP:Iteration 30Q (2244.002560 sec): 3 clusters Score: Raw -9823729.102575 + Penalty 2209.934233 = -9821519.168341 nChanged 688 SP:Iteration 31Q (2244.134171 sec): 3 clusters Score: Raw -9823904.158156 + Penalty 2209.934233 = -9821694.223922 nChanged 634 SP:Iteration 32Q (2244.264784 sec): 3 clusters Score: Raw -9824051.567970 + Penalty 2209.934233 = -9821841.633737 nChanged 547 SP:Iteration 33Q (2244.395033 sec): 3 clusters Score: Raw -9824172.769061 + Penalty 2209.934233 = -9821962.834827 nChanged 475 SP:Iteration 34Q (2244.524523 sec): 3 clusters Score: Raw -9824270.205719 + Penalty 2209.934233 = -9822060.271486 nChanged 444 SP:Iteration 35Q (2244.653606 sec): 3 clusters Score: Raw -9824355.982793 + Penalty 2209.934233 = -9822146.048560 nChanged 402 SP:Iteration 36Q (2244.782489 sec): 3 clusters Score: Raw -9824431.426907 + Penalty 2209.934233 = -9822221.492673 nChanged 352 SP:Iteration 37Q (2244.910968 sec): 3 clusters Score: Raw -9824489.884440 + Penalty 2209.934233 = -9822279.950207 nChanged 318 SP:Iteration 38Q (2245.039139 sec): 3 clusters Score: Raw -9824541.999065 + Penalty 2209.934233 = -9822332.064832 nChanged 287 SP:Iteration 39Q (2245.166990 sec): 3 clusters Score: Raw -9824587.598669 + Penalty 2209.934233 = -9822377.664435 nChanged 241 SP:Iteration 40F (2245.308288 sec): 3 clusters Score: Raw -9824621.527054 + Penalty 2209.934233 = -9822411.592820 nChanged 222 SP:Iteration 41Q (2245.435737 sec): 3 clusters Score: Raw -9824653.493305 + Penalty 2209.934233 = -9822443.559072 nChanged 206 SP:Iteration 42Q (2245.563016 sec): 3 clusters Score: Raw -9824678.881610 + Penalty 2209.934233 = -9822468.947376 nChanged 185 SP:Iteration 43Q (2245.690016 sec): 3 clusters Score: Raw -9824703.512127 + Penalty 2209.934233 = -9822493.577894 nChanged 195 SP:Iteration 44Q (2245.816914 sec): 3 clusters Score: Raw -9824730.824727 + Penalty 2209.934233 = -9822520.890494 nChanged 174 SP:Iteration 45Q (2245.943615 sec): 3 clusters Score: Raw -9824753.158674 + Penalty 2209.934233 = -9822543.224440 nChanged 150 SP:Iteration 46Q (2246.070156 sec): 3 clusters Score: Raw -9824773.107364 + Penalty 2209.934233 = -9822563.173131 nChanged 144 SP:Iteration 47Q (2246.196410 sec): 3 clusters Score: Raw -9824794.016838 + Penalty 2209.934233 = -9822584.082605 nChanged 128 SP:Iteration 48Q (2246.322285 sec): 3 clusters Score: Raw -9824812.257718 + Penalty 2209.934233 = -9822602.323485 nChanged 124 SP:Iteration 49Q (2246.448474 sec): 3 clusters Score: Raw -9824827.407963 + Penalty 2209.934233 = -9822617.473729 nChanged 110 SP:Iteration 50Q (2246.574481 sec): 3 clusters Score: Raw -9824840.089124 + Penalty 2209.934233 = -9822630.154891 nChanged 88 SP:Iteration 51Q (2246.700687 sec): 3 clusters Score: Raw -9824850.969266 + Penalty 2209.934233 = -9822641.035033 nChanged 90 SP:Iteration 52Q (2246.826531 sec): 3 clusters Score: Raw -9824861.114901 + Penalty 2209.934233 = -9822651.180668 nChanged 78 SP:Iteration 53Q (2246.952471 sec): 3 clusters Score: Raw -9824869.423501 + Penalty 2209.934233 = -9822659.489268 nChanged 64 SP:Iteration 54Q (2247.077961 sec): 3 clusters Score: Raw -9824875.352238 + Penalty 2209.934233 = -9822665.418004 nChanged 67 SP:Iteration 55Q (2247.203523 sec): 3 clusters Score: Raw -9824882.542637 + Penalty 2209.934233 = -9822672.608404 nChanged 69 SP:Iteration 56Q (2247.328830 sec): 3 clusters Score: Raw -9824889.654448 + Penalty 2209.934233 = -9822679.720215 nChanged 66 SP:Iteration 57Q (2247.454354 sec): 3 clusters Score: Raw -9824896.700846 + Penalty 2209.934233 = -9822686.766612 nChanged 66 SP:Iteration 58Q (2247.579504 sec): 3 clusters Score: Raw -9824902.836997 + Penalty 2209.934233 = -9822692.902763 nChanged 56 SP:Iteration 59Q (2247.704598 sec): 3 clusters Score: Raw -9824907.098004 + Penalty 2209.934233 = -9822697.163771 nChanged 45 SP:Iteration 60F (2247.848164 sec): 3 clusters Score: Raw -9824910.481524 + Penalty 2209.934233 = -9822700.547290 nChanged 42 SP:Iteration 61Q (2247.973123 sec): 3 clusters Score: Raw -9824913.261295 + Penalty 2209.934233 = -9822703.327062 nChanged 35 SP:Iteration 62Q (2248.098023 sec): 3 clusters Score: Raw -9824915.295502 + Penalty 2209.934233 = -9822705.361269 nChanged 28 SP:Iteration 63Q (2248.223731 sec): 3 clusters Score: Raw -9824917.081140 + Penalty 2209.934233 = -9822707.146907 nChanged 25 SP:Iteration 64Q (2248.348818 sec): 3 clusters Score: Raw -9824919.083728 + Penalty 2209.934233 = -9822709.149495 nChanged 25 SP:Iteration 65Q (2248.473839 sec): 3 clusters Score: Raw -9824921.091006 + Penalty 2209.934233 = -9822711.156773 nChanged 28 SP:Iteration 66Q (2248.598711 sec): 3 clusters Score: Raw -9824922.899180 + Penalty 2209.934233 = -9822712.964947 nChanged 30 SP:Iteration 67Q (2248.723836 sec): 3 clusters Score: Raw -9824925.323897 + Penalty 2209.934233 = -9822715.389664 nChanged 37 SP:Iteration 68Q (2248.848873 sec): 3 clusters Score: Raw -9824928.089170 + Penalty 2209.934233 = -9822718.154937 nChanged 34 SP:Iteration 69Q (2248.974008 sec): 3 clusters Score: Raw -9824930.288259 + Penalty 2209.934233 = -9822720.354025 nChanged 30 SP:Iteration 70Q (2249.099077 sec): 3 clusters Score: Raw -9824932.306961 + Penalty 2209.934233 = -9822722.372727 nChanged 24 SP:Iteration 71Q (2249.223648 sec): 3 clusters Score: Raw -9824934.176688 + Penalty 2209.934233 = -9822724.242455 nChanged 23 SP:Iteration 72Q (2249.348497 sec): 3 clusters Score: Raw -9824935.693764 + Penalty 2209.934233 = -9822725.759530 nChanged 18 SP:Iteration 73Q (2249.473557 sec): 3 clusters Score: Raw -9824936.911879 + Penalty 2209.934233 = -9822726.977646 nChanged 18 SP:Iteration 74Q (2249.598242 sec): 3 clusters Score: Raw -9824938.270859 + Penalty 2209.934233 = -9822728.336625 nChanged 14 SP:Iteration 75Q (2249.723065 sec): 3 clusters Score: Raw -9824939.236143 + Penalty 2209.934233 = -9822729.301909 nChanged 18 SP:Iteration 76Q (2249.848059 sec): 3 clusters Score: Raw -9824940.417642 + Penalty 2209.934233 = -9822730.483409 nChanged 18 SP:Iteration 77Q (2249.972994 sec): 3 clusters Score: Raw -9824941.845544 + Penalty 2209.934233 = -9822731.911311 nChanged 24 SP:Iteration 78Q (2250.097776 sec): 3 clusters Score: Raw -9824943.487744 + Penalty 2209.934233 = -9822733.553510 nChanged 21 SP:Iteration 79Q (2250.222866 sec): 3 clusters Score: Raw -9824944.970247 + Penalty 2209.934233 = -9822735.036013 nChanged 15 SP:Iteration 80F (2250.365086 sec): 3 clusters Score: Raw -9824945.763358 + Penalty 2209.934233 = -9822735.829125 nChanged 10 SP:Iteration 81Q (2250.488457 sec): 3 clusters Score: Raw -9824946.323438 + Penalty 2209.934233 = -9822736.389204 nChanged 9 SP:Iteration 82Q (2250.611604 sec): 3 clusters Score: Raw -9824946.722872 + Penalty 2209.934233 = -9822736.788639 nChanged 6 SP:Iteration 83Q (2250.734632 sec): 3 clusters Score: Raw -9824947.027125 + Penalty 2209.934233 = -9822737.092891 nChanged 7 SP:Iteration 84Q (2250.857100 sec): 3 clusters Score: Raw -9824947.462438 + Penalty 2209.934233 = -9822737.528205 nChanged 5 SP:Iteration 85Q (2250.979793 sec): 3 clusters Score: Raw -9824947.748017 + Penalty 2209.934233 = -9822737.813784 nChanged 6 SP:Iteration 86Q (2251.104481 sec): 3 clusters Score: Raw -9824947.989723 + Penalty 2209.934233 = -9822738.055490 nChanged 4 SP:Iteration 87Q (2251.227885 sec): 3 clusters Score: Raw -9824948.161172 + Penalty 2209.934233 = -9822738.226938 nChanged 1 SP:Iteration 88Q (2251.352250 sec): 3 clusters Score: Raw -9824948.173681 + Penalty 2209.934233 = -9822738.239448 nChanged 0 SP:Iteration 89F (2251.493257 sec): 3 clusters Score: Raw -9824948.173681 + Penalty 2209.934233 = -9822738.239448 nChanged 0 Trying to split cluster 8 (10704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2251.511449 sec): 2 clusters Score: Raw -917919.624628 + Penalty 881.445414 = -917038.179214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.538334 sec): 3 clusters Score: Raw -911598.024587 + Penalty 1762.890829 = -909835.133758 nChanged 4833 SP:Iteration 1F (2251.564023 sec): 3 clusters Score: Raw -914543.285182 + Penalty 1762.890829 = -912780.394353 nChanged 826 SP:Iteration 2F (2251.589778 sec): 3 clusters Score: Raw -915101.342945 + Penalty 1762.890829 = -913338.452116 nChanged 775 SP:Iteration 3F (2251.615606 sec): 3 clusters Score: Raw -915617.645428 + Penalty 1762.890829 = -913854.754599 nChanged 712 SP:Iteration 4F (2251.641292 sec): 3 clusters Score: Raw -916113.649710 + Penalty 1762.890829 = -914350.758882 nChanged 585 SP:Iteration 5F (2251.667033 sec): 3 clusters Score: Raw -916526.942135 + Penalty 1762.890829 = -914764.051306 nChanged 475 SP:Iteration 6Q (2251.692799 sec): 3 clusters Score: Raw -916838.582942 + Penalty 1762.890829 = -915075.692113 nChanged 392 SP:Iteration 7Q (2251.718495 sec): 3 clusters Score: Raw -917091.909965 + Penalty 1762.890829 = -915329.019136 nChanged 307 SP:Iteration 8Q (2251.744310 sec): 3 clusters Score: Raw -917246.931648 + Penalty 1762.890829 = -915484.040820 nChanged 228 SP:Iteration 9Q (2251.769877 sec): 3 clusters Score: Raw -917344.618525 + Penalty 1762.890829 = -915581.727696 nChanged 160 SP:Iteration 10Q (2251.795303 sec): 3 clusters Score: Raw -917403.459490 + Penalty 1762.890829 = -915640.568662 nChanged 150 SP:Iteration 11Q (2251.820606 sec): 3 clusters Score: Raw -917462.086270 + Penalty 1762.890829 = -915699.195441 nChanged 135 SP:Iteration 12Q (2251.845711 sec): 3 clusters Score: Raw -917511.628604 + Penalty 1762.890829 = -915748.737776 nChanged 128 SP:Iteration 13Q (2251.870852 sec): 3 clusters Score: Raw -917561.751366 + Penalty 1762.890829 = -915798.860537 nChanged 128 SP:Iteration 14Q (2251.896130 sec): 3 clusters Score: Raw -917606.003554 + Penalty 1762.890829 = -915843.112725 nChanged 112 SP:Iteration 15Q (2251.921115 sec): 3 clusters Score: Raw -917645.648599 + Penalty 1762.890829 = -915882.757771 nChanged 123 SP:Iteration 16Q (2251.946056 sec): 3 clusters Score: Raw -917695.833679 + Penalty 1762.890829 = -915932.942850 nChanged 104 SP:Iteration 17Q (2251.971371 sec): 3 clusters Score: Raw -917733.141530 + Penalty 1762.890829 = -915970.250701 nChanged 84 SP:Iteration 18Q (2251.996071 sec): 3 clusters Score: Raw -917764.261763 + Penalty 1762.890829 = -916001.370934 nChanged 82 SP:Iteration 19Q (2252.020755 sec): 3 clusters Score: Raw -917794.632024 + Penalty 1762.890829 = -916031.741195 nChanged 84 SP:Iteration 20F (2252.046704 sec): 3 clusters Score: Raw -917822.555441 + Penalty 1762.890829 = -916059.664613 nChanged 75 SP:Iteration 21Q (2252.071164 sec): 3 clusters Score: Raw -917849.016817 + Penalty 1762.890829 = -916086.125988 nChanged 62 SP:Iteration 22Q (2252.095587 sec): 3 clusters Score: Raw -917867.082182 + Penalty 1762.890829 = -916104.191354 nChanged 57 SP:Iteration 23Q (2252.120004 sec): 3 clusters Score: Raw -917882.097264 + Penalty 1762.890829 = -916119.206435 nChanged 48 SP:Iteration 24Q (2252.144194 sec): 3 clusters Score: Raw -917896.833090 + Penalty 1762.890829 = -916133.942261 nChanged 50 SP:Iteration 25Q (2252.168368 sec): 3 clusters Score: Raw -917911.690246 + Penalty 1762.890829 = -916148.799417 nChanged 45 SP:Iteration 26Q (2252.192838 sec): 3 clusters Score: Raw -917925.772757 + Penalty 1762.890829 = -916162.881929 nChanged 48 SP:Iteration 27Q (2252.217043 sec): 3 clusters Score: Raw -917938.091077 + Penalty 1762.890829 = -916175.200249 nChanged 41 SP:Iteration 28Q (2252.241254 sec): 3 clusters Score: Raw -917948.645521 + Penalty 1762.890829 = -916185.754693 nChanged 43 SP:Iteration 29Q (2252.265592 sec): 3 clusters Score: Raw -917958.928685 + Penalty 1762.890829 = -916196.037856 nChanged 29 SP:Iteration 30Q (2252.289657 sec): 3 clusters Score: Raw -917964.191474 + Penalty 1762.890829 = -916201.300646 nChanged 28 SP:Iteration 31Q (2252.313623 sec): 3 clusters Score: Raw -917968.561495 + Penalty 1762.890829 = -916205.670666 nChanged 31 SP:Iteration 32Q (2252.337778 sec): 3 clusters Score: Raw -917976.101057 + Penalty 1762.890829 = -916213.210229 nChanged 30 SP:Iteration 33Q (2252.361838 sec): 3 clusters Score: Raw -917983.181203 + Penalty 1762.890829 = -916220.290374 nChanged 23 SP:Iteration 34Q (2252.386175 sec): 3 clusters Score: Raw -917989.908605 + Penalty 1762.890829 = -916227.017776 nChanged 27 SP:Iteration 35Q (2252.410282 sec): 3 clusters Score: Raw -917997.377893 + Penalty 1762.890829 = -916234.487065 nChanged 34 SP:Iteration 36Q (2252.434275 sec): 3 clusters Score: Raw -918006.765679 + Penalty 1762.890829 = -916243.874850 nChanged 33 SP:Iteration 37Q (2252.458290 sec): 3 clusters Score: Raw -918014.012776 + Penalty 1762.890829 = -916251.121947 nChanged 26 SP:Iteration 38Q (2252.482301 sec): 3 clusters Score: Raw -918020.682109 + Penalty 1762.890829 = -916257.791280 nChanged 26 SP:Iteration 39Q (2252.506288 sec): 3 clusters Score: Raw -918026.529240 + Penalty 1762.890829 = -916263.638412 nChanged 23 SP:Iteration 40F (2252.532019 sec): 3 clusters Score: Raw -918032.967519 + Penalty 1762.890829 = -916270.076690 nChanged 20 SP:Iteration 41Q (2252.556096 sec): 3 clusters Score: Raw -918040.142492 + Penalty 1762.890829 = -916277.251664 nChanged 22 SP:Iteration 42Q (2252.580236 sec): 3 clusters Score: Raw -918045.414455 + Penalty 1762.890829 = -916282.523627 nChanged 22 SP:Iteration 43Q (2252.603993 sec): 3 clusters Score: Raw -918049.919852 + Penalty 1762.890829 = -916287.029023 nChanged 11 SP:Iteration 44Q (2252.628156 sec): 3 clusters Score: Raw -918051.741123 + Penalty 1762.890829 = -916288.850294 nChanged 17 SP:Iteration 45Q (2252.652111 sec): 3 clusters Score: Raw -918053.924646 + Penalty 1762.890829 = -916291.033817 nChanged 11 SP:Iteration 46Q (2252.686989 sec): 3 clusters Score: Raw -918055.349830 + Penalty 1762.890829 = -916292.459001 nChanged 11 SP:Iteration 47Q (2252.710911 sec): 3 clusters Score: Raw -918057.234187 + Penalty 1762.890829 = -916294.343359 nChanged 12 SP:Iteration 48Q (2252.735131 sec): 3 clusters Score: Raw -918058.936154 + Penalty 1762.890829 = -916296.045325 nChanged 7 SP:Iteration 49Q (2252.758879 sec): 3 clusters Score: Raw -918059.903785 + Penalty 1762.890829 = -916297.012957 nChanged 8 SP:Iteration 50Q (2252.782829 sec): 3 clusters Score: Raw -918060.668307 + Penalty 1762.890829 = -916297.777478 nChanged 3 SP:Iteration 51Q (2252.806755 sec): 3 clusters Score: Raw -918061.113767 + Penalty 1762.890829 = -916298.222938 nChanged 5 SP:Iteration 52Q (2252.830505 sec): 3 clusters Score: Raw -918061.773739 + Penalty 1762.890829 = -916298.882910 nChanged 7 SP:Iteration 53Q (2252.854793 sec): 3 clusters Score: Raw -918062.293922 + Penalty 1762.890829 = -916299.403093 nChanged 1 SP:Iteration 54Q (2252.914548 sec): 3 clusters Score: Raw -918062.354433 + Penalty 1762.890829 = -916299.463604 nChanged 0 SP:Iteration 55F (2252.939762 sec): 3 clusters Score: Raw -918062.354433 + Penalty 1762.890829 = -916299.463604 nChanged 0 Trying to split cluster 9 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2252.956165 sec): 2 clusters Score: Raw -308957.031833 + Penalty 780.579707 = -308176.452126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2252.970587 sec): 3 clusters Score: Raw -307011.550894 + Penalty 1561.159414 = -305450.391480 nChanged 1515 SP:Iteration 1F (2252.984106 sec): 3 clusters Score: Raw -307892.787409 + Penalty 1561.159414 = -306331.627996 nChanged 263 SP:Iteration 2F (2252.997609 sec): 3 clusters Score: Raw -308015.211520 + Penalty 1561.159414 = -306454.052106 nChanged 174 SP:Iteration 3Q (2253.010809 sec): 3 clusters Score: Raw -308088.830794 + Penalty 1561.159414 = -306527.671381 nChanged 132 SP:Iteration 4Q (2253.024390 sec): 3 clusters Score: Raw -308142.426666 + Penalty 1561.159414 = -306581.267252 nChanged 123 SP:Iteration 5Q (2253.038114 sec): 3 clusters Score: Raw -308198.845879 + Penalty 1561.159414 = -306637.686465 nChanged 128 SP:Iteration 6Q (2253.067904 sec): 3 clusters Score: Raw -308262.373644 + Penalty 1561.159414 = -306701.214230 nChanged 119 SP:Iteration 7Q (2253.111132 sec): 3 clusters Score: Raw -308331.884524 + Penalty 1561.159414 = -306770.725110 nChanged 132 SP:Iteration 8Q (2253.163605 sec): 3 clusters Score: Raw -308393.941926 + Penalty 1561.159414 = -306832.782512 nChanged 105 SP:Iteration 9Q (2253.215870 sec): 3 clusters Score: Raw -308448.255272 + Penalty 1561.159414 = -306887.095858 nChanged 117 SP:Iteration 10Q (2253.272888 sec): 3 clusters Score: Raw -308505.772611 + Penalty 1561.159414 = -306944.613197 nChanged 123 SP:Iteration 11Q (2253.299795 sec): 3 clusters Score: Raw -308573.607973 + Penalty 1561.159414 = -307012.448559 nChanged 110 SP:Iteration 12Q (2253.313439 sec): 3 clusters Score: Raw -308620.907869 + Penalty 1561.159414 = -307059.748455 nChanged 90 SP:Iteration 13Q (2253.327051 sec): 3 clusters Score: Raw -308661.674818 + Penalty 1561.159414 = -307100.515404 nChanged 84 SP:Iteration 14Q (2253.340676 sec): 3 clusters Score: Raw -308696.873196 + Penalty 1561.159414 = -307135.713783 nChanged 63 SP:Iteration 15Q (2253.354282 sec): 3 clusters Score: Raw -308719.027149 + Penalty 1561.159414 = -307157.867736 nChanged 56 SP:Iteration 16Q (2253.367772 sec): 3 clusters Score: Raw -308742.378101 + Penalty 1561.159414 = -307181.218688 nChanged 64 SP:Iteration 17Q (2253.381363 sec): 3 clusters Score: Raw -308766.784193 + Penalty 1561.159414 = -307205.624780 nChanged 61 SP:Iteration 18Q (2253.395117 sec): 3 clusters Score: Raw -308789.009305 + Penalty 1561.159414 = -307227.849891 nChanged 53 SP:Iteration 19Q (2253.408520 sec): 3 clusters Score: Raw -308805.378676 + Penalty 1561.159414 = -307244.219262 nChanged 33 SP:Iteration 20F (2253.421879 sec): 3 clusters Score: Raw -308816.625961 + Penalty 1561.159414 = -307255.466547 nChanged 30 SP:Iteration 21Q (2253.435409 sec): 3 clusters Score: Raw -308825.070572 + Penalty 1561.159414 = -307263.911159 nChanged 25 SP:Iteration 22Q (2253.449002 sec): 3 clusters Score: Raw -308831.182649 + Penalty 1561.159414 = -307270.023235 nChanged 25 SP:Iteration 23Q (2253.462635 sec): 3 clusters Score: Raw -308837.337168 + Penalty 1561.159414 = -307276.177754 nChanged 21 SP:Iteration 24Q (2253.476413 sec): 3 clusters Score: Raw -308841.888642 + Penalty 1561.159414 = -307280.729228 nChanged 16 SP:Iteration 25Q (2253.489937 sec): 3 clusters Score: Raw -308845.023185 + Penalty 1561.159414 = -307283.863771 nChanged 13 SP:Iteration 26Q (2253.503373 sec): 3 clusters Score: Raw -308847.831437 + Penalty 1561.159414 = -307286.672023 nChanged 15 SP:Iteration 27Q (2253.517067 sec): 3 clusters Score: Raw -308852.312722 + Penalty 1561.159414 = -307291.153308 nChanged 17 SP:Iteration 28Q (2253.530598 sec): 3 clusters Score: Raw -308856.355251 + Penalty 1561.159414 = -307295.195837 nChanged 10 SP:Iteration 29Q (2253.544113 sec): 3 clusters Score: Raw -308857.945918 + Penalty 1561.159414 = -307296.786505 nChanged 9 SP:Iteration 30Q (2253.557620 sec): 3 clusters Score: Raw -308859.257169 + Penalty 1561.159414 = -307298.097756 nChanged 8 SP:Iteration 31Q (2253.571049 sec): 3 clusters Score: Raw -308861.093952 + Penalty 1561.159414 = -307299.934538 nChanged 16 SP:Iteration 32Q (2253.584597 sec): 3 clusters Score: Raw -308865.000852 + Penalty 1561.159414 = -307303.841439 nChanged 14 SP:Iteration 33Q (2253.598085 sec): 3 clusters Score: Raw -308868.699104 + Penalty 1561.159414 = -307307.539690 nChanged 17 SP:Iteration 34Q (2253.611802 sec): 3 clusters Score: Raw -308872.547415 + Penalty 1561.159414 = -307311.388001 nChanged 20 SP:Iteration 35Q (2253.625237 sec): 3 clusters Score: Raw -308877.699991 + Penalty 1561.159414 = -307316.540577 nChanged 17 SP:Iteration 36Q (2253.638792 sec): 3 clusters Score: Raw -308883.083067 + Penalty 1561.159414 = -307321.923653 nChanged 11 SP:Iteration 37Q (2253.652291 sec): 3 clusters Score: Raw -308885.099101 + Penalty 1561.159414 = -307323.939687 nChanged 11 SP:Iteration 38Q (2253.665845 sec): 3 clusters Score: Raw -308886.724098 + Penalty 1561.159414 = -307325.564684 nChanged 7 SP:Iteration 39Q (2253.679235 sec): 3 clusters Score: Raw -308888.159993 + Penalty 1561.159414 = -307327.000580 nChanged 8 SP:Iteration 40F (2253.692780 sec): 3 clusters Score: Raw -308889.333702 + Penalty 1561.159414 = -307328.174288 nChanged 4 SP:Iteration 41Q (2253.706202 sec): 3 clusters Score: Raw -308889.765715 + Penalty 1561.159414 = -307328.606302 nChanged 4 SP:Iteration 42Q (2253.719686 sec): 3 clusters Score: Raw -308890.412488 + Penalty 1561.159414 = -307329.253074 nChanged 1 SP:Iteration 43Q (2253.733203 sec): 3 clusters Score: Raw -308890.468210 + Penalty 1561.159414 = -307329.308797 nChanged 1 SP:Iteration 44Q (2253.746677 sec): 3 clusters Score: Raw -308890.590965 + Penalty 1561.159414 = -307329.431552 nChanged 2 SP:Iteration 45Q (2253.760208 sec): 3 clusters Score: Raw -308890.827863 + Penalty 1561.159414 = -307329.668450 nChanged 0 SP:Iteration 46F (2253.773643 sec): 3 clusters Score: Raw -308890.827863 + Penalty 1561.159414 = -307329.668450 nChanged 0 Trying to split cluster 10 (2301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.789234 sec): 2 clusters Score: Raw -192003.465879 + Penalty 735.404414 = -191268.061465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.798638 sec): 3 clusters Score: Raw -190845.006645 + Penalty 1470.808827 = -189374.197818 nChanged 975 SP:Iteration 1F (2253.807366 sec): 3 clusters Score: Raw -191479.605408 + Penalty 1470.808827 = -190008.796581 nChanged 211 SP:Iteration 2F (2253.815970 sec): 3 clusters Score: Raw -191686.872395 + Penalty 1470.808827 = -190216.063568 nChanged 170 SP:Iteration 3F (2253.824693 sec): 3 clusters Score: Raw -191834.604328 + Penalty 1470.808827 = -190363.795501 nChanged 134 SP:Iteration 4F (2253.833369 sec): 3 clusters Score: Raw -191956.009889 + Penalty 1470.808827 = -190485.201062 nChanged 110 SP:Iteration 5Q (2253.841929 sec): 3 clusters Score: Raw -192056.205499 + Penalty 1470.808827 = -190585.396672 nChanged 107 SP:Iteration 6Q (2253.850568 sec): 3 clusters Score: Raw -192152.998269 + Penalty 1470.808827 = -190682.189442 nChanged 82 SP:Iteration 7Q (2253.859012 sec): 3 clusters Score: Raw -192218.047909 + Penalty 1470.808827 = -190747.239082 nChanged 68 SP:Iteration 8Q (2253.867494 sec): 3 clusters Score: Raw -192265.819588 + Penalty 1470.808827 = -190795.010761 nChanged 50 SP:Iteration 9Q (2253.876045 sec): 3 clusters Score: Raw -192293.659919 + Penalty 1470.808827 = -190822.851092 nChanged 37 SP:Iteration 10Q (2253.884541 sec): 3 clusters Score: Raw -192313.102709 + Penalty 1470.808827 = -190842.293882 nChanged 32 SP:Iteration 11Q (2253.893009 sec): 3 clusters Score: Raw -192332.427857 + Penalty 1470.808827 = -190861.619030 nChanged 26 SP:Iteration 12Q (2253.901510 sec): 3 clusters Score: Raw -192347.129856 + Penalty 1470.808827 = -190876.321029 nChanged 28 SP:Iteration 13Q (2253.909985 sec): 3 clusters Score: Raw -192360.138026 + Penalty 1470.808827 = -190889.329198 nChanged 19 SP:Iteration 14Q (2253.918404 sec): 3 clusters Score: Raw -192369.376306 + Penalty 1470.808827 = -190898.567479 nChanged 16 SP:Iteration 15Q (2253.926808 sec): 3 clusters Score: Raw -192376.094538 + Penalty 1470.808827 = -190905.285711 nChanged 7 SP:Iteration 16Q (2253.935205 sec): 3 clusters Score: Raw -192378.621155 + Penalty 1470.808827 = -190907.812328 nChanged 7 SP:Iteration 17Q (2253.943572 sec): 3 clusters Score: Raw -192381.029397 + Penalty 1470.808827 = -190910.220570 nChanged 3 SP:Iteration 18Q (2253.951881 sec): 3 clusters Score: Raw -192381.528992 + Penalty 1470.808827 = -190910.720165 nChanged 2 SP:Iteration 19Q (2253.960292 sec): 3 clusters Score: Raw -192382.123443 + Penalty 1470.808827 = -190911.314615 nChanged 1 SP:Iteration 20F (2253.968858 sec): 3 clusters Score: Raw -192382.243119 + Penalty 1470.808827 = -190911.434292 nChanged 0 Trying to split cluster 11 (2554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2253.984592 sec): 2 clusters Score: Raw -232932.424975 + Penalty 745.314523 = -232187.110451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.994834 sec): 3 clusters Score: Raw -231623.082873 + Penalty 1490.629047 = -230132.453826 nChanged 1073 SP:Iteration 1F (2254.004272 sec): 3 clusters Score: Raw -232395.499080 + Penalty 1490.629047 = -230904.870033 nChanged 248 SP:Iteration 2F (2254.013594 sec): 3 clusters Score: Raw -232609.930341 + Penalty 1490.629047 = -231119.301294 nChanged 183 SP:Iteration 3F (2254.023037 sec): 3 clusters Score: Raw -232772.583775 + Penalty 1490.629047 = -231281.954728 nChanged 154 SP:Iteration 4F (2254.032484 sec): 3 clusters Score: Raw -232900.092333 + Penalty 1490.629047 = -231409.463286 nChanged 126 SP:Iteration 5Q (2254.041818 sec): 3 clusters Score: Raw -233036.135012 + Penalty 1490.629047 = -231545.505965 nChanged 107 SP:Iteration 6Q (2254.051164 sec): 3 clusters Score: Raw -233133.924976 + Penalty 1490.629047 = -231643.295929 nChanged 72 SP:Iteration 7Q (2254.060448 sec): 3 clusters Score: Raw -233174.773923 + Penalty 1490.629047 = -231684.144876 nChanged 49 SP:Iteration 8Q (2254.069784 sec): 3 clusters Score: Raw -233202.073544 + Penalty 1490.629047 = -231711.444497 nChanged 38 SP:Iteration 9Q (2254.079051 sec): 3 clusters Score: Raw -233221.703083 + Penalty 1490.629047 = -231731.074036 nChanged 20 SP:Iteration 10Q (2254.088366 sec): 3 clusters Score: Raw -233229.636436 + Penalty 1490.629047 = -231739.007389 nChanged 19 SP:Iteration 11Q (2254.097651 sec): 3 clusters Score: Raw -233236.788268 + Penalty 1490.629047 = -231746.159221 nChanged 19 SP:Iteration 12Q (2254.106843 sec): 3 clusters Score: Raw -233246.568953 + Penalty 1490.629047 = -231755.939906 nChanged 18 SP:Iteration 13Q (2254.116087 sec): 3 clusters Score: Raw -233259.033998 + Penalty 1490.629047 = -231768.404951 nChanged 25 SP:Iteration 14Q (2254.125382 sec): 3 clusters Score: Raw -233272.689664 + Penalty 1490.629047 = -231782.060617 nChanged 20 SP:Iteration 15Q (2254.134668 sec): 3 clusters Score: Raw -233286.554556 + Penalty 1490.629047 = -231795.925509 nChanged 25 SP:Iteration 16Q (2254.143931 sec): 3 clusters Score: Raw -233304.171721 + Penalty 1490.629047 = -231813.542674 nChanged 25 SP:Iteration 17Q (2254.153193 sec): 3 clusters Score: Raw -233321.377256 + Penalty 1490.629047 = -231830.748209 nChanged 30 SP:Iteration 18Q (2254.162434 sec): 3 clusters Score: Raw -233334.826579 + Penalty 1490.629047 = -231844.197532 nChanged 17 SP:Iteration 19Q (2254.171636 sec): 3 clusters Score: Raw -233341.956293 + Penalty 1490.629047 = -231851.327246 nChanged 17 SP:Iteration 20F (2254.181043 sec): 3 clusters Score: Raw -233346.154445 + Penalty 1490.629047 = -231855.525398 nChanged 7 SP:Iteration 21Q (2254.190314 sec): 3 clusters Score: Raw -233348.209945 + Penalty 1490.629047 = -231857.580898 nChanged 11 SP:Iteration 22Q (2254.199478 sec): 3 clusters Score: Raw -233350.582441 + Penalty 1490.629047 = -231859.953394 nChanged 9 SP:Iteration 23Q (2254.208669 sec): 3 clusters Score: Raw -233353.908144 + Penalty 1490.629047 = -231863.279097 nChanged 7 SP:Iteration 24Q (2254.217824 sec): 3 clusters Score: Raw -233355.681024 + Penalty 1490.629047 = -231865.051977 nChanged 5 SP:Iteration 25Q (2254.226938 sec): 3 clusters Score: Raw -233356.481462 + Penalty 1490.629047 = -231865.852415 nChanged 0 SP:Iteration 26F (2254.236289 sec): 3 clusters Score: Raw -233356.481462 + Penalty 1490.629047 = -231865.852415 nChanged 0 Trying to split cluster 12 (3298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.252737 sec): 2 clusters Score: Raw -274011.062131 + Penalty 769.601793 = -273241.460338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.265603 sec): 3 clusters Score: Raw -272290.404842 + Penalty 1539.203586 = -270751.201256 nChanged 1365 SP:Iteration 1F (2254.277418 sec): 3 clusters Score: Raw -273144.446321 + Penalty 1539.203586 = -271605.242736 nChanged 289 SP:Iteration 2F (2254.289261 sec): 3 clusters Score: Raw -273386.268804 + Penalty 1539.203586 = -271847.065218 nChanged 232 SP:Iteration 3F (2254.301140 sec): 3 clusters Score: Raw -273566.000598 + Penalty 1539.203586 = -272026.797012 nChanged 200 SP:Iteration 4F (2254.313088 sec): 3 clusters Score: Raw -273708.526585 + Penalty 1539.203586 = -272169.322999 nChanged 160 SP:Iteration 5Q (2254.324935 sec): 3 clusters Score: Raw -273815.078326 + Penalty 1539.203586 = -272275.874741 nChanged 151 SP:Iteration 6Q (2254.336694 sec): 3 clusters Score: Raw -273919.564340 + Penalty 1539.203586 = -272380.360755 nChanged 122 SP:Iteration 7Q (2254.348631 sec): 3 clusters Score: Raw -274001.364405 + Penalty 1539.203586 = -272462.160819 nChanged 109 SP:Iteration 8Q (2254.360327 sec): 3 clusters Score: Raw -274063.238879 + Penalty 1539.203586 = -272524.035294 nChanged 85 SP:Iteration 9Q (2254.372174 sec): 3 clusters Score: Raw -274105.797057 + Penalty 1539.203586 = -272566.593472 nChanged 66 SP:Iteration 10Q (2254.383983 sec): 3 clusters Score: Raw -274140.635648 + Penalty 1539.203586 = -272601.432062 nChanged 52 SP:Iteration 11Q (2254.396081 sec): 3 clusters Score: Raw -274161.304928 + Penalty 1539.203586 = -272622.101342 nChanged 38 SP:Iteration 12Q (2254.407958 sec): 3 clusters Score: Raw -274180.951011 + Penalty 1539.203586 = -272641.747425 nChanged 35 SP:Iteration 13Q (2254.419749 sec): 3 clusters Score: Raw -274198.380620 + Penalty 1539.203586 = -272659.177034 nChanged 30 SP:Iteration 14Q (2254.431373 sec): 3 clusters Score: Raw -274213.577034 + Penalty 1539.203586 = -272674.373448 nChanged 27 SP:Iteration 15Q (2254.443097 sec): 3 clusters Score: Raw -274223.959976 + Penalty 1539.203586 = -272684.756390 nChanged 27 SP:Iteration 16Q (2254.454883 sec): 3 clusters Score: Raw -274235.608195 + Penalty 1539.203586 = -272696.404610 nChanged 21 SP:Iteration 17Q (2254.466579 sec): 3 clusters Score: Raw -274245.088323 + Penalty 1539.203586 = -272705.884737 nChanged 23 SP:Iteration 18Q (2254.478222 sec): 3 clusters Score: Raw -274252.936078 + Penalty 1539.203586 = -272713.732493 nChanged 14 SP:Iteration 19Q (2254.489965 sec): 3 clusters Score: Raw -274261.855755 + Penalty 1539.203586 = -272722.652170 nChanged 17 SP:Iteration 20F (2254.501701 sec): 3 clusters Score: Raw -274272.770228 + Penalty 1539.203586 = -272733.566643 nChanged 19 SP:Iteration 21Q (2254.513456 sec): 3 clusters Score: Raw -274282.633889 + Penalty 1539.203586 = -272743.430304 nChanged 25 SP:Iteration 22Q (2254.525286 sec): 3 clusters Score: Raw -274297.677782 + Penalty 1539.203586 = -272758.474197 nChanged 20 SP:Iteration 23Q (2254.537105 sec): 3 clusters Score: Raw -274310.250582 + Penalty 1539.203586 = -272771.046996 nChanged 25 SP:Iteration 24Q (2254.548857 sec): 3 clusters Score: Raw -274322.825575 + Penalty 1539.203586 = -272783.621989 nChanged 21 SP:Iteration 25Q (2254.560575 sec): 3 clusters Score: Raw -274331.636868 + Penalty 1539.203586 = -272792.433282 nChanged 17 SP:Iteration 26Q (2254.572311 sec): 3 clusters Score: Raw -274340.035379 + Penalty 1539.203586 = -272800.831794 nChanged 12 SP:Iteration 27Q (2254.583990 sec): 3 clusters Score: Raw -274343.922286 + Penalty 1539.203586 = -272804.718700 nChanged 7 SP:Iteration 28Q (2254.595723 sec): 3 clusters Score: Raw -274347.072248 + Penalty 1539.203586 = -272807.868662 nChanged 9 SP:Iteration 29Q (2254.607396 sec): 3 clusters Score: Raw -274351.466838 + Penalty 1539.203586 = -272812.263252 nChanged 14 SP:Iteration 30Q (2254.618924 sec): 3 clusters Score: Raw -274356.183188 + Penalty 1539.203586 = -272816.979602 nChanged 6 SP:Iteration 31Q (2254.630640 sec): 3 clusters Score: Raw -274357.303805 + Penalty 1539.203586 = -272818.100219 nChanged 5 SP:Iteration 32Q (2254.642314 sec): 3 clusters Score: Raw -274359.597010 + Penalty 1539.203586 = -272820.393424 nChanged 5 SP:Iteration 33Q (2254.654003 sec): 3 clusters Score: Raw -274361.165679 + Penalty 1539.203586 = -272821.962094 nChanged 4 SP:Iteration 34Q (2254.665710 sec): 3 clusters Score: Raw -274362.391412 + Penalty 1539.203586 = -272823.187826 nChanged 3 SP:Iteration 35Q (2254.677373 sec): 3 clusters Score: Raw -274363.019358 + Penalty 1539.203586 = -272823.815772 nChanged 2 SP:Iteration 36Q (2254.688979 sec): 3 clusters Score: Raw -274363.313044 + Penalty 1539.203586 = -272824.109458 nChanged 0 SP:Iteration 37F (2254.700654 sec): 3 clusters Score: Raw -274363.313044 + Penalty 1539.203586 = -272824.109458 nChanged 0 Trying to split cluster 13 (4923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.718824 sec): 2 clusters Score: Raw -378981.218667 + Penalty 807.658971 = -378173.559696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.738055 sec): 3 clusters Score: Raw -376264.461584 + Penalty 1615.317942 = -374649.143641 nChanged 2110 SP:Iteration 1F (2254.755973 sec): 3 clusters Score: Raw -377597.479960 + Penalty 1615.317942 = -375982.162018 nChanged 440 SP:Iteration 2F (2254.773831 sec): 3 clusters Score: Raw -377915.022009 + Penalty 1615.317942 = -376299.704067 nChanged 345 SP:Iteration 3F (2254.791789 sec): 3 clusters Score: Raw -378154.514760 + Penalty 1615.317942 = -376539.196818 nChanged 290 SP:Iteration 4F (2254.809559 sec): 3 clusters Score: Raw -378365.294216 + Penalty 1615.317942 = -376749.976274 nChanged 222 SP:Iteration 5Q (2254.827550 sec): 3 clusters Score: Raw -378503.137686 + Penalty 1615.317942 = -376887.819744 nChanged 161 SP:Iteration 6Q (2254.845645 sec): 3 clusters Score: Raw -378587.379969 + Penalty 1615.317942 = -376972.062027 nChanged 142 SP:Iteration 7Q (2254.863413 sec): 3 clusters Score: Raw -378649.704263 + Penalty 1615.317942 = -377034.386320 nChanged 114 SP:Iteration 8Q (2254.881245 sec): 3 clusters Score: Raw -378696.217674 + Penalty 1615.317942 = -377080.899732 nChanged 90 SP:Iteration 9Q (2254.898913 sec): 3 clusters Score: Raw -378736.181917 + Penalty 1615.317942 = -377120.863975 nChanged 74 SP:Iteration 10Q (2254.916633 sec): 3 clusters Score: Raw -378767.083910 + Penalty 1615.317942 = -377151.765968 nChanged 60 SP:Iteration 11Q (2254.934250 sec): 3 clusters Score: Raw -378788.866799 + Penalty 1615.317942 = -377173.548857 nChanged 61 SP:Iteration 12Q (2254.951940 sec): 3 clusters Score: Raw -378814.435906 + Penalty 1615.317942 = -377199.117964 nChanged 54 SP:Iteration 13Q (2254.969360 sec): 3 clusters Score: Raw -378832.544035 + Penalty 1615.317942 = -377217.226093 nChanged 38 SP:Iteration 14Q (2254.986740 sec): 3 clusters Score: Raw -378843.550166 + Penalty 1615.317942 = -377228.232224 nChanged 43 SP:Iteration 15Q (2255.004260 sec): 3 clusters Score: Raw -378853.447188 + Penalty 1615.317942 = -377238.129245 nChanged 32 SP:Iteration 16Q (2255.021770 sec): 3 clusters Score: Raw -378859.823116 + Penalty 1615.317942 = -377244.505174 nChanged 18 SP:Iteration 17Q (2255.039205 sec): 3 clusters Score: Raw -378862.928677 + Penalty 1615.317942 = -377247.610735 nChanged 13 SP:Iteration 18Q (2255.056630 sec): 3 clusters Score: Raw -378865.929745 + Penalty 1615.317942 = -377250.611803 nChanged 14 SP:Iteration 19Q (2255.074119 sec): 3 clusters Score: Raw -378869.280309 + Penalty 1615.317942 = -377253.962366 nChanged 8 SP:Iteration 20F (2255.091905 sec): 3 clusters Score: Raw -378871.278299 + Penalty 1615.317942 = -377255.960357 nChanged 11 SP:Iteration 21Q (2255.109440 sec): 3 clusters Score: Raw -378873.376565 + Penalty 1615.317942 = -377258.058622 nChanged 17 SP:Iteration 22Q (2255.126721 sec): 3 clusters Score: Raw -378877.380263 + Penalty 1615.317942 = -377262.062321 nChanged 12 SP:Iteration 23Q (2255.144160 sec): 3 clusters Score: Raw -378879.478452 + Penalty 1615.317942 = -377264.160510 nChanged 12 SP:Iteration 24Q (2255.161492 sec): 3 clusters Score: Raw -378881.516500 + Penalty 1615.317942 = -377266.198558 nChanged 11 SP:Iteration 25Q (2255.178725 sec): 3 clusters Score: Raw -378883.840624 + Penalty 1615.317942 = -377268.522682 nChanged 15 SP:Iteration 26Q (2255.196084 sec): 3 clusters Score: Raw -378887.686468 + Penalty 1615.317942 = -377272.368525 nChanged 14 SP:Iteration 27Q (2255.213600 sec): 3 clusters Score: Raw -378890.677720 + Penalty 1615.317942 = -377275.359777 nChanged 11 SP:Iteration 28Q (2255.230979 sec): 3 clusters Score: Raw -378892.029587 + Penalty 1615.317942 = -377276.711645 nChanged 10 SP:Iteration 29Q (2255.248441 sec): 3 clusters Score: Raw -378893.735602 + Penalty 1615.317942 = -377278.417659 nChanged 12 SP:Iteration 30Q (2255.265864 sec): 3 clusters Score: Raw -378896.351643 + Penalty 1615.317942 = -377281.033701 nChanged 16 SP:Iteration 31Q (2255.283210 sec): 3 clusters Score: Raw -378899.825213 + Penalty 1615.317942 = -377284.507271 nChanged 15 SP:Iteration 32Q (2255.300544 sec): 3 clusters Score: Raw -378901.971029 + Penalty 1615.317942 = -377286.653087 nChanged 11 SP:Iteration 33Q (2255.317969 sec): 3 clusters Score: Raw -378903.468602 + Penalty 1615.317942 = -377288.150660 nChanged 5 SP:Iteration 34Q (2255.335265 sec): 3 clusters Score: Raw -378904.160241 + Penalty 1615.317942 = -377288.842299 nChanged 8 SP:Iteration 35Q (2255.352525 sec): 3 clusters Score: Raw -378905.835035 + Penalty 1615.317942 = -377290.517093 nChanged 13 SP:Iteration 36Q (2255.369697 sec): 3 clusters Score: Raw -378910.241421 + Penalty 1615.317942 = -377294.923479 nChanged 18 SP:Iteration 37Q (2255.386866 sec): 3 clusters Score: Raw -378916.088122 + Penalty 1615.317942 = -377300.770180 nChanged 20 SP:Iteration 38Q (2255.404243 sec): 3 clusters Score: Raw -378922.608959 + Penalty 1615.317942 = -377307.291017 nChanged 25 SP:Iteration 39Q (2255.421461 sec): 3 clusters Score: Raw -378929.135709 + Penalty 1615.317942 = -377313.817767 nChanged 15 SP:Iteration 40F (2255.439341 sec): 3 clusters Score: Raw -378931.278054 + Penalty 1615.317942 = -377315.960112 nChanged 9 SP:Iteration 41Q (2255.456481 sec): 3 clusters Score: Raw -378932.695026 + Penalty 1615.317942 = -377317.377084 nChanged 7 SP:Iteration 42Q (2255.473841 sec): 3 clusters Score: Raw -378935.141710 + Penalty 1615.317942 = -377319.823768 nChanged 8 SP:Iteration 43Q (2255.518467 sec): 3 clusters Score: Raw -378937.584820 + Penalty 1615.317942 = -377322.266878 nChanged 12 SP:Iteration 44Q (2255.534396 sec): 3 clusters Score: Raw -378940.615480 + Penalty 1615.317942 = -377325.297538 nChanged 11 SP:Iteration 45Q (2255.551541 sec): 3 clusters Score: Raw -378942.564292 + Penalty 1615.317942 = -377327.246350 nChanged 9 SP:Iteration 46Q (2255.568669 sec): 3 clusters Score: Raw -378944.701472 + Penalty 1615.317942 = -377329.383530 nChanged 10 SP:Iteration 47Q (2255.585788 sec): 3 clusters Score: Raw -378946.643319 + Penalty 1615.317942 = -377331.325377 nChanged 10 SP:Iteration 48Q (2255.602954 sec): 3 clusters Score: Raw -378948.875636 + Penalty 1615.317942 = -377333.557694 nChanged 15 SP:Iteration 49Q (2255.620128 sec): 3 clusters Score: Raw -378952.482634 + Penalty 1615.317942 = -377337.164692 nChanged 12 SP:Iteration 50Q (2255.637432 sec): 3 clusters Score: Raw -378954.708253 + Penalty 1615.317942 = -377339.390311 nChanged 10 SP:Iteration 51Q (2255.654730 sec): 3 clusters Score: Raw -378956.497271 + Penalty 1615.317942 = -377341.179329 nChanged 8 SP:Iteration 52Q (2255.672053 sec): 3 clusters Score: Raw -378958.078537 + Penalty 1615.317942 = -377342.760594 nChanged 4 SP:Iteration 53Q (2255.689238 sec): 3 clusters Score: Raw -378958.610153 + Penalty 1615.317942 = -377343.292211 nChanged 3 SP:Iteration 54Q (2255.706563 sec): 3 clusters Score: Raw -378959.426675 + Penalty 1615.317942 = -377344.108733 nChanged 7 SP:Iteration 55Q (2255.723920 sec): 3 clusters Score: Raw -378960.115768 + Penalty 1615.317942 = -377344.797825 nChanged 2 SP:Iteration 56Q (2255.741220 sec): 3 clusters Score: Raw -378960.263156 + Penalty 1615.317942 = -377344.945214 nChanged 0 SP:Iteration 57F (2255.759077 sec): 3 clusters Score: Raw -378960.263156 + Penalty 1615.317942 = -377344.945214 nChanged 0 Trying to split cluster 14 (36493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2255.806637 sec): 2 clusters Score: Raw -3077226.966845 + Penalty 997.963195 = -3076229.003650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2255.866905 sec): 3 clusters Score: Raw -3053809.079301 + Penalty 1995.926391 = -3051813.152911 nChanged 17199 SP:Iteration 1F (2255.922042 sec): 3 clusters Score: Raw -3063827.693656 + Penalty 1995.926391 = -3061831.767265 nChanged 1542 SP:Iteration 2Q (2255.980919 sec): 3 clusters Score: Raw -3064331.666745 + Penalty 1995.926391 = -3062335.740354 nChanged 1610 SP:Iteration 3Q (2256.038076 sec): 3 clusters Score: Raw -3064917.931692 + Penalty 1995.926391 = -3062922.005301 nChanged 1671 SP:Iteration 4Q (2256.096239 sec): 3 clusters Score: Raw -3065627.404076 + Penalty 1995.926391 = -3063631.477686 nChanged 1806 SP:Iteration 5Q (2256.153065 sec): 3 clusters Score: Raw -3066519.841221 + Penalty 1995.926391 = -3064523.914830 nChanged 1889 SP:Iteration 6F (2256.208218 sec): 3 clusters Score: Raw -3067716.434665 + Penalty 1995.926391 = -3065720.508274 nChanged 2093 SP:Iteration 7F (2256.262745 sec): 3 clusters Score: Raw -3069190.241934 + Penalty 1995.926391 = -3067194.315544 nChanged 2090 SP:Iteration 8F (2256.318856 sec): 3 clusters Score: Raw -3070699.386633 + Penalty 1995.926391 = -3068703.460243 nChanged 1940 SP:Iteration 9F (2256.373723 sec): 3 clusters Score: Raw -3072118.004501 + Penalty 1995.926391 = -3070122.078111 nChanged 1631 SP:Iteration 10Q (2256.428858 sec): 3 clusters Score: Raw -3073242.204847 + Penalty 1995.926391 = -3071246.278457 nChanged 1300 SP:Iteration 11Q (2256.483491 sec): 3 clusters Score: Raw -3074105.857097 + Penalty 1995.926391 = -3072109.930706 nChanged 990 SP:Iteration 12Q (2256.536759 sec): 3 clusters Score: Raw -3074738.568682 + Penalty 1995.926391 = -3072742.642291 nChanged 769 SP:Iteration 13Q (2256.588688 sec): 3 clusters Score: Raw -3075239.154926 + Penalty 1995.926391 = -3073243.228536 nChanged 643 SP:Iteration 14Q (2256.639555 sec): 3 clusters Score: Raw -3075630.045437 + Penalty 1995.926391 = -3073634.119047 nChanged 510 SP:Iteration 15Q (2256.689630 sec): 3 clusters Score: Raw -3075890.536977 + Penalty 1995.926391 = -3073894.610587 nChanged 446 SP:Iteration 16Q (2256.739198 sec): 3 clusters Score: Raw -3076094.908571 + Penalty 1995.926391 = -3074098.982180 nChanged 375 SP:Iteration 17Q (2256.787967 sec): 3 clusters Score: Raw -3076253.106161 + Penalty 1995.926391 = -3074257.179770 nChanged 314 SP:Iteration 18Q (2256.836796 sec): 3 clusters Score: Raw -3076369.719647 + Penalty 1995.926391 = -3074373.793256 nChanged 286 SP:Iteration 19Q (2256.885257 sec): 3 clusters Score: Raw -3076473.761207 + Penalty 1995.926391 = -3074477.834817 nChanged 258 SP:Iteration 20F (2256.940428 sec): 3 clusters Score: Raw -3076557.086470 + Penalty 1995.926391 = -3074561.160079 nChanged 250 SP:Iteration 21Q (2256.988783 sec): 3 clusters Score: Raw -3076640.092993 + Penalty 1995.926391 = -3074644.166602 nChanged 244 SP:Iteration 22Q (2257.036435 sec): 3 clusters Score: Raw -3076718.217590 + Penalty 1995.926391 = -3074722.291199 nChanged 221 SP:Iteration 23Q (2257.083399 sec): 3 clusters Score: Raw -3076792.704936 + Penalty 1995.926391 = -3074796.778545 nChanged 207 SP:Iteration 24Q (2257.130350 sec): 3 clusters Score: Raw -3076860.014043 + Penalty 1995.926391 = -3074864.087652 nChanged 177 SP:Iteration 25Q (2257.176751 sec): 3 clusters Score: Raw -3076914.157304 + Penalty 1995.926391 = -3074918.230913 nChanged 161 SP:Iteration 26Q (2257.222990 sec): 3 clusters Score: Raw -3076960.420044 + Penalty 1995.926391 = -3074964.493653 nChanged 144 SP:Iteration 27Q (2257.268853 sec): 3 clusters Score: Raw -3077000.726640 + Penalty 1995.926391 = -3075004.800249 nChanged 125 SP:Iteration 28Q (2257.314919 sec): 3 clusters Score: Raw -3077033.174025 + Penalty 1995.926391 = -3075037.247634 nChanged 99 SP:Iteration 29Q (2257.360629 sec): 3 clusters Score: Raw -3077056.990501 + Penalty 1995.926391 = -3075061.064111 nChanged 92 SP:Iteration 30Q (2257.406015 sec): 3 clusters Score: Raw -3077076.979775 + Penalty 1995.926391 = -3075081.053384 nChanged 83 SP:Iteration 31Q (2257.451366 sec): 3 clusters Score: Raw -3077096.411287 + Penalty 1995.926391 = -3075100.484897 nChanged 93 SP:Iteration 32Q (2257.496568 sec): 3 clusters Score: Raw -3077120.691919 + Penalty 1995.926391 = -3075124.765528 nChanged 78 SP:Iteration 33Q (2257.541674 sec): 3 clusters Score: Raw -3077141.838755 + Penalty 1995.926391 = -3075145.912364 nChanged 61 SP:Iteration 34Q (2257.586670 sec): 3 clusters Score: Raw -3077156.218547 + Penalty 1995.926391 = -3075160.292157 nChanged 50 SP:Iteration 35Q (2257.631407 sec): 3 clusters Score: Raw -3077167.863058 + Penalty 1995.926391 = -3075171.936668 nChanged 45 SP:Iteration 36Q (2257.676266 sec): 3 clusters Score: Raw -3077176.615151 + Penalty 1995.926391 = -3075180.688760 nChanged 35 SP:Iteration 37Q (2257.721197 sec): 3 clusters Score: Raw -3077183.191779 + Penalty 1995.926391 = -3075187.265388 nChanged 36 SP:Iteration 38Q (2257.765836 sec): 3 clusters Score: Raw -3077190.262482 + Penalty 1995.926391 = -3075194.336091 nChanged 30 SP:Iteration 39Q (2257.810658 sec): 3 clusters Score: Raw -3077195.598394 + Penalty 1995.926391 = -3075199.672003 nChanged 35 SP:Iteration 40F (2257.865304 sec): 3 clusters Score: Raw -3077201.391403 + Penalty 1995.926391 = -3075205.465012 nChanged 34 SP:Iteration 41Q (2257.910649 sec): 3 clusters Score: Raw -3077208.392783 + Penalty 1995.926391 = -3075212.466392 nChanged 40 SP:Iteration 42Q (2257.955059 sec): 3 clusters Score: Raw -3077216.026621 + Penalty 1995.926391 = -3075220.100231 nChanged 32 SP:Iteration 43Q (2257.999751 sec): 3 clusters Score: Raw -3077222.815933 + Penalty 1995.926391 = -3075226.889542 nChanged 21 SP:Iteration 44Q (2258.044453 sec): 3 clusters Score: Raw -3077226.932320 + Penalty 1995.926391 = -3075231.005930 nChanged 23 SP:Iteration 45Q (2258.089056 sec): 3 clusters Score: Raw -3077230.580685 + Penalty 1995.926391 = -3075234.654294 nChanged 13 SP:Iteration 46Q (2258.133294 sec): 3 clusters Score: Raw -3077232.634737 + Penalty 1995.926391 = -3075236.708346 nChanged 14 SP:Iteration 47Q (2258.178117 sec): 3 clusters Score: Raw -3077234.846116 + Penalty 1995.926391 = -3075238.919725 nChanged 19 SP:Iteration 48Q (2258.222465 sec): 3 clusters Score: Raw -3077238.949803 + Penalty 1995.926391 = -3075243.023412 nChanged 24 SP:Iteration 49Q (2258.267095 sec): 3 clusters Score: Raw -3077245.024494 + Penalty 1995.926391 = -3075249.098103 nChanged 27 SP:Iteration 50Q (2258.311104 sec): 3 clusters Score: Raw -3077251.421005 + Penalty 1995.926391 = -3075255.494615 nChanged 29 SP:Iteration 51Q (2258.355734 sec): 3 clusters Score: Raw -3077257.394800 + Penalty 1995.926391 = -3075261.468410 nChanged 22 SP:Iteration 52Q (2258.399812 sec): 3 clusters Score: Raw -3077263.185808 + Penalty 1995.926391 = -3075267.259417 nChanged 23 SP:Iteration 53Q (2258.444382 sec): 3 clusters Score: Raw -3077268.614384 + Penalty 1995.926391 = -3075272.687993 nChanged 23 SP:Iteration 54Q (2258.488850 sec): 3 clusters Score: Raw -3077273.480616 + Penalty 1995.926391 = -3075277.554226 nChanged 21 SP:Iteration 55Q (2258.532993 sec): 3 clusters Score: Raw -3077278.286154 + Penalty 1995.926391 = -3075282.359764 nChanged 32 SP:Iteration 56Q (2258.577269 sec): 3 clusters Score: Raw -3077286.283756 + Penalty 1995.926391 = -3075290.357365 nChanged 20 SP:Iteration 57Q (2258.621554 sec): 3 clusters Score: Raw -3077290.563225 + Penalty 1995.926391 = -3075294.636834 nChanged 21 SP:Iteration 58Q (2258.666173 sec): 3 clusters Score: Raw -3077294.617619 + Penalty 1995.926391 = -3075298.691228 nChanged 13 SP:Iteration 59Q (2258.710372 sec): 3 clusters Score: Raw -3077297.032435 + Penalty 1995.926391 = -3075301.106044 nChanged 11 SP:Iteration 60F (2258.764974 sec): 3 clusters Score: Raw -3077298.917781 + Penalty 1995.926391 = -3075302.991390 nChanged 6 SP:Iteration 61Q (2258.809890 sec): 3 clusters Score: Raw -3077300.140953 + Penalty 1995.926391 = -3075304.214563 nChanged 6 SP:Iteration 62Q (2258.854018 sec): 3 clusters Score: Raw -3077300.887637 + Penalty 1995.926391 = -3075304.961247 nChanged 2 SP:Iteration 63Q (2258.898007 sec): 3 clusters Score: Raw -3077301.243752 + Penalty 1995.926391 = -3075305.317362 nChanged 4 SP:Iteration 64Q (2258.941893 sec): 3 clusters Score: Raw -3077301.908044 + Penalty 1995.926391 = -3075305.981653 nChanged 9 SP:Iteration 65Q (2258.985947 sec): 3 clusters Score: Raw -3077303.185480 + Penalty 1995.926391 = -3075307.259089 nChanged 7 SP:Iteration 66Q (2259.030095 sec): 3 clusters Score: Raw -3077303.887093 + Penalty 1995.926391 = -3075307.960703 nChanged 4 SP:Iteration 67Q (2259.074142 sec): 3 clusters Score: Raw -3077304.500249 + Penalty 1995.926391 = -3075308.573858 nChanged 4 SP:Iteration 68Q (2259.117811 sec): 3 clusters Score: Raw -3077304.792547 + Penalty 1995.926391 = -3075308.866156 nChanged 1 SP:Iteration 69Q (2259.161500 sec): 3 clusters Score: Raw -3077304.813914 + Penalty 1995.926391 = -3075308.887524 nChanged 0 SP:Iteration 70F (2259.215759 sec): 3 clusters Score: Raw -3077304.813914 + Penalty 1995.926391 = -3075308.887524 nChanged 0 Trying to split cluster 15 (8706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2259.233716 sec): 2 clusters Score: Raw -739185.267302 + Penalty 861.817934 = -738323.449368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2259.258161 sec): 3 clusters Score: Raw -734197.229871 + Penalty 1723.635867 = -732473.594004 nChanged 3819 SP:Iteration 1F (2259.281567 sec): 3 clusters Score: Raw -736292.568073 + Penalty 1723.635867 = -734568.932206 nChanged 552 SP:Iteration 2F (2259.305104 sec): 3 clusters Score: Raw -736557.462435 + Penalty 1723.635867 = -734833.826568 nChanged 514 SP:Iteration 3F (2259.328758 sec): 3 clusters Score: Raw -736838.680230 + Penalty 1723.635867 = -735115.044362 nChanged 546 SP:Iteration 4F (2259.352511 sec): 3 clusters Score: Raw -737164.209262 + Penalty 1723.635867 = -735440.573395 nChanged 527 SP:Iteration 5F (2259.376201 sec): 3 clusters Score: Raw -737486.046994 + Penalty 1723.635867 = -735762.411127 nChanged 498 SP:Iteration 6F (2259.399857 sec): 3 clusters Score: Raw -737823.473035 + Penalty 1723.635867 = -736099.837168 nChanged 423 SP:Iteration 7Q (2259.423574 sec): 3 clusters Score: Raw -738132.810672 + Penalty 1723.635867 = -736409.174804 nChanged 368 SP:Iteration 8Q (2259.447265 sec): 3 clusters Score: Raw -738403.125241 + Penalty 1723.635867 = -736679.489374 nChanged 282 SP:Iteration 9Q (2259.470766 sec): 3 clusters Score: Raw -738592.201895 + Penalty 1723.635867 = -736868.566028 nChanged 225 SP:Iteration 10Q (2259.494015 sec): 3 clusters Score: Raw -738737.182825 + Penalty 1723.635867 = -737013.546958 nChanged 193 SP:Iteration 11Q (2259.516819 sec): 3 clusters Score: Raw -738849.550257 + Penalty 1723.635867 = -737125.914390 nChanged 161 SP:Iteration 12Q (2259.539624 sec): 3 clusters Score: Raw -738934.846504 + Penalty 1723.635867 = -737211.210636 nChanged 120 SP:Iteration 13Q (2259.562355 sec): 3 clusters Score: Raw -738993.006962 + Penalty 1723.635867 = -737269.371095 nChanged 114 SP:Iteration 14Q (2259.584840 sec): 3 clusters Score: Raw -739043.102017 + Penalty 1723.635867 = -737319.466150 nChanged 96 SP:Iteration 15Q (2259.607394 sec): 3 clusters Score: Raw -739087.979195 + Penalty 1723.635867 = -737364.343328 nChanged 82 SP:Iteration 16Q (2259.629745 sec): 3 clusters Score: Raw -739140.222953 + Penalty 1723.635867 = -737416.587086 nChanged 81 SP:Iteration 17Q (2259.652148 sec): 3 clusters Score: Raw -739188.581745 + Penalty 1723.635867 = -737464.945878 nChanged 84 SP:Iteration 18Q (2259.674568 sec): 3 clusters Score: Raw -739235.635399 + Penalty 1723.635867 = -737511.999532 nChanged 61 SP:Iteration 19Q (2259.696626 sec): 3 clusters Score: Raw -739273.736199 + Penalty 1723.635867 = -737550.100332 nChanged 70 SP:Iteration 20F (2259.720227 sec): 3 clusters Score: Raw -739330.944493 + Penalty 1723.635867 = -737607.308626 nChanged 59 SP:Iteration 21Q (2259.742223 sec): 3 clusters Score: Raw -739372.811171 + Penalty 1723.635867 = -737649.175303 nChanged 47 SP:Iteration 22Q (2259.763965 sec): 3 clusters Score: Raw -739402.127550 + Penalty 1723.635867 = -737678.491683 nChanged 36 SP:Iteration 23Q (2259.785585 sec): 3 clusters Score: Raw -739422.727049 + Penalty 1723.635867 = -737699.091182 nChanged 31 SP:Iteration 24Q (2259.807322 sec): 3 clusters Score: Raw -739442.255601 + Penalty 1723.635867 = -737718.619734 nChanged 27 SP:Iteration 25Q (2259.829142 sec): 3 clusters Score: Raw -739459.174978 + Penalty 1723.635867 = -737735.539111 nChanged 30 SP:Iteration 26Q (2259.850547 sec): 3 clusters Score: Raw -739484.788843 + Penalty 1723.635867 = -737761.152976 nChanged 25 SP:Iteration 27Q (2259.871903 sec): 3 clusters Score: Raw -739503.579433 + Penalty 1723.635867 = -737779.943566 nChanged 21 SP:Iteration 28Q (2259.893381 sec): 3 clusters Score: Raw -739513.140096 + Penalty 1723.635867 = -737789.504228 nChanged 7 SP:Iteration 29Q (2259.915076 sec): 3 clusters Score: Raw -739520.393897 + Penalty 1723.635867 = -737796.758030 nChanged 15 SP:Iteration 30Q (2259.936858 sec): 3 clusters Score: Raw -739531.929359 + Penalty 1723.635867 = -737808.293491 nChanged 14 SP:Iteration 31Q (2259.958020 sec): 3 clusters Score: Raw -739540.426003 + Penalty 1723.635867 = -737816.790136 nChanged 14 SP:Iteration 32Q (2259.979327 sec): 3 clusters Score: Raw -739548.138038 + Penalty 1723.635867 = -737824.502171 nChanged 11 SP:Iteration 33Q (2260.001026 sec): 3 clusters Score: Raw -739554.584938 + Penalty 1723.635867 = -737830.949071 nChanged 8 SP:Iteration 34Q (2260.022190 sec): 3 clusters Score: Raw -739559.618894 + Penalty 1723.635867 = -737835.983027 nChanged 5 SP:Iteration 35Q (2260.043561 sec): 3 clusters Score: Raw -739561.624763 + Penalty 1723.635867 = -737837.988896 nChanged 4 SP:Iteration 36Q (2260.065019 sec): 3 clusters Score: Raw -739563.062764 + Penalty 1723.635867 = -737839.426897 nChanged 3 SP:Iteration 37Q (2260.086387 sec): 3 clusters Score: Raw -739564.740588 + Penalty 1723.635867 = -737841.104721 nChanged 4 SP:Iteration 38Q (2260.107711 sec): 3 clusters Score: Raw -739565.533990 + Penalty 1723.635867 = -737841.898122 nChanged 2 SP:Iteration 39Q (2260.128972 sec): 3 clusters Score: Raw -739565.834164 + Penalty 1723.635867 = -737842.198297 nChanged 0 SP:Iteration 40F (2260.152539 sec): 3 clusters Score: Raw -739565.834164 + Penalty 1723.635867 = -737842.198297 nChanged 0 Trying to split cluster 16 (35312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.197914 sec): 2 clusters Score: Raw -2867367.357364 + Penalty 994.837922 = -2866372.519442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.256738 sec): 3 clusters Score: Raw -2844695.230786 + Penalty 1989.675844 = -2842705.554942 nChanged 16672 SP:Iteration 1F (2260.309734 sec): 3 clusters Score: Raw -2854166.235324 + Penalty 1989.675844 = -2852176.559480 nChanged 1308 SP:Iteration 2Q (2260.364230 sec): 3 clusters Score: Raw -2854550.893161 + Penalty 1989.675844 = -2852561.217317 nChanged 1354 SP:Iteration 3Q (2260.418526 sec): 3 clusters Score: Raw -2855053.248535 + Penalty 1989.675844 = -2853063.572691 nChanged 1630 SP:Iteration 4Q (2260.473033 sec): 3 clusters Score: Raw -2855765.063380 + Penalty 1989.675844 = -2853775.387535 nChanged 1866 SP:Iteration 5F (2260.526004 sec): 3 clusters Score: Raw -2856752.936368 + Penalty 1989.675844 = -2854763.260524 nChanged 2114 SP:Iteration 6F (2260.578910 sec): 3 clusters Score: Raw -2858169.401346 + Penalty 1989.675844 = -2856179.725501 nChanged 2287 SP:Iteration 7F (2260.632013 sec): 3 clusters Score: Raw -2859943.657741 + Penalty 1989.675844 = -2857953.981897 nChanged 2261 SP:Iteration 8F (2260.684949 sec): 3 clusters Score: Raw -2861806.329174 + Penalty 1989.675844 = -2859816.653330 nChanged 1975 SP:Iteration 9F (2260.738215 sec): 3 clusters Score: Raw -2863443.850410 + Penalty 1989.675844 = -2861454.174565 nChanged 1462 SP:Iteration 10Q (2260.789626 sec): 3 clusters Score: Raw -2864505.369233 + Penalty 1989.675844 = -2862515.693389 nChanged 1059 SP:Iteration 11Q (2260.839229 sec): 3 clusters Score: Raw -2865158.820977 + Penalty 1989.675844 = -2863169.145133 nChanged 778 SP:Iteration 12Q (2260.887892 sec): 3 clusters Score: Raw -2865600.258524 + Penalty 1989.675844 = -2863610.582680 nChanged 637 SP:Iteration 13Q (2260.936128 sec): 3 clusters Score: Raw -2865950.842559 + Penalty 1989.675844 = -2863961.166715 nChanged 543 SP:Iteration 14Q (2260.983468 sec): 3 clusters Score: Raw -2866237.035106 + Penalty 1989.675844 = -2864247.359262 nChanged 460 SP:Iteration 15Q (2261.030183 sec): 3 clusters Score: Raw -2866461.426022 + Penalty 1989.675844 = -2864471.750177 nChanged 398 SP:Iteration 16Q (2261.076720 sec): 3 clusters Score: Raw -2866680.620540 + Penalty 1989.675844 = -2864690.944695 nChanged 363 SP:Iteration 17Q (2261.122945 sec): 3 clusters Score: Raw -2866879.915001 + Penalty 1989.675844 = -2864890.239157 nChanged 311 SP:Iteration 18Q (2261.168878 sec): 3 clusters Score: Raw -2867051.845320 + Penalty 1989.675844 = -2865062.169475 nChanged 250 SP:Iteration 19Q (2261.213922 sec): 3 clusters Score: Raw -2867198.257468 + Penalty 1989.675844 = -2865208.581624 nChanged 188 SP:Iteration 20F (2261.266437 sec): 3 clusters Score: Raw -2867300.968314 + Penalty 1989.675844 = -2865311.292470 nChanged 137 SP:Iteration 21Q (2261.311713 sec): 3 clusters Score: Raw -2867370.903415 + Penalty 1989.675844 = -2865381.227571 nChanged 88 SP:Iteration 22Q (2261.356127 sec): 3 clusters Score: Raw -2867412.707872 + Penalty 1989.675844 = -2865423.032028 nChanged 61 SP:Iteration 23Q (2261.400594 sec): 3 clusters Score: Raw -2867439.837126 + Penalty 1989.675844 = -2865450.161281 nChanged 48 SP:Iteration 24Q (2261.445182 sec): 3 clusters Score: Raw -2867461.133553 + Penalty 1989.675844 = -2865471.457709 nChanged 24 SP:Iteration 25Q (2261.489414 sec): 3 clusters Score: Raw -2867471.493418 + Penalty 1989.675844 = -2865481.817574 nChanged 21 SP:Iteration 26Q (2261.533946 sec): 3 clusters Score: Raw -2867482.854563 + Penalty 1989.675844 = -2865493.178719 nChanged 18 SP:Iteration 27Q (2261.578399 sec): 3 clusters Score: Raw -2867491.135542 + Penalty 1989.675844 = -2865501.459697 nChanged 21 SP:Iteration 28Q (2261.622593 sec): 3 clusters Score: Raw -2867501.476774 + Penalty 1989.675844 = -2865511.800930 nChanged 25 SP:Iteration 29Q (2261.666991 sec): 3 clusters Score: Raw -2867511.697111 + Penalty 1989.675844 = -2865522.021266 nChanged 16 SP:Iteration 30Q (2261.718557 sec): 3 clusters Score: Raw -2867516.062264 + Penalty 1989.675844 = -2865526.386420 nChanged 10 SP:Iteration 31Q (2261.762836 sec): 3 clusters Score: Raw -2867519.334743 + Penalty 1989.675844 = -2865529.658899 nChanged 8 SP:Iteration 32Q (2261.807206 sec): 3 clusters Score: Raw -2867522.674948 + Penalty 1989.675844 = -2865532.999104 nChanged 10 SP:Iteration 33Q (2261.851558 sec): 3 clusters Score: Raw -2867528.268768 + Penalty 1989.675844 = -2865538.592924 nChanged 7 SP:Iteration 34Q (2261.895748 sec): 3 clusters Score: Raw -2867530.841003 + Penalty 1989.675844 = -2865541.165159 nChanged 6 SP:Iteration 35Q (2261.939842 sec): 3 clusters Score: Raw -2867532.752950 + Penalty 1989.675844 = -2865543.077106 nChanged 5 SP:Iteration 36Q (2261.983944 sec): 3 clusters Score: Raw -2867534.779872 + Penalty 1989.675844 = -2865545.104027 nChanged 3 SP:Iteration 37Q (2262.028037 sec): 3 clusters Score: Raw -2867535.374653 + Penalty 1989.675844 = -2865545.698808 nChanged 3 SP:Iteration 38Q (2262.072422 sec): 3 clusters Score: Raw -2867536.083754 + Penalty 1989.675844 = -2865546.407910 nChanged 4 SP:Iteration 39Q (2262.116458 sec): 3 clusters Score: Raw -2867537.296415 + Penalty 1989.675844 = -2865547.620570 nChanged 1 SP:Iteration 40F (2262.168405 sec): 3 clusters Score: Raw -2867537.589688 + Penalty 1989.675844 = -2865547.913844 nChanged 2 SP:Iteration 41Q (2262.213221 sec): 3 clusters Score: Raw -2867538.711061 + Penalty 1989.675844 = -2865549.035217 nChanged 1 SP:Iteration 42Q (2262.257161 sec): 3 clusters Score: Raw -2867539.103900 + Penalty 1989.675844 = -2865549.428056 nChanged 1 SP:Iteration 43Q (2262.301400 sec): 3 clusters Score: Raw -2867539.783645 + Penalty 1989.675844 = -2865550.107801 nChanged 1 SP:Iteration 44Q (2262.345582 sec): 3 clusters Score: Raw -2867542.405252 + Penalty 1989.675844 = -2865552.729407 nChanged 5 SP:Iteration 45Q (2262.389813 sec): 3 clusters Score: Raw -2867544.558727 + Penalty 1989.675844 = -2865554.882882 nChanged 4 SP:Iteration 46Q (2262.434043 sec): 3 clusters Score: Raw -2867547.504358 + Penalty 1989.675844 = -2865557.828514 nChanged 3 SP:Iteration 47Q (2262.478033 sec): 3 clusters Score: Raw -2867547.975651 + Penalty 1989.675844 = -2865558.299806 nChanged 1 SP:Iteration 48Q (2262.522059 sec): 3 clusters Score: Raw -2867548.275845 + Penalty 1989.675844 = -2865558.600000 nChanged 1 SP:Iteration 49Q (2262.566419 sec): 3 clusters Score: Raw -2867548.401368 + Penalty 1989.675844 = -2865558.725523 nChanged 0 SP:Iteration 50F (2262.618313 sec): 3 clusters Score: Raw -2867548.401368 + Penalty 1989.675844 = -2865558.725523 nChanged 0 Trying to split cluster 17 (6645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2262.634002 sec): 2 clusters Score: Raw -571205.701231 + Penalty 836.153897 = -570369.547334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2262.655563 sec): 3 clusters Score: Raw -567415.592333 + Penalty 1672.307795 = -565743.284539 nChanged 2887 SP:Iteration 1F (2262.676428 sec): 3 clusters Score: Raw -569167.757306 + Penalty 1672.307795 = -567495.449511 nChanged 415 SP:Iteration 2F (2262.697534 sec): 3 clusters Score: Raw -569365.553248 + Penalty 1672.307795 = -567693.245453 nChanged 392 SP:Iteration 3F (2262.718576 sec): 3 clusters Score: Raw -569585.639579 + Penalty 1672.307795 = -567913.331784 nChanged 382 SP:Iteration 4F (2262.739139 sec): 3 clusters Score: Raw -569821.120569 + Penalty 1672.307795 = -568148.812775 nChanged 376 SP:Iteration 5F (2262.760074 sec): 3 clusters Score: Raw -570086.098529 + Penalty 1672.307795 = -568413.790734 nChanged 357 SP:Iteration 6F (2262.780701 sec): 3 clusters Score: Raw -570332.717943 + Penalty 1672.307795 = -568660.410149 nChanged 322 SP:Iteration 7Q (2262.801972 sec): 3 clusters Score: Raw -570534.357163 + Penalty 1672.307795 = -568862.049369 nChanged 249 SP:Iteration 8Q (2262.823378 sec): 3 clusters Score: Raw -570707.489237 + Penalty 1672.307795 = -569035.181442 nChanged 227 SP:Iteration 9Q (2262.844808 sec): 3 clusters Score: Raw -570862.959051 + Penalty 1672.307795 = -569190.651257 nChanged 190 SP:Iteration 10Q (2262.865664 sec): 3 clusters Score: Raw -570988.884423 + Penalty 1672.307795 = -569316.576629 nChanged 156 SP:Iteration 11Q (2262.886692 sec): 3 clusters Score: Raw -571073.103207 + Penalty 1672.307795 = -569400.795413 nChanged 117 SP:Iteration 12Q (2262.907509 sec): 3 clusters Score: Raw -571126.955434 + Penalty 1672.307795 = -569454.647640 nChanged 78 SP:Iteration 13Q (2262.927955 sec): 3 clusters Score: Raw -571163.869203 + Penalty 1672.307795 = -569491.561408 nChanged 74 SP:Iteration 14Q (2262.948704 sec): 3 clusters Score: Raw -571194.197611 + Penalty 1672.307795 = -569521.889817 nChanged 66 SP:Iteration 15Q (2262.969022 sec): 3 clusters Score: Raw -571215.228258 + Penalty 1672.307795 = -569542.920463 nChanged 47 SP:Iteration 16Q (2262.989596 sec): 3 clusters Score: Raw -571232.723897 + Penalty 1672.307795 = -569560.416103 nChanged 48 SP:Iteration 17Q (2263.009933 sec): 3 clusters Score: Raw -571248.694103 + Penalty 1672.307795 = -569576.386309 nChanged 45 SP:Iteration 18Q (2263.030358 sec): 3 clusters Score: Raw -571264.520560 + Penalty 1672.307795 = -569592.212766 nChanged 43 SP:Iteration 19Q (2263.050674 sec): 3 clusters Score: Raw -571280.235893 + Penalty 1672.307795 = -569607.928099 nChanged 40 SP:Iteration 20F (2263.071517 sec): 3 clusters Score: Raw -571296.558019 + Penalty 1672.307795 = -569624.250224 nChanged 38 SP:Iteration 21Q (2263.091780 sec): 3 clusters Score: Raw -571311.050786 + Penalty 1672.307795 = -569638.742991 nChanged 30 SP:Iteration 22Q (2263.112024 sec): 3 clusters Score: Raw -571319.610802 + Penalty 1672.307795 = -569647.303008 nChanged 24 SP:Iteration 23Q (2263.132428 sec): 3 clusters Score: Raw -571326.946062 + Penalty 1672.307795 = -569654.638268 nChanged 23 SP:Iteration 24Q (2263.152723 sec): 3 clusters Score: Raw -571333.587195 + Penalty 1672.307795 = -569661.279401 nChanged 26 SP:Iteration 25Q (2263.173031 sec): 3 clusters Score: Raw -571340.497693 + Penalty 1672.307795 = -569668.189898 nChanged 16 SP:Iteration 26Q (2263.193002 sec): 3 clusters Score: Raw -571344.646426 + Penalty 1672.307795 = -569672.338631 nChanged 18 SP:Iteration 27Q (2263.213060 sec): 3 clusters Score: Raw -571351.203107 + Penalty 1672.307795 = -569678.895313 nChanged 18 SP:Iteration 28Q (2263.233045 sec): 3 clusters Score: Raw -571359.886358 + Penalty 1672.307795 = -569687.578564 nChanged 26 SP:Iteration 29Q (2263.253200 sec): 3 clusters Score: Raw -571374.319292 + Penalty 1672.307795 = -569702.011497 nChanged 35 SP:Iteration 30Q (2263.273214 sec): 3 clusters Score: Raw -571392.840012 + Penalty 1672.307795 = -569720.532217 nChanged 35 SP:Iteration 31Q (2263.293603 sec): 3 clusters Score: Raw -571419.650749 + Penalty 1672.307795 = -569747.342954 nChanged 33 SP:Iteration 32Q (2263.313949 sec): 3 clusters Score: Raw -571440.780212 + Penalty 1672.307795 = -569768.472418 nChanged 17 SP:Iteration 33Q (2263.333696 sec): 3 clusters Score: Raw -571450.925619 + Penalty 1672.307795 = -569778.617825 nChanged 23 SP:Iteration 34Q (2263.353831 sec): 3 clusters Score: Raw -571463.990667 + Penalty 1672.307795 = -569791.682873 nChanged 20 SP:Iteration 35Q (2263.373783 sec): 3 clusters Score: Raw -571473.984663 + Penalty 1672.307795 = -569801.676868 nChanged 15 SP:Iteration 36Q (2263.393671 sec): 3 clusters Score: Raw -571480.387479 + Penalty 1672.307795 = -569808.079685 nChanged 17 SP:Iteration 37Q (2263.413658 sec): 3 clusters Score: Raw -571488.659475 + Penalty 1672.307795 = -569816.351680 nChanged 8 SP:Iteration 38Q (2263.433401 sec): 3 clusters Score: Raw -571493.966166 + Penalty 1672.307795 = -569821.658371 nChanged 6 SP:Iteration 39Q (2263.453379 sec): 3 clusters Score: Raw -571496.866964 + Penalty 1672.307795 = -569824.559170 nChanged 8 SP:Iteration 40F (2263.474228 sec): 3 clusters Score: Raw -571499.406058 + Penalty 1672.307795 = -569827.098263 nChanged 5 SP:Iteration 41Q (2263.493958 sec): 3 clusters Score: Raw -571501.580723 + Penalty 1672.307795 = -569829.272929 nChanged 5 SP:Iteration 42Q (2263.514005 sec): 3 clusters Score: Raw -571503.045990 + Penalty 1672.307795 = -569830.738196 nChanged 2 SP:Iteration 43Q (2263.533831 sec): 3 clusters Score: Raw -571504.127590 + Penalty 1672.307795 = -569831.819795 nChanged 2 SP:Iteration 44Q (2263.554031 sec): 3 clusters Score: Raw -571504.722236 + Penalty 1672.307795 = -569832.414441 nChanged 1 SP:Iteration 45Q (2263.574019 sec): 3 clusters Score: Raw -571504.967450 + Penalty 1672.307795 = -569832.659655 nChanged 0 SP:Iteration 46F (2263.595065 sec): 3 clusters Score: Raw -571504.967450 + Penalty 1672.307795 = -569832.659655 nChanged 0 Trying to split cluster 18 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2263.610742 sec): 2 clusters Score: Raw -207784.360337 + Penalty 744.680068 = -207039.680269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2263.620939 sec): 3 clusters Score: Raw -206520.253890 + Penalty 1489.360136 = -205030.893754 nChanged 1008 SP:Iteration 1F (2263.630241 sec): 3 clusters Score: Raw -207112.644637 + Penalty 1489.360136 = -205623.284500 nChanged 186 SP:Iteration 2F (2263.639608 sec): 3 clusters Score: Raw -207229.620848 + Penalty 1489.360136 = -205740.260712 nChanged 144 SP:Iteration 3F (2263.648905 sec): 3 clusters Score: Raw -207320.979595 + Penalty 1489.360136 = -205831.619459 nChanged 128 SP:Iteration 4F (2263.658278 sec): 3 clusters Score: Raw -207402.034362 + Penalty 1489.360136 = -205912.674226 nChanged 99 SP:Iteration 5Q (2263.667718 sec): 3 clusters Score: Raw -207467.269179 + Penalty 1489.360136 = -205977.909043 nChanged 94 SP:Iteration 6Q (2263.677086 sec): 3 clusters Score: Raw -207516.552701 + Penalty 1489.360136 = -206027.192564 nChanged 76 SP:Iteration 7Q (2263.686406 sec): 3 clusters Score: Raw -207562.304131 + Penalty 1489.360136 = -206072.943995 nChanged 66 SP:Iteration 8Q (2263.695786 sec): 3 clusters Score: Raw -207597.356901 + Penalty 1489.360136 = -206107.996764 nChanged 58 SP:Iteration 9Q (2263.705202 sec): 3 clusters Score: Raw -207627.642751 + Penalty 1489.360136 = -206138.282615 nChanged 63 SP:Iteration 10Q (2263.714555 sec): 3 clusters Score: Raw -207659.985729 + Penalty 1489.360136 = -206170.625592 nChanged 60 SP:Iteration 11Q (2263.723887 sec): 3 clusters Score: Raw -207688.303152 + Penalty 1489.360136 = -206198.943016 nChanged 54 SP:Iteration 12Q (2263.733271 sec): 3 clusters Score: Raw -207713.297033 + Penalty 1489.360136 = -206223.936896 nChanged 39 SP:Iteration 13Q (2263.742615 sec): 3 clusters Score: Raw -207730.359029 + Penalty 1489.360136 = -206240.998893 nChanged 36 SP:Iteration 14Q (2263.751822 sec): 3 clusters Score: Raw -207743.733816 + Penalty 1489.360136 = -206254.373680 nChanged 34 SP:Iteration 15Q (2263.761155 sec): 3 clusters Score: Raw -207758.049304 + Penalty 1489.360136 = -206268.689168 nChanged 27 SP:Iteration 16Q (2263.770453 sec): 3 clusters Score: Raw -207773.246453 + Penalty 1489.360136 = -206283.886317 nChanged 32 SP:Iteration 17Q (2263.779758 sec): 3 clusters Score: Raw -207788.135274 + Penalty 1489.360136 = -206298.775137 nChanged 34 SP:Iteration 18Q (2263.788999 sec): 3 clusters Score: Raw -207804.981567 + Penalty 1489.360136 = -206315.621430 nChanged 35 SP:Iteration 19Q (2263.798364 sec): 3 clusters Score: Raw -207824.743970 + Penalty 1489.360136 = -206335.383834 nChanged 42 SP:Iteration 20F (2263.807604 sec): 3 clusters Score: Raw -207847.425392 + Penalty 1489.360136 = -206358.065256 nChanged 41 SP:Iteration 21Q (2263.816887 sec): 3 clusters Score: Raw -207865.972428 + Penalty 1489.360136 = -206376.612292 nChanged 30 SP:Iteration 22Q (2263.826158 sec): 3 clusters Score: Raw -207878.911011 + Penalty 1489.360136 = -206389.550875 nChanged 20 SP:Iteration 23Q (2263.835447 sec): 3 clusters Score: Raw -207888.224429 + Penalty 1489.360136 = -206398.864292 nChanged 20 SP:Iteration 24Q (2263.844535 sec): 3 clusters Score: Raw -207896.582109 + Penalty 1489.360136 = -206407.221972 nChanged 9 SP:Iteration 25Q (2263.853644 sec): 3 clusters Score: Raw -207899.204080 + Penalty 1489.360136 = -206409.843944 nChanged 7 SP:Iteration 26Q (2263.862774 sec): 3 clusters Score: Raw -207901.523332 + Penalty 1489.360136 = -206412.163196 nChanged 8 SP:Iteration 27Q (2263.871977 sec): 3 clusters Score: Raw -207903.568981 + Penalty 1489.360136 = -206414.208844 nChanged 6 SP:Iteration 28Q (2263.881160 sec): 3 clusters Score: Raw -207906.036471 + Penalty 1489.360136 = -206416.676334 nChanged 6 SP:Iteration 29Q (2263.890337 sec): 3 clusters Score: Raw -207907.936451 + Penalty 1489.360136 = -206418.576315 nChanged 8 SP:Iteration 30Q (2263.899468 sec): 3 clusters Score: Raw -207911.041656 + Penalty 1489.360136 = -206421.681520 nChanged 8 SP:Iteration 31Q (2263.908558 sec): 3 clusters Score: Raw -207914.889866 + Penalty 1489.360136 = -206425.529730 nChanged 10 SP:Iteration 32Q (2263.917735 sec): 3 clusters Score: Raw -207918.856878 + Penalty 1489.360136 = -206429.496742 nChanged 9 SP:Iteration 33Q (2263.926931 sec): 3 clusters Score: Raw -207922.254009 + Penalty 1489.360136 = -206432.893872 nChanged 7 SP:Iteration 34Q (2263.936098 sec): 3 clusters Score: Raw -207924.598450 + Penalty 1489.360136 = -206435.238314 nChanged 6 SP:Iteration 35Q (2263.945170 sec): 3 clusters Score: Raw -207927.306584 + Penalty 1489.360136 = -206437.946448 nChanged 5 SP:Iteration 36Q (2263.954336 sec): 3 clusters Score: Raw -207929.947995 + Penalty 1489.360136 = -206440.587859 nChanged 6 SP:Iteration 37Q (2263.963479 sec): 3 clusters Score: Raw -207932.631729 + Penalty 1489.360136 = -206443.271593 nChanged 8 SP:Iteration 38Q (2263.972606 sec): 3 clusters Score: Raw -207935.653318 + Penalty 1489.360136 = -206446.293181 nChanged 7 SP:Iteration 39Q (2263.981616 sec): 3 clusters Score: Raw -207936.801635 + Penalty 1489.360136 = -206447.441498 nChanged 2 SP:Iteration 40F (2263.990827 sec): 3 clusters Score: Raw -207937.119133 + Penalty 1489.360136 = -206447.758996 nChanged 1 SP:Iteration 41Q (2263.999971 sec): 3 clusters Score: Raw -207937.392469 + Penalty 1489.360136 = -206448.032332 nChanged 3 SP:Iteration 42Q (2264.009011 sec): 3 clusters Score: Raw -207938.863524 + Penalty 1489.360136 = -206449.503387 nChanged 2 SP:Iteration 43Q (2264.018128 sec): 3 clusters Score: Raw -207939.765135 + Penalty 1489.360136 = -206450.404998 nChanged 2 SP:Iteration 44Q (2264.027276 sec): 3 clusters Score: Raw -207941.176878 + Penalty 1489.360136 = -206451.816741 nChanged 8 SP:Iteration 45Q (2264.036381 sec): 3 clusters Score: Raw -207945.257037 + Penalty 1489.360136 = -206455.896901 nChanged 8 SP:Iteration 46Q (2264.045393 sec): 3 clusters Score: Raw -207948.760845 + Penalty 1489.360136 = -206459.400708 nChanged 6 SP:Iteration 47Q (2264.054518 sec): 3 clusters Score: Raw -207951.456852 + Penalty 1489.360136 = -206462.096716 nChanged 7 SP:Iteration 48Q (2264.063540 sec): 3 clusters Score: Raw -207955.120440 + Penalty 1489.360136 = -206465.760304 nChanged 6 SP:Iteration 49Q (2264.072634 sec): 3 clusters Score: Raw -207957.334144 + Penalty 1489.360136 = -206467.974008 nChanged 7 SP:Iteration 50Q (2264.081728 sec): 3 clusters Score: Raw -207960.767982 + Penalty 1489.360136 = -206471.407846 nChanged 7 SP:Iteration 51Q (2264.090759 sec): 3 clusters Score: Raw -207962.509994 + Penalty 1489.360136 = -206473.149858 nChanged 5 SP:Iteration 52Q (2264.099837 sec): 3 clusters Score: Raw -207964.334215 + Penalty 1489.360136 = -206474.974078 nChanged 2 SP:Iteration 53Q (2264.108902 sec): 3 clusters Score: Raw -207966.320370 + Penalty 1489.360136 = -206476.960234 nChanged 6 SP:Iteration 54Q (2264.117902 sec): 3 clusters Score: Raw -207968.117931 + Penalty 1489.360136 = -206478.757795 nChanged 2 SP:Iteration 55Q (2264.126988 sec): 3 clusters Score: Raw -207969.553651 + Penalty 1489.360136 = -206480.193515 nChanged 5 SP:Iteration 56Q (2264.136046 sec): 3 clusters Score: Raw -207973.640579 + Penalty 1489.360136 = -206484.280443 nChanged 3 SP:Iteration 57Q (2264.145083 sec): 3 clusters Score: Raw -207974.836341 + Penalty 1489.360136 = -206485.476204 nChanged 2 SP:Iteration 58Q (2264.154057 sec): 3 clusters Score: Raw -207975.696034 + Penalty 1489.360136 = -206486.335898 nChanged 2 SP:Iteration 59Q (2264.163087 sec): 3 clusters Score: Raw -207976.307871 + Penalty 1489.360136 = -206486.947734 nChanged 0 SP:Iteration 60F (2264.172395 sec): 3 clusters Score: Raw -207976.307871 + Penalty 1489.360136 = -206486.947734 nChanged 0 Trying to split cluster 19 (20153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.204374 sec): 2 clusters Score: Raw -1556379.939936 + Penalty 941.555302 = -1555438.384634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.242551 sec): 3 clusters Score: Raw -1543873.606276 + Penalty 1883.110604 = -1541990.495673 nChanged 9277 SP:Iteration 1F (2264.277406 sec): 3 clusters Score: Raw -1549470.104527 + Penalty 1883.110604 = -1547586.993923 nChanged 1202 SP:Iteration 2F (2264.312267 sec): 3 clusters Score: Raw -1550129.650702 + Penalty 1883.110604 = -1548246.540099 nChanged 1283 SP:Iteration 3F (2264.347223 sec): 3 clusters Score: Raw -1550881.302253 + Penalty 1883.110604 = -1548998.191650 nChanged 1331 SP:Iteration 4F (2264.382045 sec): 3 clusters Score: Raw -1551780.925857 + Penalty 1883.110604 = -1549897.815254 nChanged 1373 SP:Iteration 5F (2264.416890 sec): 3 clusters Score: Raw -1552814.684479 + Penalty 1883.110604 = -1550931.573875 nChanged 1197 SP:Iteration 6F (2264.451739 sec): 3 clusters Score: Raw -1553679.379303 + Penalty 1883.110604 = -1551796.268700 nChanged 964 SP:Iteration 7Q (2264.486845 sec): 3 clusters Score: Raw -1554345.184154 + Penalty 1883.110604 = -1552462.073550 nChanged 685 SP:Iteration 8Q (2264.521643 sec): 3 clusters Score: Raw -1554755.677975 + Penalty 1883.110604 = -1552872.567371 nChanged 516 SP:Iteration 9Q (2264.556036 sec): 3 clusters Score: Raw -1555018.700488 + Penalty 1883.110604 = -1553135.589884 nChanged 396 SP:Iteration 10Q (2264.589912 sec): 3 clusters Score: Raw -1555180.370517 + Penalty 1883.110604 = -1553297.259913 nChanged 337 SP:Iteration 11Q (2264.623596 sec): 3 clusters Score: Raw -1555310.893517 + Penalty 1883.110604 = -1553427.782913 nChanged 308 SP:Iteration 12Q (2264.657017 sec): 3 clusters Score: Raw -1555423.770498 + Penalty 1883.110604 = -1553540.659894 nChanged 264 SP:Iteration 13Q (2264.690310 sec): 3 clusters Score: Raw -1555520.124298 + Penalty 1883.110604 = -1553637.013695 nChanged 264 SP:Iteration 14Q (2264.723379 sec): 3 clusters Score: Raw -1555614.151257 + Penalty 1883.110604 = -1553731.040653 nChanged 258 SP:Iteration 15Q (2264.756245 sec): 3 clusters Score: Raw -1555721.374538 + Penalty 1883.110604 = -1553838.263934 nChanged 241 SP:Iteration 16Q (2264.788963 sec): 3 clusters Score: Raw -1555829.998817 + Penalty 1883.110604 = -1553946.888214 nChanged 223 SP:Iteration 17Q (2264.821816 sec): 3 clusters Score: Raw -1555930.346459 + Penalty 1883.110604 = -1554047.235855 nChanged 209 SP:Iteration 18Q (2264.854175 sec): 3 clusters Score: Raw -1556018.138161 + Penalty 1883.110604 = -1554135.027557 nChanged 197 SP:Iteration 19Q (2264.911414 sec): 3 clusters Score: Raw -1556102.633467 + Penalty 1883.110604 = -1554219.522864 nChanged 170 SP:Iteration 20F (2264.953947 sec): 3 clusters Score: Raw -1556186.454598 + Penalty 1883.110604 = -1554303.343994 nChanged 170 SP:Iteration 21Q (2264.986760 sec): 3 clusters Score: Raw -1556260.058199 + Penalty 1883.110604 = -1554376.947595 nChanged 163 SP:Iteration 22Q (2265.018859 sec): 3 clusters Score: Raw -1556325.067247 + Penalty 1883.110604 = -1554441.956643 nChanged 141 SP:Iteration 23Q (2265.050786 sec): 3 clusters Score: Raw -1556377.822152 + Penalty 1883.110604 = -1554494.711548 nChanged 124 SP:Iteration 24Q (2265.082620 sec): 3 clusters Score: Raw -1556422.951613 + Penalty 1883.110604 = -1554539.841009 nChanged 115 SP:Iteration 25Q (2265.114495 sec): 3 clusters Score: Raw -1556464.686508 + Penalty 1883.110604 = -1554581.575905 nChanged 104 SP:Iteration 26Q (2265.156972 sec): 3 clusters Score: Raw -1556494.674030 + Penalty 1883.110604 = -1554611.563426 nChanged 79 SP:Iteration 27Q (2265.188480 sec): 3 clusters Score: Raw -1556521.185957 + Penalty 1883.110604 = -1554638.075353 nChanged 84 SP:Iteration 28Q (2265.220148 sec): 3 clusters Score: Raw -1556550.052986 + Penalty 1883.110604 = -1554666.942382 nChanged 68 SP:Iteration 29Q (2265.251490 sec): 3 clusters Score: Raw -1556572.750132 + Penalty 1883.110604 = -1554689.639528 nChanged 79 SP:Iteration 30Q (2265.283138 sec): 3 clusters Score: Raw -1556598.513689 + Penalty 1883.110604 = -1554715.403085 nChanged 56 SP:Iteration 31Q (2265.314332 sec): 3 clusters Score: Raw -1556612.208417 + Penalty 1883.110604 = -1554729.097813 nChanged 40 SP:Iteration 32Q (2265.345575 sec): 3 clusters Score: Raw -1556621.845632 + Penalty 1883.110604 = -1554738.735028 nChanged 33 SP:Iteration 33Q (2265.376921 sec): 3 clusters Score: Raw -1556632.209759 + Penalty 1883.110604 = -1554749.099156 nChanged 30 SP:Iteration 34Q (2265.408256 sec): 3 clusters Score: Raw -1556641.076605 + Penalty 1883.110604 = -1554757.966002 nChanged 30 SP:Iteration 35Q (2265.439508 sec): 3 clusters Score: Raw -1556649.597560 + Penalty 1883.110604 = -1554766.486956 nChanged 26 SP:Iteration 36Q (2265.470746 sec): 3 clusters Score: Raw -1556656.338714 + Penalty 1883.110604 = -1554773.228111 nChanged 28 SP:Iteration 37Q (2265.501941 sec): 3 clusters Score: Raw -1556666.300359 + Penalty 1883.110604 = -1554783.189755 nChanged 30 SP:Iteration 38Q (2265.533045 sec): 3 clusters Score: Raw -1556674.111407 + Penalty 1883.110604 = -1554791.000804 nChanged 25 SP:Iteration 39Q (2265.564384 sec): 3 clusters Score: Raw -1556679.273127 + Penalty 1883.110604 = -1554796.162523 nChanged 22 SP:Iteration 40F (2265.599002 sec): 3 clusters Score: Raw -1556685.027974 + Penalty 1883.110604 = -1554801.917371 nChanged 21 SP:Iteration 41Q (2265.630415 sec): 3 clusters Score: Raw -1556689.241926 + Penalty 1883.110604 = -1554806.131322 nChanged 18 SP:Iteration 42Q (2265.661742 sec): 3 clusters Score: Raw -1556695.418569 + Penalty 1883.110604 = -1554812.307965 nChanged 18 SP:Iteration 43Q (2265.692684 sec): 3 clusters Score: Raw -1556700.814043 + Penalty 1883.110604 = -1554817.703439 nChanged 15 SP:Iteration 44Q (2265.723956 sec): 3 clusters Score: Raw -1556705.491737 + Penalty 1883.110604 = -1554822.381133 nChanged 17 SP:Iteration 45Q (2265.755015 sec): 3 clusters Score: Raw -1556709.082942 + Penalty 1883.110604 = -1554825.972338 nChanged 10 SP:Iteration 46Q (2265.786845 sec): 3 clusters Score: Raw -1556710.879023 + Penalty 1883.110604 = -1554827.768419 nChanged 9 SP:Iteration 47Q (2265.817940 sec): 3 clusters Score: Raw -1556713.086788 + Penalty 1883.110604 = -1554829.976184 nChanged 12 SP:Iteration 48Q (2265.849360 sec): 3 clusters Score: Raw -1556715.453574 + Penalty 1883.110604 = -1554832.342970 nChanged 12 SP:Iteration 49Q (2265.880515 sec): 3 clusters Score: Raw -1556718.592332 + Penalty 1883.110604 = -1554835.481728 nChanged 9 SP:Iteration 50Q (2265.913082 sec): 3 clusters Score: Raw -1556720.795871 + Penalty 1883.110604 = -1554837.685267 nChanged 6 SP:Iteration 51Q (2265.944101 sec): 3 clusters Score: Raw -1556722.004680 + Penalty 1883.110604 = -1554838.894077 nChanged 6 SP:Iteration 52Q (2265.975144 sec): 3 clusters Score: Raw -1556723.500584 + Penalty 1883.110604 = -1554840.389980 nChanged 8 SP:Iteration 53Q (2266.006140 sec): 3 clusters Score: Raw -1556726.597658 + Penalty 1883.110604 = -1554843.487055 nChanged 14 SP:Iteration 54Q (2266.037255 sec): 3 clusters Score: Raw -1556729.682781 + Penalty 1883.110604 = -1554846.572178 nChanged 13 SP:Iteration 55Q (2266.068213 sec): 3 clusters Score: Raw -1556733.786766 + Penalty 1883.110604 = -1554850.676163 nChanged 20 SP:Iteration 56Q (2266.099205 sec): 3 clusters Score: Raw -1556739.929715 + Penalty 1883.110604 = -1554856.819111 nChanged 17 SP:Iteration 57Q (2266.130249 sec): 3 clusters Score: Raw -1556745.710043 + Penalty 1883.110604 = -1554862.599439 nChanged 18 SP:Iteration 58Q (2266.161204 sec): 3 clusters Score: Raw -1556749.434244 + Penalty 1883.110604 = -1554866.323641 nChanged 9 SP:Iteration 59Q (2266.192136 sec): 3 clusters Score: Raw -1556751.860236 + Penalty 1883.110604 = -1554868.749633 nChanged 8 SP:Iteration 60F (2266.227025 sec): 3 clusters Score: Raw -1556753.201606 + Penalty 1883.110604 = -1554870.091002 nChanged 7 SP:Iteration 61Q (2266.258165 sec): 3 clusters Score: Raw -1556755.191429 + Penalty 1883.110604 = -1554872.080826 nChanged 8 SP:Iteration 62Q (2266.289213 sec): 3 clusters Score: Raw -1556757.200888 + Penalty 1883.110604 = -1554874.090284 nChanged 4 SP:Iteration 63Q (2266.320054 sec): 3 clusters Score: Raw -1556758.084967 + Penalty 1883.110604 = -1554874.974363 nChanged 5 SP:Iteration 64Q (2266.350879 sec): 3 clusters Score: Raw -1556759.630119 + Penalty 1883.110604 = -1554876.519515 nChanged 8 SP:Iteration 65Q (2266.381978 sec): 3 clusters Score: Raw -1556762.303258 + Penalty 1883.110604 = -1554879.192655 nChanged 6 SP:Iteration 66Q (2266.412891 sec): 3 clusters Score: Raw -1556765.018499 + Penalty 1883.110604 = -1554881.907896 nChanged 9 SP:Iteration 67Q (2266.443855 sec): 3 clusters Score: Raw -1556767.950888 + Penalty 1883.110604 = -1554884.840285 nChanged 8 SP:Iteration 68Q (2266.474671 sec): 3 clusters Score: Raw -1556770.848004 + Penalty 1883.110604 = -1554887.737400 nChanged 6 SP:Iteration 69Q (2266.505450 sec): 3 clusters Score: Raw -1556772.720798 + Penalty 1883.110604 = -1554889.610194 nChanged 3 SP:Iteration 70Q (2266.536503 sec): 3 clusters Score: Raw -1556773.364538 + Penalty 1883.110604 = -1554890.253935 nChanged 1 SP:Iteration 71Q (2266.567463 sec): 3 clusters Score: Raw -1556773.540679 + Penalty 1883.110604 = -1554890.430075 nChanged 0 SP:Iteration 72F (2266.602039 sec): 3 clusters Score: Raw -1556773.540679 + Penalty 1883.110604 = -1554890.430075 nChanged 0 Trying to split cluster 20 (6442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2266.620324 sec): 2 clusters Score: Raw -548030.217221 + Penalty 833.206461 = -547197.010760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2266.641122 sec): 3 clusters Score: Raw -544353.881108 + Penalty 1666.412923 = -542687.468186 nChanged 2824 SP:Iteration 1F (2266.661807 sec): 3 clusters Score: Raw -546155.070160 + Penalty 1666.412923 = -544488.657237 nChanged 464 SP:Iteration 2F (2266.682149 sec): 3 clusters Score: Raw -546443.673908 + Penalty 1666.412923 = -544777.260986 nChanged 433 SP:Iteration 3F (2266.702595 sec): 3 clusters Score: Raw -546753.249205 + Penalty 1666.412923 = -545086.836283 nChanged 386 SP:Iteration 4F (2266.723060 sec): 3 clusters Score: Raw -547011.836687 + Penalty 1666.412923 = -545345.423765 nChanged 359 SP:Iteration 5F (2266.743520 sec): 3 clusters Score: Raw -547244.287494 + Penalty 1666.412923 = -545577.874571 nChanged 325 SP:Iteration 6F (2266.763760 sec): 3 clusters Score: Raw -547435.907257 + Penalty 1666.412923 = -545769.494334 nChanged 231 SP:Iteration 7Q (2266.784330 sec): 3 clusters Score: Raw -547555.509855 + Penalty 1666.412923 = -545889.096933 nChanged 177 SP:Iteration 8Q (2266.804827 sec): 3 clusters Score: Raw -547638.238154 + Penalty 1666.412923 = -545971.825231 nChanged 135 SP:Iteration 9Q (2266.825410 sec): 3 clusters Score: Raw -547681.496628 + Penalty 1666.412923 = -546015.083705 nChanged 80 SP:Iteration 10Q (2266.845861 sec): 3 clusters Score: Raw -547701.953526 + Penalty 1666.412923 = -546035.540604 nChanged 63 SP:Iteration 11Q (2266.866137 sec): 3 clusters Score: Raw -547713.262599 + Penalty 1666.412923 = -546046.849676 nChanged 37 SP:Iteration 12Q (2266.886409 sec): 3 clusters Score: Raw -547721.107070 + Penalty 1666.412923 = -546054.694147 nChanged 27 SP:Iteration 13Q (2266.906475 sec): 3 clusters Score: Raw -547726.775511 + Penalty 1666.412923 = -546060.362588 nChanged 27 SP:Iteration 14Q (2266.926655 sec): 3 clusters Score: Raw -547731.334630 + Penalty 1666.412923 = -546064.921707 nChanged 19 SP:Iteration 15Q (2266.946908 sec): 3 clusters Score: Raw -547734.176528 + Penalty 1666.412923 = -546067.763605 nChanged 18 SP:Iteration 16Q (2266.966965 sec): 3 clusters Score: Raw -547736.764399 + Penalty 1666.412923 = -546070.351476 nChanged 20 SP:Iteration 17Q (2266.987116 sec): 3 clusters Score: Raw -547739.368897 + Penalty 1666.412923 = -546072.955974 nChanged 19 SP:Iteration 18Q (2267.007168 sec): 3 clusters Score: Raw -547742.940172 + Penalty 1666.412923 = -546076.527249 nChanged 29 SP:Iteration 19Q (2267.027398 sec): 3 clusters Score: Raw -547748.923986 + Penalty 1666.412923 = -546082.511063 nChanged 32 SP:Iteration 20F (2267.047661 sec): 3 clusters Score: Raw -547754.747516 + Penalty 1666.412923 = -546088.334593 nChanged 25 SP:Iteration 21Q (2267.067927 sec): 3 clusters Score: Raw -547759.200283 + Penalty 1666.412923 = -546092.787360 nChanged 29 SP:Iteration 22Q (2267.088385 sec): 3 clusters Score: Raw -547763.270128 + Penalty 1666.412923 = -546096.857206 nChanged 32 SP:Iteration 23Q (2267.108720 sec): 3 clusters Score: Raw -547767.649204 + Penalty 1666.412923 = -546101.236281 nChanged 26 SP:Iteration 24Q (2267.129022 sec): 3 clusters Score: Raw -547772.255269 + Penalty 1666.412923 = -546105.842346 nChanged 25 SP:Iteration 25Q (2267.149150 sec): 3 clusters Score: Raw -547775.528522 + Penalty 1666.412923 = -546109.115599 nChanged 19 SP:Iteration 26Q (2267.169641 sec): 3 clusters Score: Raw -547777.644250 + Penalty 1666.412923 = -546111.231327 nChanged 7 SP:Iteration 27Q (2267.189712 sec): 3 clusters Score: Raw -547778.459339 + Penalty 1666.412923 = -546112.046417 nChanged 9 SP:Iteration 28Q (2267.210090 sec): 3 clusters Score: Raw -547779.232533 + Penalty 1666.412923 = -546112.819611 nChanged 7 SP:Iteration 29Q (2267.230188 sec): 3 clusters Score: Raw -547780.237707 + Penalty 1666.412923 = -546113.824784 nChanged 9 SP:Iteration 30Q (2267.250396 sec): 3 clusters Score: Raw -547781.054918 + Penalty 1666.412923 = -546114.641996 nChanged 7 SP:Iteration 31Q (2267.270555 sec): 3 clusters Score: Raw -547781.925607 + Penalty 1666.412923 = -546115.512684 nChanged 12 SP:Iteration 32Q (2267.290546 sec): 3 clusters Score: Raw -547783.663945 + Penalty 1666.412923 = -546117.251023 nChanged 9 SP:Iteration 33Q (2267.310611 sec): 3 clusters Score: Raw -547785.031152 + Penalty 1666.412923 = -546118.618229 nChanged 10 SP:Iteration 34Q (2267.331086 sec): 3 clusters Score: Raw -547786.474820 + Penalty 1666.412923 = -546120.061897 nChanged 9 SP:Iteration 35Q (2267.351294 sec): 3 clusters Score: Raw -547787.851701 + Penalty 1666.412923 = -546121.438778 nChanged 13 SP:Iteration 36Q (2267.371516 sec): 3 clusters Score: Raw -547789.100889 + Penalty 1666.412923 = -546122.687966 nChanged 11 SP:Iteration 37Q (2267.391845 sec): 3 clusters Score: Raw -547790.054393 + Penalty 1666.412923 = -546123.641470 nChanged 8 SP:Iteration 38Q (2267.412131 sec): 3 clusters Score: Raw -547790.660463 + Penalty 1666.412923 = -546124.247541 nChanged 4 SP:Iteration 39Q (2267.432185 sec): 3 clusters Score: Raw -547791.086127 + Penalty 1666.412923 = -546124.673204 nChanged 5 SP:Iteration 40F (2267.452545 sec): 3 clusters Score: Raw -547791.319106 + Penalty 1666.412923 = -546124.906184 nChanged 4 SP:Iteration 41Q (2267.472484 sec): 3 clusters Score: Raw -547791.681230 + Penalty 1666.412923 = -546125.268307 nChanged 4 SP:Iteration 42Q (2267.492861 sec): 3 clusters Score: Raw -547791.963806 + Penalty 1666.412923 = -546125.550884 nChanged 6 SP:Iteration 43Q (2267.512951 sec): 3 clusters Score: Raw -547792.530181 + Penalty 1666.412923 = -546126.117259 nChanged 5 SP:Iteration 44Q (2267.533191 sec): 3 clusters Score: Raw -547793.298463 + Penalty 1666.412923 = -546126.885540 nChanged 11 SP:Iteration 45Q (2267.553590 sec): 3 clusters Score: Raw -547794.485392 + Penalty 1666.412923 = -546128.072469 nChanged 8 SP:Iteration 46Q (2267.573879 sec): 3 clusters Score: Raw -547795.297417 + Penalty 1666.412923 = -546128.884494 nChanged 12 SP:Iteration 47Q (2267.594191 sec): 3 clusters Score: Raw -547796.176159 + Penalty 1666.412923 = -546129.763236 nChanged 4 SP:Iteration 48Q (2267.614226 sec): 3 clusters Score: Raw -547796.410710 + Penalty 1666.412923 = -546129.997787 nChanged 3 SP:Iteration 49Q (2267.634570 sec): 3 clusters Score: Raw -547796.552961 + Penalty 1666.412923 = -546130.140038 nChanged 1 SP:Iteration 50Q (2267.654626 sec): 3 clusters Score: Raw -547796.622606 + Penalty 1666.412923 = -546130.209683 nChanged 2 SP:Iteration 51Q (2267.674649 sec): 3 clusters Score: Raw -547796.791990 + Penalty 1666.412923 = -546130.379068 nChanged 3 SP:Iteration 52Q (2267.694843 sec): 3 clusters Score: Raw -547797.205263 + Penalty 1666.412923 = -546130.792340 nChanged 4 SP:Iteration 53Q (2267.714877 sec): 3 clusters Score: Raw -547797.605530 + Penalty 1666.412923 = -546131.192608 nChanged 6 SP:Iteration 54Q (2267.735046 sec): 3 clusters Score: Raw -547798.644489 + Penalty 1666.412923 = -546132.231566 nChanged 6 SP:Iteration 55Q (2267.755251 sec): 3 clusters Score: Raw -547799.494535 + Penalty 1666.412923 = -546133.081612 nChanged 4 SP:Iteration 56Q (2267.775357 sec): 3 clusters Score: Raw -547799.921970 + Penalty 1666.412923 = -546133.509047 nChanged 3 SP:Iteration 57Q (2267.795701 sec): 3 clusters Score: Raw -547800.077090 + Penalty 1666.412923 = -546133.664167 nChanged 2 SP:Iteration 58Q (2267.815721 sec): 3 clusters Score: Raw -547800.193662 + Penalty 1666.412923 = -546133.780739 nChanged 3 SP:Iteration 59Q (2267.835717 sec): 3 clusters Score: Raw -547800.458811 + Penalty 1666.412923 = -546134.045888 nChanged 1 SP:Iteration 60F (2267.856088 sec): 3 clusters Score: Raw -547800.586966 + Penalty 1666.412923 = -546134.174044 nChanged 0 Trying to split cluster 21 (12946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.881487 sec): 2 clusters Score: Raw -1147381.409309 + Penalty 899.511503 = -1146481.897805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2267.911034 sec): 3 clusters Score: Raw -1139586.884081 + Penalty 1799.023006 = -1137787.861074 nChanged 5829 SP:Iteration 1F (2267.939245 sec): 3 clusters Score: Raw -1142832.465010 + Penalty 1799.023006 = -1141033.442004 nChanged 800 SP:Iteration 2F (2267.967574 sec): 3 clusters Score: Raw -1143229.782925 + Penalty 1799.023006 = -1141430.759919 nChanged 828 SP:Iteration 3F (2267.995992 sec): 3 clusters Score: Raw -1143714.377091 + Penalty 1799.023006 = -1141915.354085 nChanged 905 SP:Iteration 4F (2268.024681 sec): 3 clusters Score: Raw -1144327.739579 + Penalty 1799.023006 = -1142528.716573 nChanged 883 SP:Iteration 5F (2268.052998 sec): 3 clusters Score: Raw -1144998.753430 + Penalty 1799.023006 = -1143199.730424 nChanged 782 SP:Iteration 6F (2268.081378 sec): 3 clusters Score: Raw -1145677.549207 + Penalty 1799.023006 = -1143878.526200 nChanged 659 SP:Iteration 7F (2268.109903 sec): 3 clusters Score: Raw -1146269.944568 + Penalty 1799.023006 = -1144470.921561 nChanged 464 SP:Iteration 8Q (2268.137732 sec): 3 clusters Score: Raw -1146659.783331 + Penalty 1799.023006 = -1144860.760325 nChanged 311 SP:Iteration 9Q (2268.175435 sec): 3 clusters Score: Raw -1146898.387972 + Penalty 1799.023006 = -1145099.364965 nChanged 247 SP:Iteration 10Q (2268.202621 sec): 3 clusters Score: Raw -1147058.977297 + Penalty 1799.023006 = -1145259.954290 nChanged 188 SP:Iteration 11Q (2268.229438 sec): 3 clusters Score: Raw -1147174.297372 + Penalty 1799.023006 = -1145375.274366 nChanged 149 SP:Iteration 12Q (2268.256175 sec): 3 clusters Score: Raw -1147264.678110 + Penalty 1799.023006 = -1145465.655104 nChanged 127 SP:Iteration 13Q (2268.282631 sec): 3 clusters Score: Raw -1147329.426193 + Penalty 1799.023006 = -1145530.403187 nChanged 92 SP:Iteration 14Q (2268.309103 sec): 3 clusters Score: Raw -1147371.109560 + Penalty 1799.023006 = -1145572.086554 nChanged 75 SP:Iteration 15Q (2268.335551 sec): 3 clusters Score: Raw -1147400.478514 + Penalty 1799.023006 = -1145601.455508 nChanged 47 SP:Iteration 16Q (2268.361818 sec): 3 clusters Score: Raw -1147418.188942 + Penalty 1799.023006 = -1145619.165936 nChanged 46 SP:Iteration 17Q (2268.388200 sec): 3 clusters Score: Raw -1147434.742434 + Penalty 1799.023006 = -1145635.719428 nChanged 36 SP:Iteration 18Q (2268.414442 sec): 3 clusters Score: Raw -1147449.958372 + Penalty 1799.023006 = -1145650.935365 nChanged 38 SP:Iteration 19Q (2268.440374 sec): 3 clusters Score: Raw -1147461.168763 + Penalty 1799.023006 = -1145662.145756 nChanged 33 SP:Iteration 20F (2268.468782 sec): 3 clusters Score: Raw -1147471.115462 + Penalty 1799.023006 = -1145672.092455 nChanged 28 SP:Iteration 21Q (2268.495084 sec): 3 clusters Score: Raw -1147479.623632 + Penalty 1799.023006 = -1145680.600626 nChanged 26 SP:Iteration 22Q (2268.521323 sec): 3 clusters Score: Raw -1147487.824997 + Penalty 1799.023006 = -1145688.801991 nChanged 27 SP:Iteration 23Q (2268.547250 sec): 3 clusters Score: Raw -1147496.231450 + Penalty 1799.023006 = -1145697.208444 nChanged 23 SP:Iteration 24Q (2268.573454 sec): 3 clusters Score: Raw -1147501.425530 + Penalty 1799.023006 = -1145702.402524 nChanged 22 SP:Iteration 25Q (2268.599595 sec): 3 clusters Score: Raw -1147505.954747 + Penalty 1799.023006 = -1145706.931740 nChanged 21 SP:Iteration 26Q (2268.625503 sec): 3 clusters Score: Raw -1147510.069574 + Penalty 1799.023006 = -1145711.046567 nChanged 14 SP:Iteration 27Q (2268.651513 sec): 3 clusters Score: Raw -1147512.690461 + Penalty 1799.023006 = -1145713.667454 nChanged 9 SP:Iteration 28Q (2268.677370 sec): 3 clusters Score: Raw -1147515.113004 + Penalty 1799.023006 = -1145716.089998 nChanged 16 SP:Iteration 29Q (2268.703565 sec): 3 clusters Score: Raw -1147519.816290 + Penalty 1799.023006 = -1145720.793283 nChanged 16 SP:Iteration 30Q (2268.729606 sec): 3 clusters Score: Raw -1147525.622366 + Penalty 1799.023006 = -1145726.599360 nChanged 19 SP:Iteration 31Q (2268.755446 sec): 3 clusters Score: Raw -1147532.019853 + Penalty 1799.023006 = -1145732.996847 nChanged 15 SP:Iteration 32Q (2268.781300 sec): 3 clusters Score: Raw -1147536.840870 + Penalty 1799.023006 = -1145737.817863 nChanged 20 SP:Iteration 33Q (2268.807154 sec): 3 clusters Score: Raw -1147542.633944 + Penalty 1799.023006 = -1145743.610937 nChanged 23 SP:Iteration 34Q (2268.833184 sec): 3 clusters Score: Raw -1147551.680622 + Penalty 1799.023006 = -1145752.657615 nChanged 29 SP:Iteration 35Q (2268.859118 sec): 3 clusters Score: Raw -1147563.516185 + Penalty 1799.023006 = -1145764.493179 nChanged 20 SP:Iteration 36Q (2268.884993 sec): 3 clusters Score: Raw -1147571.924583 + Penalty 1799.023006 = -1145772.901576 nChanged 21 SP:Iteration 37Q (2268.910934 sec): 3 clusters Score: Raw -1147580.808217 + Penalty 1799.023006 = -1145781.785211 nChanged 19 SP:Iteration 38Q (2268.937046 sec): 3 clusters Score: Raw -1147587.465394 + Penalty 1799.023006 = -1145788.442388 nChanged 16 SP:Iteration 39Q (2268.962986 sec): 3 clusters Score: Raw -1147592.693302 + Penalty 1799.023006 = -1145793.670296 nChanged 12 SP:Iteration 40F (2268.991423 sec): 3 clusters Score: Raw -1147597.591777 + Penalty 1799.023006 = -1145798.568770 nChanged 14 SP:Iteration 41Q (2269.017428 sec): 3 clusters Score: Raw -1147601.115023 + Penalty 1799.023006 = -1145802.092017 nChanged 10 SP:Iteration 42Q (2269.043109 sec): 3 clusters Score: Raw -1147604.694088 + Penalty 1799.023006 = -1145805.671082 nChanged 12 SP:Iteration 43Q (2269.069032 sec): 3 clusters Score: Raw -1147608.411192 + Penalty 1799.023006 = -1145809.388185 nChanged 7 SP:Iteration 44Q (2269.094825 sec): 3 clusters Score: Raw -1147610.334486 + Penalty 1799.023006 = -1145811.311480 nChanged 4 SP:Iteration 45Q (2269.121074 sec): 3 clusters Score: Raw -1147612.132968 + Penalty 1799.023006 = -1145813.109962 nChanged 3 SP:Iteration 46Q (2269.146789 sec): 3 clusters Score: Raw -1147613.103393 + Penalty 1799.023006 = -1145814.080387 nChanged 3 SP:Iteration 47Q (2269.172623 sec): 3 clusters Score: Raw -1147613.940795 + Penalty 1799.023006 = -1145814.917788 nChanged 5 SP:Iteration 48Q (2269.198362 sec): 3 clusters Score: Raw -1147615.039684 + Penalty 1799.023006 = -1145816.016678 nChanged 4 SP:Iteration 49Q (2269.224052 sec): 3 clusters Score: Raw -1147615.476386 + Penalty 1799.023006 = -1145816.453379 nChanged 1 SP:Iteration 50Q (2269.249838 sec): 3 clusters Score: Raw -1147615.600933 + Penalty 1799.023006 = -1145816.577927 nChanged 0 SP:Iteration 51F (2269.278293 sec): 3 clusters Score: Raw -1147615.600933 + Penalty 1799.023006 = -1145816.577927 nChanged 0 Trying to split cluster 22 (3410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.294460 sec): 2 clusters Score: Raw -288543.464786 + Penalty 772.774419 = -287770.690367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.308061 sec): 3 clusters Score: Raw -286735.058266 + Penalty 1545.548838 = -285189.509428 nChanged 1414 SP:Iteration 1F (2269.320549 sec): 3 clusters Score: Raw -287627.975663 + Penalty 1545.548838 = -286082.426824 nChanged 264 SP:Iteration 2F (2269.333110 sec): 3 clusters Score: Raw -287859.283285 + Penalty 1545.548838 = -286313.734446 nChanged 226 SP:Iteration 3F (2269.345566 sec): 3 clusters Score: Raw -288051.431917 + Penalty 1545.548838 = -286505.883078 nChanged 218 SP:Iteration 4F (2269.358176 sec): 3 clusters Score: Raw -288247.732301 + Penalty 1545.548838 = -286702.183463 nChanged 167 SP:Iteration 5Q (2269.370688 sec): 3 clusters Score: Raw -288350.468515 + Penalty 1545.548838 = -286804.919677 nChanged 137 SP:Iteration 6Q (2269.383221 sec): 3 clusters Score: Raw -288425.289424 + Penalty 1545.548838 = -286879.740586 nChanged 108 SP:Iteration 7Q (2269.395597 sec): 3 clusters Score: Raw -288482.050107 + Penalty 1545.548838 = -286936.501269 nChanged 93 SP:Iteration 8Q (2269.408011 sec): 3 clusters Score: Raw -288540.801388 + Penalty 1545.548838 = -286995.252550 nChanged 95 SP:Iteration 9Q (2269.420457 sec): 3 clusters Score: Raw -288601.411422 + Penalty 1545.548838 = -287055.862583 nChanged 92 SP:Iteration 10Q (2269.432796 sec): 3 clusters Score: Raw -288677.531914 + Penalty 1545.548838 = -287131.983076 nChanged 85 SP:Iteration 11Q (2269.445303 sec): 3 clusters Score: Raw -288741.569501 + Penalty 1545.548838 = -287196.020663 nChanged 84 SP:Iteration 12Q (2269.457726 sec): 3 clusters Score: Raw -288792.800162 + Penalty 1545.548838 = -287247.251323 nChanged 70 SP:Iteration 13Q (2269.470171 sec): 3 clusters Score: Raw -288832.628620 + Penalty 1545.548838 = -287287.079781 nChanged 57 SP:Iteration 14Q (2269.482485 sec): 3 clusters Score: Raw -288857.739111 + Penalty 1545.548838 = -287312.190273 nChanged 54 SP:Iteration 15Q (2269.494807 sec): 3 clusters Score: Raw -288877.746724 + Penalty 1545.548838 = -287332.197885 nChanged 38 SP:Iteration 16Q (2269.507140 sec): 3 clusters Score: Raw -288891.271684 + Penalty 1545.548838 = -287345.722846 nChanged 26 SP:Iteration 17Q (2269.519419 sec): 3 clusters Score: Raw -288899.150205 + Penalty 1545.548838 = -287353.601367 nChanged 20 SP:Iteration 18Q (2269.531785 sec): 3 clusters Score: Raw -288904.637913 + Penalty 1545.548838 = -287359.089075 nChanged 20 SP:Iteration 19Q (2269.544207 sec): 3 clusters Score: Raw -288909.595778 + Penalty 1545.548838 = -287364.046940 nChanged 19 SP:Iteration 20F (2269.556616 sec): 3 clusters Score: Raw -288915.556476 + Penalty 1545.548838 = -287370.007638 nChanged 20 SP:Iteration 21Q (2269.568935 sec): 3 clusters Score: Raw -288925.050656 + Penalty 1545.548838 = -287379.501818 nChanged 19 SP:Iteration 22Q (2269.581330 sec): 3 clusters Score: Raw -288931.526058 + Penalty 1545.548838 = -287385.977220 nChanged 18 SP:Iteration 23Q (2269.593739 sec): 3 clusters Score: Raw -288936.102752 + Penalty 1545.548838 = -287390.553914 nChanged 11 SP:Iteration 24Q (2269.606172 sec): 3 clusters Score: Raw -288938.163178 + Penalty 1545.548838 = -287392.614340 nChanged 8 SP:Iteration 25Q (2269.618438 sec): 3 clusters Score: Raw -288939.594782 + Penalty 1545.548838 = -287394.045944 nChanged 6 SP:Iteration 26Q (2269.630837 sec): 3 clusters Score: Raw -288941.071830 + Penalty 1545.548838 = -287395.522992 nChanged 11 SP:Iteration 27Q (2269.643100 sec): 3 clusters Score: Raw -288942.963876 + Penalty 1545.548838 = -287397.415037 nChanged 8 SP:Iteration 28Q (2269.655458 sec): 3 clusters Score: Raw -288943.802134 + Penalty 1545.548838 = -287398.253295 nChanged 6 SP:Iteration 29Q (2269.667734 sec): 3 clusters Score: Raw -288944.469439 + Penalty 1545.548838 = -287398.920601 nChanged 4 SP:Iteration 30Q (2269.680008 sec): 3 clusters Score: Raw -288944.831079 + Penalty 1545.548838 = -287399.282240 nChanged 3 SP:Iteration 31Q (2269.692294 sec): 3 clusters Score: Raw -288945.092652 + Penalty 1545.548838 = -287399.543814 nChanged 3 SP:Iteration 32Q (2269.704543 sec): 3 clusters Score: Raw -288945.713201 + Penalty 1545.548838 = -287400.164363 nChanged 6 SP:Iteration 33Q (2269.716786 sec): 3 clusters Score: Raw -288946.833768 + Penalty 1545.548838 = -287401.284929 nChanged 3 SP:Iteration 34Q (2269.729050 sec): 3 clusters Score: Raw -288947.237550 + Penalty 1545.548838 = -287401.688711 nChanged 4 SP:Iteration 35Q (2269.741285 sec): 3 clusters Score: Raw -288948.171076 + Penalty 1545.548838 = -287402.622238 nChanged 7 SP:Iteration 36Q (2269.753654 sec): 3 clusters Score: Raw -288949.908093 + Penalty 1545.548838 = -287404.359255 nChanged 5 SP:Iteration 37Q (2269.765928 sec): 3 clusters Score: Raw -288950.999332 + Penalty 1545.548838 = -287405.450494 nChanged 2 SP:Iteration 38Q (2269.778271 sec): 3 clusters Score: Raw -288951.246442 + Penalty 1545.548838 = -287405.697604 nChanged 4 SP:Iteration 39Q (2269.790519 sec): 3 clusters Score: Raw -288951.823848 + Penalty 1545.548838 = -287406.275010 nChanged 3 SP:Iteration 40F (2269.802940 sec): 3 clusters Score: Raw -288952.042911 + Penalty 1545.548838 = -287406.494072 nChanged 2 SP:Iteration 41Q (2269.815180 sec): 3 clusters Score: Raw -288952.526991 + Penalty 1545.548838 = -287406.978153 nChanged 1 SP:Iteration 42Q (2269.827614 sec): 3 clusters Score: Raw -288952.744241 + Penalty 1545.548838 = -287407.195402 nChanged 1 SP:Iteration 43Q (2269.840004 sec): 3 clusters Score: Raw -288952.783647 + Penalty 1545.548838 = -287407.234809 nChanged 0 SP:Iteration 44F (2269.852425 sec): 3 clusters Score: Raw -288952.783647 + Penalty 1545.548838 = -287407.234809 nChanged 0 Trying to split cluster 23 (1643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2269.867389 sec): 2 clusters Score: Raw -124547.903660 + Penalty 703.406516 = -123844.497144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2269.874188 sec): 3 clusters Score: Raw -123775.984156 + Penalty 1406.813032 = -122369.171124 nChanged 627 SP:Iteration 1F (2269.880418 sec): 3 clusters Score: Raw -124176.067408 + Penalty 1406.813032 = -122769.254375 nChanged 134 SP:Iteration 2F (2269.886591 sec): 3 clusters Score: Raw -124277.199660 + Penalty 1406.813032 = -122870.386627 nChanged 102 SP:Iteration 3F (2269.892808 sec): 3 clusters Score: Raw -124378.193772 + Penalty 1406.813032 = -122971.380740 nChanged 86 SP:Iteration 4F (2269.899020 sec): 3 clusters Score: Raw -124467.087849 + Penalty 1406.813032 = -123060.274816 nChanged 74 SP:Iteration 5Q (2269.905255 sec): 3 clusters Score: Raw -124542.046297 + Penalty 1406.813032 = -123135.233264 nChanged 70 SP:Iteration 6Q (2269.911452 sec): 3 clusters Score: Raw -124597.131784 + Penalty 1406.813032 = -123190.318751 nChanged 59 SP:Iteration 7Q (2269.917696 sec): 3 clusters Score: Raw -124641.875457 + Penalty 1406.813032 = -123235.062425 nChanged 54 SP:Iteration 8Q (2269.923889 sec): 3 clusters Score: Raw -124693.683601 + Penalty 1406.813032 = -123286.870569 nChanged 43 SP:Iteration 9Q (2269.930065 sec): 3 clusters Score: Raw -124724.400085 + Penalty 1406.813032 = -123317.587053 nChanged 38 SP:Iteration 10Q (2269.936218 sec): 3 clusters Score: Raw -124747.747251 + Penalty 1406.813032 = -123340.934219 nChanged 29 SP:Iteration 11Q (2269.942307 sec): 3 clusters Score: Raw -124770.259218 + Penalty 1406.813032 = -123363.446186 nChanged 25 SP:Iteration 12Q (2269.948439 sec): 3 clusters Score: Raw -124796.706356 + Penalty 1406.813032 = -123389.893324 nChanged 25 SP:Iteration 13Q (2269.954521 sec): 3 clusters Score: Raw -124820.617692 + Penalty 1406.813032 = -123413.804660 nChanged 23 SP:Iteration 14Q (2269.960630 sec): 3 clusters Score: Raw -124838.830794 + Penalty 1406.813032 = -123432.017762 nChanged 22 SP:Iteration 15Q (2269.966731 sec): 3 clusters Score: Raw -124855.346543 + Penalty 1406.813032 = -123448.533510 nChanged 16 SP:Iteration 16Q (2269.972807 sec): 3 clusters Score: Raw -124861.895071 + Penalty 1406.813032 = -123455.082039 nChanged 10 SP:Iteration 17Q (2269.978847 sec): 3 clusters Score: Raw -124869.346860 + Penalty 1406.813032 = -123462.533828 nChanged 13 SP:Iteration 18Q (2269.984879 sec): 3 clusters Score: Raw -124886.102770 + Penalty 1406.813032 = -123479.289737 nChanged 24 SP:Iteration 19Q (2269.990950 sec): 3 clusters Score: Raw -124913.582914 + Penalty 1406.813032 = -123506.769881 nChanged 27 SP:Iteration 20F (2269.997091 sec): 3 clusters Score: Raw -124940.004632 + Penalty 1406.813032 = -123533.191599 nChanged 25 SP:Iteration 21Q (2270.003140 sec): 3 clusters Score: Raw -124950.480451 + Penalty 1406.813032 = -123543.667419 nChanged 13 SP:Iteration 22Q (2270.009214 sec): 3 clusters Score: Raw -124958.669367 + Penalty 1406.813032 = -123551.856335 nChanged 21 SP:Iteration 23Q (2270.015255 sec): 3 clusters Score: Raw -124978.824838 + Penalty 1406.813032 = -123572.011806 nChanged 27 SP:Iteration 24Q (2270.021232 sec): 3 clusters Score: Raw -125009.778574 + Penalty 1406.813032 = -123602.965542 nChanged 26 SP:Iteration 25Q (2270.027263 sec): 3 clusters Score: Raw -125028.029272 + Penalty 1406.813032 = -123621.216239 nChanged 19 SP:Iteration 26Q (2270.033278 sec): 3 clusters Score: Raw -125046.352946 + Penalty 1406.813032 = -123639.539913 nChanged 20 SP:Iteration 27Q (2270.039280 sec): 3 clusters Score: Raw -125065.264336 + Penalty 1406.813032 = -123658.451304 nChanged 13 SP:Iteration 28Q (2270.045285 sec): 3 clusters Score: Raw -125077.833867 + Penalty 1406.813032 = -123671.020834 nChanged 14 SP:Iteration 29Q (2270.051285 sec): 3 clusters Score: Raw -125089.589335 + Penalty 1406.813032 = -123682.776303 nChanged 13 SP:Iteration 30Q (2270.057287 sec): 3 clusters Score: Raw -125098.778233 + Penalty 1406.813032 = -123691.965200 nChanged 11 SP:Iteration 31Q (2270.063208 sec): 3 clusters Score: Raw -125105.572218 + Penalty 1406.813032 = -123698.759186 nChanged 7 SP:Iteration 32Q (2270.069202 sec): 3 clusters Score: Raw -125112.443965 + Penalty 1406.813032 = -123705.630933 nChanged 8 SP:Iteration 33Q (2270.075162 sec): 3 clusters Score: Raw -125118.290462 + Penalty 1406.813032 = -123711.477429 nChanged 8 SP:Iteration 34Q (2270.081152 sec): 3 clusters Score: Raw -125124.760049 + Penalty 1406.813032 = -123717.947016 nChanged 4 SP:Iteration 35Q (2270.087082 sec): 3 clusters Score: Raw -125126.821875 + Penalty 1406.813032 = -123720.008842 nChanged 5 SP:Iteration 36Q (2270.092977 sec): 3 clusters Score: Raw -125129.467455 + Penalty 1406.813032 = -123722.654422 nChanged 3 SP:Iteration 37Q (2270.098894 sec): 3 clusters Score: Raw -125131.145046 + Penalty 1406.813032 = -123724.332013 nChanged 5 SP:Iteration 38Q (2270.104892 sec): 3 clusters Score: Raw -125133.523103 + Penalty 1406.813032 = -123726.710070 nChanged 3 SP:Iteration 39Q (2270.110821 sec): 3 clusters Score: Raw -125134.142583 + Penalty 1406.813032 = -123727.329550 nChanged 1 SP:Iteration 40F (2270.116934 sec): 3 clusters Score: Raw -125134.572808 + Penalty 1406.813032 = -123727.759776 nChanged 0 Trying to split cluster 24 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.128799 sec): 2 clusters Score: Raw -16001.806920 + Penalty 532.551196 = -15469.255724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.130559 sec): 3 clusters Score: Raw -16067.981980 + Penalty 1065.102393 = -15002.879587 nChanged 88 SP:Iteration 1F (2270.132095 sec): 3 clusters Score: Raw -16351.162828 + Penalty 1065.102393 = -15286.060435 nChanged 26 SP:Iteration 2F (2270.133637 sec): 3 clusters Score: Raw -16493.067769 + Penalty 1065.102393 = -15427.965376 nChanged 25 SP:Iteration 3F (2270.135175 sec): 3 clusters Score: Raw -16580.478115 + Penalty 1065.102393 = -15515.375722 nChanged 9 SP:Iteration 4Q (2270.136725 sec): 3 clusters Score: Raw -16635.601105 + Penalty 1065.102393 = -15570.498713 nChanged 6 SP:Iteration 5Q (2270.138224 sec): 3 clusters Score: Raw -16695.355678 + Penalty 1065.102393 = -15630.253285 nChanged 2 SP:Iteration 6Q (2270.139694 sec): 3 clusters Score: Raw -16719.710257 + Penalty 1065.102393 = -15654.607865 nChanged 1 SP:Iteration 7Q (2270.141150 sec): 3 clusters Score: Raw -16726.993167 + Penalty 1065.102393 = -15661.890774 nChanged 0 SP:Iteration 8F (2270.142691 sec): 3 clusters Score: Raw -16727.059641 + Penalty 1065.102393 = -15661.957249 nChanged 1 SP:Iteration 9Q (2270.144145 sec): 3 clusters Score: Raw -16761.611707 + Penalty 1065.102393 = -15696.509314 nChanged 2 SP:Iteration 10Q (2270.145597 sec): 3 clusters Score: Raw -16856.421920 + Penalty 1065.102393 = -15791.319528 nChanged 2 SP:Iteration 11Q (2270.147050 sec): 3 clusters Score: Raw -16866.124677 + Penalty 1065.102393 = -15801.022284 nChanged 0 SP:Iteration 12F (2270.148583 sec): 3 clusters Score: Raw -16866.124677 + Penalty 1065.102393 = -15801.022284 nChanged 0 Score: Raw -69583839.096291 + Penalty 59620.935958 = -69524218.160333 Splitting cluster 24 changes total score from -69524638.306571 to -69524218.160333 So it's not getting split. Trying to split cluster 25 (2562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2289.106147 sec): 2 clusters Score: Raw -217322.751912 + Penalty 745.611631 = -216577.140281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2289.116307 sec): 3 clusters Score: Raw -216019.001513 + Penalty 1491.223262 = -214527.778251 nChanged 1014 SP:Iteration 1F (2289.125660 sec): 3 clusters Score: Raw -216592.747377 + Penalty 1491.223262 = -215101.524116 nChanged 204 SP:Iteration 2F (2289.135023 sec): 3 clusters Score: Raw -216735.762794 + Penalty 1491.223262 = -215244.539532 nChanged 166 SP:Iteration 3F (2289.144432 sec): 3 clusters Score: Raw -216849.250659 + Penalty 1491.223262 = -215358.027397 nChanged 125 SP:Iteration 4Q (2289.153908 sec): 3 clusters Score: Raw -216933.966118 + Penalty 1491.223262 = -215442.742857 nChanged 116 SP:Iteration 5Q (2289.163267 sec): 3 clusters Score: Raw -217004.844932 + Penalty 1491.223262 = -215513.621670 nChanged 106 SP:Iteration 6Q (2289.172691 sec): 3 clusters Score: Raw -217073.205941 + Penalty 1491.223262 = -215581.982679 nChanged 94 SP:Iteration 7Q (2289.182115 sec): 3 clusters Score: Raw -217142.157818 + Penalty 1491.223262 = -215650.934556 nChanged 99 SP:Iteration 8Q (2289.191446 sec): 3 clusters Score: Raw -217219.883665 + Penalty 1491.223262 = -215728.660404 nChanged 88 SP:Iteration 9Q (2289.200849 sec): 3 clusters Score: Raw -217283.848971 + Penalty 1491.223262 = -215792.625709 nChanged 75 SP:Iteration 10Q (2289.210271 sec): 3 clusters Score: Raw -217332.925595 + Penalty 1491.223262 = -215841.702333 nChanged 64 SP:Iteration 11Q (2289.219582 sec): 3 clusters Score: Raw -217378.396217 + Penalty 1491.223262 = -215887.172956 nChanged 48 SP:Iteration 12Q (2289.228954 sec): 3 clusters Score: Raw -217412.636259 + Penalty 1491.223262 = -215921.412997 nChanged 46 SP:Iteration 13Q (2289.238192 sec): 3 clusters Score: Raw -217435.278871 + Penalty 1491.223262 = -215944.055609 nChanged 30 SP:Iteration 14Q (2289.247488 sec): 3 clusters Score: Raw -217450.508579 + Penalty 1491.223262 = -215959.285317 nChanged 24 SP:Iteration 15Q (2289.256793 sec): 3 clusters Score: Raw -217461.012800 + Penalty 1491.223262 = -215969.789539 nChanged 12 SP:Iteration 16Q (2289.265971 sec): 3 clusters Score: Raw -217464.733358 + Penalty 1491.223262 = -215973.510096 nChanged 16 SP:Iteration 17Q (2289.275262 sec): 3 clusters Score: Raw -217472.330726 + Penalty 1491.223262 = -215981.107465 nChanged 11 SP:Iteration 18Q (2289.284525 sec): 3 clusters Score: Raw -217477.587620 + Penalty 1491.223262 = -215986.364359 nChanged 10 SP:Iteration 19Q (2289.293765 sec): 3 clusters Score: Raw -217481.940441 + Penalty 1491.223262 = -215990.717179 nChanged 12 SP:Iteration 20F (2289.303155 sec): 3 clusters Score: Raw -217489.168121 + Penalty 1491.223262 = -215997.944859 nChanged 13 SP:Iteration 21Q (2289.312409 sec): 3 clusters Score: Raw -217492.386900 + Penalty 1491.223262 = -216001.163639 nChanged 7 SP:Iteration 22Q (2289.322306 sec): 3 clusters Score: Raw -217495.830537 + Penalty 1491.223262 = -216004.607276 nChanged 9 SP:Iteration 23Q (2289.331435 sec): 3 clusters Score: Raw -217500.499378 + Penalty 1491.223262 = -216009.276116 nChanged 9 SP:Iteration 24Q (2289.340685 sec): 3 clusters Score: Raw -217503.701430 + Penalty 1491.223262 = -216012.478168 nChanged 7 SP:Iteration 25Q (2289.349890 sec): 3 clusters Score: Raw -217506.887667 + Penalty 1491.223262 = -216015.664405 nChanged 7 SP:Iteration 26Q (2289.359050 sec): 3 clusters Score: Raw -217509.873613 + Penalty 1491.223262 = -216018.650351 nChanged 6 SP:Iteration 27Q (2289.368278 sec): 3 clusters Score: Raw -217512.025533 + Penalty 1491.223262 = -216020.802272 nChanged 3 SP:Iteration 28Q (2289.377354 sec): 3 clusters Score: Raw -217512.722018 + Penalty 1491.223262 = -216021.498757 nChanged 1 SP:Iteration 29Q (2289.386453 sec): 3 clusters Score: Raw -217512.918889 + Penalty 1491.223262 = -216021.695628 nChanged 0 SP:Iteration 30F (2289.395695 sec): 3 clusters Score: Raw -217512.918889 + Penalty 1491.223262 = -216021.695628 nChanged 0 Trying to split cluster 26 (17528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2289.425043 sec): 2 clusters Score: Raw -1491006.313597 + Penalty 928.297714 = -1490078.015883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2289.458794 sec): 3 clusters Score: Raw -1480149.534106 + Penalty 1856.595427 = -1478292.938678 nChanged 8064 SP:Iteration 1F (2289.490800 sec): 3 clusters Score: Raw -1484807.896337 + Penalty 1856.595427 = -1482951.300910 nChanged 933 SP:Iteration 2F (2289.522690 sec): 3 clusters Score: Raw -1485180.588472 + Penalty 1856.595427 = -1483323.993044 nChanged 919 SP:Iteration 3F (2289.554597 sec): 3 clusters Score: Raw -1485566.856889 + Penalty 1856.595427 = -1483710.261461 nChanged 921 SP:Iteration 4F (2289.586486 sec): 3 clusters Score: Raw -1486043.553751 + Penalty 1856.595427 = -1484186.958324 nChanged 939 SP:Iteration 5F (2289.618339 sec): 3 clusters Score: Raw -1486603.633831 + Penalty 1856.595427 = -1484747.038403 nChanged 963 SP:Iteration 6F (2289.650245 sec): 3 clusters Score: Raw -1487241.602974 + Penalty 1856.595427 = -1485385.007547 nChanged 937 SP:Iteration 7F (2289.682028 sec): 3 clusters Score: Raw -1487956.670305 + Penalty 1856.595427 = -1486100.074877 nChanged 838 SP:Iteration 8Q (2289.714291 sec): 3 clusters Score: Raw -1488643.430233 + Penalty 1856.595427 = -1486786.834806 nChanged 735 SP:Iteration 9Q (2289.745954 sec): 3 clusters Score: Raw -1489195.134473 + Penalty 1856.595427 = -1487338.539045 nChanged 519 SP:Iteration 10Q (2289.776954 sec): 3 clusters Score: Raw -1489508.658432 + Penalty 1856.595427 = -1487652.063004 nChanged 377 SP:Iteration 11Q (2289.807258 sec): 3 clusters Score: Raw -1489693.757693 + Penalty 1856.595427 = -1487837.162265 nChanged 310 SP:Iteration 12Q (2289.837528 sec): 3 clusters Score: Raw -1489842.229104 + Penalty 1856.595427 = -1487985.633676 nChanged 261 SP:Iteration 13Q (2289.867230 sec): 3 clusters Score: Raw -1489981.431253 + Penalty 1856.595427 = -1488124.835826 nChanged 241 SP:Iteration 14Q (2289.897061 sec): 3 clusters Score: Raw -1490121.962817 + Penalty 1856.595427 = -1488265.367390 nChanged 208 SP:Iteration 15Q (2289.926455 sec): 3 clusters Score: Raw -1490257.811880 + Penalty 1856.595427 = -1488401.216452 nChanged 214 SP:Iteration 16Q (2289.955746 sec): 3 clusters Score: Raw -1490429.824540 + Penalty 1856.595427 = -1488573.229113 nChanged 219 SP:Iteration 17Q (2289.984782 sec): 3 clusters Score: Raw -1490622.539132 + Penalty 1856.595427 = -1488765.943705 nChanged 195 SP:Iteration 18Q (2290.013793 sec): 3 clusters Score: Raw -1490778.970309 + Penalty 1856.595427 = -1488922.374882 nChanged 168 SP:Iteration 19Q (2290.042165 sec): 3 clusters Score: Raw -1490880.889926 + Penalty 1856.595427 = -1489024.294498 nChanged 139 SP:Iteration 20F (2290.074188 sec): 3 clusters Score: Raw -1490954.779349 + Penalty 1856.595427 = -1489098.183922 nChanged 95 SP:Iteration 21Q (2290.102478 sec): 3 clusters Score: Raw -1490989.305702 + Penalty 1856.595427 = -1489132.710275 nChanged 65 SP:Iteration 22Q (2290.158530 sec): 3 clusters Score: Raw -1491011.884533 + Penalty 1856.595427 = -1489155.289106 nChanged 56 SP:Iteration 23Q (2290.185977 sec): 3 clusters Score: Raw -1491031.363950 + Penalty 1856.595427 = -1489174.768523 nChanged 60 SP:Iteration 24Q (2290.214124 sec): 3 clusters Score: Raw -1491053.626571 + Penalty 1856.595427 = -1489197.031143 nChanged 56 SP:Iteration 25Q (2290.242288 sec): 3 clusters Score: Raw -1491072.737302 + Penalty 1856.595427 = -1489216.141875 nChanged 50 SP:Iteration 26Q (2290.270441 sec): 3 clusters Score: Raw -1491088.254733 + Penalty 1856.595427 = -1489231.659306 nChanged 52 SP:Iteration 27Q (2290.298599 sec): 3 clusters Score: Raw -1491102.931058 + Penalty 1856.595427 = -1489246.335631 nChanged 42 SP:Iteration 28Q (2290.326642 sec): 3 clusters Score: Raw -1491114.185584 + Penalty 1856.595427 = -1489257.590156 nChanged 27 SP:Iteration 29Q (2290.354744 sec): 3 clusters Score: Raw -1491119.961606 + Penalty 1856.595427 = -1489263.366179 nChanged 23 SP:Iteration 30Q (2290.382736 sec): 3 clusters Score: Raw -1491124.942068 + Penalty 1856.595427 = -1489268.346640 nChanged 22 SP:Iteration 31Q (2290.410631 sec): 3 clusters Score: Raw -1491129.281680 + Penalty 1856.595427 = -1489272.686253 nChanged 15 SP:Iteration 32Q (2290.438753 sec): 3 clusters Score: Raw -1491131.173562 + Penalty 1856.595427 = -1489274.578134 nChanged 10 SP:Iteration 33Q (2290.466579 sec): 3 clusters Score: Raw -1491132.796102 + Penalty 1856.595427 = -1489276.200675 nChanged 7 SP:Iteration 34Q (2290.494628 sec): 3 clusters Score: Raw -1491133.960322 + Penalty 1856.595427 = -1489277.364894 nChanged 10 SP:Iteration 35Q (2290.522855 sec): 3 clusters Score: Raw -1491135.460523 + Penalty 1856.595427 = -1489278.865096 nChanged 10 SP:Iteration 36Q (2290.550899 sec): 3 clusters Score: Raw -1491136.853251 + Penalty 1856.595427 = -1489280.257823 nChanged 3 SP:Iteration 37Q (2290.578775 sec): 3 clusters Score: Raw -1491137.159477 + Penalty 1856.595427 = -1489280.564049 nChanged 1 SP:Iteration 38Q (2290.606688 sec): 3 clusters Score: Raw -1491137.253367 + Penalty 1856.595427 = -1489280.657940 nChanged 3 SP:Iteration 39Q (2290.634841 sec): 3 clusters Score: Raw -1491137.535723 + Penalty 1856.595427 = -1489280.940295 nChanged 3 SP:Iteration 40F (2290.666747 sec): 3 clusters Score: Raw -1491137.858565 + Penalty 1856.595427 = -1489281.263138 nChanged 4 SP:Iteration 41Q (2290.694840 sec): 3 clusters Score: Raw -1491138.321478 + Penalty 1856.595427 = -1489281.726051 nChanged 3 SP:Iteration 42Q (2290.722857 sec): 3 clusters Score: Raw -1491138.729202 + Penalty 1856.595427 = -1489282.133775 nChanged 5 SP:Iteration 43Q (2290.751036 sec): 3 clusters Score: Raw -1491139.648039 + Penalty 1856.595427 = -1489283.052612 nChanged 6 SP:Iteration 44Q (2290.779017 sec): 3 clusters Score: Raw -1491140.555186 + Penalty 1856.595427 = -1489283.959759 nChanged 6 SP:Iteration 45Q (2290.807237 sec): 3 clusters Score: Raw -1491141.292511 + Penalty 1856.595427 = -1489284.697084 nChanged 7 SP:Iteration 46Q (2290.835311 sec): 3 clusters Score: Raw -1491142.915533 + Penalty 1856.595427 = -1489286.320105 nChanged 5 SP:Iteration 47Q (2290.863343 sec): 3 clusters Score: Raw -1491143.360189 + Penalty 1856.595427 = -1489286.764762 nChanged 3 SP:Iteration 48Q (2290.891447 sec): 3 clusters Score: Raw -1491143.610588 + Penalty 1856.595427 = -1489287.015161 nChanged 0 SP:Iteration 49F (2290.923338 sec): 3 clusters Score: Raw -1491143.610588 + Penalty 1856.595427 = -1489287.015161 nChanged 0 Trying to split cluster 27 (29533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2290.962725 sec): 2 clusters Score: Raw -2617966.753714 + Penalty 977.860038 = -2616988.893676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2291.010676 sec): 3 clusters Score: Raw -2599154.983087 + Penalty 1955.720077 = -2597199.263010 nChanged 13849 SP:Iteration 1F (2291.055139 sec): 3 clusters Score: Raw -2607164.947830 + Penalty 1955.720077 = -2605209.227754 nChanged 1341 SP:Iteration 2Q (2291.101169 sec): 3 clusters Score: Raw -2607585.481569 + Penalty 1955.720077 = -2605629.761493 nChanged 1293 SP:Iteration 3Q (2291.146945 sec): 3 clusters Score: Raw -2608047.478454 + Penalty 1955.720077 = -2606091.758377 nChanged 1380 SP:Iteration 4Q (2291.192724 sec): 3 clusters Score: Raw -2608656.270085 + Penalty 1955.720077 = -2606700.550009 nChanged 1497 SP:Iteration 5F (2291.237128 sec): 3 clusters Score: Raw -2609574.417345 + Penalty 1955.720077 = -2607618.697268 nChanged 1687 SP:Iteration 6F (2291.281913 sec): 3 clusters Score: Raw -2610948.658034 + Penalty 1955.720077 = -2608992.937957 nChanged 1694 SP:Iteration 7F (2291.327377 sec): 3 clusters Score: Raw -2612611.514724 + Penalty 1955.720077 = -2610655.794647 nChanged 1594 SP:Iteration 8F (2291.371866 sec): 3 clusters Score: Raw -2614121.654559 + Penalty 1955.720077 = -2612165.934482 nChanged 1381 SP:Iteration 9Q (2291.416596 sec): 3 clusters Score: Raw -2615259.285945 + Penalty 1955.720077 = -2613303.565868 nChanged 1115 SP:Iteration 10Q (2291.459451 sec): 3 clusters Score: Raw -2615992.530291 + Penalty 1955.720077 = -2614036.810214 nChanged 805 SP:Iteration 11Q (2291.501487 sec): 3 clusters Score: Raw -2616413.039455 + Penalty 1955.720077 = -2614457.319379 nChanged 585 SP:Iteration 12Q (2291.542789 sec): 3 clusters Score: Raw -2616676.928870 + Penalty 1955.720077 = -2614721.208793 nChanged 436 SP:Iteration 13Q (2291.583841 sec): 3 clusters Score: Raw -2616852.362599 + Penalty 1955.720077 = -2614896.642523 nChanged 383 SP:Iteration 14Q (2291.624513 sec): 3 clusters Score: Raw -2616998.377745 + Penalty 1955.720077 = -2615042.657668 nChanged 337 SP:Iteration 15Q (2291.664918 sec): 3 clusters Score: Raw -2617120.907003 + Penalty 1955.720077 = -2615165.186926 nChanged 294 SP:Iteration 16Q (2291.705539 sec): 3 clusters Score: Raw -2617224.751397 + Penalty 1955.720077 = -2615269.031321 nChanged 275 SP:Iteration 17Q (2291.746203 sec): 3 clusters Score: Raw -2617319.370341 + Penalty 1955.720077 = -2615363.650264 nChanged 267 SP:Iteration 18Q (2291.786102 sec): 3 clusters Score: Raw -2617416.673974 + Penalty 1955.720077 = -2615460.953897 nChanged 258 SP:Iteration 19Q (2291.863226 sec): 3 clusters Score: Raw -2617516.489947 + Penalty 1955.720077 = -2615560.769870 nChanged 279 SP:Iteration 20F (2291.907145 sec): 3 clusters Score: Raw -2617624.105311 + Penalty 1955.720077 = -2615668.385234 nChanged 251 SP:Iteration 21Q (2291.946251 sec): 3 clusters Score: Raw -2617715.256719 + Penalty 1955.720077 = -2615759.536643 nChanged 250 SP:Iteration 22Q (2291.985671 sec): 3 clusters Score: Raw -2617804.905574 + Penalty 1955.720077 = -2615849.185498 nChanged 239 SP:Iteration 23Q (2292.024779 sec): 3 clusters Score: Raw -2617883.883004 + Penalty 1955.720077 = -2615928.162927 nChanged 196 SP:Iteration 24Q (2292.063918 sec): 3 clusters Score: Raw -2617947.191213 + Penalty 1955.720077 = -2615991.471136 nChanged 179 SP:Iteration 25Q (2292.102954 sec): 3 clusters Score: Raw -2618005.540415 + Penalty 1955.720077 = -2616049.820338 nChanged 153 SP:Iteration 26Q (2292.141552 sec): 3 clusters Score: Raw -2618051.158319 + Penalty 1955.720077 = -2616095.438242 nChanged 127 SP:Iteration 27Q (2292.180308 sec): 3 clusters Score: Raw -2618091.764544 + Penalty 1955.720077 = -2616136.044467 nChanged 110 SP:Iteration 28Q (2292.218813 sec): 3 clusters Score: Raw -2618129.563887 + Penalty 1955.720077 = -2616173.843811 nChanged 107 SP:Iteration 29Q (2292.257244 sec): 3 clusters Score: Raw -2618166.490411 + Penalty 1955.720077 = -2616210.770334 nChanged 90 SP:Iteration 30Q (2292.295571 sec): 3 clusters Score: Raw -2618194.820703 + Penalty 1955.720077 = -2616239.100627 nChanged 70 SP:Iteration 31Q (2292.333848 sec): 3 clusters Score: Raw -2618213.251202 + Penalty 1955.720077 = -2616257.531125 nChanged 79 SP:Iteration 32Q (2292.372261 sec): 3 clusters Score: Raw -2618233.699267 + Penalty 1955.720077 = -2616277.979191 nChanged 58 SP:Iteration 33Q (2292.410387 sec): 3 clusters Score: Raw -2618250.088381 + Penalty 1955.720077 = -2616294.368305 nChanged 55 SP:Iteration 34Q (2292.448534 sec): 3 clusters Score: Raw -2618264.701864 + Penalty 1955.720077 = -2616308.981788 nChanged 49 SP:Iteration 35Q (2292.486729 sec): 3 clusters Score: Raw -2618275.277527 + Penalty 1955.720077 = -2616319.557450 nChanged 53 SP:Iteration 36Q (2292.525022 sec): 3 clusters Score: Raw -2618287.615404 + Penalty 1955.720077 = -2616331.895328 nChanged 55 SP:Iteration 37Q (2292.562977 sec): 3 clusters Score: Raw -2618301.050908 + Penalty 1955.720077 = -2616345.330831 nChanged 38 SP:Iteration 38Q (2292.600859 sec): 3 clusters Score: Raw -2618311.554084 + Penalty 1955.720077 = -2616355.834007 nChanged 43 SP:Iteration 39Q (2292.638877 sec): 3 clusters Score: Raw -2618322.825155 + Penalty 1955.720077 = -2616367.105078 nChanged 37 SP:Iteration 40F (2292.683067 sec): 3 clusters Score: Raw -2618331.450428 + Penalty 1955.720077 = -2616375.730351 nChanged 35 SP:Iteration 41Q (2292.721585 sec): 3 clusters Score: Raw -2618340.184841 + Penalty 1955.720077 = -2616384.464764 nChanged 27 SP:Iteration 42Q (2292.759467 sec): 3 clusters Score: Raw -2618345.356492 + Penalty 1955.720077 = -2616389.636415 nChanged 25 SP:Iteration 43Q (2292.797241 sec): 3 clusters Score: Raw -2618349.888274 + Penalty 1955.720077 = -2616394.168198 nChanged 20 SP:Iteration 44Q (2292.835232 sec): 3 clusters Score: Raw -2618353.272222 + Penalty 1955.720077 = -2616397.552145 nChanged 20 SP:Iteration 45Q (2292.873233 sec): 3 clusters Score: Raw -2618357.482855 + Penalty 1955.720077 = -2616401.762778 nChanged 17 SP:Iteration 46Q (2292.911009 sec): 3 clusters Score: Raw -2618361.849955 + Penalty 1955.720077 = -2616406.129878 nChanged 29 SP:Iteration 47Q (2292.948953 sec): 3 clusters Score: Raw -2618368.256476 + Penalty 1955.720077 = -2616412.536400 nChanged 21 SP:Iteration 48Q (2292.986821 sec): 3 clusters Score: Raw -2618373.290864 + Penalty 1955.720077 = -2616417.570787 nChanged 18 SP:Iteration 49Q (2293.024583 sec): 3 clusters Score: Raw -2618376.837643 + Penalty 1955.720077 = -2616421.117566 nChanged 12 SP:Iteration 50Q (2293.062349 sec): 3 clusters Score: Raw -2618380.326399 + Penalty 1955.720077 = -2616424.606322 nChanged 16 SP:Iteration 51Q (2293.100259 sec): 3 clusters Score: Raw -2618383.235757 + Penalty 1955.720077 = -2616427.515680 nChanged 8 SP:Iteration 52Q (2293.137937 sec): 3 clusters Score: Raw -2618384.771257 + Penalty 1955.720077 = -2616429.051181 nChanged 7 SP:Iteration 53Q (2293.175675 sec): 3 clusters Score: Raw -2618386.432035 + Penalty 1955.720077 = -2616430.711959 nChanged 8 SP:Iteration 54Q (2293.213424 sec): 3 clusters Score: Raw -2618387.774153 + Penalty 1955.720077 = -2616432.054076 nChanged 8 SP:Iteration 55Q (2293.251318 sec): 3 clusters Score: Raw -2618389.172559 + Penalty 1955.720077 = -2616433.452483 nChanged 6 SP:Iteration 56Q (2293.289030 sec): 3 clusters Score: Raw -2618390.051549 + Penalty 1955.720077 = -2616434.331472 nChanged 4 SP:Iteration 57Q (2293.326788 sec): 3 clusters Score: Raw -2618390.830762 + Penalty 1955.720077 = -2616435.110685 nChanged 5 SP:Iteration 58Q (2293.364744 sec): 3 clusters Score: Raw -2618391.935571 + Penalty 1955.720077 = -2616436.215495 nChanged 5 SP:Iteration 59Q (2293.402448 sec): 3 clusters Score: Raw -2618393.256343 + Penalty 1955.720077 = -2616437.536266 nChanged 8 SP:Iteration 60F (2293.446822 sec): 3 clusters Score: Raw -2618395.301791 + Penalty 1955.720077 = -2616439.581714 nChanged 12 SP:Iteration 61Q (2293.484926 sec): 3 clusters Score: Raw -2618398.085837 + Penalty 1955.720077 = -2616442.365760 nChanged 11 SP:Iteration 62Q (2293.522511 sec): 3 clusters Score: Raw -2618401.162099 + Penalty 1955.720077 = -2616445.442023 nChanged 14 SP:Iteration 63Q (2293.560239 sec): 3 clusters Score: Raw -2618405.904424 + Penalty 1955.720077 = -2616450.184347 nChanged 16 SP:Iteration 64Q (2293.598264 sec): 3 clusters Score: Raw -2618409.693157 + Penalty 1955.720077 = -2616453.973081 nChanged 15 SP:Iteration 65Q (2293.635795 sec): 3 clusters Score: Raw -2618414.945503 + Penalty 1955.720077 = -2616459.225426 nChanged 13 SP:Iteration 66Q (2293.673541 sec): 3 clusters Score: Raw -2618418.770434 + Penalty 1955.720077 = -2616463.050357 nChanged 18 SP:Iteration 67Q (2293.711543 sec): 3 clusters Score: Raw -2618424.425017 + Penalty 1955.720077 = -2616468.704941 nChanged 18 SP:Iteration 68Q (2293.749327 sec): 3 clusters Score: Raw -2618428.901377 + Penalty 1955.720077 = -2616473.181300 nChanged 15 SP:Iteration 69Q (2293.787288 sec): 3 clusters Score: Raw -2618432.902804 + Penalty 1955.720077 = -2616477.182727 nChanged 12 SP:Iteration 70Q (2293.825299 sec): 3 clusters Score: Raw -2618435.672980 + Penalty 1955.720077 = -2616479.952903 nChanged 13 SP:Iteration 71Q (2293.863203 sec): 3 clusters Score: Raw -2618437.826702 + Penalty 1955.720077 = -2616482.106625 nChanged 4 SP:Iteration 72Q (2293.900900 sec): 3 clusters Score: Raw -2618438.683484 + Penalty 1955.720077 = -2616482.963407 nChanged 5 SP:Iteration 73Q (2293.938740 sec): 3 clusters Score: Raw -2618439.815708 + Penalty 1955.720077 = -2616484.095631 nChanged 4 SP:Iteration 74Q (2293.976635 sec): 3 clusters Score: Raw -2618440.684886 + Penalty 1955.720077 = -2616484.964809 nChanged 6 SP:Iteration 75Q (2294.014295 sec): 3 clusters Score: Raw -2618442.021345 + Penalty 1955.720077 = -2616486.301268 nChanged 6 SP:Iteration 76Q (2294.052068 sec): 3 clusters Score: Raw -2618443.122067 + Penalty 1955.720077 = -2616487.401990 nChanged 8 SP:Iteration 77Q (2294.090006 sec): 3 clusters Score: Raw -2618444.301746 + Penalty 1955.720077 = -2616488.581669 nChanged 4 SP:Iteration 78Q (2294.127430 sec): 3 clusters Score: Raw -2618444.580552 + Penalty 1955.720077 = -2616488.860476 nChanged 2 SP:Iteration 79Q (2294.165102 sec): 3 clusters Score: Raw -2618444.825795 + Penalty 1955.720077 = -2616489.105718 nChanged 1 SP:Iteration 80F (2294.209631 sec): 3 clusters Score: Raw -2618444.976425 + Penalty 1955.720077 = -2616489.256348 nChanged 1 SP:Iteration 81Q (2294.247631 sec): 3 clusters Score: Raw -2618445.076017 + Penalty 1955.720077 = -2616489.355941 nChanged 0 SP:Iteration 82F (2294.291926 sec): 3 clusters Score: Raw -2618445.076017 + Penalty 1955.720077 = -2616489.355941 nChanged 0 Trying to split cluster 28 (4176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2294.307078 sec): 2 clusters Score: Raw -359716.460524 + Penalty 792.025367 = -358924.435157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2294.323074 sec): 3 clusters Score: Raw -357462.077418 + Penalty 1584.050735 = -355878.026683 nChanged 1756 SP:Iteration 1F (2294.337938 sec): 3 clusters Score: Raw -358527.351819 + Penalty 1584.050735 = -356943.301085 nChanged 348 SP:Iteration 2F (2294.352842 sec): 3 clusters Score: Raw -358743.120254 + Penalty 1584.050735 = -357159.069519 nChanged 268 SP:Iteration 3F (2294.367725 sec): 3 clusters Score: Raw -358886.999307 + Penalty 1584.050735 = -357302.948572 nChanged 214 SP:Iteration 4F (2294.382602 sec): 3 clusters Score: Raw -359005.180635 + Penalty 1584.050735 = -357421.129900 nChanged 184 SP:Iteration 5Q (2294.397388 sec): 3 clusters Score: Raw -359100.369251 + Penalty 1584.050735 = -357516.318517 nChanged 190 SP:Iteration 6Q (2294.412259 sec): 3 clusters Score: Raw -359222.450839 + Penalty 1584.050735 = -357638.400104 nChanged 172 SP:Iteration 7Q (2294.426968 sec): 3 clusters Score: Raw -359348.496417 + Penalty 1584.050735 = -357764.445683 nChanged 177 SP:Iteration 8Q (2294.441652 sec): 3 clusters Score: Raw -359462.764275 + Penalty 1584.050735 = -357878.713540 nChanged 168 SP:Iteration 9Q (2294.456245 sec): 3 clusters Score: Raw -359561.852834 + Penalty 1584.050735 = -357977.802100 nChanged 133 SP:Iteration 10Q (2294.470955 sec): 3 clusters Score: Raw -359629.944900 + Penalty 1584.050735 = -358045.894165 nChanged 106 SP:Iteration 11Q (2294.485579 sec): 3 clusters Score: Raw -359683.059647 + Penalty 1584.050735 = -358099.008913 nChanged 85 SP:Iteration 12Q (2294.500363 sec): 3 clusters Score: Raw -359729.079115 + Penalty 1584.050735 = -358145.028380 nChanged 71 SP:Iteration 13Q (2294.514948 sec): 3 clusters Score: Raw -359763.171778 + Penalty 1584.050735 = -358179.121043 nChanged 57 SP:Iteration 14Q (2294.529682 sec): 3 clusters Score: Raw -359789.287942 + Penalty 1584.050735 = -358205.237207 nChanged 39 SP:Iteration 15Q (2294.544246 sec): 3 clusters Score: Raw -359804.783802 + Penalty 1584.050735 = -358220.733068 nChanged 30 SP:Iteration 16Q (2294.558878 sec): 3 clusters Score: Raw -359815.742692 + Penalty 1584.050735 = -358231.691957 nChanged 22 SP:Iteration 17Q (2294.573498 sec): 3 clusters Score: Raw -359823.156270 + Penalty 1584.050735 = -358239.105535 nChanged 16 SP:Iteration 18Q (2294.588004 sec): 3 clusters Score: Raw -359827.658538 + Penalty 1584.050735 = -358243.607803 nChanged 17 SP:Iteration 19Q (2294.602455 sec): 3 clusters Score: Raw -359833.979788 + Penalty 1584.050735 = -358249.929054 nChanged 23 SP:Iteration 20F (2294.617241 sec): 3 clusters Score: Raw -359842.000525 + Penalty 1584.050735 = -358257.949790 nChanged 20 SP:Iteration 21Q (2294.631846 sec): 3 clusters Score: Raw -359847.458540 + Penalty 1584.050735 = -358263.407805 nChanged 12 SP:Iteration 22Q (2294.646269 sec): 3 clusters Score: Raw -359851.108271 + Penalty 1584.050735 = -358267.057537 nChanged 12 SP:Iteration 23Q (2294.660842 sec): 3 clusters Score: Raw -359854.011553 + Penalty 1584.050735 = -358269.960818 nChanged 12 SP:Iteration 24Q (2294.675270 sec): 3 clusters Score: Raw -359857.165131 + Penalty 1584.050735 = -358273.114396 nChanged 17 SP:Iteration 25Q (2294.689878 sec): 3 clusters Score: Raw -359861.763048 + Penalty 1584.050735 = -358277.712314 nChanged 9 SP:Iteration 26Q (2294.704254 sec): 3 clusters Score: Raw -359863.478556 + Penalty 1584.050735 = -358279.427821 nChanged 7 SP:Iteration 27Q (2294.718845 sec): 3 clusters Score: Raw -359865.613941 + Penalty 1584.050735 = -358281.563206 nChanged 7 SP:Iteration 28Q (2294.733381 sec): 3 clusters Score: Raw -359868.585599 + Penalty 1584.050735 = -358284.534864 nChanged 8 SP:Iteration 29Q (2294.747800 sec): 3 clusters Score: Raw -359870.469097 + Penalty 1584.050735 = -358286.418363 nChanged 5 SP:Iteration 30Q (2294.762259 sec): 3 clusters Score: Raw -359871.646559 + Penalty 1584.050735 = -358287.595825 nChanged 7 SP:Iteration 31Q (2294.776819 sec): 3 clusters Score: Raw -359873.166046 + Penalty 1584.050735 = -358289.115311 nChanged 2 SP:Iteration 32Q (2294.791365 sec): 3 clusters Score: Raw -359873.787724 + Penalty 1584.050735 = -358289.736989 nChanged 3 SP:Iteration 33Q (2294.805806 sec): 3 clusters Score: Raw -359874.427979 + Penalty 1584.050735 = -358290.377245 nChanged 1 SP:Iteration 34Q (2294.820147 sec): 3 clusters Score: Raw -359874.752119 + Penalty 1584.050735 = -358290.701384 nChanged 4 SP:Iteration 35Q (2294.834665 sec): 3 clusters Score: Raw -359875.675603 + Penalty 1584.050735 = -358291.624868 nChanged 3 SP:Iteration 36Q (2294.849090 sec): 3 clusters Score: Raw -359876.224481 + Penalty 1584.050735 = -358292.173746 nChanged 3 SP:Iteration 37Q (2294.863473 sec): 3 clusters Score: Raw -359876.984961 + Penalty 1584.050735 = -358292.934227 nChanged 3 SP:Iteration 38Q (2294.878030 sec): 3 clusters Score: Raw -359878.131599 + Penalty 1584.050735 = -358294.080864 nChanged 2 SP:Iteration 39Q (2294.892487 sec): 3 clusters Score: Raw -359879.192124 + Penalty 1584.050735 = -358295.141390 nChanged 3 SP:Iteration 40F (2294.907286 sec): 3 clusters Score: Raw -359879.727260 + Penalty 1584.050735 = -358295.676525 nChanged 1 SP:Iteration 41Q (2294.921792 sec): 3 clusters Score: Raw -359879.806739 + Penalty 1584.050735 = -358295.756004 nChanged 0 SP:Iteration 42F (2294.936461 sec): 3 clusters Score: Raw -359879.806739 + Penalty 1584.050735 = -358295.756004 nChanged 0 Trying to split cluster 29 (937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2294.951054 sec): 2 clusters Score: Raw -63876.046081 + Penalty 650.054912 = -63225.991169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2294.955338 sec): 3 clusters Score: Raw -63606.463535 + Penalty 1300.109824 = -62306.353711 nChanged 355 SP:Iteration 1F (2294.959139 sec): 3 clusters Score: Raw -63927.230154 + Penalty 1300.109824 = -62627.120331 nChanged 82 SP:Iteration 2F (2294.963044 sec): 3 clusters Score: Raw -64022.396989 + Penalty 1300.109824 = -62722.287165 nChanged 54 SP:Iteration 3F (2294.966946 sec): 3 clusters Score: Raw -64100.819387 + Penalty 1300.109824 = -62800.709564 nChanged 58 SP:Iteration 4F (2294.970880 sec): 3 clusters Score: Raw -64196.562537 + Penalty 1300.109824 = -62896.452713 nChanged 68 SP:Iteration 5F (2294.974710 sec): 3 clusters Score: Raw -64344.089386 + Penalty 1300.109824 = -63043.979562 nChanged 72 SP:Iteration 6F (2294.978762 sec): 3 clusters Score: Raw -64564.282875 + Penalty 1300.109824 = -63264.173051 nChanged 54 SP:Iteration 7F (2294.982655 sec): 3 clusters Score: Raw -64818.685710 + Penalty 1300.109824 = -63518.575886 nChanged 43 SP:Iteration 8Q (2294.986396 sec): 3 clusters Score: Raw -64928.555914 + Penalty 1300.109824 = -63628.446090 nChanged 13 SP:Iteration 9Q (2294.990080 sec): 3 clusters Score: Raw -64964.948463 + Penalty 1300.109824 = -63664.838639 nChanged 11 SP:Iteration 10Q (2294.993729 sec): 3 clusters Score: Raw -65007.132409 + Penalty 1300.109824 = -63707.022585 nChanged 7 SP:Iteration 11Q (2294.997396 sec): 3 clusters Score: Raw -65019.446462 + Penalty 1300.109824 = -63719.336638 nChanged 2 SP:Iteration 12Q (2295.001083 sec): 3 clusters Score: Raw -65022.240589 + Penalty 1300.109824 = -63722.130765 nChanged 1 SP:Iteration 13Q (2295.004712 sec): 3 clusters Score: Raw -65023.999269 + Penalty 1300.109824 = -63723.889446 nChanged 2 SP:Iteration 14Q (2295.008326 sec): 3 clusters Score: Raw -65026.376015 + Penalty 1300.109824 = -63726.266191 nChanged 0 SP:Iteration 15F (2295.012138 sec): 3 clusters Score: Raw -65026.376015 + Penalty 1300.109824 = -63726.266191 nChanged 0 Score: Raw -69584125.108468 + Penalty 59620.935958 = -69524504.172510 Splitting cluster 29 changes total score from -69524638.306571 to -69524504.172510 So it's not getting split. Trying to split cluster 30 (6964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.665707 sec): 2 clusters Score: Raw -572314.491425 + Penalty 840.608384 = -571473.883041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.687732 sec): 3 clusters Score: Raw -568334.495955 + Penalty 1681.216767 = -566653.279187 nChanged 3026 SP:Iteration 1F (2312.709004 sec): 3 clusters Score: Raw -570052.871894 + Penalty 1681.216767 = -568371.655126 nChanged 484 SP:Iteration 2F (2312.730394 sec): 3 clusters Score: Raw -570472.921300 + Penalty 1681.216767 = -568791.704533 nChanged 466 SP:Iteration 3F (2312.751406 sec): 3 clusters Score: Raw -570895.802886 + Penalty 1681.216767 = -569214.586119 nChanged 490 SP:Iteration 4F (2312.772789 sec): 3 clusters Score: Raw -571287.077615 + Penalty 1681.216767 = -569605.860847 nChanged 436 SP:Iteration 5F (2312.793967 sec): 3 clusters Score: Raw -571611.118990 + Penalty 1681.216767 = -569929.902223 nChanged 406 SP:Iteration 6F (2312.815190 sec): 3 clusters Score: Raw -571854.483467 + Penalty 1681.216767 = -570173.266700 nChanged 334 SP:Iteration 7Q (2312.836007 sec): 3 clusters Score: Raw -572029.084799 + Penalty 1681.216767 = -570347.868032 nChanged 254 SP:Iteration 8Q (2312.856799 sec): 3 clusters Score: Raw -572144.255346 + Penalty 1681.216767 = -570463.038579 nChanged 208 SP:Iteration 9Q (2312.877443 sec): 3 clusters Score: Raw -572237.883145 + Penalty 1681.216767 = -570556.666378 nChanged 176 SP:Iteration 10Q (2312.898516 sec): 3 clusters Score: Raw -572300.223133 + Penalty 1681.216767 = -570619.006366 nChanged 132 SP:Iteration 11Q (2312.919209 sec): 3 clusters Score: Raw -572340.305701 + Penalty 1681.216767 = -570659.088934 nChanged 91 SP:Iteration 12Q (2312.939796 sec): 3 clusters Score: Raw -572370.106591 + Penalty 1681.216767 = -570688.889824 nChanged 98 SP:Iteration 13Q (2312.960590 sec): 3 clusters Score: Raw -572403.702888 + Penalty 1681.216767 = -570722.486121 nChanged 91 SP:Iteration 14Q (2312.981106 sec): 3 clusters Score: Raw -572433.783835 + Penalty 1681.216767 = -570752.567068 nChanged 77 SP:Iteration 15Q (2313.002075 sec): 3 clusters Score: Raw -572457.193345 + Penalty 1681.216767 = -570775.976578 nChanged 71 SP:Iteration 16Q (2313.022791 sec): 3 clusters Score: Raw -572475.939083 + Penalty 1681.216767 = -570794.722316 nChanged 65 SP:Iteration 17Q (2313.043477 sec): 3 clusters Score: Raw -572490.403773 + Penalty 1681.216767 = -570809.187006 nChanged 52 SP:Iteration 18Q (2313.064322 sec): 3 clusters Score: Raw -572501.073804 + Penalty 1681.216767 = -570819.857037 nChanged 49 SP:Iteration 19Q (2313.095335 sec): 3 clusters Score: Raw -572510.305904 + Penalty 1681.216767 = -570829.089137 nChanged 54 SP:Iteration 20F (2313.116614 sec): 3 clusters Score: Raw -572521.244998 + Penalty 1681.216767 = -570840.028231 nChanged 54 SP:Iteration 21Q (2313.137511 sec): 3 clusters Score: Raw -572532.491927 + Penalty 1681.216767 = -570851.275160 nChanged 54 SP:Iteration 22Q (2313.157967 sec): 3 clusters Score: Raw -572541.756980 + Penalty 1681.216767 = -570860.540213 nChanged 36 SP:Iteration 23Q (2313.178562 sec): 3 clusters Score: Raw -572548.324274 + Penalty 1681.216767 = -570867.107507 nChanged 38 SP:Iteration 24Q (2313.199240 sec): 3 clusters Score: Raw -572555.789453 + Penalty 1681.216767 = -570874.572686 nChanged 28 SP:Iteration 25Q (2313.219776 sec): 3 clusters Score: Raw -572559.465401 + Penalty 1681.216767 = -570878.248633 nChanged 21 SP:Iteration 26Q (2313.240390 sec): 3 clusters Score: Raw -572562.314825 + Penalty 1681.216767 = -570881.098057 nChanged 21 SP:Iteration 27Q (2313.260995 sec): 3 clusters Score: Raw -572565.654394 + Penalty 1681.216767 = -570884.437627 nChanged 24 SP:Iteration 28Q (2313.281272 sec): 3 clusters Score: Raw -572569.315033 + Penalty 1681.216767 = -570888.098266 nChanged 26 SP:Iteration 29Q (2313.301953 sec): 3 clusters Score: Raw -572573.183609 + Penalty 1681.216767 = -570891.966842 nChanged 26 SP:Iteration 30Q (2313.322619 sec): 3 clusters Score: Raw -572577.078921 + Penalty 1681.216767 = -570895.862154 nChanged 20 SP:Iteration 31Q (2313.343503 sec): 3 clusters Score: Raw -572579.474271 + Penalty 1681.216767 = -570898.257504 nChanged 15 SP:Iteration 32Q (2313.376888 sec): 3 clusters Score: Raw -572581.734860 + Penalty 1681.216767 = -570900.518092 nChanged 18 SP:Iteration 33Q (2313.435010 sec): 3 clusters Score: Raw -572584.060598 + Penalty 1681.216767 = -570902.843831 nChanged 20 SP:Iteration 34Q (2313.492776 sec): 3 clusters Score: Raw -572586.581264 + Penalty 1681.216767 = -570905.364497 nChanged 14 SP:Iteration 35Q (2313.544355 sec): 3 clusters Score: Raw -572587.716368 + Penalty 1681.216767 = -570906.499601 nChanged 8 SP:Iteration 36Q (2313.598890 sec): 3 clusters Score: Raw -572588.871020 + Penalty 1681.216767 = -570907.654252 nChanged 10 SP:Iteration 37Q (2313.644493 sec): 3 clusters Score: Raw -572590.103657 + Penalty 1681.216767 = -570908.886890 nChanged 13 SP:Iteration 38Q (2313.677892 sec): 3 clusters Score: Raw -572591.208171 + Penalty 1681.216767 = -570909.991404 nChanged 9 SP:Iteration 39Q (2313.732317 sec): 3 clusters Score: Raw -572592.097518 + Penalty 1681.216767 = -570910.880751 nChanged 9 SP:Iteration 40F (2313.762528 sec): 3 clusters Score: Raw -572593.827982 + Penalty 1681.216767 = -570912.611215 nChanged 16 SP:Iteration 41Q (2313.783255 sec): 3 clusters Score: Raw -572596.276095 + Penalty 1681.216767 = -570915.059328 nChanged 6 SP:Iteration 42Q (2313.803924 sec): 3 clusters Score: Raw -572596.859043 + Penalty 1681.216767 = -570915.642276 nChanged 8 SP:Iteration 43Q (2313.824655 sec): 3 clusters Score: Raw -572598.146156 + Penalty 1681.216767 = -570916.929388 nChanged 12 SP:Iteration 44Q (2313.845428 sec): 3 clusters Score: Raw -572600.323013 + Penalty 1681.216767 = -570919.106246 nChanged 12 SP:Iteration 45Q (2313.865944 sec): 3 clusters Score: Raw -572601.901629 + Penalty 1681.216767 = -570920.684862 nChanged 11 SP:Iteration 46Q (2313.886563 sec): 3 clusters Score: Raw -572603.533138 + Penalty 1681.216767 = -570922.316371 nChanged 13 SP:Iteration 47Q (2313.907306 sec): 3 clusters Score: Raw -572605.275108 + Penalty 1681.216767 = -570924.058341 nChanged 13 SP:Iteration 48Q (2313.927970 sec): 3 clusters Score: Raw -572607.075639 + Penalty 1681.216767 = -570925.858872 nChanged 14 SP:Iteration 49Q (2313.948471 sec): 3 clusters Score: Raw -572608.993209 + Penalty 1681.216767 = -570927.776442 nChanged 11 SP:Iteration 50Q (2313.968955 sec): 3 clusters Score: Raw -572609.894931 + Penalty 1681.216767 = -570928.678164 nChanged 7 SP:Iteration 51Q (2313.989796 sec): 3 clusters Score: Raw -572610.517071 + Penalty 1681.216767 = -570929.300304 nChanged 7 SP:Iteration 52Q (2314.010228 sec): 3 clusters Score: Raw -572611.110624 + Penalty 1681.216767 = -570929.893856 nChanged 4 SP:Iteration 53Q (2314.030958 sec): 3 clusters Score: Raw -572611.316283 + Penalty 1681.216767 = -570930.099516 nChanged 3 SP:Iteration 54Q (2314.051667 sec): 3 clusters Score: Raw -572611.607246 + Penalty 1681.216767 = -570930.390478 nChanged 3 SP:Iteration 55Q (2314.072164 sec): 3 clusters Score: Raw -572611.934271 + Penalty 1681.216767 = -570930.717503 nChanged 3 SP:Iteration 56Q (2314.092785 sec): 3 clusters Score: Raw -572612.225023 + Penalty 1681.216767 = -570931.008256 nChanged 5 SP:Iteration 57Q (2314.113444 sec): 3 clusters Score: Raw -572612.628556 + Penalty 1681.216767 = -570931.411789 nChanged 4 SP:Iteration 58Q (2314.134140 sec): 3 clusters Score: Raw -572612.845778 + Penalty 1681.216767 = -570931.629011 nChanged 3 SP:Iteration 59Q (2314.154639 sec): 3 clusters Score: Raw -572613.159207 + Penalty 1681.216767 = -570931.942440 nChanged 3 SP:Iteration 60F (2314.175898 sec): 3 clusters Score: Raw -572613.460956 + Penalty 1681.216767 = -570932.244189 nChanged 6 SP:Iteration 61Q (2314.196576 sec): 3 clusters Score: Raw -572613.946757 + Penalty 1681.216767 = -570932.729990 nChanged 2 SP:Iteration 62Q (2314.217062 sec): 3 clusters Score: Raw -572614.156522 + Penalty 1681.216767 = -570932.939755 nChanged 1 SP:Iteration 63Q (2314.237911 sec): 3 clusters Score: Raw -572614.245975 + Penalty 1681.216767 = -570933.029208 nChanged 4 SP:Iteration 64Q (2314.258714 sec): 3 clusters Score: Raw -572614.937258 + Penalty 1681.216767 = -570933.720491 nChanged 10 SP:Iteration 65Q (2314.279486 sec): 3 clusters Score: Raw -572615.899957 + Penalty 1681.216767 = -570934.683189 nChanged 7 SP:Iteration 66Q (2314.299870 sec): 3 clusters Score: Raw -572616.600553 + Penalty 1681.216767 = -570935.383786 nChanged 5 SP:Iteration 67Q (2314.320438 sec): 3 clusters Score: Raw -572617.078458 + Penalty 1681.216767 = -570935.861691 nChanged 3 SP:Iteration 68Q (2314.341181 sec): 3 clusters Score: Raw -572617.526407 + Penalty 1681.216767 = -570936.309640 nChanged 6 SP:Iteration 69Q (2314.361941 sec): 3 clusters Score: Raw -572618.204252 + Penalty 1681.216767 = -570936.987485 nChanged 7 SP:Iteration 70Q (2314.382463 sec): 3 clusters Score: Raw -572619.157344 + Penalty 1681.216767 = -570937.940577 nChanged 7 SP:Iteration 71Q (2314.403225 sec): 3 clusters Score: Raw -572619.876139 + Penalty 1681.216767 = -570938.659372 nChanged 4 SP:Iteration 72Q (2314.423851 sec): 3 clusters Score: Raw -572620.355443 + Penalty 1681.216767 = -570939.138676 nChanged 5 SP:Iteration 73Q (2314.444732 sec): 3 clusters Score: Raw -572620.872576 + Penalty 1681.216767 = -570939.655809 nChanged 3 SP:Iteration 74Q (2314.465473 sec): 3 clusters Score: Raw -572621.122230 + Penalty 1681.216767 = -570939.905463 nChanged 3 SP:Iteration 75Q (2314.486113 sec): 3 clusters Score: Raw -572621.369608 + Penalty 1681.216767 = -570940.152841 nChanged 4 SP:Iteration 76Q (2314.506637 sec): 3 clusters Score: Raw -572621.780502 + Penalty 1681.216767 = -570940.563735 nChanged 3 SP:Iteration 77Q (2314.527223 sec): 3 clusters Score: Raw -572621.975384 + Penalty 1681.216767 = -570940.758616 nChanged 1 SP:Iteration 78Q (2314.547643 sec): 3 clusters Score: Raw -572622.062100 + Penalty 1681.216767 = -570940.845333 nChanged 0 SP:Iteration 79F (2314.568857 sec): 3 clusters Score: Raw -572622.062100 + Penalty 1681.216767 = -570940.845333 nChanged 0 Trying to split cluster 31 (8330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.589458 sec): 2 clusters Score: Raw -710550.661820 + Penalty 857.623780 = -709693.038040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.612897 sec): 3 clusters Score: Raw -705629.111830 + Penalty 1715.247560 = -703913.864271 nChanged 3701 SP:Iteration 1F (2314.635345 sec): 3 clusters Score: Raw -707815.256179 + Penalty 1715.247560 = -706100.008619 nChanged 517 SP:Iteration 2F (2314.657851 sec): 3 clusters Score: Raw -708065.568917 + Penalty 1715.247560 = -706350.321358 nChanged 456 SP:Iteration 3F (2314.680583 sec): 3 clusters Score: Raw -708297.178190 + Penalty 1715.247560 = -706581.930630 nChanged 424 SP:Iteration 4F (2314.703074 sec): 3 clusters Score: Raw -708520.402984 + Penalty 1715.247560 = -706805.155425 nChanged 379 SP:Iteration 5Q (2314.725700 sec): 3 clusters Score: Raw -708747.257699 + Penalty 1715.247560 = -707032.010139 nChanged 383 SP:Iteration 6Q (2314.748276 sec): 3 clusters Score: Raw -708990.784925 + Penalty 1715.247560 = -707275.537366 nChanged 383 SP:Iteration 7Q (2314.771022 sec): 3 clusters Score: Raw -709228.476922 + Penalty 1715.247560 = -707513.229362 nChanged 345 SP:Iteration 8Q (2314.793528 sec): 3 clusters Score: Raw -709411.882379 + Penalty 1715.247560 = -707696.634819 nChanged 295 SP:Iteration 9Q (2314.816217 sec): 3 clusters Score: Raw -709547.287482 + Penalty 1715.247560 = -707832.039923 nChanged 234 SP:Iteration 10Q (2314.838525 sec): 3 clusters Score: Raw -709636.421853 + Penalty 1715.247560 = -707921.174293 nChanged 158 SP:Iteration 11Q (2314.860745 sec): 3 clusters Score: Raw -709696.857077 + Penalty 1715.247560 = -707981.609517 nChanged 127 SP:Iteration 12Q (2314.883029 sec): 3 clusters Score: Raw -709731.984146 + Penalty 1715.247560 = -708016.736587 nChanged 100 SP:Iteration 13Q (2314.905442 sec): 3 clusters Score: Raw -709765.259649 + Penalty 1715.247560 = -708050.012089 nChanged 97 SP:Iteration 14Q (2314.927593 sec): 3 clusters Score: Raw -709792.145083 + Penalty 1715.247560 = -708076.897524 nChanged 95 SP:Iteration 15Q (2314.950128 sec): 3 clusters Score: Raw -709821.940252 + Penalty 1715.247560 = -708106.692692 nChanged 89 SP:Iteration 16Q (2314.972237 sec): 3 clusters Score: Raw -709858.883761 + Penalty 1715.247560 = -708143.636202 nChanged 90 SP:Iteration 17Q (2314.994259 sec): 3 clusters Score: Raw -709892.468333 + Penalty 1715.247560 = -708177.220774 nChanged 88 SP:Iteration 18Q (2315.016268 sec): 3 clusters Score: Raw -709924.608462 + Penalty 1715.247560 = -708209.360902 nChanged 94 SP:Iteration 19Q (2315.038078 sec): 3 clusters Score: Raw -709965.978310 + Penalty 1715.247560 = -708250.730750 nChanged 90 SP:Iteration 20F (2315.060654 sec): 3 clusters Score: Raw -710008.411446 + Penalty 1715.247560 = -708293.163886 nChanged 101 SP:Iteration 21Q (2315.082552 sec): 3 clusters Score: Raw -710054.964770 + Penalty 1715.247560 = -708339.717211 nChanged 95 SP:Iteration 22Q (2315.104730 sec): 3 clusters Score: Raw -710093.488541 + Penalty 1715.247560 = -708378.240981 nChanged 83 SP:Iteration 23Q (2315.126708 sec): 3 clusters Score: Raw -710122.343313 + Penalty 1715.247560 = -708407.095754 nChanged 88 SP:Iteration 24Q (2315.148617 sec): 3 clusters Score: Raw -710153.736193 + Penalty 1715.247560 = -708438.488633 nChanged 109 SP:Iteration 25Q (2315.170410 sec): 3 clusters Score: Raw -710201.444915 + Penalty 1715.247560 = -708486.197355 nChanged 115 SP:Iteration 26Q (2315.192171 sec): 3 clusters Score: Raw -710249.817172 + Penalty 1715.247560 = -708534.569612 nChanged 110 SP:Iteration 27Q (2315.213871 sec): 3 clusters Score: Raw -710294.396205 + Penalty 1715.247560 = -708579.148645 nChanged 90 SP:Iteration 28Q (2315.235585 sec): 3 clusters Score: Raw -710329.966327 + Penalty 1715.247560 = -708614.718767 nChanged 83 SP:Iteration 29Q (2315.257430 sec): 3 clusters Score: Raw -710359.169057 + Penalty 1715.247560 = -708643.921497 nChanged 74 SP:Iteration 30Q (2315.279096 sec): 3 clusters Score: Raw -710382.380169 + Penalty 1715.247560 = -708667.132609 nChanged 70 SP:Iteration 31Q (2315.300652 sec): 3 clusters Score: Raw -710405.858993 + Penalty 1715.247560 = -708690.611434 nChanged 68 SP:Iteration 32Q (2315.322269 sec): 3 clusters Score: Raw -710429.225681 + Penalty 1715.247560 = -708713.978121 nChanged 72 SP:Iteration 33Q (2315.344090 sec): 3 clusters Score: Raw -710452.087707 + Penalty 1715.247560 = -708736.840147 nChanged 69 SP:Iteration 34Q (2315.365731 sec): 3 clusters Score: Raw -710477.611090 + Penalty 1715.247560 = -708762.363530 nChanged 67 SP:Iteration 35Q (2315.387413 sec): 3 clusters Score: Raw -710500.647941 + Penalty 1715.247560 = -708785.400381 nChanged 64 SP:Iteration 36Q (2315.408767 sec): 3 clusters Score: Raw -710519.458686 + Penalty 1715.247560 = -708804.211127 nChanged 51 SP:Iteration 37Q (2315.430406 sec): 3 clusters Score: Raw -710532.182939 + Penalty 1715.247560 = -708816.935379 nChanged 47 SP:Iteration 38Q (2315.451986 sec): 3 clusters Score: Raw -710542.392455 + Penalty 1715.247560 = -708827.144896 nChanged 45 SP:Iteration 39Q (2315.473672 sec): 3 clusters Score: Raw -710552.591864 + Penalty 1715.247560 = -708837.344304 nChanged 37 SP:Iteration 40F (2315.496373 sec): 3 clusters Score: Raw -710560.826139 + Penalty 1715.247560 = -708845.578579 nChanged 31 SP:Iteration 41Q (2315.517989 sec): 3 clusters Score: Raw -710568.258766 + Penalty 1715.247560 = -708853.011207 nChanged 43 SP:Iteration 42Q (2315.539433 sec): 3 clusters Score: Raw -710579.588212 + Penalty 1715.247560 = -708864.340652 nChanged 37 SP:Iteration 43Q (2315.561117 sec): 3 clusters Score: Raw -710588.148823 + Penalty 1715.247560 = -708872.901263 nChanged 39 SP:Iteration 44Q (2315.582701 sec): 3 clusters Score: Raw -710598.744470 + Penalty 1715.247560 = -708883.496910 nChanged 44 SP:Iteration 45Q (2315.604338 sec): 3 clusters Score: Raw -710611.021660 + Penalty 1715.247560 = -708895.774100 nChanged 38 SP:Iteration 46Q (2315.626042 sec): 3 clusters Score: Raw -710619.576060 + Penalty 1715.247560 = -708904.328500 nChanged 39 SP:Iteration 47Q (2315.647460 sec): 3 clusters Score: Raw -710627.784180 + Penalty 1715.247560 = -708912.536620 nChanged 42 SP:Iteration 48Q (2315.668959 sec): 3 clusters Score: Raw -710635.936317 + Penalty 1715.247560 = -708920.688757 nChanged 26 SP:Iteration 49Q (2315.690298 sec): 3 clusters Score: Raw -710639.816663 + Penalty 1715.247560 = -708924.569103 nChanged 25 SP:Iteration 50Q (2315.711782 sec): 3 clusters Score: Raw -710644.041430 + Penalty 1715.247560 = -708928.793870 nChanged 21 SP:Iteration 51Q (2315.733329 sec): 3 clusters Score: Raw -710647.439414 + Penalty 1715.247560 = -708932.191854 nChanged 14 SP:Iteration 52Q (2315.754634 sec): 3 clusters Score: Raw -710649.356806 + Penalty 1715.247560 = -708934.109247 nChanged 9 SP:Iteration 53Q (2315.776061 sec): 3 clusters Score: Raw -710650.241295 + Penalty 1715.247560 = -708934.993735 nChanged 4 SP:Iteration 54Q (2315.797546 sec): 3 clusters Score: Raw -710650.914703 + Penalty 1715.247560 = -708935.667143 nChanged 6 SP:Iteration 55Q (2315.819173 sec): 3 clusters Score: Raw -710651.433008 + Penalty 1715.247560 = -708936.185448 nChanged 5 SP:Iteration 56Q (2315.840602 sec): 3 clusters Score: Raw -710651.835561 + Penalty 1715.247560 = -708936.588002 nChanged 3 SP:Iteration 57Q (2315.861754 sec): 3 clusters Score: Raw -710652.304985 + Penalty 1715.247560 = -708937.057426 nChanged 4 SP:Iteration 58Q (2315.883010 sec): 3 clusters Score: Raw -710652.834846 + Penalty 1715.247560 = -708937.587286 nChanged 4 SP:Iteration 59Q (2315.904381 sec): 3 clusters Score: Raw -710653.457471 + Penalty 1715.247560 = -708938.209911 nChanged 3 SP:Iteration 60F (2315.927256 sec): 3 clusters Score: Raw -710653.804229 + Penalty 1715.247560 = -708938.556669 nChanged 2 SP:Iteration 61Q (2315.948712 sec): 3 clusters Score: Raw -710653.968217 + Penalty 1715.247560 = -708938.720658 nChanged 1 SP:Iteration 62Q (2315.970396 sec): 3 clusters Score: Raw -710654.069009 + Penalty 1715.247560 = -708938.821450 nChanged 1 SP:Iteration 63Q (2315.992007 sec): 3 clusters Score: Raw -710654.104254 + Penalty 1715.247560 = -708938.856694 nChanged 3 SP:Iteration 64Q (2316.013398 sec): 3 clusters Score: Raw -710654.332289 + Penalty 1715.247560 = -708939.084729 nChanged 1 SP:Iteration 65Q (2316.035066 sec): 3 clusters Score: Raw -710654.441310 + Penalty 1715.247560 = -708939.193750 nChanged 2 SP:Iteration 66Q (2316.056408 sec): 3 clusters Score: Raw -710654.639155 + Penalty 1715.247560 = -708939.391595 nChanged 3 SP:Iteration 67Q (2316.079201 sec): 3 clusters Score: Raw -710655.088663 + Penalty 1715.247560 = -708939.841103 nChanged 4 SP:Iteration 68Q (2316.100334 sec): 3 clusters Score: Raw -710655.916451 + Penalty 1715.247560 = -708940.668891 nChanged 3 SP:Iteration 69Q (2316.121707 sec): 3 clusters Score: Raw -710656.217378 + Penalty 1715.247560 = -708940.969818 nChanged 3 SP:Iteration 70Q (2316.143031 sec): 3 clusters Score: Raw -710656.546104 + Penalty 1715.247560 = -708941.298544 nChanged 2 SP:Iteration 71Q (2316.164550 sec): 3 clusters Score: Raw -710656.793118 + Penalty 1715.247560 = -708941.545558 nChanged 4 SP:Iteration 72Q (2316.185956 sec): 3 clusters Score: Raw -710657.165725 + Penalty 1715.247560 = -708941.918166 nChanged 4 SP:Iteration 73Q (2316.207276 sec): 3 clusters Score: Raw -710657.603884 + Penalty 1715.247560 = -708942.356325 nChanged 4 SP:Iteration 74Q (2316.228700 sec): 3 clusters Score: Raw -710658.594628 + Penalty 1715.247560 = -708943.347069 nChanged 8 SP:Iteration 75Q (2316.249985 sec): 3 clusters Score: Raw -710659.883114 + Penalty 1715.247560 = -708944.635555 nChanged 9 SP:Iteration 76Q (2316.271277 sec): 3 clusters Score: Raw -710661.195690 + Penalty 1715.247560 = -708945.948130 nChanged 6 SP:Iteration 77Q (2316.292636 sec): 3 clusters Score: Raw -710661.912299 + Penalty 1715.247560 = -708946.664740 nChanged 5 SP:Iteration 78Q (2316.313807 sec): 3 clusters Score: Raw -710663.033931 + Penalty 1715.247560 = -708947.786371 nChanged 5 SP:Iteration 79Q (2316.335139 sec): 3 clusters Score: Raw -710663.644995 + Penalty 1715.247560 = -708948.397435 nChanged 4 SP:Iteration 80F (2316.357818 sec): 3 clusters Score: Raw -710664.148352 + Penalty 1715.247560 = -708948.900793 nChanged 5 SP:Iteration 81Q (2316.379191 sec): 3 clusters Score: Raw -710664.756541 + Penalty 1715.247560 = -708949.508981 nChanged 3 SP:Iteration 82Q (2316.400641 sec): 3 clusters Score: Raw -710665.037901 + Penalty 1715.247560 = -708949.790341 nChanged 1 SP:Iteration 83Q (2316.457415 sec): 3 clusters Score: Raw -710665.104913 + Penalty 1715.247560 = -708949.857353 nChanged 0 SP:Iteration 84F (2316.479771 sec): 3 clusters Score: Raw -710665.104913 + Penalty 1715.247560 = -708949.857353 nChanged 0 Trying to split cluster 32 (3289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.495857 sec): 2 clusters Score: Raw -284502.669120 + Penalty 769.342190 = -283733.326930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.508794 sec): 3 clusters Score: Raw -282750.585804 + Penalty 1538.684381 = -281211.901423 nChanged 1348 SP:Iteration 1F (2316.520593 sec): 3 clusters Score: Raw -283362.524367 + Penalty 1538.684381 = -281823.839986 nChanged 190 SP:Iteration 2F (2316.532407 sec): 3 clusters Score: Raw -283448.827526 + Penalty 1538.684381 = -281910.143146 nChanged 158 SP:Iteration 3Q (2316.544402 sec): 3 clusters Score: Raw -283524.859386 + Penalty 1538.684381 = -281986.175006 nChanged 117 SP:Iteration 4Q (2316.556244 sec): 3 clusters Score: Raw -283577.287533 + Penalty 1538.684381 = -282038.603152 nChanged 115 SP:Iteration 5Q (2316.568107 sec): 3 clusters Score: Raw -283640.018291 + Penalty 1538.684381 = -282101.333910 nChanged 132 SP:Iteration 6Q (2316.580067 sec): 3 clusters Score: Raw -283705.741260 + Penalty 1538.684381 = -282167.056879 nChanged 135 SP:Iteration 7Q (2316.591890 sec): 3 clusters Score: Raw -283783.243670 + Penalty 1538.684381 = -282244.559289 nChanged 142 SP:Iteration 8Q (2316.603784 sec): 3 clusters Score: Raw -283879.680038 + Penalty 1538.684381 = -282340.995658 nChanged 164 SP:Iteration 9Q (2316.615656 sec): 3 clusters Score: Raw -283998.233090 + Penalty 1538.684381 = -282459.548709 nChanged 152 SP:Iteration 10Q (2316.627421 sec): 3 clusters Score: Raw -284107.625238 + Penalty 1538.684381 = -282568.940857 nChanged 127 SP:Iteration 11Q (2316.639255 sec): 3 clusters Score: Raw -284216.165442 + Penalty 1538.684381 = -282677.481061 nChanged 114 SP:Iteration 12Q (2316.650852 sec): 3 clusters Score: Raw -284325.515071 + Penalty 1538.684381 = -282786.830690 nChanged 90 SP:Iteration 13Q (2316.662559 sec): 3 clusters Score: Raw -284414.399972 + Penalty 1538.684381 = -282875.715591 nChanged 62 SP:Iteration 14Q (2316.674064 sec): 3 clusters Score: Raw -284482.252410 + Penalty 1538.684381 = -282943.568029 nChanged 43 SP:Iteration 15Q (2316.685314 sec): 3 clusters Score: Raw -284532.881201 + Penalty 1538.684381 = -282994.196820 nChanged 22 SP:Iteration 16Q (2316.696632 sec): 3 clusters Score: Raw -284557.806891 + Penalty 1538.684381 = -283019.122511 nChanged 10 SP:Iteration 17Q (2316.707697 sec): 3 clusters Score: Raw -284574.382155 + Penalty 1538.684381 = -283035.697774 nChanged 11 SP:Iteration 18Q (2316.718865 sec): 3 clusters Score: Raw -284589.300690 + Penalty 1538.684381 = -283050.616309 nChanged 10 SP:Iteration 19Q (2316.729930 sec): 3 clusters Score: Raw -284599.571807 + Penalty 1538.684381 = -283060.887426 nChanged 2 SP:Iteration 20F (2316.741653 sec): 3 clusters Score: Raw -284603.558908 + Penalty 1538.684381 = -283064.874527 nChanged 2 SP:Iteration 21Q (2316.752769 sec): 3 clusters Score: Raw -284606.133830 + Penalty 1538.684381 = -283067.449449 nChanged 4 SP:Iteration 22Q (2316.763738 sec): 3 clusters Score: Raw -284617.197335 + Penalty 1538.684381 = -283078.512955 nChanged 4 SP:Iteration 23Q (2316.774662 sec): 3 clusters Score: Raw -284623.586059 + Penalty 1538.684381 = -283084.901678 nChanged 0 SP:Iteration 24F (2316.786464 sec): 3 clusters Score: Raw -284623.586059 + Penalty 1538.684381 = -283084.901678 nChanged 0 Trying to split cluster 33 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.800040 sec): 2 clusters Score: Raw -41753.421871 + Penalty 589.048372 = -41164.373500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.802646 sec): 3 clusters Score: Raw -41601.730044 + Penalty 1178.096743 = -40423.633300 nChanged 150 SP:Iteration 1F (2316.804932 sec): 3 clusters Score: Raw -41774.858006 + Penalty 1178.096743 = -40596.761263 nChanged 34 SP:Iteration 2F (2316.807202 sec): 3 clusters Score: Raw -41809.836798 + Penalty 1178.096743 = -40631.740055 nChanged 19 SP:Iteration 3Q (2316.809442 sec): 3 clusters Score: Raw -41829.263955 + Penalty 1178.096743 = -40651.167212 nChanged 10 SP:Iteration 4Q (2316.811674 sec): 3 clusters Score: Raw -41842.804407 + Penalty 1178.096743 = -40664.707664 nChanged 6 SP:Iteration 5Q (2316.813954 sec): 3 clusters Score: Raw -41848.685452 + Penalty 1178.096743 = -40670.588709 nChanged 2 SP:Iteration 6Q (2316.816203 sec): 3 clusters Score: Raw -41850.609410 + Penalty 1178.096743 = -40672.512667 nChanged 2 SP:Iteration 7Q (2316.818431 sec): 3 clusters Score: Raw -41852.364045 + Penalty 1178.096743 = -40674.267302 nChanged 2 SP:Iteration 8Q (2316.820659 sec): 3 clusters Score: Raw -41854.241009 + Penalty 1178.096743 = -40676.144266 nChanged 2 SP:Iteration 9Q (2316.822873 sec): 3 clusters Score: Raw -41855.207269 + Penalty 1178.096743 = -40677.110526 nChanged 1 SP:Iteration 10Q (2316.825100 sec): 3 clusters Score: Raw -41855.549810 + Penalty 1178.096743 = -40677.453067 nChanged 0 SP:Iteration 11F (2316.827345 sec): 3 clusters Score: Raw -41855.549810 + Penalty 1178.096743 = -40677.453067 nChanged 0 Trying to split cluster 34 (1975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2316.843089 sec): 2 clusters Score: Raw -179689.297242 + Penalty 720.890749 = -178968.406493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2316.851185 sec): 3 clusters Score: Raw -178716.479013 + Penalty 1441.781499 = -177274.697514 nChanged 784 SP:Iteration 1F (2316.858561 sec): 3 clusters Score: Raw -179242.923197 + Penalty 1441.781499 = -177801.141698 nChanged 180 SP:Iteration 2F (2316.865960 sec): 3 clusters Score: Raw -179369.915252 + Penalty 1441.781499 = -177928.133753 nChanged 107 SP:Iteration 3F (2316.873277 sec): 3 clusters Score: Raw -179450.748987 + Penalty 1441.781499 = -178008.967488 nChanged 87 SP:Iteration 4Q (2316.880747 sec): 3 clusters Score: Raw -179519.377391 + Penalty 1441.781499 = -178077.595892 nChanged 89 SP:Iteration 5Q (2316.888166 sec): 3 clusters Score: Raw -179594.150085 + Penalty 1441.781499 = -178152.368587 nChanged 79 SP:Iteration 6Q (2316.895576 sec): 3 clusters Score: Raw -179670.901625 + Penalty 1441.781499 = -178229.120126 nChanged 78 SP:Iteration 7Q (2316.902884 sec): 3 clusters Score: Raw -179736.372822 + Penalty 1441.781499 = -178294.591323 nChanged 70 SP:Iteration 8Q (2316.910208 sec): 3 clusters Score: Raw -179808.024903 + Penalty 1441.781499 = -178366.243404 nChanged 63 SP:Iteration 9Q (2316.917541 sec): 3 clusters Score: Raw -179870.393290 + Penalty 1441.781499 = -178428.611791 nChanged 73 SP:Iteration 10Q (2316.924861 sec): 3 clusters Score: Raw -179951.131819 + Penalty 1441.781499 = -178509.350320 nChanged 59 SP:Iteration 11Q (2316.932138 sec): 3 clusters Score: Raw -180004.022744 + Penalty 1441.781499 = -178562.241245 nChanged 52 SP:Iteration 12Q (2316.939387 sec): 3 clusters Score: Raw -180041.695041 + Penalty 1441.781499 = -178599.913543 nChanged 27 SP:Iteration 13Q (2316.946570 sec): 3 clusters Score: Raw -180057.927935 + Penalty 1441.781499 = -178616.146436 nChanged 21 SP:Iteration 14Q (2316.953697 sec): 3 clusters Score: Raw -180070.542959 + Penalty 1441.781499 = -178628.761460 nChanged 19 SP:Iteration 15Q (2316.960824 sec): 3 clusters Score: Raw -180086.787363 + Penalty 1441.781499 = -178645.005865 nChanged 19 SP:Iteration 16Q (2316.967951 sec): 3 clusters Score: Raw -180101.270222 + Penalty 1441.781499 = -178659.488723 nChanged 14 SP:Iteration 17Q (2316.975076 sec): 3 clusters Score: Raw -180110.102314 + Penalty 1441.781499 = -178668.320816 nChanged 12 SP:Iteration 18Q (2316.982191 sec): 3 clusters Score: Raw -180116.734483 + Penalty 1441.781499 = -178674.952984 nChanged 6 SP:Iteration 19Q (2316.989330 sec): 3 clusters Score: Raw -180120.240183 + Penalty 1441.781499 = -178678.458685 nChanged 6 SP:Iteration 20F (2316.996646 sec): 3 clusters Score: Raw -180122.454432 + Penalty 1441.781499 = -178680.672933 nChanged 2 SP:Iteration 21Q (2317.003772 sec): 3 clusters Score: Raw -180123.223258 + Penalty 1441.781499 = -178681.441759 nChanged 2 SP:Iteration 22Q (2317.010972 sec): 3 clusters Score: Raw -180123.689089 + Penalty 1441.781499 = -178681.907590 nChanged 2 SP:Iteration 23Q (2317.018099 sec): 3 clusters Score: Raw -180123.955126 + Penalty 1441.781499 = -178682.173627 nChanged 1 SP:Iteration 24Q (2317.025276 sec): 3 clusters Score: Raw -180124.531414 + Penalty 1441.781499 = -178682.749916 nChanged 1 SP:Iteration 25Q (2317.032420 sec): 3 clusters Score: Raw -180124.713823 + Penalty 1441.781499 = -178682.932325 nChanged 0 SP:Iteration 26F (2317.039812 sec): 3 clusters Score: Raw -180124.713823 + Penalty 1441.781499 = -178682.932325 nChanged 0 Trying to split cluster 35 (5094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.057943 sec): 2 clusters Score: Raw -414827.179520 + Penalty 810.902772 = -414016.276748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.077135 sec): 3 clusters Score: Raw -412025.643280 + Penalty 1621.805545 = -410403.837736 nChanged 2119 SP:Iteration 1F (2317.095542 sec): 3 clusters Score: Raw -413183.594562 + Penalty 1621.805545 = -411561.789017 nChanged 372 SP:Iteration 2F (2317.114013 sec): 3 clusters Score: Raw -413396.682751 + Penalty 1621.805545 = -411774.877207 nChanged 337 SP:Iteration 3F (2317.132422 sec): 3 clusters Score: Raw -413580.838965 + Penalty 1621.805545 = -411959.033420 nChanged 314 SP:Iteration 4F (2317.150869 sec): 3 clusters Score: Raw -413754.461865 + Penalty 1621.805545 = -412132.656320 nChanged 253 SP:Iteration 5Q (2317.169325 sec): 3 clusters Score: Raw -413928.494628 + Penalty 1621.805545 = -412306.689083 nChanged 285 SP:Iteration 6F (2317.187674 sec): 3 clusters Score: Raw -414138.298022 + Penalty 1621.805545 = -412516.492478 nChanged 306 SP:Iteration 7F (2317.206149 sec): 3 clusters Score: Raw -414345.516832 + Penalty 1621.805545 = -412723.711287 nChanged 254 SP:Iteration 8Q (2317.224422 sec): 3 clusters Score: Raw -414515.411490 + Penalty 1621.805545 = -412893.605946 nChanged 203 SP:Iteration 9Q (2317.242678 sec): 3 clusters Score: Raw -414634.493438 + Penalty 1621.805545 = -413012.687893 nChanged 159 SP:Iteration 10Q (2317.260891 sec): 3 clusters Score: Raw -414729.624330 + Penalty 1621.805545 = -413107.818785 nChanged 119 SP:Iteration 11Q (2317.279112 sec): 3 clusters Score: Raw -414790.248247 + Penalty 1621.805545 = -413168.442703 nChanged 83 SP:Iteration 12Q (2317.297389 sec): 3 clusters Score: Raw -414831.701797 + Penalty 1621.805545 = -413209.896252 nChanged 77 SP:Iteration 13Q (2317.315693 sec): 3 clusters Score: Raw -414872.119212 + Penalty 1621.805545 = -413250.313667 nChanged 68 SP:Iteration 14Q (2317.333881 sec): 3 clusters Score: Raw -414901.955713 + Penalty 1621.805545 = -413280.150168 nChanged 58 SP:Iteration 15Q (2317.352045 sec): 3 clusters Score: Raw -414920.793592 + Penalty 1621.805545 = -413298.988047 nChanged 30 SP:Iteration 16Q (2317.370177 sec): 3 clusters Score: Raw -414929.198482 + Penalty 1621.805545 = -413307.392937 nChanged 23 SP:Iteration 17Q (2317.388416 sec): 3 clusters Score: Raw -414937.145777 + Penalty 1621.805545 = -413315.340233 nChanged 18 SP:Iteration 18Q (2317.406521 sec): 3 clusters Score: Raw -414942.473605 + Penalty 1621.805545 = -413320.668060 nChanged 16 SP:Iteration 19Q (2317.424758 sec): 3 clusters Score: Raw -414947.306499 + Penalty 1621.805545 = -413325.500954 nChanged 12 SP:Iteration 20F (2317.443185 sec): 3 clusters Score: Raw -414950.994955 + Penalty 1621.805545 = -413329.189410 nChanged 13 SP:Iteration 21Q (2317.461331 sec): 3 clusters Score: Raw -414954.587145 + Penalty 1621.805545 = -413332.781601 nChanged 13 SP:Iteration 22Q (2317.479335 sec): 3 clusters Score: Raw -414958.643602 + Penalty 1621.805545 = -413336.838057 nChanged 12 SP:Iteration 23Q (2317.497336 sec): 3 clusters Score: Raw -414961.645437 + Penalty 1621.805545 = -413339.839892 nChanged 14 SP:Iteration 24Q (2317.515478 sec): 3 clusters Score: Raw -414965.949571 + Penalty 1621.805545 = -413344.144027 nChanged 16 SP:Iteration 25Q (2317.533466 sec): 3 clusters Score: Raw -414971.238978 + Penalty 1621.805545 = -413349.433433 nChanged 13 SP:Iteration 26Q (2317.551698 sec): 3 clusters Score: Raw -414975.745505 + Penalty 1621.805545 = -413353.939961 nChanged 14 SP:Iteration 27Q (2317.569848 sec): 3 clusters Score: Raw -414983.408851 + Penalty 1621.805545 = -413361.603306 nChanged 18 SP:Iteration 28Q (2317.588060 sec): 3 clusters Score: Raw -414989.769467 + Penalty 1621.805545 = -413367.963923 nChanged 16 SP:Iteration 29Q (2317.606302 sec): 3 clusters Score: Raw -414996.068357 + Penalty 1621.805545 = -413374.262813 nChanged 21 SP:Iteration 30Q (2317.624553 sec): 3 clusters Score: Raw -415007.053211 + Penalty 1621.805545 = -413385.247667 nChanged 30 SP:Iteration 31Q (2317.642514 sec): 3 clusters Score: Raw -415023.937486 + Penalty 1621.805545 = -413402.131942 nChanged 30 SP:Iteration 32Q (2317.660434 sec): 3 clusters Score: Raw -415045.539586 + Penalty 1621.805545 = -413423.734042 nChanged 36 SP:Iteration 33Q (2317.678542 sec): 3 clusters Score: Raw -415095.650325 + Penalty 1621.805545 = -413473.844780 nChanged 38 SP:Iteration 34Q (2317.696282 sec): 3 clusters Score: Raw -415140.869205 + Penalty 1621.805545 = -413519.063661 nChanged 32 SP:Iteration 35Q (2317.714017 sec): 3 clusters Score: Raw -415168.184918 + Penalty 1621.805545 = -413546.379373 nChanged 24 SP:Iteration 36Q (2317.731498 sec): 3 clusters Score: Raw -415181.572693 + Penalty 1621.805545 = -413559.767148 nChanged 23 SP:Iteration 37Q (2317.748969 sec): 3 clusters Score: Raw -415192.653900 + Penalty 1621.805545 = -413570.848355 nChanged 16 SP:Iteration 38Q (2317.766422 sec): 3 clusters Score: Raw -415200.626615 + Penalty 1621.805545 = -413578.821070 nChanged 18 SP:Iteration 39Q (2317.783830 sec): 3 clusters Score: Raw -415207.806391 + Penalty 1621.805545 = -413586.000846 nChanged 12 SP:Iteration 40F (2317.802327 sec): 3 clusters Score: Raw -415210.443172 + Penalty 1621.805545 = -413588.637628 nChanged 7 SP:Iteration 41Q (2317.819903 sec): 3 clusters Score: Raw -415213.330134 + Penalty 1621.805545 = -413591.524590 nChanged 7 SP:Iteration 42Q (2317.837563 sec): 3 clusters Score: Raw -415215.203266 + Penalty 1621.805545 = -413593.397722 nChanged 3 SP:Iteration 43Q (2317.855133 sec): 3 clusters Score: Raw -415216.757034 + Penalty 1621.805545 = -413594.951490 nChanged 8 SP:Iteration 44Q (2317.872668 sec): 3 clusters Score: Raw -415220.555944 + Penalty 1621.805545 = -413598.750400 nChanged 7 SP:Iteration 45Q (2317.890332 sec): 3 clusters Score: Raw -415222.375090 + Penalty 1621.805545 = -413600.569546 nChanged 5 SP:Iteration 46Q (2317.907655 sec): 3 clusters Score: Raw -415223.799771 + Penalty 1621.805545 = -413601.994227 nChanged 0 SP:Iteration 47F (2317.926023 sec): 3 clusters Score: Raw -415223.799771 + Penalty 1621.805545 = -413601.994227 nChanged 0 Trying to split cluster 36 (14953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2317.953401 sec): 2 clusters Score: Raw -1302094.712609 + Penalty 913.203387 = -1301181.509222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2317.984154 sec): 3 clusters Score: Raw -1292986.852646 + Penalty 1826.406773 = -1291160.445873 nChanged 6867 SP:Iteration 1F (2318.015196 sec): 3 clusters Score: Raw -1297322.941777 + Penalty 1826.406773 = -1295496.535004 nChanged 1108 SP:Iteration 2F (2318.046625 sec): 3 clusters Score: Raw -1298107.502043 + Penalty 1826.406773 = -1296281.095270 nChanged 1176 SP:Iteration 3F (2318.077598 sec): 3 clusters Score: Raw -1298929.229038 + Penalty 1826.406773 = -1297102.822265 nChanged 1091 SP:Iteration 4F (2318.108896 sec): 3 clusters Score: Raw -1299677.497182 + Penalty 1826.406773 = -1297851.090409 nChanged 933 SP:Iteration 5F (2318.139880 sec): 3 clusters Score: Raw -1300319.570941 + Penalty 1826.406773 = -1298493.164168 nChanged 702 SP:Iteration 6Q (2318.171124 sec): 3 clusters Score: Raw -1300846.649789 + Penalty 1826.406773 = -1299020.243016 nChanged 541 SP:Iteration 7Q (2318.202443 sec): 3 clusters Score: Raw -1301269.024242 + Penalty 1826.406773 = -1299442.617469 nChanged 434 SP:Iteration 8Q (2318.233467 sec): 3 clusters Score: Raw -1301600.779175 + Penalty 1826.406773 = -1299774.372402 nChanged 375 SP:Iteration 9Q (2318.264141 sec): 3 clusters Score: Raw -1301880.660399 + Penalty 1826.406773 = -1300054.253625 nChanged 306 SP:Iteration 10Q (2318.294436 sec): 3 clusters Score: Raw -1302073.493619 + Penalty 1826.406773 = -1300247.086846 nChanged 251 SP:Iteration 11Q (2318.324194 sec): 3 clusters Score: Raw -1302212.375406 + Penalty 1826.406773 = -1300385.968633 nChanged 201 SP:Iteration 12Q (2318.353492 sec): 3 clusters Score: Raw -1302307.707697 + Penalty 1826.406773 = -1300481.300923 nChanged 162 SP:Iteration 13Q (2318.383117 sec): 3 clusters Score: Raw -1302380.677181 + Penalty 1826.406773 = -1300554.270408 nChanged 140 SP:Iteration 14Q (2318.412624 sec): 3 clusters Score: Raw -1302445.884403 + Penalty 1826.406773 = -1300619.477630 nChanged 106 SP:Iteration 15Q (2318.441748 sec): 3 clusters Score: Raw -1302497.518704 + Penalty 1826.406773 = -1300671.111931 nChanged 101 SP:Iteration 16Q (2318.470564 sec): 3 clusters Score: Raw -1302539.009414 + Penalty 1826.406773 = -1300712.602641 nChanged 75 SP:Iteration 17Q (2318.499435 sec): 3 clusters Score: Raw -1302565.898352 + Penalty 1826.406773 = -1300739.491579 nChanged 68 SP:Iteration 18Q (2318.528117 sec): 3 clusters Score: Raw -1302587.755402 + Penalty 1826.406773 = -1300761.348629 nChanged 53 SP:Iteration 19Q (2318.556718 sec): 3 clusters Score: Raw -1302603.036875 + Penalty 1826.406773 = -1300776.630102 nChanged 42 SP:Iteration 20F (2318.587892 sec): 3 clusters Score: Raw -1302617.749388 + Penalty 1826.406773 = -1300791.342615 nChanged 46 SP:Iteration 21Q (2318.616581 sec): 3 clusters Score: Raw -1302631.662216 + Penalty 1826.406773 = -1300805.255443 nChanged 40 SP:Iteration 22Q (2318.645311 sec): 3 clusters Score: Raw -1302644.641784 + Penalty 1826.406773 = -1300818.235011 nChanged 47 SP:Iteration 23Q (2318.674010 sec): 3 clusters Score: Raw -1302661.209305 + Penalty 1826.406773 = -1300834.802531 nChanged 46 SP:Iteration 24Q (2318.702450 sec): 3 clusters Score: Raw -1302677.846005 + Penalty 1826.406773 = -1300851.439232 nChanged 36 SP:Iteration 25Q (2318.730918 sec): 3 clusters Score: Raw -1302691.532381 + Penalty 1826.406773 = -1300865.125608 nChanged 47 SP:Iteration 26Q (2318.759413 sec): 3 clusters Score: Raw -1302706.683067 + Penalty 1826.406773 = -1300880.276294 nChanged 41 SP:Iteration 27Q (2318.810175 sec): 3 clusters Score: Raw -1302721.654524 + Penalty 1826.406773 = -1300895.247751 nChanged 30 SP:Iteration 28Q (2318.838558 sec): 3 clusters Score: Raw -1302731.141277 + Penalty 1826.406773 = -1300904.734504 nChanged 22 SP:Iteration 29Q (2318.867105 sec): 3 clusters Score: Raw -1302736.645443 + Penalty 1826.406773 = -1300910.238670 nChanged 21 SP:Iteration 30Q (2318.895351 sec): 3 clusters Score: Raw -1302742.459440 + Penalty 1826.406773 = -1300916.052667 nChanged 21 SP:Iteration 31Q (2318.923682 sec): 3 clusters Score: Raw -1302747.327133 + Penalty 1826.406773 = -1300920.920359 nChanged 11 SP:Iteration 32Q (2318.952122 sec): 3 clusters Score: Raw -1302750.057423 + Penalty 1826.406773 = -1300923.650650 nChanged 8 SP:Iteration 33Q (2318.980326 sec): 3 clusters Score: Raw -1302751.499834 + Penalty 1826.406773 = -1300925.093061 nChanged 4 SP:Iteration 34Q (2319.008904 sec): 3 clusters Score: Raw -1302752.378207 + Penalty 1826.406773 = -1300925.971433 nChanged 6 SP:Iteration 35Q (2319.037254 sec): 3 clusters Score: Raw -1302754.702513 + Penalty 1826.406773 = -1300928.295740 nChanged 7 SP:Iteration 36Q (2319.065425 sec): 3 clusters Score: Raw -1302756.312302 + Penalty 1826.406773 = -1300929.905529 nChanged 6 SP:Iteration 37Q (2319.093740 sec): 3 clusters Score: Raw -1302757.413175 + Penalty 1826.406773 = -1300931.006402 nChanged 6 SP:Iteration 38Q (2319.122135 sec): 3 clusters Score: Raw -1302758.526474 + Penalty 1826.406773 = -1300932.119701 nChanged 7 SP:Iteration 39Q (2319.150461 sec): 3 clusters Score: Raw -1302759.822611 + Penalty 1826.406773 = -1300933.415838 nChanged 6 SP:Iteration 40F (2319.181327 sec): 3 clusters Score: Raw -1302761.332006 + Penalty 1826.406773 = -1300934.925233 nChanged 7 SP:Iteration 41Q (2319.209804 sec): 3 clusters Score: Raw -1302763.064868 + Penalty 1826.406773 = -1300936.658095 nChanged 12 SP:Iteration 42Q (2319.237987 sec): 3 clusters Score: Raw -1302766.085757 + Penalty 1826.406773 = -1300939.678984 nChanged 11 SP:Iteration 43Q (2319.266260 sec): 3 clusters Score: Raw -1302768.529535 + Penalty 1826.406773 = -1300942.122762 nChanged 7 SP:Iteration 44Q (2319.294459 sec): 3 clusters Score: Raw -1302770.225384 + Penalty 1826.406773 = -1300943.818611 nChanged 6 SP:Iteration 45Q (2319.322821 sec): 3 clusters Score: Raw -1302771.248081 + Penalty 1826.406773 = -1300944.841308 nChanged 3 SP:Iteration 46Q (2319.351056 sec): 3 clusters Score: Raw -1302771.662573 + Penalty 1826.406773 = -1300945.255800 nChanged 1 SP:Iteration 47Q (2319.379237 sec): 3 clusters Score: Raw -1302771.818080 + Penalty 1826.406773 = -1300945.411306 nChanged 4 SP:Iteration 48Q (2319.407547 sec): 3 clusters Score: Raw -1302772.981275 + Penalty 1826.406773 = -1300946.574502 nChanged 10 SP:Iteration 49Q (2319.435964 sec): 3 clusters Score: Raw -1302774.907958 + Penalty 1826.406773 = -1300948.501185 nChanged 5 SP:Iteration 50Q (2319.464190 sec): 3 clusters Score: Raw -1302775.695789 + Penalty 1826.406773 = -1300949.289016 nChanged 4 SP:Iteration 51Q (2319.492362 sec): 3 clusters Score: Raw -1302776.320400 + Penalty 1826.406773 = -1300949.913627 nChanged 1 SP:Iteration 52Q (2319.520528 sec): 3 clusters Score: Raw -1302776.532023 + Penalty 1826.406773 = -1300950.125250 nChanged 0 SP:Iteration 53F (2319.551773 sec): 3 clusters Score: Raw -1302776.532023 + Penalty 1826.406773 = -1300950.125250 nChanged 0 Trying to split cluster 37 (6153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2319.570115 sec): 2 clusters Score: Raw -528778.137731 + Penalty 828.846029 = -527949.291702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2319.590893 sec): 3 clusters Score: Raw -525268.580236 + Penalty 1657.692059 = -523610.888177 nChanged 2725 SP:Iteration 1F (2319.610856 sec): 3 clusters Score: Raw -526919.761142 + Penalty 1657.692059 = -525262.069083 nChanged 527 SP:Iteration 2F (2319.630970 sec): 3 clusters Score: Raw -527333.663280 + Penalty 1657.692059 = -525675.971221 nChanged 495 SP:Iteration 3F (2319.650750 sec): 3 clusters Score: Raw -527756.591417 + Penalty 1657.692059 = -526098.899358 nChanged 456 SP:Iteration 4F (2319.670801 sec): 3 clusters Score: Raw -528084.346695 + Penalty 1657.692059 = -526426.654636 nChanged 350 SP:Iteration 5F (2319.690680 sec): 3 clusters Score: Raw -528292.437760 + Penalty 1657.692059 = -526634.745701 nChanged 258 SP:Iteration 6Q (2319.710533 sec): 3 clusters Score: Raw -528422.900965 + Penalty 1657.692059 = -526765.208906 nChanged 174 SP:Iteration 7Q (2319.730402 sec): 3 clusters Score: Raw -528505.558272 + Penalty 1657.692059 = -526847.866213 nChanged 152 SP:Iteration 8Q (2319.750372 sec): 3 clusters Score: Raw -528580.600466 + Penalty 1657.692059 = -526922.908407 nChanged 126 SP:Iteration 9Q (2319.770418 sec): 3 clusters Score: Raw -528642.782120 + Penalty 1657.692059 = -526985.090061 nChanged 110 SP:Iteration 10Q (2319.790201 sec): 3 clusters Score: Raw -528688.309183 + Penalty 1657.692059 = -527030.617124 nChanged 75 SP:Iteration 11Q (2319.809948 sec): 3 clusters Score: Raw -528719.739245 + Penalty 1657.692059 = -527062.047186 nChanged 79 SP:Iteration 12Q (2319.829958 sec): 3 clusters Score: Raw -528754.778455 + Penalty 1657.692059 = -527097.086397 nChanged 65 SP:Iteration 13Q (2319.849727 sec): 3 clusters Score: Raw -528782.110396 + Penalty 1657.692059 = -527124.418338 nChanged 56 SP:Iteration 14Q (2319.869543 sec): 3 clusters Score: Raw -528802.988837 + Penalty 1657.692059 = -527145.296778 nChanged 65 SP:Iteration 15Q (2319.889192 sec): 3 clusters Score: Raw -528830.067133 + Penalty 1657.692059 = -527172.375075 nChanged 57 SP:Iteration 16Q (2319.908595 sec): 3 clusters Score: Raw -528849.062872 + Penalty 1657.692059 = -527191.370813 nChanged 39 SP:Iteration 17Q (2319.928401 sec): 3 clusters Score: Raw -528863.193327 + Penalty 1657.692059 = -527205.501268 nChanged 37 SP:Iteration 18Q (2319.947932 sec): 3 clusters Score: Raw -528873.354445 + Penalty 1657.692059 = -527215.662386 nChanged 22 SP:Iteration 19Q (2319.967335 sec): 3 clusters Score: Raw -528878.720654 + Penalty 1657.692059 = -527221.028595 nChanged 27 SP:Iteration 20F (2319.987282 sec): 3 clusters Score: Raw -528887.235180 + Penalty 1657.692059 = -527229.543121 nChanged 28 SP:Iteration 21Q (2320.006585 sec): 3 clusters Score: Raw -528894.677297 + Penalty 1657.692059 = -527236.985238 nChanged 27 SP:Iteration 22Q (2320.026126 sec): 3 clusters Score: Raw -528901.673961 + Penalty 1657.692059 = -527243.981903 nChanged 21 SP:Iteration 23Q (2320.045720 sec): 3 clusters Score: Raw -528907.982562 + Penalty 1657.692059 = -527250.290503 nChanged 26 SP:Iteration 24Q (2320.065040 sec): 3 clusters Score: Raw -528914.742502 + Penalty 1657.692059 = -527257.050444 nChanged 32 SP:Iteration 25Q (2320.084475 sec): 3 clusters Score: Raw -528927.142034 + Penalty 1657.692059 = -527269.449975 nChanged 38 SP:Iteration 26Q (2320.103703 sec): 3 clusters Score: Raw -528941.759230 + Penalty 1657.692059 = -527284.067171 nChanged 25 SP:Iteration 27Q (2320.122893 sec): 3 clusters Score: Raw -528949.164040 + Penalty 1657.692059 = -527291.471981 nChanged 33 SP:Iteration 28Q (2320.142108 sec): 3 clusters Score: Raw -528958.313828 + Penalty 1657.692059 = -527300.621769 nChanged 27 SP:Iteration 29Q (2320.161237 sec): 3 clusters Score: Raw -528965.418855 + Penalty 1657.692059 = -527307.726796 nChanged 21 SP:Iteration 30Q (2320.180395 sec): 3 clusters Score: Raw -528972.062496 + Penalty 1657.692059 = -527314.370437 nChanged 13 SP:Iteration 31Q (2320.199680 sec): 3 clusters Score: Raw -528976.674863 + Penalty 1657.692059 = -527318.982804 nChanged 12 SP:Iteration 32Q (2320.218771 sec): 3 clusters Score: Raw -528981.497768 + Penalty 1657.692059 = -527323.805710 nChanged 14 SP:Iteration 33Q (2320.237802 sec): 3 clusters Score: Raw -528984.840199 + Penalty 1657.692059 = -527327.148140 nChanged 10 SP:Iteration 34Q (2320.257120 sec): 3 clusters Score: Raw -528987.026827 + Penalty 1657.692059 = -527329.334768 nChanged 6 SP:Iteration 35Q (2320.276381 sec): 3 clusters Score: Raw -528988.309891 + Penalty 1657.692059 = -527330.617832 nChanged 5 SP:Iteration 36Q (2320.295554 sec): 3 clusters Score: Raw -528989.387574 + Penalty 1657.692059 = -527331.695515 nChanged 3 SP:Iteration 37Q (2320.314598 sec): 3 clusters Score: Raw -528989.879033 + Penalty 1657.692059 = -527332.186974 nChanged 0 SP:Iteration 38F (2320.334661 sec): 3 clusters Score: Raw -528989.879033 + Penalty 1657.692059 = -527332.186974 nChanged 0 Trying to split cluster 38 (8445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2320.355196 sec): 2 clusters Score: Raw -715290.395793 + Penalty 858.926334 = -714431.469459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2320.378550 sec): 3 clusters Score: Raw -710350.161591 + Penalty 1717.852668 = -708632.308923 nChanged 3709 SP:Iteration 1F (2320.401223 sec): 3 clusters Score: Raw -712605.166849 + Penalty 1717.852668 = -710887.314182 nChanged 547 SP:Iteration 2F (2320.424277 sec): 3 clusters Score: Raw -712947.782237 + Penalty 1717.852668 = -711229.929569 nChanged 521 SP:Iteration 3F (2320.447034 sec): 3 clusters Score: Raw -713273.540979 + Penalty 1717.852668 = -711555.688312 nChanged 505 SP:Iteration 4F (2320.469979 sec): 3 clusters Score: Raw -713570.822664 + Penalty 1717.852668 = -711852.969996 nChanged 468 SP:Iteration 5F (2320.492750 sec): 3 clusters Score: Raw -713880.950267 + Penalty 1717.852668 = -712163.097599 nChanged 454 SP:Iteration 6F (2320.515569 sec): 3 clusters Score: Raw -714169.702854 + Penalty 1717.852668 = -712451.850186 nChanged 397 SP:Iteration 7Q (2320.538313 sec): 3 clusters Score: Raw -714399.517884 + Penalty 1717.852668 = -712681.665216 nChanged 323 SP:Iteration 8Q (2320.560910 sec): 3 clusters Score: Raw -714582.304354 + Penalty 1717.852668 = -712864.451686 nChanged 287 SP:Iteration 9Q (2320.583736 sec): 3 clusters Score: Raw -714722.981870 + Penalty 1717.852668 = -713005.129202 nChanged 233 SP:Iteration 10Q (2320.606538 sec): 3 clusters Score: Raw -714830.119976 + Penalty 1717.852668 = -713112.267309 nChanged 192 SP:Iteration 11Q (2320.629111 sec): 3 clusters Score: Raw -714918.437478 + Penalty 1717.852668 = -713200.584810 nChanged 174 SP:Iteration 12Q (2320.651632 sec): 3 clusters Score: Raw -714992.248716 + Penalty 1717.852668 = -713274.396049 nChanged 139 SP:Iteration 13Q (2320.674146 sec): 3 clusters Score: Raw -715049.794496 + Penalty 1717.852668 = -713331.941828 nChanged 128 SP:Iteration 14Q (2320.696336 sec): 3 clusters Score: Raw -715103.555682 + Penalty 1717.852668 = -713385.703014 nChanged 128 SP:Iteration 15Q (2320.718814 sec): 3 clusters Score: Raw -715166.126413 + Penalty 1717.852668 = -713448.273746 nChanged 121 SP:Iteration 16Q (2320.741216 sec): 3 clusters Score: Raw -715214.560608 + Penalty 1717.852668 = -713496.707941 nChanged 104 SP:Iteration 17Q (2320.763503 sec): 3 clusters Score: Raw -715254.287141 + Penalty 1717.852668 = -713536.434474 nChanged 104 SP:Iteration 18Q (2320.785873 sec): 3 clusters Score: Raw -715289.228369 + Penalty 1717.852668 = -713571.375701 nChanged 104 SP:Iteration 19Q (2320.807790 sec): 3 clusters Score: Raw -715324.604609 + Penalty 1717.852668 = -713606.751942 nChanged 94 SP:Iteration 20F (2320.830792 sec): 3 clusters Score: Raw -715358.097981 + Penalty 1717.852668 = -713640.245314 nChanged 83 SP:Iteration 21Q (2320.852849 sec): 3 clusters Score: Raw -715384.415415 + Penalty 1717.852668 = -713666.562748 nChanged 70 SP:Iteration 22Q (2320.874770 sec): 3 clusters Score: Raw -715406.594280 + Penalty 1717.852668 = -713688.741613 nChanged 65 SP:Iteration 23Q (2320.896703 sec): 3 clusters Score: Raw -715427.728834 + Penalty 1717.852668 = -713709.876167 nChanged 59 SP:Iteration 24Q (2320.918511 sec): 3 clusters Score: Raw -715445.758105 + Penalty 1717.852668 = -713727.905438 nChanged 56 SP:Iteration 25Q (2320.940348 sec): 3 clusters Score: Raw -715461.214514 + Penalty 1717.852668 = -713743.361846 nChanged 50 SP:Iteration 26Q (2320.962103 sec): 3 clusters Score: Raw -715478.358220 + Penalty 1717.852668 = -713760.505553 nChanged 52 SP:Iteration 27Q (2320.983822 sec): 3 clusters Score: Raw -715496.900584 + Penalty 1717.852668 = -713779.047917 nChanged 48 SP:Iteration 28Q (2321.005516 sec): 3 clusters Score: Raw -715515.893319 + Penalty 1717.852668 = -713798.040651 nChanged 49 SP:Iteration 29Q (2321.027341 sec): 3 clusters Score: Raw -715537.577054 + Penalty 1717.852668 = -713819.724387 nChanged 51 SP:Iteration 30Q (2321.048972 sec): 3 clusters Score: Raw -715560.492711 + Penalty 1717.852668 = -713842.640043 nChanged 42 SP:Iteration 31Q (2321.070489 sec): 3 clusters Score: Raw -715575.741854 + Penalty 1717.852668 = -713857.889187 nChanged 41 SP:Iteration 32Q (2321.092057 sec): 3 clusters Score: Raw -715590.629559 + Penalty 1717.852668 = -713872.776892 nChanged 42 SP:Iteration 33Q (2321.113418 sec): 3 clusters Score: Raw -715607.605563 + Penalty 1717.852668 = -713889.752895 nChanged 43 SP:Iteration 34Q (2321.134843 sec): 3 clusters Score: Raw -715625.441220 + Penalty 1717.852668 = -713907.588552 nChanged 38 SP:Iteration 35Q (2321.155983 sec): 3 clusters Score: Raw -715642.901609 + Penalty 1717.852668 = -713925.048941 nChanged 45 SP:Iteration 36Q (2321.177418 sec): 3 clusters Score: Raw -715667.704321 + Penalty 1717.852668 = -713949.851653 nChanged 45 SP:Iteration 37Q (2321.198619 sec): 3 clusters Score: Raw -715691.164965 + Penalty 1717.852668 = -713973.312297 nChanged 38 SP:Iteration 38Q (2321.219893 sec): 3 clusters Score: Raw -715708.145902 + Penalty 1717.852668 = -713990.293235 nChanged 36 SP:Iteration 39Q (2321.240681 sec): 3 clusters Score: Raw -715721.845256 + Penalty 1717.852668 = -714003.992589 nChanged 28 SP:Iteration 40F (2321.263568 sec): 3 clusters Score: Raw -715731.379480 + Penalty 1717.852668 = -714013.526812 nChanged 15 SP:Iteration 41Q (2321.284710 sec): 3 clusters Score: Raw -715734.981117 + Penalty 1717.852668 = -714017.128449 nChanged 10 SP:Iteration 42Q (2321.305725 sec): 3 clusters Score: Raw -715737.701476 + Penalty 1717.852668 = -714019.848809 nChanged 9 SP:Iteration 43Q (2321.326786 sec): 3 clusters Score: Raw -715742.938549 + Penalty 1717.852668 = -714025.085882 nChanged 15 SP:Iteration 44Q (2321.347656 sec): 3 clusters Score: Raw -715748.540053 + Penalty 1717.852668 = -714030.687385 nChanged 11 SP:Iteration 45Q (2321.368409 sec): 3 clusters Score: Raw -715753.756723 + Penalty 1717.852668 = -714035.904055 nChanged 8 SP:Iteration 46Q (2321.389262 sec): 3 clusters Score: Raw -715756.710579 + Penalty 1717.852668 = -714038.857911 nChanged 8 SP:Iteration 47Q (2321.410265 sec): 3 clusters Score: Raw -715760.172203 + Penalty 1717.852668 = -714042.319535 nChanged 6 SP:Iteration 48Q (2321.431106 sec): 3 clusters Score: Raw -715762.429233 + Penalty 1717.852668 = -714044.576566 nChanged 8 SP:Iteration 49Q (2321.451917 sec): 3 clusters Score: Raw -715765.429763 + Penalty 1717.852668 = -714047.577095 nChanged 8 SP:Iteration 50Q (2321.472635 sec): 3 clusters Score: Raw -715768.449787 + Penalty 1717.852668 = -714050.597119 nChanged 6 SP:Iteration 51Q (2321.493415 sec): 3 clusters Score: Raw -715770.159553 + Penalty 1717.852668 = -714052.306886 nChanged 6 SP:Iteration 52Q (2321.513941 sec): 3 clusters Score: Raw -715771.566427 + Penalty 1717.852668 = -714053.713759 nChanged 6 SP:Iteration 53Q (2321.534723 sec): 3 clusters Score: Raw -715772.792174 + Penalty 1717.852668 = -714054.939506 nChanged 3 SP:Iteration 54Q (2321.555398 sec): 3 clusters Score: Raw -715774.171466 + Penalty 1717.852668 = -714056.318799 nChanged 2 SP:Iteration 55Q (2321.576204 sec): 3 clusters Score: Raw -715774.735817 + Penalty 1717.852668 = -714056.883149 nChanged 1 SP:Iteration 56Q (2321.597129 sec): 3 clusters Score: Raw -715775.224620 + Penalty 1717.852668 = -714057.371953 nChanged 1 SP:Iteration 57Q (2321.617876 sec): 3 clusters Score: Raw -715775.428805 + Penalty 1717.852668 = -714057.576137 nChanged 1 SP:Iteration 58Q (2321.638935 sec): 3 clusters Score: Raw -715775.685428 + Penalty 1717.852668 = -714057.832760 nChanged 0 SP:Iteration 59F (2321.661705 sec): 3 clusters Score: Raw -715775.685428 + Penalty 1717.852668 = -714057.832760 nChanged 0 Trying to split cluster 39 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2321.676478 sec): 2 clusters Score: Raw -119179.721334 + Penalty 692.253259 = -118487.468075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2321.682641 sec): 3 clusters Score: Raw -118530.723184 + Penalty 1384.506518 = -117146.216666 nChanged 525 SP:Iteration 1F (2321.688266 sec): 3 clusters Score: Raw -118838.202142 + Penalty 1384.506518 = -117453.695624 nChanged 121 SP:Iteration 2F (2321.693800 sec): 3 clusters Score: Raw -118920.528065 + Penalty 1384.506518 = -117536.021546 nChanged 76 SP:Iteration 3F (2321.699389 sec): 3 clusters Score: Raw -118992.501693 + Penalty 1384.506518 = -117607.995174 nChanged 80 SP:Iteration 4F (2321.716589 sec): 3 clusters Score: Raw -119069.294775 + Penalty 1384.506518 = -117684.788256 nChanged 75 SP:Iteration 5F (2321.722212 sec): 3 clusters Score: Raw -119118.179543 + Penalty 1384.506518 = -117733.673025 nChanged 63 SP:Iteration 6Q (2321.727786 sec): 3 clusters Score: Raw -119171.413894 + Penalty 1384.506518 = -117786.907376 nChanged 59 SP:Iteration 7Q (2321.733458 sec): 3 clusters Score: Raw -119227.611639 + Penalty 1384.506518 = -117843.105121 nChanged 71 SP:Iteration 8Q (2321.739062 sec): 3 clusters Score: Raw -119293.819265 + Penalty 1384.506518 = -117909.312747 nChanged 67 SP:Iteration 9Q (2321.744656 sec): 3 clusters Score: Raw -119349.823141 + Penalty 1384.506518 = -117965.316623 nChanged 70 SP:Iteration 10Q (2321.750230 sec): 3 clusters Score: Raw -119414.438775 + Penalty 1384.506518 = -118029.932257 nChanged 56 SP:Iteration 11Q (2321.755740 sec): 3 clusters Score: Raw -119473.514964 + Penalty 1384.506518 = -118089.008446 nChanged 44 SP:Iteration 12Q (2321.761312 sec): 3 clusters Score: Raw -119514.167461 + Penalty 1384.506518 = -118129.660942 nChanged 37 SP:Iteration 13Q (2321.766883 sec): 3 clusters Score: Raw -119544.670279 + Penalty 1384.506518 = -118160.163761 nChanged 31 SP:Iteration 14Q (2321.772394 sec): 3 clusters Score: Raw -119570.084651 + Penalty 1384.506518 = -118185.578133 nChanged 22 SP:Iteration 15Q (2321.777911 sec): 3 clusters Score: Raw -119587.482352 + Penalty 1384.506518 = -118202.975834 nChanged 15 SP:Iteration 16Q (2321.783414 sec): 3 clusters Score: Raw -119597.338123 + Penalty 1384.506518 = -118212.831605 nChanged 10 SP:Iteration 17Q (2321.788847 sec): 3 clusters Score: Raw -119601.943092 + Penalty 1384.506518 = -118217.436574 nChanged 7 SP:Iteration 18Q (2321.794337 sec): 3 clusters Score: Raw -119605.327845 + Penalty 1384.506518 = -118220.821327 nChanged 5 SP:Iteration 19Q (2321.799878 sec): 3 clusters Score: Raw -119608.305463 + Penalty 1384.506518 = -118223.798945 nChanged 7 SP:Iteration 20F (2321.805454 sec): 3 clusters Score: Raw -119613.029689 + Penalty 1384.506518 = -118228.523171 nChanged 4 SP:Iteration 21Q (2321.810936 sec): 3 clusters Score: Raw -119614.904102 + Penalty 1384.506518 = -118230.397584 nChanged 1 SP:Iteration 22Q (2321.816415 sec): 3 clusters Score: Raw -119615.795202 + Penalty 1384.506518 = -118231.288684 nChanged 0 SP:Iteration 23F (2321.821932 sec): 3 clusters Score: Raw -119615.795202 + Penalty 1384.506518 = -118231.288684 nChanged 0 Trying to split cluster 40 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2321.834851 sec): 2 clusters Score: Raw -33982.922806 + Penalty 586.113020 = -33396.809786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2321.837417 sec): 3 clusters Score: Raw -33899.521944 + Penalty 1172.226039 = -32727.295905 nChanged 158 SP:Iteration 1F (2321.839658 sec): 3 clusters Score: Raw -34117.951225 + Penalty 1172.226039 = -32945.725186 nChanged 51 SP:Iteration 2F (2321.841899 sec): 3 clusters Score: Raw -34282.337000 + Penalty 1172.226039 = -33110.110960 nChanged 44 SP:Iteration 3F (2321.844133 sec): 3 clusters Score: Raw -34443.400768 + Penalty 1172.226039 = -33271.174729 nChanged 35 SP:Iteration 4F (2321.846387 sec): 3 clusters Score: Raw -34504.905636 + Penalty 1172.226039 = -33332.679597 nChanged 17 SP:Iteration 5Q (2321.848578 sec): 3 clusters Score: Raw -34528.796738 + Penalty 1172.226039 = -33356.570699 nChanged 7 SP:Iteration 6Q (2321.850758 sec): 3 clusters Score: Raw -34542.961086 + Penalty 1172.226039 = -33370.735047 nChanged 3 SP:Iteration 7Q (2321.852935 sec): 3 clusters Score: Raw -34553.502732 + Penalty 1172.226039 = -33381.276692 nChanged 2 SP:Iteration 8Q (2321.855093 sec): 3 clusters Score: Raw -34558.524173 + Penalty 1172.226039 = -33386.298134 nChanged 3 SP:Iteration 9Q (2321.857269 sec): 3 clusters Score: Raw -34567.621307 + Penalty 1172.226039 = -33395.395268 nChanged 3 SP:Iteration 10Q (2321.859486 sec): 3 clusters Score: Raw -34581.798003 + Penalty 1172.226039 = -33409.571963 nChanged 3 SP:Iteration 11Q (2321.861662 sec): 3 clusters Score: Raw -34590.841241 + Penalty 1172.226039 = -33418.615202 nChanged 4 SP:Iteration 12Q (2321.863842 sec): 3 clusters Score: Raw -34596.276899 + Penalty 1172.226039 = -33424.050860 nChanged 4 SP:Iteration 13Q (2321.866000 sec): 3 clusters Score: Raw -34601.455958 + Penalty 1172.226039 = -33429.229919 nChanged 2 SP:Iteration 14Q (2321.868166 sec): 3 clusters Score: Raw -34605.965677 + Penalty 1172.226039 = -33433.739638 nChanged 2 SP:Iteration 15Q (2321.870322 sec): 3 clusters Score: Raw -34607.712042 + Penalty 1172.226039 = -33435.486003 nChanged 1 SP:Iteration 16Q (2321.872479 sec): 3 clusters Score: Raw -34608.423746 + Penalty 1172.226039 = -33436.197707 nChanged 0 SP:Iteration 17F (2321.874706 sec): 3 clusters Score: Raw -34608.423746 + Penalty 1172.226039 = -33436.197707 nChanged 0 Score: Raw -69583600.279474 + Penalty 59620.935958 = -69523979.343516 Splitting cluster 40 changes total score from -69524638.306571 to -69523979.343516 So it's not getting split. Trying to split cluster 41 (89417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.882191 sec): 2 clusters Score: Raw -7589142.640966 + Penalty 1083.101279 = -7588059.539686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.997320 sec): 3 clusters Score: Raw -7530375.421019 + Penalty 2166.202559 = -7528209.218460 nChanged 43089 SP:Iteration 1F (2341.110587 sec): 3 clusters Score: Raw -7555757.944856 + Penalty 2166.202559 = -7553591.742297 nChanged 3479 SP:Iteration 2Q (2341.233167 sec): 3 clusters Score: Raw -7556887.348358 + Penalty 2166.202559 = -7554721.145799 nChanged 4015 SP:Iteration 3Q (2341.355843 sec): 3 clusters Score: Raw -7558570.630776 + Penalty 2166.202559 = -7556404.428217 nChanged 4894 SP:Iteration 4F (2341.468976 sec): 3 clusters Score: Raw -7561247.328645 + Penalty 2166.202559 = -7559081.126087 nChanged 5982 SP:Iteration 5F (2341.581640 sec): 3 clusters Score: Raw -7565368.173799 + Penalty 2166.202559 = -7563201.971240 nChanged 6678 SP:Iteration 6F (2341.694485 sec): 3 clusters Score: Raw -7570821.364634 + Penalty 2166.202559 = -7568655.162075 nChanged 6381 SP:Iteration 7F (2341.807686 sec): 3 clusters Score: Raw -7576371.930870 + Penalty 2166.202559 = -7574205.728311 nChanged 5047 SP:Iteration 8F (2341.920567 sec): 3 clusters Score: Raw -7580619.300033 + Penalty 2166.202559 = -7578453.097474 nChanged 3750 SP:Iteration 9Q (2342.035710 sec): 3 clusters Score: Raw -7583500.719578 + Penalty 2166.202559 = -7581334.517019 nChanged 2638 SP:Iteration 10Q (2342.147540 sec): 3 clusters Score: Raw -7585279.727952 + Penalty 2166.202559 = -7583113.525393 nChanged 1953 SP:Iteration 11Q (2342.256102 sec): 3 clusters Score: Raw -7586472.632885 + Penalty 2166.202559 = -7584306.430326 nChanged 1525 SP:Iteration 12Q (2342.362226 sec): 3 clusters Score: Raw -7587330.215767 + Penalty 2166.202559 = -7585164.013209 nChanged 1144 SP:Iteration 13Q (2342.466307 sec): 3 clusters Score: Raw -7587941.091319 + Penalty 2166.202559 = -7585774.888761 nChanged 920 SP:Iteration 14Q (2342.568481 sec): 3 clusters Score: Raw -7588394.222658 + Penalty 2166.202559 = -7586228.020099 nChanged 721 SP:Iteration 15Q (2342.669279 sec): 3 clusters Score: Raw -7588705.906685 + Penalty 2166.202559 = -7586539.704126 nChanged 534 SP:Iteration 16Q (2342.768975 sec): 3 clusters Score: Raw -7588925.825776 + Penalty 2166.202559 = -7586759.623217 nChanged 439 SP:Iteration 17Q (2342.866568 sec): 3 clusters Score: Raw -7589112.769898 + Penalty 2166.202559 = -7586946.567339 nChanged 340 SP:Iteration 18Q (2342.963845 sec): 3 clusters Score: Raw -7589248.270834 + Penalty 2166.202559 = -7587082.068275 nChanged 266 SP:Iteration 19Q (2343.060139 sec): 3 clusters Score: Raw -7589340.156662 + Penalty 2166.202559 = -7587173.954103 nChanged 183 SP:Iteration 20F (2343.171370 sec): 3 clusters Score: Raw -7589399.058517 + Penalty 2166.202559 = -7587232.855958 nChanged 129 SP:Iteration 21Q (2343.296095 sec): 3 clusters Score: Raw -7589440.021969 + Penalty 2166.202559 = -7587273.819410 nChanged 97 SP:Iteration 22Q (2343.398743 sec): 3 clusters Score: Raw -7589466.335673 + Penalty 2166.202559 = -7587300.133114 nChanged 77 SP:Iteration 23Q (2343.494065 sec): 3 clusters Score: Raw -7589486.881855 + Penalty 2166.202559 = -7587320.679296 nChanged 74 SP:Iteration 24Q (2343.589117 sec): 3 clusters Score: Raw -7589504.212783 + Penalty 2166.202559 = -7587338.010224 nChanged 63 SP:Iteration 25Q (2343.684092 sec): 3 clusters Score: Raw -7589518.486712 + Penalty 2166.202559 = -7587352.284153 nChanged 45 SP:Iteration 26Q (2343.778998 sec): 3 clusters Score: Raw -7589527.762563 + Penalty 2166.202559 = -7587361.560004 nChanged 45 SP:Iteration 27Q (2343.873562 sec): 3 clusters Score: Raw -7589535.998113 + Penalty 2166.202559 = -7587369.795554 nChanged 28 SP:Iteration 28Q (2343.968158 sec): 3 clusters Score: Raw -7589541.186385 + Penalty 2166.202559 = -7587374.983826 nChanged 24 SP:Iteration 29Q (2344.092651 sec): 3 clusters Score: Raw -7589545.253723 + Penalty 2166.202559 = -7587379.051164 nChanged 22 SP:Iteration 30Q (2344.187094 sec): 3 clusters Score: Raw -7589548.651261 + Penalty 2166.202559 = -7587382.448702 nChanged 22 SP:Iteration 31Q (2344.281904 sec): 3 clusters Score: Raw -7589551.974830 + Penalty 2166.202559 = -7587385.772271 nChanged 14 SP:Iteration 32Q (2344.376188 sec): 3 clusters Score: Raw -7589553.310071 + Penalty 2166.202559 = -7587387.107512 nChanged 7 SP:Iteration 33Q (2344.489262 sec): 3 clusters Score: Raw -7589554.582743 + Penalty 2166.202559 = -7587388.380184 nChanged 9 SP:Iteration 34Q (2344.583790 sec): 3 clusters Score: Raw -7589555.668026 + Penalty 2166.202559 = -7587389.465467 nChanged 6 SP:Iteration 35Q (2344.685103 sec): 3 clusters Score: Raw -7589556.240838 + Penalty 2166.202559 = -7587390.038279 nChanged 8 SP:Iteration 36Q (2344.781486 sec): 3 clusters Score: Raw -7589557.767431 + Penalty 2166.202559 = -7587391.564873 nChanged 5 SP:Iteration 37Q (2344.876798 sec): 3 clusters Score: Raw -7589558.218239 + Penalty 2166.202559 = -7587392.015680 nChanged 8 SP:Iteration 38Q (2344.972235 sec): 3 clusters Score: Raw -7589560.165250 + Penalty 2166.202559 = -7587393.962691 nChanged 11 SP:Iteration 39Q (2345.066617 sec): 3 clusters Score: Raw -7589561.684844 + Penalty 2166.202559 = -7587395.482285 nChanged 8 SP:Iteration 40F (2345.178803 sec): 3 clusters Score: Raw -7589562.520305 + Penalty 2166.202559 = -7587396.317746 nChanged 6 SP:Iteration 41Q (2345.273034 sec): 3 clusters Score: Raw -7589563.566793 + Penalty 2166.202559 = -7587397.364234 nChanged 7 SP:Iteration 42Q (2345.367260 sec): 3 clusters Score: Raw -7589564.407628 + Penalty 2166.202559 = -7587398.205069 nChanged 3 SP:Iteration 43Q (2345.461574 sec): 3 clusters Score: Raw -7589564.732718 + Penalty 2166.202559 = -7587398.530159 nChanged 5 SP:Iteration 44Q (2345.555957 sec): 3 clusters Score: Raw -7589565.303743 + Penalty 2166.202559 = -7587399.101184 nChanged 2 SP:Iteration 45Q (2345.650199 sec): 3 clusters Score: Raw -7589565.403317 + Penalty 2166.202559 = -7587399.200758 nChanged 1 SP:Iteration 46Q (2345.744435 sec): 3 clusters Score: Raw -7589565.558673 + Penalty 2166.202559 = -7587399.356114 nChanged 1 SP:Iteration 47Q (2345.839608 sec): 3 clusters Score: Raw -7589565.611852 + Penalty 2166.202559 = -7587399.409293 nChanged 1 SP:Iteration 48Q (2345.934365 sec): 3 clusters Score: Raw -7589565.682778 + Penalty 2166.202559 = -7587399.480219 nChanged 1 SP:Iteration 49Q (2346.028730 sec): 3 clusters Score: Raw -7589565.834428 + Penalty 2166.202559 = -7587399.631869 nChanged 1 SP:Iteration 50Q (2346.122869 sec): 3 clusters Score: Raw -7589565.920572 + Penalty 2166.202559 = -7587399.718013 nChanged 1 SP:Iteration 51Q (2346.217039 sec): 3 clusters Score: Raw -7589566.228535 + Penalty 2166.202559 = -7587400.025976 nChanged 1 SP:Iteration 52Q (2346.311460 sec): 3 clusters Score: Raw -7589566.322148 + Penalty 2166.202559 = -7587400.119589 nChanged 0 SP:Iteration 53F (2346.422818 sec): 3 clusters Score: Raw -7589566.322148 + Penalty 2166.202559 = -7587400.119589 nChanged 0 Trying to split cluster 42 (3142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2346.432229 sec): 2 clusters Score: Raw -230079.051387 + Penalty 764.998408 = -229314.052980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2346.444474 sec): 3 clusters Score: Raw -228435.423700 + Penalty 1529.996816 = -226905.426885 nChanged 1295 SP:Iteration 1F (2346.455730 sec): 3 clusters Score: Raw -229242.826839 + Penalty 1529.996816 = -227712.830024 nChanged 265 SP:Iteration 2F (2346.466973 sec): 3 clusters Score: Raw -229470.017244 + Penalty 1529.996816 = -227940.020428 nChanged 251 SP:Iteration 3F (2346.478284 sec): 3 clusters Score: Raw -229714.039805 + Penalty 1529.996816 = -228184.042989 nChanged 209 SP:Iteration 4F (2346.489553 sec): 3 clusters Score: Raw -229909.934173 + Penalty 1529.996816 = -228379.937358 nChanged 181 SP:Iteration 5F (2346.500889 sec): 3 clusters Score: Raw -230052.987386 + Penalty 1529.996816 = -228522.990571 nChanged 139 SP:Iteration 6Q (2346.512108 sec): 3 clusters Score: Raw -230148.517679 + Penalty 1529.996816 = -228618.520863 nChanged 113 SP:Iteration 7Q (2346.523455 sec): 3 clusters Score: Raw -230237.634810 + Penalty 1529.996816 = -228707.637994 nChanged 93 SP:Iteration 8Q (2346.534746 sec): 3 clusters Score: Raw -230310.485290 + Penalty 1529.996816 = -228780.488475 nChanged 54 SP:Iteration 9Q (2346.545993 sec): 3 clusters Score: Raw -230350.738218 + Penalty 1529.996816 = -228820.741402 nChanged 44 SP:Iteration 10Q (2346.557157 sec): 3 clusters Score: Raw -230381.678579 + Penalty 1529.996816 = -228851.681764 nChanged 23 SP:Iteration 11Q (2346.568260 sec): 3 clusters Score: Raw -230393.951427 + Penalty 1529.996816 = -228863.954611 nChanged 17 SP:Iteration 12Q (2346.579440 sec): 3 clusters Score: Raw -230402.515755 + Penalty 1529.996816 = -228872.518939 nChanged 10 SP:Iteration 13Q (2346.590630 sec): 3 clusters Score: Raw -230406.428727 + Penalty 1529.996816 = -228876.431912 nChanged 10 SP:Iteration 14Q (2346.601700 sec): 3 clusters Score: Raw -230409.690947 + Penalty 1529.996816 = -228879.694131 nChanged 4 SP:Iteration 15Q (2346.612766 sec): 3 clusters Score: Raw -230411.242519 + Penalty 1529.996816 = -228881.245703 nChanged 4 SP:Iteration 16Q (2346.623872 sec): 3 clusters Score: Raw -230412.947358 + Penalty 1529.996816 = -228882.950543 nChanged 1 SP:Iteration 17Q (2346.635018 sec): 3 clusters Score: Raw -230413.840303 + Penalty 1529.996816 = -228883.843487 nChanged 1 SP:Iteration 18Q (2346.646182 sec): 3 clusters Score: Raw -230414.370850 + Penalty 1529.996816 = -228884.374034 nChanged 1 SP:Iteration 19Q (2346.657314 sec): 3 clusters Score: Raw -230414.582068 + Penalty 1529.996816 = -228884.585252 nChanged 0 SP:Iteration 20F (2346.668604 sec): 3 clusters Score: Raw -230414.582068 + Penalty 1529.996816 = -228884.585252 nChanged 0 Trying to split cluster 43 (3122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2346.684906 sec): 2 clusters Score: Raw -276873.870683 + Penalty 764.391765 = -276109.478918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2346.697000 sec): 3 clusters Score: Raw -275225.552232 + Penalty 1528.783529 = -273696.768702 nChanged 1307 SP:Iteration 1F (2346.708217 sec): 3 clusters Score: Raw -275989.178872 + Penalty 1528.783529 = -274460.395342 nChanged 248 SP:Iteration 2F (2346.719389 sec): 3 clusters Score: Raw -276117.893981 + Penalty 1528.783529 = -274589.110451 nChanged 166 SP:Iteration 3F (2346.730574 sec): 3 clusters Score: Raw -276206.503309 + Penalty 1528.783529 = -274677.719780 nChanged 141 SP:Iteration 4Q (2346.741842 sec): 3 clusters Score: Raw -276286.157893 + Penalty 1528.783529 = -274757.374364 nChanged 143 SP:Iteration 5Q (2346.753157 sec): 3 clusters Score: Raw -276376.980217 + Penalty 1528.783529 = -274848.196688 nChanged 137 SP:Iteration 6Q (2346.764450 sec): 3 clusters Score: Raw -276480.988314 + Penalty 1528.783529 = -274952.204784 nChanged 147 SP:Iteration 7Q (2346.775618 sec): 3 clusters Score: Raw -276586.919859 + Penalty 1528.783529 = -275058.136330 nChanged 142 SP:Iteration 8Q (2346.786781 sec): 3 clusters Score: Raw -276683.933006 + Penalty 1528.783529 = -275155.149477 nChanged 100 SP:Iteration 9Q (2346.797876 sec): 3 clusters Score: Raw -276747.028478 + Penalty 1528.783529 = -275218.244949 nChanged 89 SP:Iteration 10Q (2346.809003 sec): 3 clusters Score: Raw -276800.516859 + Penalty 1528.783529 = -275271.733330 nChanged 79 SP:Iteration 11Q (2346.820116 sec): 3 clusters Score: Raw -276840.999781 + Penalty 1528.783529 = -275312.216252 nChanged 63 SP:Iteration 12Q (2346.831220 sec): 3 clusters Score: Raw -276874.531008 + Penalty 1528.783529 = -275345.747479 nChanged 56 SP:Iteration 13Q (2346.842264 sec): 3 clusters Score: Raw -276902.896556 + Penalty 1528.783529 = -275374.113027 nChanged 38 SP:Iteration 14Q (2346.853306 sec): 3 clusters Score: Raw -276923.171275 + Penalty 1528.783529 = -275394.387746 nChanged 39 SP:Iteration 15Q (2346.864481 sec): 3 clusters Score: Raw -276943.286442 + Penalty 1528.783529 = -275414.502913 nChanged 36 SP:Iteration 16Q (2346.875566 sec): 3 clusters Score: Raw -276962.804128 + Penalty 1528.783529 = -275434.020599 nChanged 30 SP:Iteration 17Q (2346.886597 sec): 3 clusters Score: Raw -276975.196227 + Penalty 1528.783529 = -275446.412698 nChanged 29 SP:Iteration 18Q (2346.897602 sec): 3 clusters Score: Raw -276985.627455 + Penalty 1528.783529 = -275456.843926 nChanged 17 SP:Iteration 19Q (2346.908454 sec): 3 clusters Score: Raw -276992.997494 + Penalty 1528.783529 = -275464.213965 nChanged 19 SP:Iteration 20F (2346.919548 sec): 3 clusters Score: Raw -277001.005432 + Penalty 1528.783529 = -275472.221903 nChanged 17 SP:Iteration 21Q (2346.930457 sec): 3 clusters Score: Raw -277005.583852 + Penalty 1528.783529 = -275476.800323 nChanged 8 SP:Iteration 22Q (2346.941614 sec): 3 clusters Score: Raw -277007.796319 + Penalty 1528.783529 = -275479.012790 nChanged 5 SP:Iteration 23Q (2346.952536 sec): 3 clusters Score: Raw -277009.144887 + Penalty 1528.783529 = -275480.361357 nChanged 4 SP:Iteration 24Q (2346.963353 sec): 3 clusters Score: Raw -277010.089840 + Penalty 1528.783529 = -275481.306311 nChanged 4 SP:Iteration 25Q (2346.974271 sec): 3 clusters Score: Raw -277011.428604 + Penalty 1528.783529 = -275482.645074 nChanged 3 SP:Iteration 26Q (2346.985097 sec): 3 clusters Score: Raw -277011.984188 + Penalty 1528.783529 = -275483.200659 nChanged 2 SP:Iteration 27Q (2346.996110 sec): 3 clusters Score: Raw -277012.312747 + Penalty 1528.783529 = -275483.529217 nChanged 1 SP:Iteration 28Q (2347.007032 sec): 3 clusters Score: Raw -277012.424555 + Penalty 1528.783529 = -275483.641026 nChanged 1 SP:Iteration 29Q (2347.017906 sec): 3 clusters Score: Raw -277012.992093 + Penalty 1528.783529 = -275484.208564 nChanged 1 SP:Iteration 30Q (2347.028809 sec): 3 clusters Score: Raw -277013.166918 + Penalty 1528.783529 = -275484.383389 nChanged 2 SP:Iteration 31Q (2347.039679 sec): 3 clusters Score: Raw -277013.488694 + Penalty 1528.783529 = -275484.705165 nChanged 1 SP:Iteration 32Q (2347.050656 sec): 3 clusters Score: Raw -277013.609478 + Penalty 1528.783529 = -275484.825949 nChanged 0 SP:Iteration 33F (2347.061866 sec): 3 clusters Score: Raw -277013.609478 + Penalty 1528.783529 = -275484.825949 nChanged 0 Trying to split cluster 44 (16518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.091783 sec): 2 clusters Score: Raw -1475402.742803 + Penalty 922.659568 = -1474480.083236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.126057 sec): 3 clusters Score: Raw -1465185.162736 + Penalty 1845.319135 = -1463339.843601 nChanged 7623 SP:Iteration 1F (2347.158516 sec): 3 clusters Score: Raw -1469594.531672 + Penalty 1845.319135 = -1467749.212537 nChanged 822 SP:Iteration 2Q (2347.191295 sec): 3 clusters Score: Raw -1469979.091232 + Penalty 1845.319135 = -1468133.772096 nChanged 843 SP:Iteration 3F (2347.223935 sec): 3 clusters Score: Raw -1470477.621619 + Penalty 1845.319135 = -1468632.302484 nChanged 886 SP:Iteration 4F (2347.256526 sec): 3 clusters Score: Raw -1471118.395767 + Penalty 1845.319135 = -1469273.076632 nChanged 969 SP:Iteration 5F (2347.289015 sec): 3 clusters Score: Raw -1471845.232196 + Penalty 1845.319135 = -1469999.913061 nChanged 1047 SP:Iteration 6F (2347.321534 sec): 3 clusters Score: Raw -1472630.935695 + Penalty 1845.319135 = -1470785.616560 nChanged 1000 SP:Iteration 7F (2347.354384 sec): 3 clusters Score: Raw -1473302.129885 + Penalty 1845.319135 = -1471456.810750 nChanged 796 SP:Iteration 8Q (2347.386953 sec): 3 clusters Score: Raw -1473708.166614 + Penalty 1845.319135 = -1471862.847479 nChanged 609 SP:Iteration 9Q (2347.419145 sec): 3 clusters Score: Raw -1473926.806050 + Penalty 1845.319135 = -1472081.486915 nChanged 468 SP:Iteration 10Q (2347.451139 sec): 3 clusters Score: Raw -1474084.120500 + Penalty 1845.319135 = -1472238.801365 nChanged 381 SP:Iteration 11Q (2347.483119 sec): 3 clusters Score: Raw -1474212.767518 + Penalty 1845.319135 = -1472367.448383 nChanged 318 SP:Iteration 12Q (2347.515103 sec): 3 clusters Score: Raw -1474321.327618 + Penalty 1845.319135 = -1472476.008483 nChanged 300 SP:Iteration 13Q (2347.547220 sec): 3 clusters Score: Raw -1474429.279816 + Penalty 1845.319135 = -1472583.960681 nChanged 341 SP:Iteration 14Q (2347.578948 sec): 3 clusters Score: Raw -1474553.876217 + Penalty 1845.319135 = -1472708.557082 nChanged 315 SP:Iteration 15Q (2347.611055 sec): 3 clusters Score: Raw -1474679.305652 + Penalty 1845.319135 = -1472833.986517 nChanged 307 SP:Iteration 16Q (2347.643018 sec): 3 clusters Score: Raw -1474788.871000 + Penalty 1845.319135 = -1472943.551865 nChanged 288 SP:Iteration 17Q (2347.674895 sec): 3 clusters Score: Raw -1474884.276255 + Penalty 1845.319135 = -1473038.957119 nChanged 254 SP:Iteration 18Q (2347.706837 sec): 3 clusters Score: Raw -1474967.283594 + Penalty 1845.319135 = -1473121.964459 nChanged 265 SP:Iteration 19Q (2347.739115 sec): 3 clusters Score: Raw -1475046.000504 + Penalty 1845.319135 = -1473200.681369 nChanged 202 SP:Iteration 20F (2347.771698 sec): 3 clusters Score: Raw -1475097.971270 + Penalty 1845.319135 = -1473252.652135 nChanged 200 SP:Iteration 21Q (2347.803892 sec): 3 clusters Score: Raw -1475154.450603 + Penalty 1845.319135 = -1473309.131468 nChanged 189 SP:Iteration 22Q (2347.835838 sec): 3 clusters Score: Raw -1475201.732613 + Penalty 1845.319135 = -1473356.413478 nChanged 163 SP:Iteration 23Q (2347.867953 sec): 3 clusters Score: Raw -1475242.511272 + Penalty 1845.319135 = -1473397.192137 nChanged 149 SP:Iteration 24Q (2347.899946 sec): 3 clusters Score: Raw -1475276.952432 + Penalty 1845.319135 = -1473431.633296 nChanged 136 SP:Iteration 25Q (2347.932045 sec): 3 clusters Score: Raw -1475305.105880 + Penalty 1845.319135 = -1473459.786745 nChanged 114 SP:Iteration 26Q (2347.964323 sec): 3 clusters Score: Raw -1475326.898623 + Penalty 1845.319135 = -1473481.579488 nChanged 109 SP:Iteration 27Q (2347.996377 sec): 3 clusters Score: Raw -1475346.926860 + Penalty 1845.319135 = -1473501.607725 nChanged 102 SP:Iteration 28Q (2348.040674 sec): 3 clusters Score: Raw -1475363.603520 + Penalty 1845.319135 = -1473518.284385 nChanged 100 SP:Iteration 29Q (2348.072728 sec): 3 clusters Score: Raw -1475381.099598 + Penalty 1845.319135 = -1473535.780463 nChanged 97 SP:Iteration 30Q (2348.104671 sec): 3 clusters Score: Raw -1475397.073231 + Penalty 1845.319135 = -1473551.754096 nChanged 75 SP:Iteration 31Q (2348.136540 sec): 3 clusters Score: Raw -1475408.497362 + Penalty 1845.319135 = -1473563.178226 nChanged 83 SP:Iteration 32Q (2348.168448 sec): 3 clusters Score: Raw -1475420.283348 + Penalty 1845.319135 = -1473574.964213 nChanged 73 SP:Iteration 33Q (2348.200131 sec): 3 clusters Score: Raw -1475430.609307 + Penalty 1845.319135 = -1473585.290172 nChanged 78 SP:Iteration 34Q (2348.232018 sec): 3 clusters Score: Raw -1475441.050632 + Penalty 1845.319135 = -1473595.731496 nChanged 73 SP:Iteration 35Q (2348.263718 sec): 3 clusters Score: Raw -1475450.998045 + Penalty 1845.319135 = -1473605.678910 nChanged 83 SP:Iteration 36Q (2348.295416 sec): 3 clusters Score: Raw -1475464.888222 + Penalty 1845.319135 = -1473619.569087 nChanged 89 SP:Iteration 37Q (2348.327083 sec): 3 clusters Score: Raw -1475480.976033 + Penalty 1845.319135 = -1473635.656898 nChanged 108 SP:Iteration 38Q (2348.358746 sec): 3 clusters Score: Raw -1475504.452116 + Penalty 1845.319135 = -1473659.132981 nChanged 121 SP:Iteration 39Q (2348.390337 sec): 3 clusters Score: Raw -1475530.223655 + Penalty 1845.319135 = -1473684.904520 nChanged 127 SP:Iteration 40F (2348.422842 sec): 3 clusters Score: Raw -1475558.226940 + Penalty 1845.319135 = -1473712.907805 nChanged 113 SP:Iteration 41Q (2348.454255 sec): 3 clusters Score: Raw -1475583.577641 + Penalty 1845.319135 = -1473738.258506 nChanged 129 SP:Iteration 42Q (2348.485689 sec): 3 clusters Score: Raw -1475611.590791 + Penalty 1845.319135 = -1473766.271655 nChanged 117 SP:Iteration 43Q (2348.517070 sec): 3 clusters Score: Raw -1475637.550591 + Penalty 1845.319135 = -1473792.231456 nChanged 115 SP:Iteration 44Q (2348.548101 sec): 3 clusters Score: Raw -1475664.032892 + Penalty 1845.319135 = -1473818.713757 nChanged 114 SP:Iteration 45Q (2348.578978 sec): 3 clusters Score: Raw -1475688.258503 + Penalty 1845.319135 = -1473842.939368 nChanged 100 SP:Iteration 46Q (2348.609736 sec): 3 clusters Score: Raw -1475708.084871 + Penalty 1845.319135 = -1473862.765736 nChanged 97 SP:Iteration 47Q (2348.640557 sec): 3 clusters Score: Raw -1475726.953273 + Penalty 1845.319135 = -1473881.634138 nChanged 83 SP:Iteration 48Q (2348.671255 sec): 3 clusters Score: Raw -1475740.564849 + Penalty 1845.319135 = -1473895.245714 nChanged 73 SP:Iteration 49Q (2348.701735 sec): 3 clusters Score: Raw -1475751.423770 + Penalty 1845.319135 = -1473906.104635 nChanged 67 SP:Iteration 50Q (2348.732329 sec): 3 clusters Score: Raw -1475760.592377 + Penalty 1845.319135 = -1473915.273242 nChanged 60 SP:Iteration 51Q (2348.762588 sec): 3 clusters Score: Raw -1475770.778527 + Penalty 1845.319135 = -1473925.459392 nChanged 72 SP:Iteration 52Q (2348.792896 sec): 3 clusters Score: Raw -1475782.001689 + Penalty 1845.319135 = -1473936.682554 nChanged 57 SP:Iteration 53Q (2348.823047 sec): 3 clusters Score: Raw -1475791.177700 + Penalty 1845.319135 = -1473945.858565 nChanged 54 SP:Iteration 54Q (2348.853171 sec): 3 clusters Score: Raw -1475799.851688 + Penalty 1845.319135 = -1473954.532553 nChanged 51 SP:Iteration 55Q (2348.883242 sec): 3 clusters Score: Raw -1475807.035866 + Penalty 1845.319135 = -1473961.716731 nChanged 47 SP:Iteration 56Q (2348.913274 sec): 3 clusters Score: Raw -1475814.920828 + Penalty 1845.319135 = -1473969.601693 nChanged 57 SP:Iteration 57Q (2348.943160 sec): 3 clusters Score: Raw -1475825.841631 + Penalty 1845.319135 = -1473980.522496 nChanged 70 SP:Iteration 58Q (2348.973038 sec): 3 clusters Score: Raw -1475839.778771 + Penalty 1845.319135 = -1473994.459636 nChanged 65 SP:Iteration 59Q (2349.003048 sec): 3 clusters Score: Raw -1475853.557487 + Penalty 1845.319135 = -1474008.238352 nChanged 65 SP:Iteration 60F (2349.035216 sec): 3 clusters Score: Raw -1475868.694928 + Penalty 1845.319135 = -1474023.375793 nChanged 60 SP:Iteration 61Q (2349.065199 sec): 3 clusters Score: Raw -1475878.018565 + Penalty 1845.319135 = -1474032.699429 nChanged 47 SP:Iteration 62Q (2349.095186 sec): 3 clusters Score: Raw -1475884.734969 + Penalty 1845.319135 = -1474039.415834 nChanged 45 SP:Iteration 63Q (2349.125070 sec): 3 clusters Score: Raw -1475891.077634 + Penalty 1845.319135 = -1474045.758499 nChanged 38 SP:Iteration 64Q (2349.154846 sec): 3 clusters Score: Raw -1475895.899605 + Penalty 1845.319135 = -1474050.580470 nChanged 29 SP:Iteration 65Q (2349.184617 sec): 3 clusters Score: Raw -1475899.114821 + Penalty 1845.319135 = -1474053.795686 nChanged 26 SP:Iteration 66Q (2349.214189 sec): 3 clusters Score: Raw -1475901.688744 + Penalty 1845.319135 = -1474056.369609 nChanged 16 SP:Iteration 67Q (2349.243924 sec): 3 clusters Score: Raw -1475903.429916 + Penalty 1845.319135 = -1474058.110780 nChanged 14 SP:Iteration 68Q (2349.273611 sec): 3 clusters Score: Raw -1475905.675092 + Penalty 1845.319135 = -1474060.355957 nChanged 15 SP:Iteration 69Q (2349.303509 sec): 3 clusters Score: Raw -1475907.571842 + Penalty 1845.319135 = -1474062.252707 nChanged 19 SP:Iteration 70Q (2349.333328 sec): 3 clusters Score: Raw -1475910.081975 + Penalty 1845.319135 = -1474064.762840 nChanged 14 SP:Iteration 71Q (2349.362959 sec): 3 clusters Score: Raw -1475911.252046 + Penalty 1845.319135 = -1474065.932911 nChanged 11 SP:Iteration 72Q (2349.392504 sec): 3 clusters Score: Raw -1475912.337377 + Penalty 1845.319135 = -1474067.018242 nChanged 8 SP:Iteration 73Q (2349.421962 sec): 3 clusters Score: Raw -1475912.866583 + Penalty 1845.319135 = -1474067.547448 nChanged 12 SP:Iteration 74Q (2349.451506 sec): 3 clusters Score: Raw -1475913.905587 + Penalty 1845.319135 = -1474068.586452 nChanged 7 SP:Iteration 75Q (2349.480916 sec): 3 clusters Score: Raw -1475914.273576 + Penalty 1845.319135 = -1474068.954441 nChanged 6 SP:Iteration 76Q (2349.510455 sec): 3 clusters Score: Raw -1475914.620147 + Penalty 1845.319135 = -1474069.301012 nChanged 3 SP:Iteration 77Q (2349.539848 sec): 3 clusters Score: Raw -1475914.815734 + Penalty 1845.319135 = -1474069.496599 nChanged 4 SP:Iteration 78Q (2349.569449 sec): 3 clusters Score: Raw -1475914.997974 + Penalty 1845.319135 = -1474069.678839 nChanged 5 SP:Iteration 79Q (2349.598975 sec): 3 clusters Score: Raw -1475915.274395 + Penalty 1845.319135 = -1474069.955260 nChanged 5 SP:Iteration 80F (2349.631294 sec): 3 clusters Score: Raw -1475915.679146 + Penalty 1845.319135 = -1474070.360011 nChanged 9 SP:Iteration 81Q (2349.660884 sec): 3 clusters Score: Raw -1475916.523519 + Penalty 1845.319135 = -1474071.204384 nChanged 11 SP:Iteration 82Q (2349.690420 sec): 3 clusters Score: Raw -1475917.502434 + Penalty 1845.319135 = -1474072.183299 nChanged 7 SP:Iteration 83Q (2349.719947 sec): 3 clusters Score: Raw -1475918.322530 + Penalty 1845.319135 = -1474073.003395 nChanged 6 SP:Iteration 84Q (2349.749411 sec): 3 clusters Score: Raw -1475918.613190 + Penalty 1845.319135 = -1474073.294055 nChanged 3 SP:Iteration 85Q (2349.778966 sec): 3 clusters Score: Raw -1475918.802286 + Penalty 1845.319135 = -1474073.483151 nChanged 1 SP:Iteration 86Q (2349.808411 sec): 3 clusters Score: Raw -1475918.844296 + Penalty 1845.319135 = -1474073.525161 nChanged 0 SP:Iteration 87F (2349.840833 sec): 3 clusters Score: Raw -1475918.844296 + Penalty 1845.319135 = -1474073.525161 nChanged 0 Trying to split cluster 45 (1227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.854872 sec): 2 clusters Score: Raw -90823.596334 + Penalty 675.671107 = -90147.925226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.860327 sec): 3 clusters Score: Raw -90310.210815 + Penalty 1351.342214 = -88958.868600 nChanged 433 SP:Iteration 1F (2349.865216 sec): 3 clusters Score: Raw -90705.270258 + Penalty 1351.342214 = -89353.928043 nChanged 106 SP:Iteration 2F (2349.870097 sec): 3 clusters Score: Raw -90850.285937 + Penalty 1351.342214 = -89498.943723 nChanged 87 SP:Iteration 3F (2349.875022 sec): 3 clusters Score: Raw -90964.122431 + Penalty 1351.342214 = -89612.780217 nChanged 62 SP:Iteration 4F (2349.879944 sec): 3 clusters Score: Raw -91047.159209 + Penalty 1351.342214 = -89695.816995 nChanged 59 SP:Iteration 5Q (2349.884728 sec): 3 clusters Score: Raw -91118.854078 + Penalty 1351.342214 = -89767.511864 nChanged 42 SP:Iteration 6Q (2349.889461 sec): 3 clusters Score: Raw -91170.655828 + Penalty 1351.342214 = -89819.313614 nChanged 36 SP:Iteration 7Q (2349.894281 sec): 3 clusters Score: Raw -91200.479447 + Penalty 1351.342214 = -89849.137233 nChanged 31 SP:Iteration 8Q (2349.898983 sec): 3 clusters Score: Raw -91230.214552 + Penalty 1351.342214 = -89878.872338 nChanged 33 SP:Iteration 9Q (2349.903725 sec): 3 clusters Score: Raw -91264.816049 + Penalty 1351.342214 = -89913.473835 nChanged 31 SP:Iteration 10Q (2349.908450 sec): 3 clusters Score: Raw -91295.985975 + Penalty 1351.342214 = -89944.643761 nChanged 18 SP:Iteration 11Q (2349.913109 sec): 3 clusters Score: Raw -91317.238164 + Penalty 1351.342214 = -89965.895950 nChanged 13 SP:Iteration 12Q (2349.917760 sec): 3 clusters Score: Raw -91327.236837 + Penalty 1351.342214 = -89975.894623 nChanged 12 SP:Iteration 13Q (2349.922451 sec): 3 clusters Score: Raw -91336.982100 + Penalty 1351.342214 = -89985.639885 nChanged 7 SP:Iteration 14Q (2349.927151 sec): 3 clusters Score: Raw -91341.429659 + Penalty 1351.342214 = -89990.087444 nChanged 4 SP:Iteration 15Q (2349.931819 sec): 3 clusters Score: Raw -91343.339619 + Penalty 1351.342214 = -89991.997404 nChanged 2 SP:Iteration 16Q (2349.936487 sec): 3 clusters Score: Raw -91344.904386 + Penalty 1351.342214 = -89993.562172 nChanged 2 SP:Iteration 17Q (2349.941169 sec): 3 clusters Score: Raw -91345.543181 + Penalty 1351.342214 = -89994.200966 nChanged 4 SP:Iteration 18Q (2349.945822 sec): 3 clusters Score: Raw -91346.606005 + Penalty 1351.342214 = -89995.263791 nChanged 1 SP:Iteration 19Q (2349.950470 sec): 3 clusters Score: Raw -91347.452329 + Penalty 1351.342214 = -89996.110115 nChanged 0 SP:Iteration 20F (2349.955304 sec): 3 clusters Score: Raw -91347.452329 + Penalty 1351.342214 = -89996.110115 nChanged 0 Iteration 179Q (2358.633024 sec): 46 clusters Score: Raw -69582981.578873 + Penalty 58324.828655 = -69524656.750218 nChanged 562 Iteration 180F (2377.389072 sec): 46 clusters Score: Raw -69583001.082658 + Penalty 58324.828655 = -69524676.254004 nChanged 569 Iteration 181Q (2386.224441 sec): 46 clusters Score: Raw -69583021.828564 + Penalty 58324.828655 = -69524696.999910 nChanged 564 Iteration 182Q (2395.129158 sec): 46 clusters Score: Raw -69583041.735725 + Penalty 58324.828655 = -69524716.907070 nChanged 575 Iteration 183Q (2403.965836 sec): 46 clusters Score: Raw -69583060.219260 + Penalty 58324.828655 = -69524735.390605 nChanged 561 Iteration 184Q (2412.787502 sec): 46 clusters Score: Raw -69583080.097994 + Penalty 58324.828655 = -69524755.269340 nChanged 499 Iteration 185Q (2421.625375 sec): 46 clusters Score: Raw -69583096.396006 + Penalty 58324.828655 = -69524771.567352 nChanged 503 Iteration 186Q (2430.462516 sec): 46 clusters Score: Raw -69583113.245518 + Penalty 58324.828655 = -69524788.416863 nChanged 528 Iteration 187Q (2439.303873 sec): 46 clusters Score: Raw -69583131.838082 + Penalty 58324.828655 = -69524807.009427 nChanged 546 Iteration 188Q (2448.143253 sec): 46 clusters Score: Raw -69583150.686371 + Penalty 58324.828655 = -69524825.857717 nChanged 554 Iteration 189Q (2456.987008 sec): 46 clusters Score: Raw -69583168.790904 + Penalty 58324.828655 = -69524843.962250 nChanged 546 Iteration 190Q (2465.931975 sec): 46 clusters Score: Raw -69583185.436371 + Penalty 58324.828655 = -69524860.607716 nChanged 557 Iteration 191Q (2474.746978 sec): 46 clusters Score: Raw -69583202.370904 + Penalty 58324.828655 = -69524877.542249 nChanged 561 Iteration 192Q (2483.565523 sec): 46 clusters Score: Raw -69583219.237620 + Penalty 58324.828655 = -69524894.408965 nChanged 584 Iteration 193Q (2492.561572 sec): 46 clusters Score: Raw -69583239.764248 + Penalty 58324.828655 = -69524914.935593 nChanged 596 Iteration 194Q (2501.387064 sec): 46 clusters Score: Raw -69583259.808177 + Penalty 58324.828655 = -69524934.979522 nChanged 562 Iteration 195Q (2510.275553 sec): 46 clusters Score: Raw -69583279.136861 + Penalty 58324.828655 = -69524954.308206 nChanged 582 Iteration 196Q (2519.147895 sec): 46 clusters Score: Raw -69583298.741141 + Penalty 58324.828655 = -69524973.912487 nChanged 552 Iteration 197Q (2527.946901 sec): 46 clusters Score: Raw -69583318.712719 + Penalty 58324.828655 = -69524993.884064 nChanged 543 Iteration 198Q (2536.796229 sec): 46 clusters Score: Raw -69583338.731320 + Penalty 58324.828655 = -69525013.902666 nChanged 515 Iteration 199Q (2545.713375 sec): 46 clusters Score: Raw -69583357.162656 + Penalty 58324.828655 = -69525032.334001 nChanged 508 Iteration 200F (2562.804148 sec): 46 clusters Score: Raw -69583375.659679 + Penalty 58324.828655 = -69525050.831024 nChanged 507 Iteration 201Q (2571.610281 sec): 46 clusters Score: Raw -69583395.218084 + Penalty 58324.828655 = -69525070.389430 nChanged 486 Iteration 202Q (2580.471402 sec): 46 clusters Score: Raw -69583413.486187 + Penalty 58324.828655 = -69525088.657532 nChanged 507 Iteration 203Q (2589.347432 sec): 46 clusters Score: Raw -69583431.578712 + Penalty 58324.828655 = -69525106.750058 nChanged 496 Iteration 204Q (2598.223732 sec): 46 clusters Score: Raw -69583448.333700 + Penalty 58324.828655 = -69525123.505046 nChanged 496 Iteration 205Q (2607.147278 sec): 46 clusters Score: Raw -69583465.033276 + Penalty 58324.828655 = -69525140.204621 nChanged 517 Iteration 206Q (2615.992177 sec): 46 clusters Score: Raw -69583482.600325 + Penalty 58324.828655 = -69525157.771670 nChanged 497 Iteration 207Q (2624.887230 sec): 46 clusters Score: Raw -69583497.936177 + Penalty 58324.828655 = -69525173.107523 nChanged 477 Iteration 208Q (2633.728974 sec): 46 clusters Score: Raw -69583513.623591 + Penalty 58324.828655 = -69525188.794937 nChanged 481 Iteration 209Q (2642.633435 sec): 46 clusters Score: Raw -69583530.757767 + Penalty 58324.828655 = -69525205.929112 nChanged 496 Iteration 210Q (2651.434908 sec): 46 clusters Score: Raw -69583548.179554 + Penalty 58324.828655 = -69525223.350900 nChanged 480 Iteration 211Q (2660.241320 sec): 46 clusters Score: Raw -69583562.978952 + Penalty 58324.828655 = -69525238.150297 nChanged 429 Iteration 212Q (2669.129675 sec): 46 clusters Score: Raw -69583576.160228 + Penalty 58324.828655 = -69525251.331573 nChanged 431 Iteration 213Q (2677.984730 sec): 46 clusters Score: Raw -69583590.363891 + Penalty 58324.828655 = -69525265.535236 nChanged 428 Iteration 214Q (2686.825252 sec): 46 clusters Score: Raw -69583604.968390 + Penalty 58324.828655 = -69525280.139735 nChanged 424 Iteration 215Q (2695.785398 sec): 46 clusters Score: Raw -69583619.198189 + Penalty 58324.828655 = -69525294.369535 nChanged 424 Iteration 216Q (2704.601657 sec): 46 clusters Score: Raw -69583635.491422 + Penalty 58324.828655 = -69525310.662768 nChanged 445 Iteration 217Q (2713.395091 sec): 46 clusters Score: Raw -69583653.009594 + Penalty 58324.828655 = -69525328.180939 nChanged 408 Iteration 218Q (2722.219113 sec): 46 clusters Score: Raw -69583670.455439 + Penalty 58324.828655 = -69525345.626784 nChanged 418 Writing temp clu file Because OldScore, -69525328.180939, is greater than current (better) Score,-69525345.626784 Compute initial score before splitting: Score: Raw -69583670.455439 + Penalty 58324.828655 = -69525345.626784 Trying to split cluster 1 (244970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2722.581741 sec): 2 clusters Score: Raw -21257580.834521 + Penalty 1178.844648 = -21256401.989872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2722.884924 sec): 3 clusters Score: Raw -21092972.311090 + Penalty 2357.689296 = -21090614.621794 nChanged 119846 SP:Iteration 1F (2723.182598 sec): 3 clusters Score: Raw -21168115.010227 + Penalty 2357.689296 = -21165757.320930 nChanged 11949 SP:Iteration 2Q (2723.503215 sec): 3 clusters Score: Raw -21173792.852589 + Penalty 2357.689296 = -21171435.163292 nChanged 15732 SP:Iteration 3F (2723.800455 sec): 3 clusters Score: Raw -21183967.024760 + Penalty 2357.689296 = -21181609.335464 nChanged 19337 SP:Iteration 4F (2724.098293 sec): 3 clusters Score: Raw -21199829.060701 + Penalty 2357.689296 = -21197471.371405 nChanged 20731 SP:Iteration 5F (2724.395439 sec): 3 clusters Score: Raw -21219166.148447 + Penalty 2357.689296 = -21216808.459151 nChanged 17393 SP:Iteration 6F (2724.702525 sec): 3 clusters Score: Raw -21235827.089378 + Penalty 2357.689296 = -21233469.400082 nChanged 11657 SP:Iteration 7Q (2725.002212 sec): 3 clusters Score: Raw -21246732.106872 + Penalty 2357.689296 = -21244374.417576 nChanged 6612 SP:Iteration 8Q (2725.279810 sec): 3 clusters Score: Raw -21252550.704194 + Penalty 2357.689296 = -21250193.014897 nChanged 3429 SP:Iteration 9Q (2725.542108 sec): 3 clusters Score: Raw -21255355.616893 + Penalty 2357.689296 = -21252997.927597 nChanged 1671 SP:Iteration 10Q (2725.793590 sec): 3 clusters Score: Raw -21256599.232414 + Penalty 2357.689296 = -21254241.543117 nChanged 829 SP:Iteration 11Q (2726.039347 sec): 3 clusters Score: Raw -21257216.328026 + Penalty 2357.689296 = -21254858.638730 nChanged 444 SP:Iteration 12Q (2726.283535 sec): 3 clusters Score: Raw -21257521.231649 + Penalty 2357.689296 = -21255163.542353 nChanged 218 SP:Iteration 13Q (2726.524487 sec): 3 clusters Score: Raw -21257664.667886 + Penalty 2357.689296 = -21255306.978590 nChanged 129 SP:Iteration 14Q (2726.765737 sec): 3 clusters Score: Raw -21257748.114216 + Penalty 2357.689296 = -21255390.424919 nChanged 78 SP:Iteration 15Q (2727.006302 sec): 3 clusters Score: Raw -21257797.367172 + Penalty 2357.689296 = -21255439.677876 nChanged 57 SP:Iteration 16Q (2727.246268 sec): 3 clusters Score: Raw -21257826.842644 + Penalty 2357.689296 = -21255469.153348 nChanged 46 SP:Iteration 17Q (2727.486096 sec): 3 clusters Score: Raw -21257852.933150 + Penalty 2357.689296 = -21255495.243853 nChanged 43 SP:Iteration 18Q (2727.726652 sec): 3 clusters Score: Raw -21257875.308904 + Penalty 2357.689296 = -21255517.619608 nChanged 39 SP:Iteration 19Q (2727.966305 sec): 3 clusters Score: Raw -21257891.648707 + Penalty 2357.689296 = -21255533.959411 nChanged 25 SP:Iteration 20F (2728.259120 sec): 3 clusters Score: Raw -21257903.064833 + Penalty 2357.689296 = -21255545.375537 nChanged 19 SP:Iteration 21Q (2728.499222 sec): 3 clusters Score: Raw -21257909.212161 + Penalty 2357.689296 = -21255551.522864 nChanged 15 SP:Iteration 22Q (2728.738658 sec): 3 clusters Score: Raw -21257915.741944 + Penalty 2357.689296 = -21255558.052647 nChanged 13 SP:Iteration 23Q (2729.006394 sec): 3 clusters Score: Raw -21257919.642725 + Penalty 2357.689296 = -21255561.953429 nChanged 5 SP:Iteration 24Q (2729.278353 sec): 3 clusters Score: Raw -21257920.794930 + Penalty 2357.689296 = -21255563.105634 nChanged 6 SP:Iteration 25Q (2729.513751 sec): 3 clusters Score: Raw -21257921.685306 + Penalty 2357.689296 = -21255563.996009 nChanged 3 SP:Iteration 26Q (2729.751881 sec): 3 clusters Score: Raw -21257922.535013 + Penalty 2357.689296 = -21255564.845716 nChanged 3 SP:Iteration 27Q (2730.024569 sec): 3 clusters Score: Raw -21257923.339373 + Penalty 2357.689296 = -21255565.650077 nChanged 4 SP:Iteration 28Q (2730.258181 sec): 3 clusters Score: Raw -21257924.395465 + Penalty 2357.689296 = -21255566.706169 nChanged 5 SP:Iteration 29Q (2730.498016 sec): 3 clusters Score: Raw -21257925.337490 + Penalty 2357.689296 = -21255567.648194 nChanged 1 SP:Iteration 30Q (2730.735647 sec): 3 clusters Score: Raw -21257925.599661 + Penalty 2357.689296 = -21255567.910365 nChanged 2 SP:Iteration 31Q (2730.976252 sec): 3 clusters Score: Raw -21257926.376881 + Penalty 2357.689296 = -21255568.687585 nChanged 4 SP:Iteration 32Q (2731.215830 sec): 3 clusters Score: Raw -21257927.144858 + Penalty 2357.689296 = -21255569.455562 nChanged 1 SP:Iteration 33Q (2731.455013 sec): 3 clusters Score: Raw -21257927.463555 + Penalty 2357.689296 = -21255569.774259 nChanged 3 SP:Iteration 34Q (2731.693838 sec): 3 clusters Score: Raw -21257928.081257 + Penalty 2357.689296 = -21255570.391961 nChanged 0 SP:Iteration 35F (2731.985433 sec): 3 clusters Score: Raw -21257928.081257 + Penalty 2357.689296 = -21255570.391961 nChanged 0 Trying to split cluster 2 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2732.007445 sec): 2 clusters Score: Raw -455607.958661 + Penalty 823.151322 = -454784.807340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2732.027477 sec): 3 clusters Score: Raw -452308.160782 + Penalty 1646.302644 = -450661.858138 nChanged 2449 SP:Iteration 1F (2732.047082 sec): 3 clusters Score: Raw -453646.513337 + Penalty 1646.302644 = -452000.210693 nChanged 365 SP:Iteration 2F (2732.066931 sec): 3 clusters Score: Raw -453819.207570 + Penalty 1646.302644 = -452172.904927 nChanged 302 SP:Iteration 3F (2732.086591 sec): 3 clusters Score: Raw -453956.296717 + Penalty 1646.302644 = -452309.994073 nChanged 258 SP:Iteration 4Q (2732.106373 sec): 3 clusters Score: Raw -454072.858272 + Penalty 1646.302644 = -452426.555628 nChanged 227 SP:Iteration 5Q (2732.126139 sec): 3 clusters Score: Raw -454173.978058 + Penalty 1646.302644 = -452527.675415 nChanged 214 SP:Iteration 6Q (2732.145826 sec): 3 clusters Score: Raw -454288.563977 + Penalty 1646.302644 = -452642.261334 nChanged 233 SP:Iteration 7Q (2732.165661 sec): 3 clusters Score: Raw -454416.219033 + Penalty 1646.302644 = -452769.916389 nChanged 243 SP:Iteration 8Q (2732.185544 sec): 3 clusters Score: Raw -454580.435319 + Penalty 1646.302644 = -452934.132676 nChanged 240 SP:Iteration 9Q (2732.205059 sec): 3 clusters Score: Raw -454774.296404 + Penalty 1646.302644 = -453127.993761 nChanged 284 SP:Iteration 10Q (2732.224713 sec): 3 clusters Score: Raw -454949.901807 + Penalty 1646.302644 = -453303.599163 nChanged 242 SP:Iteration 11Q (2732.244248 sec): 3 clusters Score: Raw -455092.294887 + Penalty 1646.302644 = -453445.992243 nChanged 201 SP:Iteration 12Q (2732.263835 sec): 3 clusters Score: Raw -455185.162870 + Penalty 1646.302644 = -453538.860226 nChanged 128 SP:Iteration 13Q (2732.283570 sec): 3 clusters Score: Raw -455232.799643 + Penalty 1646.302644 = -453586.496999 nChanged 86 SP:Iteration 14Q (2732.302993 sec): 3 clusters Score: Raw -455262.784642 + Penalty 1646.302644 = -453616.481999 nChanged 81 SP:Iteration 15Q (2732.322351 sec): 3 clusters Score: Raw -455292.781288 + Penalty 1646.302644 = -453646.478644 nChanged 86 SP:Iteration 16Q (2732.341950 sec): 3 clusters Score: Raw -455323.123858 + Penalty 1646.302644 = -453676.821214 nChanged 81 SP:Iteration 17Q (2732.361675 sec): 3 clusters Score: Raw -455353.820102 + Penalty 1646.302644 = -453707.517459 nChanged 89 SP:Iteration 18Q (2732.381221 sec): 3 clusters Score: Raw -455391.802161 + Penalty 1646.302644 = -453745.499518 nChanged 84 SP:Iteration 19Q (2732.400626 sec): 3 clusters Score: Raw -455424.154404 + Penalty 1646.302644 = -453777.851761 nChanged 75 SP:Iteration 20F (2732.420137 sec): 3 clusters Score: Raw -455448.782242 + Penalty 1646.302644 = -453802.479598 nChanged 66 SP:Iteration 21Q (2732.439392 sec): 3 clusters Score: Raw -455468.245840 + Penalty 1646.302644 = -453821.943196 nChanged 56 SP:Iteration 22Q (2732.458688 sec): 3 clusters Score: Raw -455484.312701 + Penalty 1646.302644 = -453838.010057 nChanged 55 SP:Iteration 23Q (2732.478160 sec): 3 clusters Score: Raw -455502.123769 + Penalty 1646.302644 = -453855.821125 nChanged 48 SP:Iteration 24Q (2732.497663 sec): 3 clusters Score: Raw -455515.323862 + Penalty 1646.302644 = -453869.021218 nChanged 47 SP:Iteration 25Q (2732.517138 sec): 3 clusters Score: Raw -455526.782723 + Penalty 1646.302644 = -453880.480080 nChanged 45 SP:Iteration 26Q (2732.536443 sec): 3 clusters Score: Raw -455537.144141 + Penalty 1646.302644 = -453890.841497 nChanged 29 SP:Iteration 27Q (2732.556016 sec): 3 clusters Score: Raw -455541.578722 + Penalty 1646.302644 = -453895.276078 nChanged 33 SP:Iteration 28Q (2732.575619 sec): 3 clusters Score: Raw -455549.095124 + Penalty 1646.302644 = -453902.792480 nChanged 25 SP:Iteration 29Q (2732.595110 sec): 3 clusters Score: Raw -455554.291957 + Penalty 1646.302644 = -453907.989313 nChanged 26 SP:Iteration 30Q (2732.614284 sec): 3 clusters Score: Raw -455558.700520 + Penalty 1646.302644 = -453912.397876 nChanged 23 SP:Iteration 31Q (2732.633431 sec): 3 clusters Score: Raw -455563.178318 + Penalty 1646.302644 = -453916.875675 nChanged 23 SP:Iteration 32Q (2732.652816 sec): 3 clusters Score: Raw -455568.657922 + Penalty 1646.302644 = -453922.355279 nChanged 29 SP:Iteration 33Q (2732.671935 sec): 3 clusters Score: Raw -455574.327750 + Penalty 1646.302644 = -453928.025106 nChanged 21 SP:Iteration 34Q (2732.691041 sec): 3 clusters Score: Raw -455577.979668 + Penalty 1646.302644 = -453931.677024 nChanged 20 SP:Iteration 35Q (2732.710385 sec): 3 clusters Score: Raw -455580.931534 + Penalty 1646.302644 = -453934.628890 nChanged 22 SP:Iteration 36Q (2732.729534 sec): 3 clusters Score: Raw -455584.787231 + Penalty 1646.302644 = -453938.484588 nChanged 37 SP:Iteration 37Q (2732.749133 sec): 3 clusters Score: Raw -455590.740308 + Penalty 1646.302644 = -453944.437665 nChanged 25 SP:Iteration 38Q (2732.768500 sec): 3 clusters Score: Raw -455594.702470 + Penalty 1646.302644 = -453948.399827 nChanged 22 SP:Iteration 39Q (2732.820944 sec): 3 clusters Score: Raw -455598.210855 + Penalty 1646.302644 = -453951.908212 nChanged 26 SP:Iteration 40F (2732.876374 sec): 3 clusters Score: Raw -455602.186324 + Penalty 1646.302644 = -453955.883681 nChanged 19 SP:Iteration 41Q (2732.930160 sec): 3 clusters Score: Raw -455604.554824 + Penalty 1646.302644 = -453958.252181 nChanged 20 SP:Iteration 42Q (2732.983460 sec): 3 clusters Score: Raw -455606.833866 + Penalty 1646.302644 = -453960.531222 nChanged 11 SP:Iteration 43Q (2733.025304 sec): 3 clusters Score: Raw -455608.369096 + Penalty 1646.302644 = -453962.066452 nChanged 13 SP:Iteration 44Q (2733.054697 sec): 3 clusters Score: Raw -455610.108863 + Penalty 1646.302644 = -453963.806219 nChanged 21 SP:Iteration 45Q (2733.074064 sec): 3 clusters Score: Raw -455614.116028 + Penalty 1646.302644 = -453967.813384 nChanged 35 SP:Iteration 46Q (2733.093566 sec): 3 clusters Score: Raw -455620.675354 + Penalty 1646.302644 = -453974.372711 nChanged 34 SP:Iteration 47Q (2733.112669 sec): 3 clusters Score: Raw -455626.409809 + Penalty 1646.302644 = -453980.107165 nChanged 34 SP:Iteration 48Q (2733.131876 sec): 3 clusters Score: Raw -455631.604034 + Penalty 1646.302644 = -453985.301390 nChanged 22 SP:Iteration 49Q (2733.151324 sec): 3 clusters Score: Raw -455635.582298 + Penalty 1646.302644 = -453989.279654 nChanged 21 SP:Iteration 50Q (2733.170652 sec): 3 clusters Score: Raw -455639.308040 + Penalty 1646.302644 = -453993.005396 nChanged 21 SP:Iteration 51Q (2733.190156 sec): 3 clusters Score: Raw -455644.737800 + Penalty 1646.302644 = -453998.435156 nChanged 22 SP:Iteration 52Q (2733.209448 sec): 3 clusters Score: Raw -455650.364677 + Penalty 1646.302644 = -454004.062033 nChanged 24 SP:Iteration 53Q (2733.228654 sec): 3 clusters Score: Raw -455654.884487 + Penalty 1646.302644 = -454008.581844 nChanged 19 SP:Iteration 54Q (2733.247972 sec): 3 clusters Score: Raw -455658.456018 + Penalty 1646.302644 = -454012.153375 nChanged 21 SP:Iteration 55Q (2733.267545 sec): 3 clusters Score: Raw -455661.642145 + Penalty 1646.302644 = -454015.339502 nChanged 21 SP:Iteration 56Q (2733.286989 sec): 3 clusters Score: Raw -455664.469539 + Penalty 1646.302644 = -454018.166895 nChanged 18 SP:Iteration 57Q (2733.306548 sec): 3 clusters Score: Raw -455667.798975 + Penalty 1646.302644 = -454021.496331 nChanged 26 SP:Iteration 58Q (2733.326124 sec): 3 clusters Score: Raw -455671.620103 + Penalty 1646.302644 = -454025.317460 nChanged 22 SP:Iteration 59Q (2733.345624 sec): 3 clusters Score: Raw -455674.814054 + Penalty 1646.302644 = -454028.511410 nChanged 19 SP:Iteration 60F (2733.365492 sec): 3 clusters Score: Raw -455677.436020 + Penalty 1646.302644 = -454031.133376 nChanged 25 SP:Iteration 61Q (2733.384687 sec): 3 clusters Score: Raw -455681.234070 + Penalty 1646.302644 = -454034.931426 nChanged 18 SP:Iteration 62Q (2733.403943 sec): 3 clusters Score: Raw -455683.526697 + Penalty 1646.302644 = -454037.224053 nChanged 17 SP:Iteration 63Q (2733.423111 sec): 3 clusters Score: Raw -455687.186172 + Penalty 1646.302644 = -454040.883529 nChanged 15 SP:Iteration 64Q (2733.442339 sec): 3 clusters Score: Raw -455689.998356 + Penalty 1646.302644 = -454043.695712 nChanged 15 SP:Iteration 65Q (2733.461733 sec): 3 clusters Score: Raw -455691.880757 + Penalty 1646.302644 = -454045.578113 nChanged 9 SP:Iteration 66Q (2733.481130 sec): 3 clusters Score: Raw -455693.256933 + Penalty 1646.302644 = -454046.954290 nChanged 13 SP:Iteration 67Q (2733.500564 sec): 3 clusters Score: Raw -455696.406647 + Penalty 1646.302644 = -454050.104003 nChanged 17 SP:Iteration 68Q (2733.519945 sec): 3 clusters Score: Raw -455699.727295 + Penalty 1646.302644 = -454053.424651 nChanged 20 SP:Iteration 69Q (2733.539531 sec): 3 clusters Score: Raw -455703.260209 + Penalty 1646.302644 = -454056.957565 nChanged 17 SP:Iteration 70Q (2733.559039 sec): 3 clusters Score: Raw -455706.012634 + Penalty 1646.302644 = -454059.709990 nChanged 13 SP:Iteration 71Q (2733.578376 sec): 3 clusters Score: Raw -455708.097617 + Penalty 1646.302644 = -454061.794973 nChanged 11 SP:Iteration 72Q (2733.597874 sec): 3 clusters Score: Raw -455709.597157 + Penalty 1646.302644 = -454063.294513 nChanged 14 SP:Iteration 73Q (2733.617444 sec): 3 clusters Score: Raw -455711.169551 + Penalty 1646.302644 = -454064.866907 nChanged 10 SP:Iteration 74Q (2733.636862 sec): 3 clusters Score: Raw -455712.727379 + Penalty 1646.302644 = -454066.424736 nChanged 5 SP:Iteration 75Q (2733.656351 sec): 3 clusters Score: Raw -455713.954286 + Penalty 1646.302644 = -454067.651643 nChanged 10 SP:Iteration 76Q (2733.675950 sec): 3 clusters Score: Raw -455715.107698 + Penalty 1646.302644 = -454068.805054 nChanged 8 SP:Iteration 77Q (2733.695206 sec): 3 clusters Score: Raw -455716.252718 + Penalty 1646.302644 = -454069.950074 nChanged 5 SP:Iteration 78Q (2733.714415 sec): 3 clusters Score: Raw -455716.760052 + Penalty 1646.302644 = -454070.457409 nChanged 5 SP:Iteration 79Q (2733.733509 sec): 3 clusters Score: Raw -455717.441767 + Penalty 1646.302644 = -454071.139123 nChanged 9 SP:Iteration 80F (2733.753022 sec): 3 clusters Score: Raw -455718.857210 + Penalty 1646.302644 = -454072.554566 nChanged 9 SP:Iteration 81Q (2733.772423 sec): 3 clusters Score: Raw -455720.130982 + Penalty 1646.302644 = -454073.828339 nChanged 9 SP:Iteration 82Q (2733.791816 sec): 3 clusters Score: Raw -455721.650683 + Penalty 1646.302644 = -454075.348039 nChanged 8 SP:Iteration 83Q (2733.811372 sec): 3 clusters Score: Raw -455722.711589 + Penalty 1646.302644 = -454076.408946 nChanged 9 SP:Iteration 84Q (2733.830817 sec): 3 clusters Score: Raw -455724.077888 + Penalty 1646.302644 = -454077.775244 nChanged 6 SP:Iteration 85Q (2733.850347 sec): 3 clusters Score: Raw -455725.096868 + Penalty 1646.302644 = -454078.794224 nChanged 8 SP:Iteration 86Q (2733.869701 sec): 3 clusters Score: Raw -455725.989719 + Penalty 1646.302644 = -454079.687076 nChanged 5 SP:Iteration 87Q (2733.889019 sec): 3 clusters Score: Raw -455726.529329 + Penalty 1646.302644 = -454080.226685 nChanged 2 SP:Iteration 88Q (2733.908411 sec): 3 clusters Score: Raw -455726.870300 + Penalty 1646.302644 = -454080.567656 nChanged 0 SP:Iteration 89F (2733.927952 sec): 3 clusters Score: Raw -455726.870300 + Penalty 1646.302644 = -454080.567656 nChanged 0 Trying to split cluster 3 (24305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2733.963436 sec): 2 clusters Score: Raw -2102242.006806 + Penalty 959.351550 = -2101282.655256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2734.005529 sec): 3 clusters Score: Raw -2086886.631862 + Penalty 1918.703100 = -2084967.928762 nChanged 11373 SP:Iteration 1F (2734.045022 sec): 3 clusters Score: Raw -2093714.178129 + Penalty 1918.703100 = -2091795.475029 nChanged 1512 SP:Iteration 2F (2734.085423 sec): 3 clusters Score: Raw -2094488.168553 + Penalty 1918.703100 = -2092569.465453 nChanged 1631 SP:Iteration 3F (2734.125952 sec): 3 clusters Score: Raw -2095449.180728 + Penalty 1918.703100 = -2093530.477627 nChanged 1754 SP:Iteration 4F (2734.165583 sec): 3 clusters Score: Raw -2096686.253209 + Penalty 1918.703100 = -2094767.550109 nChanged 1584 SP:Iteration 5F (2734.205143 sec): 3 clusters Score: Raw -2097982.942693 + Penalty 1918.703100 = -2096064.239593 nChanged 1332 SP:Iteration 6F (2734.245121 sec): 3 clusters Score: Raw -2099030.651311 + Penalty 1918.703100 = -2097111.948211 nChanged 960 SP:Iteration 7Q (2734.284864 sec): 3 clusters Score: Raw -2099754.967157 + Penalty 1918.703100 = -2097836.264057 nChanged 720 SP:Iteration 8Q (2734.323445 sec): 3 clusters Score: Raw -2100178.392846 + Penalty 1918.703100 = -2098259.689746 nChanged 489 SP:Iteration 9Q (2734.362772 sec): 3 clusters Score: Raw -2100416.237482 + Penalty 1918.703100 = -2098497.534382 nChanged 427 SP:Iteration 10Q (2734.400120 sec): 3 clusters Score: Raw -2100605.995825 + Penalty 1918.703100 = -2098687.292725 nChanged 382 SP:Iteration 11Q (2734.437266 sec): 3 clusters Score: Raw -2100777.348002 + Penalty 1918.703100 = -2098858.644902 nChanged 369 SP:Iteration 12Q (2734.474114 sec): 3 clusters Score: Raw -2100944.562891 + Penalty 1918.703100 = -2099025.859791 nChanged 350 SP:Iteration 13Q (2734.510515 sec): 3 clusters Score: Raw -2101119.449120 + Penalty 1918.703100 = -2099200.746020 nChanged 327 SP:Iteration 14Q (2734.547120 sec): 3 clusters Score: Raw -2101298.164033 + Penalty 1918.703100 = -2099379.460932 nChanged 318 SP:Iteration 15Q (2734.583199 sec): 3 clusters Score: Raw -2101484.107056 + Penalty 1918.703100 = -2099565.403956 nChanged 276 SP:Iteration 16Q (2734.619437 sec): 3 clusters Score: Raw -2101660.781834 + Penalty 1918.703100 = -2099742.078734 nChanged 247 SP:Iteration 17Q (2734.654786 sec): 3 clusters Score: Raw -2101813.226055 + Penalty 1918.703100 = -2099894.522955 nChanged 205 SP:Iteration 18Q (2734.690444 sec): 3 clusters Score: Raw -2101947.641364 + Penalty 1918.703100 = -2100028.938264 nChanged 167 SP:Iteration 19Q (2734.725521 sec): 3 clusters Score: Raw -2102072.614554 + Penalty 1918.703100 = -2100153.911454 nChanged 144 SP:Iteration 20F (2734.765914 sec): 3 clusters Score: Raw -2102196.606312 + Penalty 1918.703100 = -2100277.903212 nChanged 101 SP:Iteration 21Q (2734.800938 sec): 3 clusters Score: Raw -2102265.641897 + Penalty 1918.703100 = -2100346.938797 nChanged 64 SP:Iteration 22Q (2734.835284 sec): 3 clusters Score: Raw -2102311.740038 + Penalty 1918.703100 = -2100393.036937 nChanged 57 SP:Iteration 23Q (2734.869632 sec): 3 clusters Score: Raw -2102353.795953 + Penalty 1918.703100 = -2100435.092853 nChanged 53 SP:Iteration 24Q (2734.904217 sec): 3 clusters Score: Raw -2102384.638463 + Penalty 1918.703100 = -2100465.935363 nChanged 36 SP:Iteration 25Q (2734.938327 sec): 3 clusters Score: Raw -2102404.220640 + Penalty 1918.703100 = -2100485.517540 nChanged 33 SP:Iteration 26Q (2734.972563 sec): 3 clusters Score: Raw -2102424.534903 + Penalty 1918.703100 = -2100505.831803 nChanged 27 SP:Iteration 27Q (2735.007016 sec): 3 clusters Score: Raw -2102437.505000 + Penalty 1918.703100 = -2100518.801900 nChanged 24 SP:Iteration 28Q (2735.041850 sec): 3 clusters Score: Raw -2102448.857312 + Penalty 1918.703100 = -2100530.154212 nChanged 15 SP:Iteration 29Q (2735.076326 sec): 3 clusters Score: Raw -2102458.348764 + Penalty 1918.703100 = -2100539.645664 nChanged 18 SP:Iteration 30Q (2735.110473 sec): 3 clusters Score: Raw -2102467.244392 + Penalty 1918.703100 = -2100548.541292 nChanged 11 SP:Iteration 31Q (2735.144563 sec): 3 clusters Score: Raw -2102471.285421 + Penalty 1918.703100 = -2100552.582321 nChanged 7 SP:Iteration 32Q (2735.179015 sec): 3 clusters Score: Raw -2102473.351835 + Penalty 1918.703100 = -2100554.648735 nChanged 10 SP:Iteration 33Q (2735.213248 sec): 3 clusters Score: Raw -2102478.130314 + Penalty 1918.703100 = -2100559.427214 nChanged 9 SP:Iteration 34Q (2735.247652 sec): 3 clusters Score: Raw -2102482.125034 + Penalty 1918.703100 = -2100563.421934 nChanged 8 SP:Iteration 35Q (2735.294023 sec): 3 clusters Score: Raw -2102484.434293 + Penalty 1918.703100 = -2100565.731193 nChanged 5 SP:Iteration 36Q (2735.328054 sec): 3 clusters Score: Raw -2102487.088088 + Penalty 1918.703100 = -2100568.384988 nChanged 4 SP:Iteration 37Q (2735.362478 sec): 3 clusters Score: Raw -2102488.342255 + Penalty 1918.703100 = -2100569.639154 nChanged 3 SP:Iteration 38Q (2735.396921 sec): 3 clusters Score: Raw -2102489.165541 + Penalty 1918.703100 = -2100570.462441 nChanged 1 SP:Iteration 39Q (2735.465740 sec): 3 clusters Score: Raw -2102489.476774 + Penalty 1918.703100 = -2100570.773673 nChanged 0 SP:Iteration 40F (2735.530182 sec): 3 clusters Score: Raw -2102489.476774 + Penalty 1918.703100 = -2100570.773673 nChanged 0 Trying to split cluster 4 (44533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2735.586106 sec): 2 clusters Score: Raw -3614777.337677 + Penalty 1016.878648 = -3613760.459029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2735.677357 sec): 3 clusters Score: Raw -3586170.968272 + Penalty 2033.757296 = -3584137.210976 nChanged 21127 SP:Iteration 1F (2735.757365 sec): 3 clusters Score: Raw -3599448.737514 + Penalty 2033.757296 = -3597414.980218 nChanged 2394 SP:Iteration 2F (2735.822124 sec): 3 clusters Score: Raw -3600703.948180 + Penalty 2033.757296 = -3598670.190884 nChanged 2744 SP:Iteration 3F (2735.884888 sec): 3 clusters Score: Raw -3602456.059008 + Penalty 2033.757296 = -3600422.301712 nChanged 2914 SP:Iteration 4F (2735.948089 sec): 3 clusters Score: Raw -3604538.265808 + Penalty 2033.757296 = -3602504.508513 nChanged 2824 SP:Iteration 5F (2736.011426 sec): 3 clusters Score: Raw -3606633.796131 + Penalty 2033.757296 = -3604600.038835 nChanged 2516 SP:Iteration 6F (2736.076048 sec): 3 clusters Score: Raw -3608152.921091 + Penalty 2033.757296 = -3606119.163795 nChanged 1766 SP:Iteration 7Q (2736.141148 sec): 3 clusters Score: Raw -3608870.883654 + Penalty 2033.757296 = -3606837.126358 nChanged 1114 SP:Iteration 8Q (2736.206822 sec): 3 clusters Score: Raw -3609204.855240 + Penalty 2033.757296 = -3607171.097945 nChanged 865 SP:Iteration 9Q (2736.272158 sec): 3 clusters Score: Raw -3609449.797837 + Penalty 2033.757296 = -3607416.040541 nChanged 672 SP:Iteration 10Q (2736.335899 sec): 3 clusters Score: Raw -3609624.145535 + Penalty 2033.757296 = -3607590.388239 nChanged 537 SP:Iteration 11Q (2736.399704 sec): 3 clusters Score: Raw -3609756.311750 + Penalty 2033.757296 = -3607722.554455 nChanged 544 SP:Iteration 12Q (2736.464265 sec): 3 clusters Score: Raw -3609895.953803 + Penalty 2033.757296 = -3607862.196507 nChanged 560 SP:Iteration 13Q (2736.525561 sec): 3 clusters Score: Raw -3610062.802913 + Penalty 2033.757296 = -3608029.045617 nChanged 593 SP:Iteration 14Q (2736.588713 sec): 3 clusters Score: Raw -3610245.421725 + Penalty 2033.757296 = -3608211.664429 nChanged 561 SP:Iteration 15Q (2736.654279 sec): 3 clusters Score: Raw -3610415.552763 + Penalty 2033.757296 = -3608381.795467 nChanged 600 SP:Iteration 16Q (2736.716201 sec): 3 clusters Score: Raw -3610595.657283 + Penalty 2033.757296 = -3608561.899987 nChanged 611 SP:Iteration 17Q (2736.779874 sec): 3 clusters Score: Raw -3610780.912298 + Penalty 2033.757296 = -3608747.155002 nChanged 617 SP:Iteration 18Q (2736.842279 sec): 3 clusters Score: Raw -3610979.767862 + Penalty 2033.757296 = -3608946.010566 nChanged 625 SP:Iteration 19Q (2736.905531 sec): 3 clusters Score: Raw -3611182.024887 + Penalty 2033.757296 = -3609148.267592 nChanged 589 SP:Iteration 20F (2736.967618 sec): 3 clusters Score: Raw -3611370.966631 + Penalty 2033.757296 = -3609337.209335 nChanged 580 SP:Iteration 21Q (2737.030198 sec): 3 clusters Score: Raw -3611543.854147 + Penalty 2033.757296 = -3609510.096852 nChanged 559 SP:Iteration 22Q (2737.091336 sec): 3 clusters Score: Raw -3611710.464992 + Penalty 2033.757296 = -3609676.707696 nChanged 508 SP:Iteration 23Q (2737.152797 sec): 3 clusters Score: Raw -3611847.998308 + Penalty 2033.757296 = -3609814.241012 nChanged 462 SP:Iteration 24Q (2737.215142 sec): 3 clusters Score: Raw -3611962.464225 + Penalty 2033.757296 = -3609928.706930 nChanged 455 SP:Iteration 25Q (2737.276030 sec): 3 clusters Score: Raw -3612084.908360 + Penalty 2033.757296 = -3610051.151064 nChanged 470 SP:Iteration 26Q (2737.338243 sec): 3 clusters Score: Raw -3612211.759793 + Penalty 2033.757296 = -3610178.002498 nChanged 449 SP:Iteration 27Q (2737.398620 sec): 3 clusters Score: Raw -3612330.670705 + Penalty 2033.757296 = -3610296.913409 nChanged 449 SP:Iteration 28Q (2737.459692 sec): 3 clusters Score: Raw -3612456.777257 + Penalty 2033.757296 = -3610423.019961 nChanged 489 SP:Iteration 29Q (2737.519039 sec): 3 clusters Score: Raw -3612599.959159 + Penalty 2033.757296 = -3610566.201864 nChanged 425 SP:Iteration 30Q (2737.578488 sec): 3 clusters Score: Raw -3612717.567752 + Penalty 2033.757296 = -3610683.810457 nChanged 418 SP:Iteration 31Q (2737.639163 sec): 3 clusters Score: Raw -3612832.054861 + Penalty 2033.757296 = -3610798.297566 nChanged 406 SP:Iteration 32Q (2737.697197 sec): 3 clusters Score: Raw -3612944.172040 + Penalty 2033.757296 = -3610910.414744 nChanged 391 SP:Iteration 33Q (2737.755766 sec): 3 clusters Score: Raw -3613049.533193 + Penalty 2033.757296 = -3611015.775897 nChanged 384 SP:Iteration 34Q (2737.814257 sec): 3 clusters Score: Raw -3613152.873386 + Penalty 2033.757296 = -3611119.116091 nChanged 379 SP:Iteration 35Q (2737.871781 sec): 3 clusters Score: Raw -3613262.370241 + Penalty 2033.757296 = -3611228.612946 nChanged 397 SP:Iteration 36Q (2737.929518 sec): 3 clusters Score: Raw -3613388.179240 + Penalty 2033.757296 = -3611354.421944 nChanged 377 SP:Iteration 37Q (2737.986966 sec): 3 clusters Score: Raw -3613504.792812 + Penalty 2033.757296 = -3611471.035516 nChanged 352 SP:Iteration 38Q (2738.044721 sec): 3 clusters Score: Raw -3613619.693901 + Penalty 2033.757296 = -3611585.936606 nChanged 355 SP:Iteration 39Q (2738.103675 sec): 3 clusters Score: Raw -3613738.774072 + Penalty 2033.757296 = -3611705.016777 nChanged 318 SP:Iteration 40F (2738.166053 sec): 3 clusters Score: Raw -3613837.549824 + Penalty 2033.757296 = -3611803.792528 nChanged 314 SP:Iteration 41Q (2738.223723 sec): 3 clusters Score: Raw -3613932.236853 + Penalty 2033.757296 = -3611898.479557 nChanged 281 SP:Iteration 42Q (2738.280812 sec): 3 clusters Score: Raw -3614026.457962 + Penalty 2033.757296 = -3611992.700667 nChanged 259 SP:Iteration 43Q (2738.336212 sec): 3 clusters Score: Raw -3614114.621938 + Penalty 2033.757296 = -3612080.864643 nChanged 237 SP:Iteration 44Q (2738.391777 sec): 3 clusters Score: Raw -3614189.306239 + Penalty 2033.757296 = -3612155.548943 nChanged 221 SP:Iteration 45Q (2738.447229 sec): 3 clusters Score: Raw -3614263.301423 + Penalty 2033.757296 = -3612229.544127 nChanged 193 SP:Iteration 46Q (2738.503446 sec): 3 clusters Score: Raw -3614323.022463 + Penalty 2033.757296 = -3612289.265168 nChanged 195 SP:Iteration 47Q (2738.557772 sec): 3 clusters Score: Raw -3614383.531305 + Penalty 2033.757296 = -3612349.774009 nChanged 173 SP:Iteration 48Q (2738.612648 sec): 3 clusters Score: Raw -3614440.244661 + Penalty 2033.757296 = -3612406.487366 nChanged 166 SP:Iteration 49Q (2738.666988 sec): 3 clusters Score: Raw -3614494.881475 + Penalty 2033.757296 = -3612461.124179 nChanged 143 SP:Iteration 50Q (2738.721257 sec): 3 clusters Score: Raw -3614541.732713 + Penalty 2033.757296 = -3612507.975417 nChanged 129 SP:Iteration 51Q (2738.775249 sec): 3 clusters Score: Raw -3614587.112238 + Penalty 2033.757296 = -3612553.354942 nChanged 116 SP:Iteration 52Q (2738.830641 sec): 3 clusters Score: Raw -3614626.786491 + Penalty 2033.757296 = -3612593.029196 nChanged 110 SP:Iteration 53Q (2738.885302 sec): 3 clusters Score: Raw -3614661.500122 + Penalty 2033.757296 = -3612627.742826 nChanged 102 SP:Iteration 54Q (2738.937911 sec): 3 clusters Score: Raw -3614695.761125 + Penalty 2033.757296 = -3612662.003830 nChanged 91 SP:Iteration 55Q (2738.990849 sec): 3 clusters Score: Raw -3614726.616852 + Penalty 2033.757296 = -3612692.859557 nChanged 72 SP:Iteration 56Q (2739.044133 sec): 3 clusters Score: Raw -3614750.374947 + Penalty 2033.757296 = -3612716.617651 nChanged 74 SP:Iteration 57Q (2739.097005 sec): 3 clusters Score: Raw -3614777.565600 + Penalty 2033.757296 = -3612743.808305 nChanged 70 SP:Iteration 58Q (2739.163337 sec): 3 clusters Score: Raw -3614801.552632 + Penalty 2033.757296 = -3612767.795336 nChanged 57 SP:Iteration 59Q (2739.213992 sec): 3 clusters Score: Raw -3614818.463205 + Penalty 2033.757296 = -3612784.705909 nChanged 53 SP:Iteration 60F (2739.276499 sec): 3 clusters Score: Raw -3614835.940752 + Penalty 2033.757296 = -3612802.183456 nChanged 36 SP:Iteration 61Q (2739.329380 sec): 3 clusters Score: Raw -3614848.694383 + Penalty 2033.757296 = -3612814.937087 nChanged 35 SP:Iteration 62Q (2739.381969 sec): 3 clusters Score: Raw -3614858.440681 + Penalty 2033.757296 = -3612824.683385 nChanged 24 SP:Iteration 63Q (2739.434643 sec): 3 clusters Score: Raw -3614864.342402 + Penalty 2033.757296 = -3612830.585106 nChanged 21 SP:Iteration 64Q (2739.500992 sec): 3 clusters Score: Raw -3614868.563391 + Penalty 2033.757296 = -3612834.806096 nChanged 10 SP:Iteration 65Q (2739.553869 sec): 3 clusters Score: Raw -3614870.422908 + Penalty 2033.757296 = -3612836.665613 nChanged 9 SP:Iteration 66Q (2739.606462 sec): 3 clusters Score: Raw -3614873.115969 + Penalty 2033.757296 = -3612839.358673 nChanged 18 SP:Iteration 67Q (2739.659385 sec): 3 clusters Score: Raw -3614877.340754 + Penalty 2033.757296 = -3612843.583458 nChanged 13 SP:Iteration 68Q (2739.711533 sec): 3 clusters Score: Raw -3614881.128565 + Penalty 2033.757296 = -3612847.371269 nChanged 16 SP:Iteration 69Q (2739.763945 sec): 3 clusters Score: Raw -3614887.108439 + Penalty 2033.757296 = -3612853.351143 nChanged 28 SP:Iteration 70Q (2739.816311 sec): 3 clusters Score: Raw -3614897.418694 + Penalty 2033.757296 = -3612863.661398 nChanged 30 SP:Iteration 71Q (2739.870250 sec): 3 clusters Score: Raw -3614908.727965 + Penalty 2033.757296 = -3612874.970670 nChanged 26 SP:Iteration 72Q (2739.924118 sec): 3 clusters Score: Raw -3614917.328847 + Penalty 2033.757296 = -3612883.571551 nChanged 29 SP:Iteration 73Q (2740.000199 sec): 3 clusters Score: Raw -3614928.413540 + Penalty 2033.757296 = -3612894.656244 nChanged 27 SP:Iteration 74Q (2740.051945 sec): 3 clusters Score: Raw -3614939.035672 + Penalty 2033.757296 = -3612905.278377 nChanged 25 SP:Iteration 75Q (2740.132418 sec): 3 clusters Score: Raw -3614948.855673 + Penalty 2033.757296 = -3612915.098378 nChanged 22 SP:Iteration 76Q (2740.211451 sec): 3 clusters Score: Raw -3614957.275924 + Penalty 2033.757296 = -3612923.518628 nChanged 16 SP:Iteration 77Q (2740.264739 sec): 3 clusters Score: Raw -3614962.738424 + Penalty 2033.757296 = -3612928.981129 nChanged 13 SP:Iteration 78Q (2740.317065 sec): 3 clusters Score: Raw -3614967.875582 + Penalty 2033.757296 = -3612934.118287 nChanged 15 SP:Iteration 79Q (2740.369084 sec): 3 clusters Score: Raw -3614973.344280 + Penalty 2033.757296 = -3612939.586985 nChanged 13 SP:Iteration 80F (2740.431740 sec): 3 clusters Score: Raw -3614979.739512 + Penalty 2033.757296 = -3612945.982217 nChanged 15 SP:Iteration 81Q (2740.483855 sec): 3 clusters Score: Raw -3614985.624134 + Penalty 2033.757296 = -3612951.866838 nChanged 12 SP:Iteration 82Q (2740.536170 sec): 3 clusters Score: Raw -3614990.507235 + Penalty 2033.757296 = -3612956.749939 nChanged 7 SP:Iteration 83Q (2740.588646 sec): 3 clusters Score: Raw -3614992.405953 + Penalty 2033.757296 = -3612958.648658 nChanged 4 SP:Iteration 84Q (2740.640850 sec): 3 clusters Score: Raw -3614993.496374 + Penalty 2033.757296 = -3612959.739079 nChanged 3 SP:Iteration 85Q (2740.692792 sec): 3 clusters Score: Raw -3614994.650075 + Penalty 2033.757296 = -3612960.892780 nChanged 2 SP:Iteration 86Q (2740.745047 sec): 3 clusters Score: Raw -3614995.687330 + Penalty 2033.757296 = -3612961.930034 nChanged 2 SP:Iteration 87Q (2740.797068 sec): 3 clusters Score: Raw -3614996.803280 + Penalty 2033.757296 = -3612963.045985 nChanged 5 SP:Iteration 88Q (2740.849189 sec): 3 clusters Score: Raw -3614998.699360 + Penalty 2033.757296 = -3612964.942065 nChanged 5 SP:Iteration 89Q (2740.937932 sec): 3 clusters Score: Raw -3615000.291907 + Penalty 2033.757296 = -3612966.534612 nChanged 2 SP:Iteration 90Q (2741.018049 sec): 3 clusters Score: Raw -3615001.032706 + Penalty 2033.757296 = -3612967.275410 nChanged 2 SP:Iteration 91Q (2741.093899 sec): 3 clusters Score: Raw -3615002.195299 + Penalty 2033.757296 = -3612968.438004 nChanged 5 SP:Iteration 92Q (2741.184280 sec): 3 clusters Score: Raw -3615003.546221 + Penalty 2033.757296 = -3612969.788925 nChanged 2 SP:Iteration 93Q (2741.262504 sec): 3 clusters Score: Raw -3615004.592198 + Penalty 2033.757296 = -3612970.834903 nChanged 3 SP:Iteration 94Q (2741.313916 sec): 3 clusters Score: Raw -3615005.604245 + Penalty 2033.757296 = -3612971.846949 nChanged 1 SP:Iteration 95Q (2741.366125 sec): 3 clusters Score: Raw -3615006.304730 + Penalty 2033.757296 = -3612972.547435 nChanged 2 SP:Iteration 96Q (2741.418138 sec): 3 clusters Score: Raw -3615007.079345 + Penalty 2033.757296 = -3612973.322049 nChanged 2 SP:Iteration 97Q (2741.470413 sec): 3 clusters Score: Raw -3615007.915009 + Penalty 2033.757296 = -3612974.157713 nChanged 3 SP:Iteration 98Q (2741.522430 sec): 3 clusters Score: Raw -3615008.785140 + Penalty 2033.757296 = -3612975.027844 nChanged 1 SP:Iteration 99Q (2741.574507 sec): 3 clusters Score: Raw -3615009.144408 + Penalty 2033.757296 = -3612975.387113 nChanged 1 SP:Iteration 100F (2741.636996 sec): 3 clusters Score: Raw -3615009.585990 + Penalty 2033.757296 = -3612975.828695 nChanged 1 SP:Iteration 101Q (2741.688969 sec): 3 clusters Score: Raw -3615009.695356 + Penalty 2033.757296 = -3612975.938061 nChanged 0 SP:Iteration 102F (2741.751210 sec): 3 clusters Score: Raw -3615009.695356 + Penalty 2033.757296 = -3612975.938061 nChanged 0 Trying to split cluster 5 (3623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2741.761295 sec): 2 clusters Score: Raw -311151.483314 + Penalty 778.530481 = -310372.952833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2741.775373 sec): 3 clusters Score: Raw -309188.821864 + Penalty 1557.060961 = -307631.760902 nChanged 1513 SP:Iteration 1F (2741.788344 sec): 3 clusters Score: Raw -310070.084448 + Penalty 1557.060961 = -308513.023487 nChanged 321 SP:Iteration 2F (2741.801294 sec): 3 clusters Score: Raw -310336.824927 + Penalty 1557.060961 = -308779.763966 nChanged 304 SP:Iteration 3F (2741.814120 sec): 3 clusters Score: Raw -310613.781860 + Penalty 1557.060961 = -309056.720899 nChanged 281 SP:Iteration 4F (2741.827110 sec): 3 clusters Score: Raw -310856.276540 + Penalty 1557.060961 = -309299.215579 nChanged 241 SP:Iteration 5F (2741.839962 sec): 3 clusters Score: Raw -311037.245529 + Penalty 1557.060961 = -309480.184568 nChanged 192 SP:Iteration 6F (2741.852946 sec): 3 clusters Score: Raw -311166.708759 + Penalty 1557.060961 = -309609.647797 nChanged 132 SP:Iteration 7Q (2741.865727 sec): 3 clusters Score: Raw -311237.741194 + Penalty 1557.060961 = -309680.680233 nChanged 94 SP:Iteration 8Q (2741.878478 sec): 3 clusters Score: Raw -311282.494938 + Penalty 1557.060961 = -309725.433977 nChanged 79 SP:Iteration 9Q (2741.891308 sec): 3 clusters Score: Raw -311320.818923 + Penalty 1557.060961 = -309763.757962 nChanged 72 SP:Iteration 10Q (2741.904067 sec): 3 clusters Score: Raw -311348.614107 + Penalty 1557.060961 = -309791.553146 nChanged 43 SP:Iteration 11Q (2741.916936 sec): 3 clusters Score: Raw -311361.186118 + Penalty 1557.060961 = -309804.125157 nChanged 32 SP:Iteration 12Q (2741.929765 sec): 3 clusters Score: Raw -311370.225834 + Penalty 1557.060961 = -309813.164873 nChanged 24 SP:Iteration 13Q (2741.942488 sec): 3 clusters Score: Raw -311376.056731 + Penalty 1557.060961 = -309818.995769 nChanged 21 SP:Iteration 14Q (2741.955248 sec): 3 clusters Score: Raw -311380.300080 + Penalty 1557.060961 = -309823.239119 nChanged 18 SP:Iteration 15Q (2741.967968 sec): 3 clusters Score: Raw -311385.462157 + Penalty 1557.060961 = -309828.401195 nChanged 23 SP:Iteration 16Q (2741.980748 sec): 3 clusters Score: Raw -311390.712493 + Penalty 1557.060961 = -309833.651531 nChanged 15 SP:Iteration 17Q (2741.993621 sec): 3 clusters Score: Raw -311394.721007 + Penalty 1557.060961 = -309837.660046 nChanged 12 SP:Iteration 18Q (2742.006467 sec): 3 clusters Score: Raw -311398.378371 + Penalty 1557.060961 = -309841.317409 nChanged 12 SP:Iteration 19Q (2742.019333 sec): 3 clusters Score: Raw -311402.625199 + Penalty 1557.060961 = -309845.564237 nChanged 13 SP:Iteration 20F (2742.032176 sec): 3 clusters Score: Raw -311407.976129 + Penalty 1557.060961 = -309850.915167 nChanged 18 SP:Iteration 21Q (2742.045063 sec): 3 clusters Score: Raw -311413.641551 + Penalty 1557.060961 = -309856.580589 nChanged 21 SP:Iteration 22Q (2742.057753 sec): 3 clusters Score: Raw -311420.585389 + Penalty 1557.060961 = -309863.524428 nChanged 24 SP:Iteration 23Q (2742.070585 sec): 3 clusters Score: Raw -311430.122854 + Penalty 1557.060961 = -309873.061893 nChanged 27 SP:Iteration 24Q (2742.083328 sec): 3 clusters Score: Raw -311439.823232 + Penalty 1557.060961 = -309882.762271 nChanged 24 SP:Iteration 25Q (2742.096161 sec): 3 clusters Score: Raw -311447.518104 + Penalty 1557.060961 = -309890.457143 nChanged 22 SP:Iteration 26Q (2742.108995 sec): 3 clusters Score: Raw -311453.106070 + Penalty 1557.060961 = -309896.045109 nChanged 13 SP:Iteration 27Q (2742.121798 sec): 3 clusters Score: Raw -311455.737235 + Penalty 1557.060961 = -309898.676274 nChanged 8 SP:Iteration 28Q (2742.134595 sec): 3 clusters Score: Raw -311456.633299 + Penalty 1557.060961 = -309899.572338 nChanged 5 SP:Iteration 29Q (2742.147295 sec): 3 clusters Score: Raw -311457.382161 + Penalty 1557.060961 = -309900.321200 nChanged 7 SP:Iteration 30Q (2742.160099 sec): 3 clusters Score: Raw -311458.469360 + Penalty 1557.060961 = -309901.408399 nChanged 5 SP:Iteration 31Q (2742.172836 sec): 3 clusters Score: Raw -311459.368849 + Penalty 1557.060961 = -309902.307887 nChanged 7 SP:Iteration 32Q (2742.185500 sec): 3 clusters Score: Raw -311460.773119 + Penalty 1557.060961 = -309903.712157 nChanged 7 SP:Iteration 33Q (2742.198023 sec): 3 clusters Score: Raw -311462.935677 + Penalty 1557.060961 = -309905.874716 nChanged 6 SP:Iteration 34Q (2742.210880 sec): 3 clusters Score: Raw -311463.978430 + Penalty 1557.060961 = -309906.917468 nChanged 5 SP:Iteration 35Q (2742.223624 sec): 3 clusters Score: Raw -311464.435970 + Penalty 1557.060961 = -309907.375009 nChanged 2 SP:Iteration 36Q (2742.236279 sec): 3 clusters Score: Raw -311464.882198 + Penalty 1557.060961 = -309907.821237 nChanged 2 SP:Iteration 37Q (2742.249016 sec): 3 clusters Score: Raw -311465.447010 + Penalty 1557.060961 = -309908.386048 nChanged 2 SP:Iteration 38Q (2742.261710 sec): 3 clusters Score: Raw -311465.854734 + Penalty 1557.060961 = -309908.793773 nChanged 1 SP:Iteration 39Q (2742.274380 sec): 3 clusters Score: Raw -311465.877713 + Penalty 1557.060961 = -309908.816752 nChanged 0 SP:Iteration 40F (2742.287199 sec): 3 clusters Score: Raw -311465.877713 + Penalty 1557.060961 = -309908.816752 nChanged 0 Trying to split cluster 6 (15419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.313838 sec): 2 clusters Score: Raw -1328362.588010 + Penalty 916.118800 = -1327446.469210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.345258 sec): 3 clusters Score: Raw -1318904.586988 + Penalty 1832.237601 = -1317072.349387 nChanged 7063 SP:Iteration 1F (2742.374955 sec): 3 clusters Score: Raw -1322840.822059 + Penalty 1832.237601 = -1321008.584458 nChanged 886 SP:Iteration 2F (2742.404757 sec): 3 clusters Score: Raw -1323278.335707 + Penalty 1832.237601 = -1321446.098106 nChanged 967 SP:Iteration 3F (2742.444561 sec): 3 clusters Score: Raw -1323845.874868 + Penalty 1832.237601 = -1322013.637267 nChanged 1021 SP:Iteration 4F (2742.474111 sec): 3 clusters Score: Raw -1324509.819431 + Penalty 1832.237601 = -1322677.581830 nChanged 988 SP:Iteration 5F (2742.503683 sec): 3 clusters Score: Raw -1325147.494201 + Penalty 1832.237601 = -1323315.256600 nChanged 926 SP:Iteration 6F (2742.533453 sec): 3 clusters Score: Raw -1325776.523749 + Penalty 1832.237601 = -1323944.286148 nChanged 859 SP:Iteration 7F (2742.563004 sec): 3 clusters Score: Raw -1326354.723726 + Penalty 1832.237601 = -1324522.486125 nChanged 724 SP:Iteration 8Q (2742.592754 sec): 3 clusters Score: Raw -1326843.202753 + Penalty 1832.237601 = -1325010.965152 nChanged 593 SP:Iteration 9Q (2742.622387 sec): 3 clusters Score: Raw -1327248.677631 + Penalty 1832.237601 = -1325416.440030 nChanged 474 SP:Iteration 10Q (2742.651478 sec): 3 clusters Score: Raw -1327588.036694 + Penalty 1832.237601 = -1325755.799093 nChanged 385 SP:Iteration 11Q (2742.680318 sec): 3 clusters Score: Raw -1327876.996329 + Penalty 1832.237601 = -1326044.758728 nChanged 296 SP:Iteration 12Q (2742.708540 sec): 3 clusters Score: Raw -1328096.598453 + Penalty 1832.237601 = -1326264.360852 nChanged 192 SP:Iteration 13Q (2742.736299 sec): 3 clusters Score: Raw -1328234.913367 + Penalty 1832.237601 = -1326402.675766 nChanged 127 SP:Iteration 14Q (2742.763304 sec): 3 clusters Score: Raw -1328325.320680 + Penalty 1832.237601 = -1326493.083079 nChanged 77 SP:Iteration 15Q (2742.789898 sec): 3 clusters Score: Raw -1328378.293283 + Penalty 1832.237601 = -1326546.055682 nChanged 44 SP:Iteration 16Q (2742.816580 sec): 3 clusters Score: Raw -1328415.504979 + Penalty 1832.237601 = -1326583.267378 nChanged 31 SP:Iteration 17Q (2742.842827 sec): 3 clusters Score: Raw -1328435.893683 + Penalty 1832.237601 = -1326603.656082 nChanged 18 SP:Iteration 18Q (2742.868977 sec): 3 clusters Score: Raw -1328454.699905 + Penalty 1832.237601 = -1326622.462304 nChanged 16 SP:Iteration 19Q (2742.894933 sec): 3 clusters Score: Raw -1328474.184494 + Penalty 1832.237601 = -1326641.946893 nChanged 14 SP:Iteration 20F (2742.924314 sec): 3 clusters Score: Raw -1328484.527364 + Penalty 1832.237601 = -1326652.289763 nChanged 8 SP:Iteration 21Q (2742.950473 sec): 3 clusters Score: Raw -1328489.409207 + Penalty 1832.237601 = -1326657.171606 nChanged 4 SP:Iteration 22Q (2742.976465 sec): 3 clusters Score: Raw -1328491.340080 + Penalty 1832.237601 = -1326659.102479 nChanged 3 SP:Iteration 23Q (2743.002463 sec): 3 clusters Score: Raw -1328493.345942 + Penalty 1832.237601 = -1326661.108341 nChanged 2 SP:Iteration 24Q (2743.028583 sec): 3 clusters Score: Raw -1328494.261332 + Penalty 1832.237601 = -1326662.023731 nChanged 0 SP:Iteration 25F (2743.057961 sec): 3 clusters Score: Raw -1328494.261332 + Penalty 1832.237601 = -1326662.023731 nChanged 0 Trying to split cluster 7 (112317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2743.181389 sec): 2 clusters Score: Raw -9803105.838551 + Penalty 1104.762648 = -9802001.075903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2743.338991 sec): 3 clusters Score: Raw -9729027.756293 + Penalty 2209.525297 = -9726818.230996 nChanged 54410 SP:Iteration 1F (2743.475537 sec): 3 clusters Score: Raw -9763481.460954 + Penalty 2209.525297 = -9761271.935657 nChanged 6209 SP:Iteration 2F (2743.615767 sec): 3 clusters Score: Raw -9766837.731714 + Penalty 2209.525297 = -9764628.206417 nChanged 7178 SP:Iteration 3F (2743.756627 sec): 3 clusters Score: Raw -9771846.108212 + Penalty 2209.525297 = -9769636.582915 nChanged 8019 SP:Iteration 4F (2743.896320 sec): 3 clusters Score: Raw -9778294.492338 + Penalty 2209.525297 = -9776084.967042 nChanged 8072 SP:Iteration 5F (2744.036876 sec): 3 clusters Score: Raw -9784807.146644 + Penalty 2209.525297 = -9782597.621347 nChanged 6772 SP:Iteration 6F (2744.215879 sec): 3 clusters Score: Raw -9789442.740392 + Penalty 2209.525297 = -9787233.215095 nChanged 4781 SP:Iteration 7Q (2744.401315 sec): 3 clusters Score: Raw -9792076.583558 + Penalty 2209.525297 = -9789867.058261 nChanged 3332 SP:Iteration 8Q (2744.544774 sec): 3 clusters Score: Raw -9793697.676044 + Penalty 2209.525297 = -9791488.150748 nChanged 2652 SP:Iteration 9Q (2744.687765 sec): 3 clusters Score: Raw -9794927.675901 + Penalty 2209.525297 = -9792718.150604 nChanged 2405 SP:Iteration 10Q (2744.829019 sec): 3 clusters Score: Raw -9796037.926534 + Penalty 2209.525297 = -9793828.401237 nChanged 2214 SP:Iteration 11Q (2744.970109 sec): 3 clusters Score: Raw -9797027.132661 + Penalty 2209.525297 = -9794817.607364 nChanged 2058 SP:Iteration 12Q (2745.109615 sec): 3 clusters Score: Raw -9797949.453634 + Penalty 2209.525297 = -9795739.928337 nChanged 1890 SP:Iteration 13Q (2745.269612 sec): 3 clusters Score: Raw -9798752.676650 + Penalty 2209.525297 = -9796543.151353 nChanged 1796 SP:Iteration 14Q (2745.406063 sec): 3 clusters Score: Raw -9799499.208718 + Penalty 2209.525297 = -9797289.683422 nChanged 1685 SP:Iteration 15Q (2745.541531 sec): 3 clusters Score: Raw -9800192.695129 + Penalty 2209.525297 = -9797983.169832 nChanged 1496 SP:Iteration 16Q (2745.675300 sec): 3 clusters Score: Raw -9800785.408796 + Penalty 2209.525297 = -9798575.883499 nChanged 1338 SP:Iteration 17Q (2745.808344 sec): 3 clusters Score: Raw -9801278.911825 + Penalty 2209.525297 = -9799069.386528 nChanged 1211 SP:Iteration 18Q (2745.940241 sec): 3 clusters Score: Raw -9801713.958978 + Penalty 2209.525297 = -9799504.433681 nChanged 1073 SP:Iteration 19Q (2746.106540 sec): 3 clusters Score: Raw -9802046.912068 + Penalty 2209.525297 = -9799837.386771 nChanged 916 SP:Iteration 20F (2746.282641 sec): 3 clusters Score: Raw -9802329.758551 + Penalty 2209.525297 = -9800120.233254 nChanged 895 SP:Iteration 21Q (2746.447117 sec): 3 clusters Score: Raw -9802594.488732 + Penalty 2209.525297 = -9800384.963435 nChanged 753 SP:Iteration 22Q (2746.608067 sec): 3 clusters Score: Raw -9802792.037479 + Penalty 2209.525297 = -9800582.512182 nChanged 683 SP:Iteration 23Q (2746.772328 sec): 3 clusters Score: Raw -9802952.038743 + Penalty 2209.525297 = -9800742.513446 nChanged 619 SP:Iteration 24Q (2746.918245 sec): 3 clusters Score: Raw -9803090.784940 + Penalty 2209.525297 = -9800881.259643 nChanged 561 SP:Iteration 25Q (2747.044498 sec): 3 clusters Score: Raw -9803216.773469 + Penalty 2209.525297 = -9801007.248172 nChanged 527 SP:Iteration 26Q (2747.169978 sec): 3 clusters Score: Raw -9803327.681663 + Penalty 2209.525297 = -9801118.156366 nChanged 471 SP:Iteration 27Q (2747.295297 sec): 3 clusters Score: Raw -9803418.241853 + Penalty 2209.525297 = -9801208.716556 nChanged 419 SP:Iteration 28Q (2747.419534 sec): 3 clusters Score: Raw -9803494.969774 + Penalty 2209.525297 = -9801285.444477 nChanged 376 SP:Iteration 29Q (2747.543474 sec): 3 clusters Score: Raw -9803561.870373 + Penalty 2209.525297 = -9801352.345077 nChanged 352 SP:Iteration 30Q (2747.667156 sec): 3 clusters Score: Raw -9803620.985013 + Penalty 2209.525297 = -9801411.459716 nChanged 305 SP:Iteration 31Q (2747.790951 sec): 3 clusters Score: Raw -9803668.574807 + Penalty 2209.525297 = -9801459.049510 nChanged 270 SP:Iteration 32Q (2747.914070 sec): 3 clusters Score: Raw -9803708.141565 + Penalty 2209.525297 = -9801498.616269 nChanged 237 SP:Iteration 33Q (2748.036230 sec): 3 clusters Score: Raw -9803743.064694 + Penalty 2209.525297 = -9801533.539398 nChanged 216 SP:Iteration 34Q (2748.159213 sec): 3 clusters Score: Raw -9803773.988189 + Penalty 2209.525297 = -9801564.462892 nChanged 203 SP:Iteration 35Q (2748.281702 sec): 3 clusters Score: Raw -9803801.279623 + Penalty 2209.525297 = -9801591.754326 nChanged 194 SP:Iteration 36Q (2748.404130 sec): 3 clusters Score: Raw -9803826.875607 + Penalty 2209.525297 = -9801617.350311 nChanged 183 SP:Iteration 37Q (2748.526533 sec): 3 clusters Score: Raw -9803850.572101 + Penalty 2209.525297 = -9801641.046805 nChanged 151 SP:Iteration 38Q (2748.648579 sec): 3 clusters Score: Raw -9803870.749466 + Penalty 2209.525297 = -9801661.224169 nChanged 127 SP:Iteration 39Q (2748.770871 sec): 3 clusters Score: Raw -9803887.321692 + Penalty 2209.525297 = -9801677.796395 nChanged 115 SP:Iteration 40F (2748.910345 sec): 3 clusters Score: Raw -9803903.923623 + Penalty 2209.525297 = -9801694.398326 nChanged 120 SP:Iteration 41Q (2749.031844 sec): 3 clusters Score: Raw -9803921.749374 + Penalty 2209.525297 = -9801712.224078 nChanged 131 SP:Iteration 42Q (2749.153042 sec): 3 clusters Score: Raw -9803940.119477 + Penalty 2209.525297 = -9801730.594180 nChanged 113 SP:Iteration 43Q (2749.281896 sec): 3 clusters Score: Raw -9803951.638702 + Penalty 2209.525297 = -9801742.113405 nChanged 101 SP:Iteration 44Q (2749.402857 sec): 3 clusters Score: Raw -9803963.175614 + Penalty 2209.525297 = -9801753.650318 nChanged 82 SP:Iteration 45Q (2749.523813 sec): 3 clusters Score: Raw -9803972.749744 + Penalty 2209.525297 = -9801763.224448 nChanged 77 SP:Iteration 46Q (2749.644957 sec): 3 clusters Score: Raw -9803981.436246 + Penalty 2209.525297 = -9801771.910949 nChanged 66 SP:Iteration 47Q (2749.765955 sec): 3 clusters Score: Raw -9803988.107647 + Penalty 2209.525297 = -9801778.582350 nChanged 66 SP:Iteration 48Q (2749.898323 sec): 3 clusters Score: Raw -9803995.502250 + Penalty 2209.525297 = -9801785.976953 nChanged 76 SP:Iteration 49Q (2750.029179 sec): 3 clusters Score: Raw -9804004.021695 + Penalty 2209.525297 = -9801794.496398 nChanged 71 SP:Iteration 50Q (2750.161873 sec): 3 clusters Score: Raw -9804011.960461 + Penalty 2209.525297 = -9801802.435164 nChanged 57 SP:Iteration 51Q (2750.282039 sec): 3 clusters Score: Raw -9804016.720628 + Penalty 2209.525297 = -9801807.195331 nChanged 51 SP:Iteration 52Q (2750.402230 sec): 3 clusters Score: Raw -9804020.228443 + Penalty 2209.525297 = -9801810.703146 nChanged 42 SP:Iteration 53Q (2750.522143 sec): 3 clusters Score: Raw -9804023.224909 + Penalty 2209.525297 = -9801813.699613 nChanged 40 SP:Iteration 54Q (2750.641829 sec): 3 clusters Score: Raw -9804026.122865 + Penalty 2209.525297 = -9801816.597569 nChanged 34 SP:Iteration 55Q (2750.761766 sec): 3 clusters Score: Raw -9804028.272985 + Penalty 2209.525297 = -9801818.747688 nChanged 21 SP:Iteration 56Q (2750.881863 sec): 3 clusters Score: Raw -9804029.426767 + Penalty 2209.525297 = -9801819.901470 nChanged 23 SP:Iteration 57Q (2751.001685 sec): 3 clusters Score: Raw -9804031.017023 + Penalty 2209.525297 = -9801821.491727 nChanged 23 SP:Iteration 58Q (2751.121887 sec): 3 clusters Score: Raw -9804033.034755 + Penalty 2209.525297 = -9801823.509458 nChanged 24 SP:Iteration 59Q (2751.241788 sec): 3 clusters Score: Raw -9804034.864234 + Penalty 2209.525297 = -9801825.338937 nChanged 23 SP:Iteration 60F (2751.380946 sec): 3 clusters Score: Raw -9804036.541845 + Penalty 2209.525297 = -9801827.016548 nChanged 34 SP:Iteration 61Q (2751.501398 sec): 3 clusters Score: Raw -9804039.523287 + Penalty 2209.525297 = -9801829.997990 nChanged 29 SP:Iteration 62Q (2751.621434 sec): 3 clusters Score: Raw -9804041.705084 + Penalty 2209.525297 = -9801832.179787 nChanged 29 SP:Iteration 63Q (2751.741499 sec): 3 clusters Score: Raw -9804043.923587 + Penalty 2209.525297 = -9801834.398290 nChanged 29 SP:Iteration 64Q (2751.861227 sec): 3 clusters Score: Raw -9804046.058272 + Penalty 2209.525297 = -9801836.532975 nChanged 28 SP:Iteration 65Q (2751.981649 sec): 3 clusters Score: Raw -9804048.140097 + Penalty 2209.525297 = -9801838.614800 nChanged 21 SP:Iteration 66Q (2752.101338 sec): 3 clusters Score: Raw -9804049.592371 + Penalty 2209.525297 = -9801840.067074 nChanged 21 SP:Iteration 67Q (2752.221404 sec): 3 clusters Score: Raw -9804050.841868 + Penalty 2209.525297 = -9801841.316571 nChanged 19 SP:Iteration 68Q (2752.341299 sec): 3 clusters Score: Raw -9804052.090886 + Penalty 2209.525297 = -9801842.565589 nChanged 17 SP:Iteration 69Q (2752.461324 sec): 3 clusters Score: Raw -9804053.225895 + Penalty 2209.525297 = -9801843.700598 nChanged 18 SP:Iteration 70Q (2752.580860 sec): 3 clusters Score: Raw -9804054.617012 + Penalty 2209.525297 = -9801845.091715 nChanged 16 SP:Iteration 71Q (2752.700407 sec): 3 clusters Score: Raw -9804055.740858 + Penalty 2209.525297 = -9801846.215562 nChanged 11 SP:Iteration 72Q (2752.820174 sec): 3 clusters Score: Raw -9804056.616390 + Penalty 2209.525297 = -9801847.091093 nChanged 11 SP:Iteration 73Q (2752.939942 sec): 3 clusters Score: Raw -9804057.574131 + Penalty 2209.525297 = -9801848.048834 nChanged 7 SP:Iteration 74Q (2753.059920 sec): 3 clusters Score: Raw -9804058.051958 + Penalty 2209.525297 = -9801848.526661 nChanged 5 SP:Iteration 75Q (2753.180195 sec): 3 clusters Score: Raw -9804058.375017 + Penalty 2209.525297 = -9801848.849720 nChanged 6 SP:Iteration 76Q (2753.300568 sec): 3 clusters Score: Raw -9804058.596039 + Penalty 2209.525297 = -9801849.070742 nChanged 6 SP:Iteration 77Q (2753.429383 sec): 3 clusters Score: Raw -9804058.964296 + Penalty 2209.525297 = -9801849.439000 nChanged 7 SP:Iteration 78Q (2753.576561 sec): 3 clusters Score: Raw -9804059.358406 + Penalty 2209.525297 = -9801849.833109 nChanged 4 SP:Iteration 79Q (2753.732162 sec): 3 clusters Score: Raw -9804059.480917 + Penalty 2209.525297 = -9801849.955620 nChanged 3 SP:Iteration 80F (2753.920863 sec): 3 clusters Score: Raw -9804059.552300 + Penalty 2209.525297 = -9801850.027003 nChanged 1 SP:Iteration 81Q (2754.076830 sec): 3 clusters Score: Raw -9804059.612724 + Penalty 2209.525297 = -9801850.087427 nChanged 2 SP:Iteration 82Q (2754.195234 sec): 3 clusters Score: Raw -9804059.665448 + Penalty 2209.525297 = -9801850.140151 nChanged 1 SP:Iteration 83Q (2754.313514 sec): 3 clusters Score: Raw -9804059.829581 + Penalty 2209.525297 = -9801850.304284 nChanged 6 SP:Iteration 84Q (2754.431893 sec): 3 clusters Score: Raw -9804060.315905 + Penalty 2209.525297 = -9801850.790608 nChanged 6 SP:Iteration 85Q (2754.549758 sec): 3 clusters Score: Raw -9804060.613893 + Penalty 2209.525297 = -9801851.088596 nChanged 1 SP:Iteration 86Q (2754.667690 sec): 3 clusters Score: Raw -9804060.730280 + Penalty 2209.525297 = -9801851.204983 nChanged 4 SP:Iteration 87Q (2754.785612 sec): 3 clusters Score: Raw -9804060.951271 + Penalty 2209.525297 = -9801851.425974 nChanged 5 SP:Iteration 88Q (2754.903746 sec): 3 clusters Score: Raw -9804061.126572 + Penalty 2209.525297 = -9801851.601275 nChanged 3 SP:Iteration 89Q (2755.021960 sec): 3 clusters Score: Raw -9804061.242612 + Penalty 2209.525297 = -9801851.717315 nChanged 2 SP:Iteration 90Q (2755.139382 sec): 3 clusters Score: Raw -9804061.392170 + Penalty 2209.525297 = -9801851.866873 nChanged 4 SP:Iteration 91Q (2755.256635 sec): 3 clusters Score: Raw -9804061.531674 + Penalty 2209.525297 = -9801852.006377 nChanged 3 SP:Iteration 92Q (2755.374225 sec): 3 clusters Score: Raw -9804061.661498 + Penalty 2209.525297 = -9801852.136201 nChanged 3 SP:Iteration 93Q (2755.491598 sec): 3 clusters Score: Raw -9804061.752441 + Penalty 2209.525297 = -9801852.227144 nChanged 3 SP:Iteration 94Q (2755.608874 sec): 3 clusters Score: Raw -9804061.863101 + Penalty 2209.525297 = -9801852.337805 nChanged 5 SP:Iteration 95Q (2755.726179 sec): 3 clusters Score: Raw -9804062.057570 + Penalty 2209.525297 = -9801852.532274 nChanged 3 SP:Iteration 96Q (2755.843511 sec): 3 clusters Score: Raw -9804062.149405 + Penalty 2209.525297 = -9801852.624108 nChanged 5 SP:Iteration 97Q (2755.960951 sec): 3 clusters Score: Raw -9804062.274247 + Penalty 2209.525297 = -9801852.748951 nChanged 2 SP:Iteration 98Q (2756.078353 sec): 3 clusters Score: Raw -9804062.300586 + Penalty 2209.525297 = -9801852.775289 nChanged 0 SP:Iteration 99F (2756.216838 sec): 3 clusters Score: Raw -9804062.300586 + Penalty 2209.525297 = -9801852.775289 nChanged 0 Trying to split cluster 8 (10752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2756.235094 sec): 2 clusters Score: Raw -922080.441139 + Penalty 881.870471 = -921198.570668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2756.261938 sec): 3 clusters Score: Raw -915667.302154 + Penalty 1763.740942 = -913903.561212 nChanged 4857 SP:Iteration 1F (2756.287609 sec): 3 clusters Score: Raw -918350.668384 + Penalty 1763.740942 = -916586.927442 nChanged 588 SP:Iteration 2F (2756.313419 sec): 3 clusters Score: Raw -918612.319647 + Penalty 1763.740942 = -916848.578705 nChanged 555 SP:Iteration 3F (2756.339222 sec): 3 clusters Score: Raw -918898.329877 + Penalty 1763.740942 = -917134.588935 nChanged 609 SP:Iteration 4F (2756.365414 sec): 3 clusters Score: Raw -919225.295323 + Penalty 1763.740942 = -917461.554381 nChanged 567 SP:Iteration 5F (2756.391701 sec): 3 clusters Score: Raw -919603.287235 + Penalty 1763.740942 = -917839.546293 nChanged 618 SP:Iteration 6F (2756.417625 sec): 3 clusters Score: Raw -920054.377145 + Penalty 1763.740942 = -918290.636203 nChanged 655 SP:Iteration 7F (2756.443546 sec): 3 clusters Score: Raw -920517.829820 + Penalty 1763.740942 = -918754.088879 nChanged 556 SP:Iteration 8F (2756.505321 sec): 3 clusters Score: Raw -920873.883054 + Penalty 1763.740942 = -919110.142112 nChanged 458 SP:Iteration 9Q (2756.551616 sec): 3 clusters Score: Raw -921109.115636 + Penalty 1763.740942 = -919345.374694 nChanged 367 SP:Iteration 10Q (2756.577489 sec): 3 clusters Score: Raw -921253.414034 + Penalty 1763.740942 = -919489.673092 nChanged 234 SP:Iteration 11Q (2756.603234 sec): 3 clusters Score: Raw -921324.108829 + Penalty 1763.740942 = -919560.367887 nChanged 188 SP:Iteration 12Q (2756.628758 sec): 3 clusters Score: Raw -921386.994976 + Penalty 1763.740942 = -919623.254034 nChanged 192 SP:Iteration 13Q (2756.654309 sec): 3 clusters Score: Raw -921453.159806 + Penalty 1763.740942 = -919689.418864 nChanged 172 SP:Iteration 14Q (2756.679992 sec): 3 clusters Score: Raw -921510.235597 + Penalty 1763.740942 = -919746.494655 nChanged 148 SP:Iteration 15Q (2756.705797 sec): 3 clusters Score: Raw -921554.182065 + Penalty 1763.740942 = -919790.441123 nChanged 116 SP:Iteration 16Q (2756.731002 sec): 3 clusters Score: Raw -921590.414053 + Penalty 1763.740942 = -919826.673111 nChanged 110 SP:Iteration 17Q (2756.756384 sec): 3 clusters Score: Raw -921624.206053 + Penalty 1763.740942 = -919860.465111 nChanged 116 SP:Iteration 18Q (2756.781830 sec): 3 clusters Score: Raw -921661.321951 + Penalty 1763.740942 = -919897.581009 nChanged 120 SP:Iteration 19Q (2756.807166 sec): 3 clusters Score: Raw -921695.274294 + Penalty 1763.740942 = -919931.533352 nChanged 113 SP:Iteration 20F (2756.833305 sec): 3 clusters Score: Raw -921724.275210 + Penalty 1763.740942 = -919960.534268 nChanged 111 SP:Iteration 21Q (2756.858549 sec): 3 clusters Score: Raw -921755.074095 + Penalty 1763.740942 = -919991.333153 nChanged 104 SP:Iteration 22Q (2756.883701 sec): 3 clusters Score: Raw -921782.134669 + Penalty 1763.740942 = -920018.393727 nChanged 97 SP:Iteration 23Q (2756.920631 sec): 3 clusters Score: Raw -921806.365267 + Penalty 1763.740942 = -920042.624325 nChanged 107 SP:Iteration 24Q (2756.955328 sec): 3 clusters Score: Raw -921836.121641 + Penalty 1763.740942 = -920072.380699 nChanged 86 SP:Iteration 25Q (2756.980210 sec): 3 clusters Score: Raw -921856.220450 + Penalty 1763.740942 = -920092.479508 nChanged 82 SP:Iteration 26Q (2757.005411 sec): 3 clusters Score: Raw -921871.790405 + Penalty 1763.740942 = -920108.049463 nChanged 69 SP:Iteration 27Q (2757.030457 sec): 3 clusters Score: Raw -921886.022309 + Penalty 1763.740942 = -920122.281367 nChanged 56 SP:Iteration 28Q (2757.055463 sec): 3 clusters Score: Raw -921895.850411 + Penalty 1763.740942 = -920132.109470 nChanged 50 SP:Iteration 29Q (2757.080393 sec): 3 clusters Score: Raw -921904.947000 + Penalty 1763.740942 = -920141.206058 nChanged 46 SP:Iteration 30Q (2757.105449 sec): 3 clusters Score: Raw -921913.203793 + Penalty 1763.740942 = -920149.462851 nChanged 53 SP:Iteration 31Q (2757.130310 sec): 3 clusters Score: Raw -921921.784926 + Penalty 1763.740942 = -920158.043984 nChanged 53 SP:Iteration 32Q (2757.155185 sec): 3 clusters Score: Raw -921931.128893 + Penalty 1763.740942 = -920167.387951 nChanged 45 SP:Iteration 33Q (2757.180169 sec): 3 clusters Score: Raw -921938.890779 + Penalty 1763.740942 = -920175.149837 nChanged 60 SP:Iteration 34Q (2757.205023 sec): 3 clusters Score: Raw -921950.892457 + Penalty 1763.740942 = -920187.151515 nChanged 45 SP:Iteration 35Q (2757.229972 sec): 3 clusters Score: Raw -921959.089163 + Penalty 1763.740942 = -920195.348221 nChanged 48 SP:Iteration 36Q (2757.254668 sec): 3 clusters Score: Raw -921967.492278 + Penalty 1763.740942 = -920203.751336 nChanged 49 SP:Iteration 37Q (2757.279522 sec): 3 clusters Score: Raw -921977.347732 + Penalty 1763.740942 = -920213.606790 nChanged 53 SP:Iteration 38Q (2757.304348 sec): 3 clusters Score: Raw -921987.291713 + Penalty 1763.740942 = -920223.550771 nChanged 41 SP:Iteration 39Q (2757.329075 sec): 3 clusters Score: Raw -921993.814314 + Penalty 1763.740942 = -920230.073372 nChanged 47 SP:Iteration 40F (2757.355092 sec): 3 clusters Score: Raw -922000.552248 + Penalty 1763.740942 = -920236.811306 nChanged 40 SP:Iteration 41Q (2757.379783 sec): 3 clusters Score: Raw -922006.986556 + Penalty 1763.740942 = -920243.245614 nChanged 36 SP:Iteration 42Q (2757.404317 sec): 3 clusters Score: Raw -922013.703749 + Penalty 1763.740942 = -920249.962807 nChanged 47 SP:Iteration 43Q (2757.428861 sec): 3 clusters Score: Raw -922021.888193 + Penalty 1763.740942 = -920258.147251 nChanged 45 SP:Iteration 44Q (2757.453700 sec): 3 clusters Score: Raw -922030.057321 + Penalty 1763.740942 = -920266.316379 nChanged 43 SP:Iteration 45Q (2757.478289 sec): 3 clusters Score: Raw -922036.582989 + Penalty 1763.740942 = -920272.842047 nChanged 35 SP:Iteration 46Q (2757.502966 sec): 3 clusters Score: Raw -922041.563741 + Penalty 1763.740942 = -920277.822800 nChanged 29 SP:Iteration 47Q (2757.527481 sec): 3 clusters Score: Raw -922046.557652 + Penalty 1763.740942 = -920282.816710 nChanged 31 SP:Iteration 48Q (2757.551991 sec): 3 clusters Score: Raw -922051.630227 + Penalty 1763.740942 = -920287.889285 nChanged 40 SP:Iteration 49Q (2757.576622 sec): 3 clusters Score: Raw -922059.177789 + Penalty 1763.740942 = -920295.436847 nChanged 33 SP:Iteration 50Q (2757.601150 sec): 3 clusters Score: Raw -922065.544769 + Penalty 1763.740942 = -920301.803827 nChanged 32 SP:Iteration 51Q (2757.625799 sec): 3 clusters Score: Raw -922071.070659 + Penalty 1763.740942 = -920307.329717 nChanged 29 SP:Iteration 52Q (2757.650380 sec): 3 clusters Score: Raw -922076.710020 + Penalty 1763.740942 = -920312.969079 nChanged 39 SP:Iteration 53Q (2757.675180 sec): 3 clusters Score: Raw -922084.878170 + Penalty 1763.740942 = -920321.137228 nChanged 31 SP:Iteration 54Q (2757.699960 sec): 3 clusters Score: Raw -922092.009239 + Penalty 1763.740942 = -920328.268297 nChanged 34 SP:Iteration 55Q (2757.724510 sec): 3 clusters Score: Raw -922101.214061 + Penalty 1763.740942 = -920337.473119 nChanged 30 SP:Iteration 56Q (2757.749305 sec): 3 clusters Score: Raw -922107.264526 + Penalty 1763.740942 = -920343.523585 nChanged 24 SP:Iteration 57Q (2757.773658 sec): 3 clusters Score: Raw -922112.094217 + Penalty 1763.740942 = -920348.353275 nChanged 25 SP:Iteration 58Q (2757.798190 sec): 3 clusters Score: Raw -922116.029146 + Penalty 1763.740942 = -920352.288204 nChanged 18 SP:Iteration 59Q (2757.822689 sec): 3 clusters Score: Raw -922118.937107 + Penalty 1763.740942 = -920355.196165 nChanged 16 SP:Iteration 60F (2757.848606 sec): 3 clusters Score: Raw -922121.468681 + Penalty 1763.740942 = -920357.727739 nChanged 15 SP:Iteration 61Q (2757.873044 sec): 3 clusters Score: Raw -922123.513026 + Penalty 1763.740942 = -920359.772084 nChanged 16 SP:Iteration 62Q (2757.897553 sec): 3 clusters Score: Raw -922126.458294 + Penalty 1763.740942 = -920362.717352 nChanged 20 SP:Iteration 63Q (2757.922075 sec): 3 clusters Score: Raw -922130.512512 + Penalty 1763.740942 = -920366.771571 nChanged 20 SP:Iteration 64Q (2757.946667 sec): 3 clusters Score: Raw -922133.422155 + Penalty 1763.740942 = -920369.681213 nChanged 11 SP:Iteration 65Q (2757.971128 sec): 3 clusters Score: Raw -922134.775364 + Penalty 1763.740942 = -920371.034423 nChanged 17 SP:Iteration 66Q (2757.995604 sec): 3 clusters Score: Raw -922137.795838 + Penalty 1763.740942 = -920374.054896 nChanged 21 SP:Iteration 67Q (2758.019985 sec): 3 clusters Score: Raw -922140.898656 + Penalty 1763.740942 = -920377.157714 nChanged 19 SP:Iteration 68Q (2758.051426 sec): 3 clusters Score: Raw -922144.003588 + Penalty 1763.740942 = -920380.262647 nChanged 16 SP:Iteration 69Q (2758.075914 sec): 3 clusters Score: Raw -922146.377592 + Penalty 1763.740942 = -920382.636650 nChanged 14 SP:Iteration 70Q (2758.100291 sec): 3 clusters Score: Raw -922148.134793 + Penalty 1763.740942 = -920384.393851 nChanged 17 SP:Iteration 71Q (2758.124639 sec): 3 clusters Score: Raw -922150.998659 + Penalty 1763.740942 = -920387.257717 nChanged 13 SP:Iteration 72Q (2758.149130 sec): 3 clusters Score: Raw -922152.601206 + Penalty 1763.740942 = -920388.860264 nChanged 16 SP:Iteration 73Q (2758.173575 sec): 3 clusters Score: Raw -922155.848447 + Penalty 1763.740942 = -920392.107505 nChanged 18 SP:Iteration 74Q (2758.198081 sec): 3 clusters Score: Raw -922158.836837 + Penalty 1763.740942 = -920395.095895 nChanged 19 SP:Iteration 75Q (2758.222591 sec): 3 clusters Score: Raw -922161.856628 + Penalty 1763.740942 = -920398.115686 nChanged 16 SP:Iteration 76Q (2758.247027 sec): 3 clusters Score: Raw -922164.228610 + Penalty 1763.740942 = -920400.487668 nChanged 18 SP:Iteration 77Q (2758.271629 sec): 3 clusters Score: Raw -922168.146273 + Penalty 1763.740942 = -920404.405331 nChanged 28 SP:Iteration 78Q (2758.295927 sec): 3 clusters Score: Raw -922175.426996 + Penalty 1763.740942 = -920411.686054 nChanged 26 SP:Iteration 79Q (2758.320437 sec): 3 clusters Score: Raw -922182.778144 + Penalty 1763.740942 = -920419.037202 nChanged 34 SP:Iteration 80F (2758.346255 sec): 3 clusters Score: Raw -922192.984030 + Penalty 1763.740942 = -920429.243088 nChanged 36 SP:Iteration 81Q (2758.370659 sec): 3 clusters Score: Raw -922200.264146 + Penalty 1763.740942 = -920436.523204 nChanged 35 SP:Iteration 82Q (2758.395073 sec): 3 clusters Score: Raw -922208.651769 + Penalty 1763.740942 = -920444.910827 nChanged 26 SP:Iteration 83Q (2758.419357 sec): 3 clusters Score: Raw -922215.057932 + Penalty 1763.740942 = -920451.316990 nChanged 29 SP:Iteration 84Q (2758.443459 sec): 3 clusters Score: Raw -922222.876375 + Penalty 1763.740942 = -920459.135433 nChanged 27 SP:Iteration 85Q (2758.467764 sec): 3 clusters Score: Raw -922228.930026 + Penalty 1763.740942 = -920465.189084 nChanged 23 SP:Iteration 86Q (2758.492180 sec): 3 clusters Score: Raw -922233.039853 + Penalty 1763.740942 = -920469.298912 nChanged 25 SP:Iteration 87Q (2758.516349 sec): 3 clusters Score: Raw -922239.408034 + Penalty 1763.740942 = -920475.667092 nChanged 24 SP:Iteration 88Q (2758.540632 sec): 3 clusters Score: Raw -922245.981786 + Penalty 1763.740942 = -920482.240844 nChanged 22 SP:Iteration 89Q (2758.565098 sec): 3 clusters Score: Raw -922251.989276 + Penalty 1763.740942 = -920488.248334 nChanged 23 SP:Iteration 90Q (2758.589316 sec): 3 clusters Score: Raw -922257.289028 + Penalty 1763.740942 = -920493.548086 nChanged 18 SP:Iteration 91Q (2758.613636 sec): 3 clusters Score: Raw -922261.592895 + Penalty 1763.740942 = -920497.851953 nChanged 20 SP:Iteration 92Q (2758.637986 sec): 3 clusters Score: Raw -922265.901099 + Penalty 1763.740942 = -920502.160157 nChanged 20 SP:Iteration 93Q (2758.662225 sec): 3 clusters Score: Raw -922270.990685 + Penalty 1763.740942 = -920507.249743 nChanged 23 SP:Iteration 94Q (2758.686360 sec): 3 clusters Score: Raw -922276.684043 + Penalty 1763.740942 = -920512.943101 nChanged 18 SP:Iteration 95Q (2758.710375 sec): 3 clusters Score: Raw -922281.149479 + Penalty 1763.740942 = -920517.408537 nChanged 20 SP:Iteration 96Q (2758.734573 sec): 3 clusters Score: Raw -922287.160427 + Penalty 1763.740942 = -920523.419486 nChanged 20 SP:Iteration 97Q (2758.758660 sec): 3 clusters Score: Raw -922292.050897 + Penalty 1763.740942 = -920528.309955 nChanged 17 SP:Iteration 98Q (2758.782877 sec): 3 clusters Score: Raw -922295.388348 + Penalty 1763.740942 = -920531.647406 nChanged 16 SP:Iteration 99Q (2758.817070 sec): 3 clusters Score: Raw -922297.919965 + Penalty 1763.740942 = -920534.179023 nChanged 11 SP:Iteration 100F (2758.843095 sec): 3 clusters Score: Raw -922299.327371 + Penalty 1763.740942 = -920535.586429 nChanged 8 SP:Iteration 101Q (2758.867078 sec): 3 clusters Score: Raw -922300.331124 + Penalty 1763.740942 = -920536.590182 nChanged 8 SP:Iteration 102Q (2758.891457 sec): 3 clusters Score: Raw -922301.599383 + Penalty 1763.740942 = -920537.858441 nChanged 6 SP:Iteration 103Q (2758.915474 sec): 3 clusters Score: Raw -922302.379132 + Penalty 1763.740942 = -920538.638190 nChanged 4 SP:Iteration 104Q (2758.939572 sec): 3 clusters Score: Raw -922302.900932 + Penalty 1763.740942 = -920539.159990 nChanged 5 SP:Iteration 105Q (2758.963586 sec): 3 clusters Score: Raw -922303.611309 + Penalty 1763.740942 = -920539.870367 nChanged 8 SP:Iteration 106Q (2758.987702 sec): 3 clusters Score: Raw -922304.966163 + Penalty 1763.740942 = -920541.225221 nChanged 3 SP:Iteration 107Q (2759.011697 sec): 3 clusters Score: Raw -922305.237018 + Penalty 1763.740942 = -920541.496076 nChanged 3 SP:Iteration 108Q (2759.035870 sec): 3 clusters Score: Raw -922305.498397 + Penalty 1763.740942 = -920541.757455 nChanged 2 SP:Iteration 109Q (2759.060121 sec): 3 clusters Score: Raw -922305.686783 + Penalty 1763.740942 = -920541.945841 nChanged 1 SP:Iteration 110Q (2759.084163 sec): 3 clusters Score: Raw -922305.750115 + Penalty 1763.740942 = -920542.009173 nChanged 0 SP:Iteration 111F (2759.109981 sec): 3 clusters Score: Raw -922305.750115 + Penalty 1763.740942 = -920542.009173 nChanged 0 Trying to split cluster 9 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2759.126349 sec): 2 clusters Score: Raw -308948.565904 + Penalty 780.579707 = -308167.986197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2759.140696 sec): 3 clusters Score: Raw -306987.026401 + Penalty 1561.159414 = -305425.866987 nChanged 1564 SP:Iteration 1F (2759.154263 sec): 3 clusters Score: Raw -307880.564051 + Penalty 1561.159414 = -306319.404638 nChanged 256 SP:Iteration 2F (2759.167574 sec): 3 clusters Score: Raw -308027.116607 + Penalty 1561.159414 = -306465.957193 nChanged 198 SP:Iteration 3F (2759.181044 sec): 3 clusters Score: Raw -308115.373756 + Penalty 1561.159414 = -306554.214342 nChanged 138 SP:Iteration 4Q (2759.194757 sec): 3 clusters Score: Raw -308176.157870 + Penalty 1561.159414 = -306614.998456 nChanged 129 SP:Iteration 5Q (2759.208446 sec): 3 clusters Score: Raw -308242.286731 + Penalty 1561.159414 = -306681.127317 nChanged 133 SP:Iteration 6Q (2759.222131 sec): 3 clusters Score: Raw -308300.233569 + Penalty 1561.159414 = -306739.074155 nChanged 128 SP:Iteration 7Q (2759.235703 sec): 3 clusters Score: Raw -308358.821263 + Penalty 1561.159414 = -306797.661849 nChanged 124 SP:Iteration 8Q (2759.248835 sec): 3 clusters Score: Raw -308422.235417 + Penalty 1561.159414 = -306861.076004 nChanged 119 SP:Iteration 9Q (2759.262510 sec): 3 clusters Score: Raw -308488.280264 + Penalty 1561.159414 = -306927.120851 nChanged 131 SP:Iteration 10Q (2759.275984 sec): 3 clusters Score: Raw -308565.572437 + Penalty 1561.159414 = -307004.413023 nChanged 127 SP:Iteration 11Q (2759.289602 sec): 3 clusters Score: Raw -308638.264749 + Penalty 1561.159414 = -307077.105335 nChanged 112 SP:Iteration 12Q (2759.303150 sec): 3 clusters Score: Raw -308707.095530 + Penalty 1561.159414 = -307145.936117 nChanged 114 SP:Iteration 13Q (2759.316742 sec): 3 clusters Score: Raw -308775.861681 + Penalty 1561.159414 = -307214.702267 nChanged 87 SP:Iteration 14Q (2759.330372 sec): 3 clusters Score: Raw -308821.115356 + Penalty 1561.159414 = -307259.955943 nChanged 72 SP:Iteration 15Q (2759.343974 sec): 3 clusters Score: Raw -308856.965185 + Penalty 1561.159414 = -307295.805772 nChanged 73 SP:Iteration 16Q (2759.357602 sec): 3 clusters Score: Raw -308896.235371 + Penalty 1561.159414 = -307335.075957 nChanged 64 SP:Iteration 17Q (2759.371044 sec): 3 clusters Score: Raw -308932.090812 + Penalty 1561.159414 = -307370.931398 nChanged 49 SP:Iteration 18Q (2759.384407 sec): 3 clusters Score: Raw -308958.336636 + Penalty 1561.159414 = -307397.177222 nChanged 41 SP:Iteration 19Q (2759.397843 sec): 3 clusters Score: Raw -308976.952386 + Penalty 1561.159414 = -307415.792972 nChanged 27 SP:Iteration 20F (2759.411298 sec): 3 clusters Score: Raw -308992.049152 + Penalty 1561.159414 = -307430.889738 nChanged 28 SP:Iteration 21Q (2759.424767 sec): 3 clusters Score: Raw -309005.192197 + Penalty 1561.159414 = -307444.032783 nChanged 17 SP:Iteration 22Q (2759.438214 sec): 3 clusters Score: Raw -309013.293468 + Penalty 1561.159414 = -307452.134055 nChanged 17 SP:Iteration 23Q (2759.451456 sec): 3 clusters Score: Raw -309021.766514 + Penalty 1561.159414 = -307460.607100 nChanged 15 SP:Iteration 24Q (2759.464845 sec): 3 clusters Score: Raw -309026.434727 + Penalty 1561.159414 = -307465.275313 nChanged 13 SP:Iteration 25Q (2759.478134 sec): 3 clusters Score: Raw -309031.544046 + Penalty 1561.159414 = -307470.384632 nChanged 11 SP:Iteration 26Q (2759.491531 sec): 3 clusters Score: Raw -309037.886606 + Penalty 1561.159414 = -307476.727192 nChanged 12 SP:Iteration 27Q (2759.504712 sec): 3 clusters Score: Raw -309045.376777 + Penalty 1561.159414 = -307484.217364 nChanged 13 SP:Iteration 28Q (2759.517965 sec): 3 clusters Score: Raw -309051.019218 + Penalty 1561.159414 = -307489.859805 nChanged 10 SP:Iteration 29Q (2759.530984 sec): 3 clusters Score: Raw -309054.329566 + Penalty 1561.159414 = -307493.170152 nChanged 10 SP:Iteration 30Q (2759.544142 sec): 3 clusters Score: Raw -309058.211732 + Penalty 1561.159414 = -307497.052319 nChanged 7 SP:Iteration 31Q (2759.557393 sec): 3 clusters Score: Raw -309060.357881 + Penalty 1561.159414 = -307499.198467 nChanged 9 SP:Iteration 32Q (2759.570516 sec): 3 clusters Score: Raw -309063.153444 + Penalty 1561.159414 = -307501.994031 nChanged 5 SP:Iteration 33Q (2759.583671 sec): 3 clusters Score: Raw -309065.918873 + Penalty 1561.159414 = -307504.759459 nChanged 4 SP:Iteration 34Q (2759.596776 sec): 3 clusters Score: Raw -309068.374942 + Penalty 1561.159414 = -307507.215528 nChanged 6 SP:Iteration 35Q (2759.609929 sec): 3 clusters Score: Raw -309071.201176 + Penalty 1561.159414 = -307510.041763 nChanged 5 SP:Iteration 36Q (2759.623081 sec): 3 clusters Score: Raw -309073.090065 + Penalty 1561.159414 = -307511.930651 nChanged 4 SP:Iteration 37Q (2759.636176 sec): 3 clusters Score: Raw -309075.713659 + Penalty 1561.159414 = -307514.554246 nChanged 6 SP:Iteration 38Q (2759.649149 sec): 3 clusters Score: Raw -309078.575963 + Penalty 1561.159414 = -307517.416549 nChanged 6 SP:Iteration 39Q (2759.662209 sec): 3 clusters Score: Raw -309082.717505 + Penalty 1561.159414 = -307521.558091 nChanged 5 SP:Iteration 40F (2759.675546 sec): 3 clusters Score: Raw -309086.089451 + Penalty 1561.159414 = -307524.930037 nChanged 4 SP:Iteration 41Q (2759.688440 sec): 3 clusters Score: Raw -309088.307825 + Penalty 1561.159414 = -307527.148411 nChanged 4 SP:Iteration 42Q (2759.701451 sec): 3 clusters Score: Raw -309091.120247 + Penalty 1561.159414 = -307529.960833 nChanged 4 SP:Iteration 43Q (2759.714446 sec): 3 clusters Score: Raw -309092.841160 + Penalty 1561.159414 = -307531.681747 nChanged 5 SP:Iteration 44Q (2759.727521 sec): 3 clusters Score: Raw -309095.187103 + Penalty 1561.159414 = -307534.027689 nChanged 1 SP:Iteration 45Q (2759.740610 sec): 3 clusters Score: Raw -309095.553393 + Penalty 1561.159414 = -307534.393979 nChanged 2 SP:Iteration 46Q (2759.753551 sec): 3 clusters Score: Raw -309096.264112 + Penalty 1561.159414 = -307535.104698 nChanged 1 SP:Iteration 47Q (2759.766530 sec): 3 clusters Score: Raw -309096.431672 + Penalty 1561.159414 = -307535.272259 nChanged 0 SP:Iteration 48F (2759.779775 sec): 3 clusters Score: Raw -309096.431672 + Penalty 1561.159414 = -307535.272259 nChanged 0 Trying to split cluster 10 (2306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2759.795262 sec): 2 clusters Score: Raw -192366.760444 + Penalty 735.610622 = -191631.149822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2759.804637 sec): 3 clusters Score: Raw -191214.871335 + Penalty 1471.221243 = -189743.650092 nChanged 906 SP:Iteration 1F (2759.813274 sec): 3 clusters Score: Raw -191766.153770 + Penalty 1471.221243 = -190294.932526 nChanged 172 SP:Iteration 2F (2759.821888 sec): 3 clusters Score: Raw -191879.543843 + Penalty 1471.221243 = -190408.322599 nChanged 128 SP:Iteration 3F (2759.830397 sec): 3 clusters Score: Raw -191967.650109 + Penalty 1471.221243 = -190496.428865 nChanged 121 SP:Iteration 4F (2759.839154 sec): 3 clusters Score: Raw -192081.288913 + Penalty 1471.221243 = -190610.067670 nChanged 131 SP:Iteration 5F (2759.847787 sec): 3 clusters Score: Raw -192209.439445 + Penalty 1471.221243 = -190738.218202 nChanged 112 SP:Iteration 6Q (2759.856377 sec): 3 clusters Score: Raw -192288.679972 + Penalty 1471.221243 = -190817.458729 nChanged 71 SP:Iteration 7Q (2759.865023 sec): 3 clusters Score: Raw -192338.313980 + Penalty 1471.221243 = -190867.092736 nChanged 64 SP:Iteration 8Q (2759.873495 sec): 3 clusters Score: Raw -192393.626848 + Penalty 1471.221243 = -190922.405605 nChanged 54 SP:Iteration 9Q (2759.882004 sec): 3 clusters Score: Raw -192435.472697 + Penalty 1471.221243 = -190964.251454 nChanged 33 SP:Iteration 10Q (2759.890396 sec): 3 clusters Score: Raw -192451.703209 + Penalty 1471.221243 = -190980.481966 nChanged 23 SP:Iteration 11Q (2759.898964 sec): 3 clusters Score: Raw -192466.641609 + Penalty 1471.221243 = -190995.420366 nChanged 28 SP:Iteration 12Q (2759.907427 sec): 3 clusters Score: Raw -192484.415586 + Penalty 1471.221243 = -191013.194343 nChanged 33 SP:Iteration 13Q (2759.915732 sec): 3 clusters Score: Raw -192517.540531 + Penalty 1471.221243 = -191046.319288 nChanged 37 SP:Iteration 14Q (2759.924144 sec): 3 clusters Score: Raw -192550.291141 + Penalty 1471.221243 = -191079.069898 nChanged 40 SP:Iteration 15Q (2759.932599 sec): 3 clusters Score: Raw -192585.364312 + Penalty 1471.221243 = -191114.143069 nChanged 30 SP:Iteration 16Q (2759.941020 sec): 3 clusters Score: Raw -192602.757240 + Penalty 1471.221243 = -191131.535997 nChanged 17 SP:Iteration 17Q (2759.949407 sec): 3 clusters Score: Raw -192611.726257 + Penalty 1471.221243 = -191140.505014 nChanged 20 SP:Iteration 18Q (2759.957828 sec): 3 clusters Score: Raw -192621.271521 + Penalty 1471.221243 = -191150.050278 nChanged 17 SP:Iteration 19Q (2759.966170 sec): 3 clusters Score: Raw -192630.179290 + Penalty 1471.221243 = -191158.958047 nChanged 12 SP:Iteration 20F (2759.974698 sec): 3 clusters Score: Raw -192636.477714 + Penalty 1471.221243 = -191165.256470 nChanged 11 SP:Iteration 21Q (2759.982993 sec): 3 clusters Score: Raw -192642.362548 + Penalty 1471.221243 = -191171.141305 nChanged 13 SP:Iteration 22Q (2759.991406 sec): 3 clusters Score: Raw -192648.312548 + Penalty 1471.221243 = -191177.091305 nChanged 10 SP:Iteration 23Q (2759.999705 sec): 3 clusters Score: Raw -192653.277006 + Penalty 1471.221243 = -191182.055763 nChanged 8 SP:Iteration 24Q (2760.008069 sec): 3 clusters Score: Raw -192655.501556 + Penalty 1471.221243 = -191184.280313 nChanged 1 SP:Iteration 25Q (2760.016399 sec): 3 clusters Score: Raw -192656.098736 + Penalty 1471.221243 = -191184.877493 nChanged 2 SP:Iteration 26Q (2760.024770 sec): 3 clusters Score: Raw -192656.512133 + Penalty 1471.221243 = -191185.290890 nChanged 2 SP:Iteration 27Q (2760.033093 sec): 3 clusters Score: Raw -192657.412745 + Penalty 1471.221243 = -191186.191501 nChanged 1 SP:Iteration 28Q (2760.041421 sec): 3 clusters Score: Raw -192657.718306 + Penalty 1471.221243 = -191186.497063 nChanged 2 SP:Iteration 29Q (2760.049731 sec): 3 clusters Score: Raw -192658.691445 + Penalty 1471.221243 = -191187.470202 nChanged 4 SP:Iteration 30Q (2760.058050 sec): 3 clusters Score: Raw -192659.636628 + Penalty 1471.221243 = -191188.415385 nChanged 2 SP:Iteration 31Q (2760.066392 sec): 3 clusters Score: Raw -192660.254094 + Penalty 1471.221243 = -191189.032851 nChanged 0 SP:Iteration 32F (2760.074863 sec): 3 clusters Score: Raw -192660.254094 + Penalty 1471.221243 = -191189.032851 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.090720 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.100905 sec): 3 clusters Score: Raw -231560.631927 + Penalty 1490.554639 = -230070.077288 nChanged 1009 SP:Iteration 1F (2760.110276 sec): 3 clusters Score: Raw -232139.995884 + Penalty 1490.554639 = -230649.441245 nChanged 216 SP:Iteration 2F (2760.119759 sec): 3 clusters Score: Raw -232304.552878 + Penalty 1490.554639 = -230813.998239 nChanged 199 SP:Iteration 3F (2760.129126 sec): 3 clusters Score: Raw -232459.482296 + Penalty 1490.554639 = -230968.927657 nChanged 174 SP:Iteration 4F (2760.138513 sec): 3 clusters Score: Raw -232601.543523 + Penalty 1490.554639 = -231110.988884 nChanged 163 SP:Iteration 5F (2760.147856 sec): 3 clusters Score: Raw -232752.275461 + Penalty 1490.554639 = -231261.720821 nChanged 133 SP:Iteration 6F (2760.157253 sec): 3 clusters Score: Raw -232880.783808 + Penalty 1490.554639 = -231390.229169 nChanged 121 SP:Iteration 7Q (2760.166581 sec): 3 clusters Score: Raw -232993.570814 + Penalty 1490.554639 = -231503.016174 nChanged 87 SP:Iteration 8Q (2760.175959 sec): 3 clusters Score: Raw -233056.872833 + Penalty 1490.554639 = -231566.318194 nChanged 62 SP:Iteration 9Q (2760.185348 sec): 3 clusters Score: Raw -233108.091589 + Penalty 1490.554639 = -231617.536950 nChanged 47 SP:Iteration 10Q (2760.194598 sec): 3 clusters Score: Raw -233142.961438 + Penalty 1490.554639 = -231652.406799 nChanged 41 SP:Iteration 11Q (2760.203912 sec): 3 clusters Score: Raw -233164.112134 + Penalty 1490.554639 = -231673.557495 nChanged 23 SP:Iteration 12Q (2760.213255 sec): 3 clusters Score: Raw -233177.455676 + Penalty 1490.554639 = -231686.901036 nChanged 24 SP:Iteration 13Q (2760.222463 sec): 3 clusters Score: Raw -233185.804859 + Penalty 1490.554639 = -231695.250220 nChanged 7 SP:Iteration 14Q (2760.231631 sec): 3 clusters Score: Raw -233188.331125 + Penalty 1490.554639 = -231697.776486 nChanged 9 SP:Iteration 15Q (2760.240892 sec): 3 clusters Score: Raw -233192.059353 + Penalty 1490.554639 = -231701.504714 nChanged 9 SP:Iteration 16Q (2760.250200 sec): 3 clusters Score: Raw -233193.907966 + Penalty 1490.554639 = -231703.353327 nChanged 5 SP:Iteration 17Q (2760.259375 sec): 3 clusters Score: Raw -233194.907427 + Penalty 1490.554639 = -231704.352787 nChanged 3 SP:Iteration 18Q (2760.268545 sec): 3 clusters Score: Raw -233195.392269 + Penalty 1490.554639 = -231704.837629 nChanged 2 SP:Iteration 19Q (2760.277764 sec): 3 clusters Score: Raw -233195.612368 + Penalty 1490.554639 = -231705.057729 nChanged 0 SP:Iteration 20F (2760.287045 sec): 3 clusters Score: Raw -233195.612368 + Penalty 1490.554639 = -231705.057729 nChanged 0 Trying to split cluster 12 (3297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.303711 sec): 2 clusters Score: Raw -273936.613941 + Penalty 769.572983 = -273167.040958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.316619 sec): 3 clusters Score: Raw -272228.464961 + Penalty 1539.145966 = -270689.318994 nChanged 1337 SP:Iteration 1F (2760.328558 sec): 3 clusters Score: Raw -273045.505994 + Penalty 1539.145966 = -271506.360027 nChanged 260 SP:Iteration 2F (2760.340436 sec): 3 clusters Score: Raw -273233.865518 + Penalty 1539.145966 = -271694.719552 nChanged 236 SP:Iteration 3F (2760.352283 sec): 3 clusters Score: Raw -273388.518824 + Penalty 1539.145966 = -271849.372858 nChanged 182 SP:Iteration 4F (2760.364039 sec): 3 clusters Score: Raw -273514.377318 + Penalty 1539.145966 = -271975.231352 nChanged 148 SP:Iteration 5Q (2760.375823 sec): 3 clusters Score: Raw -273605.651615 + Penalty 1539.145966 = -272066.505649 nChanged 119 SP:Iteration 6Q (2760.387632 sec): 3 clusters Score: Raw -273664.705945 + Penalty 1539.145966 = -272125.559979 nChanged 99 SP:Iteration 7Q (2760.399525 sec): 3 clusters Score: Raw -273732.414994 + Penalty 1539.145966 = -272193.269027 nChanged 115 SP:Iteration 8Q (2760.411311 sec): 3 clusters Score: Raw -273799.007492 + Penalty 1539.145966 = -272259.861526 nChanged 87 SP:Iteration 9Q (2760.422982 sec): 3 clusters Score: Raw -273850.890013 + Penalty 1539.145966 = -272311.744046 nChanged 82 SP:Iteration 10Q (2760.434866 sec): 3 clusters Score: Raw -273910.104771 + Penalty 1539.145966 = -272370.958805 nChanged 86 SP:Iteration 11Q (2760.446614 sec): 3 clusters Score: Raw -273973.778465 + Penalty 1539.145966 = -272434.632499 nChanged 92 SP:Iteration 12Q (2760.458359 sec): 3 clusters Score: Raw -274018.303010 + Penalty 1539.145966 = -272479.157043 nChanged 64 SP:Iteration 13Q (2760.470026 sec): 3 clusters Score: Raw -274050.105393 + Penalty 1539.145966 = -272510.959427 nChanged 70 SP:Iteration 14Q (2760.481684 sec): 3 clusters Score: Raw -274090.929552 + Penalty 1539.145966 = -272551.783585 nChanged 77 SP:Iteration 15Q (2760.493282 sec): 3 clusters Score: Raw -274128.003678 + Penalty 1539.145966 = -272588.857712 nChanged 55 SP:Iteration 16Q (2760.504951 sec): 3 clusters Score: Raw -274155.559660 + Penalty 1539.145966 = -272616.413694 nChanged 49 SP:Iteration 17Q (2760.516493 sec): 3 clusters Score: Raw -274178.729302 + Penalty 1539.145966 = -272639.583336 nChanged 38 SP:Iteration 18Q (2760.528181 sec): 3 clusters Score: Raw -274191.836121 + Penalty 1539.145966 = -272652.690155 nChanged 23 SP:Iteration 19Q (2760.539830 sec): 3 clusters Score: Raw -274198.466955 + Penalty 1539.145966 = -272659.320989 nChanged 22 SP:Iteration 20F (2760.551563 sec): 3 clusters Score: Raw -274205.353812 + Penalty 1539.145966 = -272666.207846 nChanged 19 SP:Iteration 21Q (2760.563243 sec): 3 clusters Score: Raw -274211.600917 + Penalty 1539.145966 = -272672.454951 nChanged 19 SP:Iteration 22Q (2760.574717 sec): 3 clusters Score: Raw -274216.358797 + Penalty 1539.145966 = -272677.212831 nChanged 14 SP:Iteration 23Q (2760.586290 sec): 3 clusters Score: Raw -274220.920319 + Penalty 1539.145966 = -272681.774353 nChanged 13 SP:Iteration 24Q (2760.597880 sec): 3 clusters Score: Raw -274225.404002 + Penalty 1539.145966 = -272686.258036 nChanged 18 SP:Iteration 25Q (2760.609543 sec): 3 clusters Score: Raw -274230.146914 + Penalty 1539.145966 = -272691.000948 nChanged 10 SP:Iteration 26Q (2760.621001 sec): 3 clusters Score: Raw -274233.326292 + Penalty 1539.145966 = -272694.180326 nChanged 14 SP:Iteration 27Q (2760.632463 sec): 3 clusters Score: Raw -274238.116691 + Penalty 1539.145966 = -272698.970725 nChanged 18 SP:Iteration 28Q (2760.644077 sec): 3 clusters Score: Raw -274243.541433 + Penalty 1539.145966 = -272704.395467 nChanged 22 SP:Iteration 29Q (2760.655543 sec): 3 clusters Score: Raw -274251.571718 + Penalty 1539.145966 = -272712.425752 nChanged 22 SP:Iteration 30Q (2760.667092 sec): 3 clusters Score: Raw -274258.570467 + Penalty 1539.145966 = -272719.424501 nChanged 21 SP:Iteration 31Q (2760.678648 sec): 3 clusters Score: Raw -274265.985479 + Penalty 1539.145966 = -272726.839513 nChanged 15 SP:Iteration 32Q (2760.690228 sec): 3 clusters Score: Raw -274270.211376 + Penalty 1539.145966 = -272731.065409 nChanged 13 SP:Iteration 33Q (2760.701674 sec): 3 clusters Score: Raw -274275.539949 + Penalty 1539.145966 = -272736.393983 nChanged 14 SP:Iteration 34Q (2760.713200 sec): 3 clusters Score: Raw -274280.238724 + Penalty 1539.145966 = -272741.092758 nChanged 17 SP:Iteration 35Q (2760.724773 sec): 3 clusters Score: Raw -274291.842599 + Penalty 1539.145966 = -272752.696632 nChanged 28 SP:Iteration 36Q (2760.736279 sec): 3 clusters Score: Raw -274308.893035 + Penalty 1539.145966 = -272769.747069 nChanged 26 SP:Iteration 37Q (2760.747797 sec): 3 clusters Score: Raw -274318.930112 + Penalty 1539.145966 = -272779.784146 nChanged 18 SP:Iteration 38Q (2760.759278 sec): 3 clusters Score: Raw -274330.766171 + Penalty 1539.145966 = -272791.620205 nChanged 19 SP:Iteration 39Q (2760.770761 sec): 3 clusters Score: Raw -274341.649101 + Penalty 1539.145966 = -272802.503135 nChanged 22 SP:Iteration 40F (2760.782635 sec): 3 clusters Score: Raw -274352.869843 + Penalty 1539.145966 = -272813.723877 nChanged 14 SP:Iteration 41Q (2760.794023 sec): 3 clusters Score: Raw -274357.711753 + Penalty 1539.145966 = -272818.565786 nChanged 13 SP:Iteration 42Q (2760.805377 sec): 3 clusters Score: Raw -274361.739372 + Penalty 1539.145966 = -272822.593405 nChanged 13 SP:Iteration 43Q (2760.816733 sec): 3 clusters Score: Raw -274365.205816 + Penalty 1539.145966 = -272826.059849 nChanged 6 SP:Iteration 44Q (2760.828211 sec): 3 clusters Score: Raw -274366.232371 + Penalty 1539.145966 = -272827.086405 nChanged 3 SP:Iteration 45Q (2760.839491 sec): 3 clusters Score: Raw -274366.663502 + Penalty 1539.145966 = -272827.517536 nChanged 1 SP:Iteration 46Q (2760.850930 sec): 3 clusters Score: Raw -274366.732036 + Penalty 1539.145966 = -272827.586070 nChanged 0 SP:Iteration 47F (2760.862651 sec): 3 clusters Score: Raw -274366.732036 + Penalty 1539.145966 = -272827.586070 nChanged 0 Trying to split cluster 13 (4877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2760.881077 sec): 2 clusters Score: Raw -375617.915925 + Penalty 806.767128 = -374811.148797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2760.900036 sec): 3 clusters Score: Raw -372997.223384 + Penalty 1613.534256 = -371383.689129 nChanged 2048 SP:Iteration 1F (2760.917702 sec): 3 clusters Score: Raw -374265.285645 + Penalty 1613.534256 = -372651.751389 nChanged 466 SP:Iteration 2F (2760.935294 sec): 3 clusters Score: Raw -374587.669891 + Penalty 1613.534256 = -372974.135636 nChanged 359 SP:Iteration 3F (2760.953087 sec): 3 clusters Score: Raw -374868.415926 + Penalty 1613.534256 = -373254.881671 nChanged 292 SP:Iteration 4F (2760.970792 sec): 3 clusters Score: Raw -375096.316314 + Penalty 1613.534256 = -373482.782058 nChanged 246 SP:Iteration 5F (2760.988379 sec): 3 clusters Score: Raw -375311.124284 + Penalty 1613.534256 = -373697.590029 nChanged 204 SP:Iteration 6Q (2761.006161 sec): 3 clusters Score: Raw -375509.489944 + Penalty 1613.534256 = -373895.955688 nChanged 185 SP:Iteration 7Q (2761.023883 sec): 3 clusters Score: Raw -375707.693884 + Penalty 1613.534256 = -374094.159629 nChanged 161 SP:Iteration 8Q (2761.041319 sec): 3 clusters Score: Raw -375814.420802 + Penalty 1613.534256 = -374200.886546 nChanged 106 SP:Iteration 9Q (2761.058628 sec): 3 clusters Score: Raw -375884.055083 + Penalty 1613.534256 = -374270.520827 nChanged 82 SP:Iteration 10Q (2761.075884 sec): 3 clusters Score: Raw -375924.653793 + Penalty 1613.534256 = -374311.119538 nChanged 50 SP:Iteration 11Q (2761.093017 sec): 3 clusters Score: Raw -375942.746247 + Penalty 1613.534256 = -374329.211991 nChanged 34 SP:Iteration 12Q (2761.110183 sec): 3 clusters Score: Raw -375951.303501 + Penalty 1613.534256 = -374337.769246 nChanged 27 SP:Iteration 13Q (2761.127263 sec): 3 clusters Score: Raw -375957.815439 + Penalty 1613.534256 = -374344.281183 nChanged 21 SP:Iteration 14Q (2761.144210 sec): 3 clusters Score: Raw -375964.034644 + Penalty 1613.534256 = -374350.500389 nChanged 14 SP:Iteration 15Q (2761.161481 sec): 3 clusters Score: Raw -375967.143544 + Penalty 1613.534256 = -374353.609288 nChanged 11 SP:Iteration 16Q (2761.178506 sec): 3 clusters Score: Raw -375969.055282 + Penalty 1613.534256 = -374355.521027 nChanged 7 SP:Iteration 17Q (2761.195533 sec): 3 clusters Score: Raw -375970.142719 + Penalty 1613.534256 = -374356.608463 nChanged 5 SP:Iteration 18Q (2761.212542 sec): 3 clusters Score: Raw -375970.767889 + Penalty 1613.534256 = -374357.233633 nChanged 5 SP:Iteration 19Q (2761.229672 sec): 3 clusters Score: Raw -375971.629005 + Penalty 1613.534256 = -374358.094749 nChanged 5 SP:Iteration 20F (2761.247279 sec): 3 clusters Score: Raw -375972.325522 + Penalty 1613.534256 = -374358.791266 nChanged 5 SP:Iteration 21Q (2761.264415 sec): 3 clusters Score: Raw -375973.085915 + Penalty 1613.534256 = -374359.551660 nChanged 3 SP:Iteration 22Q (2761.281468 sec): 3 clusters Score: Raw -375973.436618 + Penalty 1613.534256 = -374359.902363 nChanged 2 SP:Iteration 23Q (2761.298547 sec): 3 clusters Score: Raw -375973.996593 + Penalty 1613.534256 = -374360.462337 nChanged 9 SP:Iteration 24Q (2761.315619 sec): 3 clusters Score: Raw -375975.622203 + Penalty 1613.534256 = -374362.087948 nChanged 9 SP:Iteration 25Q (2761.332816 sec): 3 clusters Score: Raw -375976.850466 + Penalty 1613.534256 = -374363.316210 nChanged 7 SP:Iteration 26Q (2761.350119 sec): 3 clusters Score: Raw -375978.131458 + Penalty 1613.534256 = -374364.597203 nChanged 7 SP:Iteration 27Q (2761.367339 sec): 3 clusters Score: Raw -375979.340891 + Penalty 1613.534256 = -374365.806636 nChanged 4 SP:Iteration 28Q (2761.384416 sec): 3 clusters Score: Raw -375979.819582 + Penalty 1613.534256 = -374366.285326 nChanged 2 SP:Iteration 29Q (2761.401384 sec): 3 clusters Score: Raw -375980.092866 + Penalty 1613.534256 = -374366.558611 nChanged 1 SP:Iteration 30Q (2761.418488 sec): 3 clusters Score: Raw -375980.157917 + Penalty 1613.534256 = -374366.623661 nChanged 1 SP:Iteration 31Q (2761.435441 sec): 3 clusters Score: Raw -375980.287927 + Penalty 1613.534256 = -374366.753671 nChanged 2 SP:Iteration 32Q (2761.452241 sec): 3 clusters Score: Raw -375980.552426 + Penalty 1613.534256 = -374367.018170 nChanged 2 SP:Iteration 33Q (2761.469260 sec): 3 clusters Score: Raw -375980.942752 + Penalty 1613.534256 = -374367.408497 nChanged 1 SP:Iteration 34Q (2761.486286 sec): 3 clusters Score: Raw -375981.432704 + Penalty 1613.534256 = -374367.898448 nChanged 3 SP:Iteration 35Q (2761.503264 sec): 3 clusters Score: Raw -375982.054291 + Penalty 1613.534256 = -374368.520036 nChanged 5 SP:Iteration 36Q (2761.520010 sec): 3 clusters Score: Raw -375982.879386 + Penalty 1613.534256 = -374369.345130 nChanged 2 SP:Iteration 37Q (2761.537008 sec): 3 clusters Score: Raw -375983.285736 + Penalty 1613.534256 = -374369.751481 nChanged 4 SP:Iteration 38Q (2761.553825 sec): 3 clusters Score: Raw -375983.763842 + Penalty 1613.534256 = -374370.229586 nChanged 4 SP:Iteration 39Q (2761.570630 sec): 3 clusters Score: Raw -375984.190945 + Penalty 1613.534256 = -374370.656690 nChanged 3 SP:Iteration 40F (2761.588090 sec): 3 clusters Score: Raw -375984.843749 + Penalty 1613.534256 = -374371.309494 nChanged 9 SP:Iteration 41Q (2761.605223 sec): 3 clusters Score: Raw -375986.652288 + Penalty 1613.534256 = -374373.118032 nChanged 6 SP:Iteration 42Q (2761.622382 sec): 3 clusters Score: Raw -375987.933920 + Penalty 1613.534256 = -374374.399664 nChanged 7 SP:Iteration 43Q (2761.639645 sec): 3 clusters Score: Raw -375990.052794 + Penalty 1613.534256 = -374376.518539 nChanged 9 SP:Iteration 44Q (2761.656827 sec): 3 clusters Score: Raw -375992.645155 + Penalty 1613.534256 = -374379.110899 nChanged 10 SP:Iteration 45Q (2761.673792 sec): 3 clusters Score: Raw -375995.104996 + Penalty 1613.534256 = -374381.570741 nChanged 10 SP:Iteration 46Q (2761.690820 sec): 3 clusters Score: Raw -375997.574117 + Penalty 1613.534256 = -374384.039861 nChanged 3 SP:Iteration 47Q (2761.707963 sec): 3 clusters Score: Raw -375997.942957 + Penalty 1613.534256 = -374384.408702 nChanged 3 SP:Iteration 48Q (2761.725147 sec): 3 clusters Score: Raw -375998.105928 + Penalty 1613.534256 = -374384.571672 nChanged 0 SP:Iteration 49F (2761.742812 sec): 3 clusters Score: Raw -375998.105928 + Penalty 1613.534256 = -374384.571672 nChanged 0 Trying to split cluster 14 (33087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2761.787356 sec): 2 clusters Score: Raw -2791711.635604 + Penalty 988.655095 = -2790722.980510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2761.841186 sec): 3 clusters Score: Raw -2770474.984772 + Penalty 1977.310190 = -2768497.674583 nChanged 15758 SP:Iteration 1F (2761.890553 sec): 3 clusters Score: Raw -2779692.735073 + Penalty 1977.310190 = -2777715.424883 nChanged 1521 SP:Iteration 2Q (2761.941695 sec): 3 clusters Score: Raw -2780245.900418 + Penalty 1977.310190 = -2778268.590228 nChanged 1553 SP:Iteration 3Q (2761.992466 sec): 3 clusters Score: Raw -2780847.113087 + Penalty 1977.310190 = -2778869.802897 nChanged 1614 SP:Iteration 4Q (2762.043407 sec): 3 clusters Score: Raw -2781586.546179 + Penalty 1977.310190 = -2779609.235989 nChanged 1696 SP:Iteration 5F (2762.092860 sec): 3 clusters Score: Raw -2782484.382770 + Penalty 1977.310190 = -2780507.072580 nChanged 1804 SP:Iteration 6F (2762.142311 sec): 3 clusters Score: Raw -2783509.125737 + Penalty 1977.310190 = -2781531.815547 nChanged 1843 SP:Iteration 7F (2762.191939 sec): 3 clusters Score: Raw -2784719.919369 + Penalty 1977.310190 = -2782742.609179 nChanged 1788 SP:Iteration 8F (2762.241346 sec): 3 clusters Score: Raw -2785862.473880 + Penalty 1977.310190 = -2783885.163690 nChanged 1577 SP:Iteration 9Q (2762.291372 sec): 3 clusters Score: Raw -2786668.580769 + Penalty 1977.310190 = -2784691.270580 nChanged 1165 SP:Iteration 10Q (2762.340647 sec): 3 clusters Score: Raw -2787166.319293 + Penalty 1977.310190 = -2785189.009104 nChanged 895 SP:Iteration 11Q (2762.389569 sec): 3 clusters Score: Raw -2787481.474066 + Penalty 1977.310190 = -2785504.163877 nChanged 679 SP:Iteration 12Q (2762.438300 sec): 3 clusters Score: Raw -2787682.106182 + Penalty 1977.310190 = -2785704.795992 nChanged 514 SP:Iteration 13Q (2762.486574 sec): 3 clusters Score: Raw -2787818.406531 + Penalty 1977.310190 = -2785841.096341 nChanged 496 SP:Iteration 14Q (2762.534722 sec): 3 clusters Score: Raw -2787959.843979 + Penalty 1977.310190 = -2785982.533790 nChanged 490 SP:Iteration 15Q (2762.582790 sec): 3 clusters Score: Raw -2788115.346808 + Penalty 1977.310190 = -2786138.036618 nChanged 498 SP:Iteration 16Q (2762.630645 sec): 3 clusters Score: Raw -2788268.484620 + Penalty 1977.310190 = -2786291.174431 nChanged 484 SP:Iteration 17Q (2762.678529 sec): 3 clusters Score: Raw -2788434.432405 + Penalty 1977.310190 = -2786457.122215 nChanged 511 SP:Iteration 18Q (2762.726212 sec): 3 clusters Score: Raw -2788633.043510 + Penalty 1977.310190 = -2786655.733321 nChanged 547 SP:Iteration 19Q (2762.773849 sec): 3 clusters Score: Raw -2788870.267956 + Penalty 1977.310190 = -2786892.957767 nChanged 565 SP:Iteration 20F (2762.822781 sec): 3 clusters Score: Raw -2789104.707242 + Penalty 1977.310190 = -2787127.397052 nChanged 540 SP:Iteration 21Q (2762.869655 sec): 3 clusters Score: Raw -2789359.174806 + Penalty 1977.310190 = -2787381.864617 nChanged 517 SP:Iteration 22Q (2762.916539 sec): 3 clusters Score: Raw -2789607.342395 + Penalty 1977.310190 = -2787630.032205 nChanged 500 SP:Iteration 23Q (2762.963314 sec): 3 clusters Score: Raw -2789866.180934 + Penalty 1977.310190 = -2787888.870744 nChanged 512 SP:Iteration 24Q (2763.010073 sec): 3 clusters Score: Raw -2790139.412655 + Penalty 1977.310190 = -2788162.102466 nChanged 477 SP:Iteration 25Q (2763.055809 sec): 3 clusters Score: Raw -2790396.241222 + Penalty 1977.310190 = -2788418.931033 nChanged 425 SP:Iteration 26Q (2763.101290 sec): 3 clusters Score: Raw -2790583.947487 + Penalty 1977.310190 = -2788606.637297 nChanged 368 SP:Iteration 27Q (2763.146795 sec): 3 clusters Score: Raw -2790727.114622 + Penalty 1977.310190 = -2788749.804432 nChanged 341 SP:Iteration 28Q (2763.192579 sec): 3 clusters Score: Raw -2790860.244719 + Penalty 1977.310190 = -2788882.934530 nChanged 294 SP:Iteration 29Q (2763.237592 sec): 3 clusters Score: Raw -2790961.701691 + Penalty 1977.310190 = -2788984.391501 nChanged 271 SP:Iteration 30Q (2763.282535 sec): 3 clusters Score: Raw -2791049.619613 + Penalty 1977.310190 = -2789072.309423 nChanged 251 SP:Iteration 31Q (2763.326963 sec): 3 clusters Score: Raw -2791127.755440 + Penalty 1977.310190 = -2789150.445250 nChanged 234 SP:Iteration 32Q (2763.371455 sec): 3 clusters Score: Raw -2791199.280208 + Penalty 1977.310190 = -2789221.970018 nChanged 214 SP:Iteration 33Q (2763.416485 sec): 3 clusters Score: Raw -2791261.269751 + Penalty 1977.310190 = -2789283.959562 nChanged 199 SP:Iteration 34Q (2763.460953 sec): 3 clusters Score: Raw -2791320.304561 + Penalty 1977.310190 = -2789342.994371 nChanged 200 SP:Iteration 35Q (2763.505185 sec): 3 clusters Score: Raw -2791377.684183 + Penalty 1977.310190 = -2789400.373993 nChanged 153 SP:Iteration 36Q (2763.549420 sec): 3 clusters Score: Raw -2791417.613880 + Penalty 1977.310190 = -2789440.303690 nChanged 135 SP:Iteration 37Q (2763.593132 sec): 3 clusters Score: Raw -2791457.029432 + Penalty 1977.310190 = -2789479.719242 nChanged 115 SP:Iteration 38Q (2763.636601 sec): 3 clusters Score: Raw -2791485.846779 + Penalty 1977.310190 = -2789508.536589 nChanged 102 SP:Iteration 39Q (2763.680309 sec): 3 clusters Score: Raw -2791511.349662 + Penalty 1977.310190 = -2789534.039472 nChanged 104 SP:Iteration 40F (2763.729943 sec): 3 clusters Score: Raw -2791537.816161 + Penalty 1977.310190 = -2789560.505971 nChanged 111 SP:Iteration 41Q (2763.773948 sec): 3 clusters Score: Raw -2791567.542725 + Penalty 1977.310190 = -2789590.232536 nChanged 106 SP:Iteration 42Q (2763.817145 sec): 3 clusters Score: Raw -2791593.478448 + Penalty 1977.310190 = -2789616.168258 nChanged 97 SP:Iteration 43Q (2763.860483 sec): 3 clusters Score: Raw -2791613.242962 + Penalty 1977.310190 = -2789635.932772 nChanged 77 SP:Iteration 44Q (2763.903989 sec): 3 clusters Score: Raw -2791629.152887 + Penalty 1977.310190 = -2789651.842698 nChanged 74 SP:Iteration 45Q (2763.947055 sec): 3 clusters Score: Raw -2791643.062271 + Penalty 1977.310190 = -2789665.752082 nChanged 62 SP:Iteration 46Q (2763.990448 sec): 3 clusters Score: Raw -2791656.358425 + Penalty 1977.310190 = -2789679.048235 nChanged 57 SP:Iteration 47Q (2764.033625 sec): 3 clusters Score: Raw -2791670.063602 + Penalty 1977.310190 = -2789692.753412 nChanged 53 SP:Iteration 48Q (2764.076831 sec): 3 clusters Score: Raw -2791681.773981 + Penalty 1977.310190 = -2789704.463792 nChanged 41 SP:Iteration 49Q (2764.119714 sec): 3 clusters Score: Raw -2791689.856265 + Penalty 1977.310190 = -2789712.546075 nChanged 43 SP:Iteration 50Q (2764.163228 sec): 3 clusters Score: Raw -2791698.175009 + Penalty 1977.310190 = -2789720.864820 nChanged 43 SP:Iteration 51Q (2764.206294 sec): 3 clusters Score: Raw -2791707.574575 + Penalty 1977.310190 = -2789730.264385 nChanged 42 SP:Iteration 52Q (2764.249260 sec): 3 clusters Score: Raw -2791715.312181 + Penalty 1977.310190 = -2789738.001992 nChanged 29 SP:Iteration 53Q (2764.292347 sec): 3 clusters Score: Raw -2791719.462474 + Penalty 1977.310190 = -2789742.152284 nChanged 21 SP:Iteration 54Q (2764.335176 sec): 3 clusters Score: Raw -2791722.395794 + Penalty 1977.310190 = -2789745.085605 nChanged 22 SP:Iteration 55Q (2764.377989 sec): 3 clusters Score: Raw -2791724.981636 + Penalty 1977.310190 = -2789747.671447 nChanged 18 SP:Iteration 56Q (2764.421068 sec): 3 clusters Score: Raw -2791727.740817 + Penalty 1977.310190 = -2789750.430628 nChanged 18 SP:Iteration 57Q (2764.463690 sec): 3 clusters Score: Raw -2791730.482154 + Penalty 1977.310190 = -2789753.171964 nChanged 14 SP:Iteration 58Q (2764.506387 sec): 3 clusters Score: Raw -2791732.562708 + Penalty 1977.310190 = -2789755.252518 nChanged 11 SP:Iteration 59Q (2764.549195 sec): 3 clusters Score: Raw -2791734.340910 + Penalty 1977.310190 = -2789757.030720 nChanged 12 SP:Iteration 60F (2764.598582 sec): 3 clusters Score: Raw -2791736.430421 + Penalty 1977.310190 = -2789759.120231 nChanged 13 SP:Iteration 61Q (2764.641317 sec): 3 clusters Score: Raw -2791738.757319 + Penalty 1977.310190 = -2789761.447129 nChanged 14 SP:Iteration 62Q (2764.684311 sec): 3 clusters Score: Raw -2791741.641917 + Penalty 1977.310190 = -2789764.331727 nChanged 22 SP:Iteration 63Q (2764.727330 sec): 3 clusters Score: Raw -2791746.137828 + Penalty 1977.310190 = -2789768.827639 nChanged 19 SP:Iteration 64Q (2764.794371 sec): 3 clusters Score: Raw -2791750.369504 + Penalty 1977.310190 = -2789773.059314 nChanged 19 SP:Iteration 65Q (2764.873437 sec): 3 clusters Score: Raw -2791753.293977 + Penalty 1977.310190 = -2789775.983788 nChanged 10 SP:Iteration 66Q (2764.952729 sec): 3 clusters Score: Raw -2791755.060419 + Penalty 1977.310190 = -2789777.750229 nChanged 8 SP:Iteration 67Q (2765.026634 sec): 3 clusters Score: Raw -2791756.234931 + Penalty 1977.310190 = -2789778.924741 nChanged 10 SP:Iteration 68Q (2765.068990 sec): 3 clusters Score: Raw -2791757.674865 + Penalty 1977.310190 = -2789780.364675 nChanged 5 SP:Iteration 69Q (2765.111611 sec): 3 clusters Score: Raw -2791758.355303 + Penalty 1977.310190 = -2789781.045113 nChanged 6 SP:Iteration 70Q (2765.154237 sec): 3 clusters Score: Raw -2791759.544273 + Penalty 1977.310190 = -2789782.234083 nChanged 7 SP:Iteration 71Q (2765.197196 sec): 3 clusters Score: Raw -2791760.793256 + Penalty 1977.310190 = -2789783.483066 nChanged 7 SP:Iteration 72Q (2765.240242 sec): 3 clusters Score: Raw -2791762.326481 + Penalty 1977.310190 = -2789785.016292 nChanged 8 SP:Iteration 73Q (2765.282782 sec): 3 clusters Score: Raw -2791763.548555 + Penalty 1977.310190 = -2789786.238365 nChanged 7 SP:Iteration 74Q (2765.325678 sec): 3 clusters Score: Raw -2791764.572197 + Penalty 1977.310190 = -2789787.262008 nChanged 6 SP:Iteration 75Q (2765.368624 sec): 3 clusters Score: Raw -2791765.327343 + Penalty 1977.310190 = -2789788.017153 nChanged 4 SP:Iteration 76Q (2765.411601 sec): 3 clusters Score: Raw -2791765.969635 + Penalty 1977.310190 = -2789788.659446 nChanged 4 SP:Iteration 77Q (2765.454317 sec): 3 clusters Score: Raw -2791766.395027 + Penalty 1977.310190 = -2789789.084837 nChanged 7 SP:Iteration 78Q (2765.497375 sec): 3 clusters Score: Raw -2791767.506521 + Penalty 1977.310190 = -2789790.196331 nChanged 6 SP:Iteration 79Q (2765.539793 sec): 3 clusters Score: Raw -2791768.990694 + Penalty 1977.310190 = -2789791.680504 nChanged 10 SP:Iteration 80F (2765.589265 sec): 3 clusters Score: Raw -2791771.013727 + Penalty 1977.310190 = -2789793.703537 nChanged 14 SP:Iteration 81Q (2765.632370 sec): 3 clusters Score: Raw -2791773.899051 + Penalty 1977.310190 = -2789796.588861 nChanged 15 SP:Iteration 82Q (2765.675602 sec): 3 clusters Score: Raw -2791777.955422 + Penalty 1977.310190 = -2789800.645232 nChanged 13 SP:Iteration 83Q (2765.718101 sec): 3 clusters Score: Raw -2791780.663872 + Penalty 1977.310190 = -2789803.353682 nChanged 17 SP:Iteration 84Q (2765.761459 sec): 3 clusters Score: Raw -2791784.821986 + Penalty 1977.310190 = -2789807.511797 nChanged 20 SP:Iteration 85Q (2765.804531 sec): 3 clusters Score: Raw -2791790.425061 + Penalty 1977.310190 = -2789813.114871 nChanged 17 SP:Iteration 86Q (2765.847017 sec): 3 clusters Score: Raw -2791794.306549 + Penalty 1977.310190 = -2789816.996359 nChanged 19 SP:Iteration 87Q (2765.889736 sec): 3 clusters Score: Raw -2791798.468171 + Penalty 1977.310190 = -2789821.157981 nChanged 21 SP:Iteration 88Q (2765.932321 sec): 3 clusters Score: Raw -2791802.805380 + Penalty 1977.310190 = -2789825.495190 nChanged 18 SP:Iteration 89Q (2765.975126 sec): 3 clusters Score: Raw -2791806.898256 + Penalty 1977.310190 = -2789829.588066 nChanged 19 SP:Iteration 90Q (2766.018438 sec): 3 clusters Score: Raw -2791811.911300 + Penalty 1977.310190 = -2789834.601110 nChanged 15 SP:Iteration 91Q (2766.061243 sec): 3 clusters Score: Raw -2791815.785754 + Penalty 1977.310190 = -2789838.475565 nChanged 17 SP:Iteration 92Q (2766.103855 sec): 3 clusters Score: Raw -2791819.191961 + Penalty 1977.310190 = -2789841.881771 nChanged 17 SP:Iteration 93Q (2766.146604 sec): 3 clusters Score: Raw -2791823.004311 + Penalty 1977.310190 = -2789845.694122 nChanged 15 SP:Iteration 94Q (2766.188824 sec): 3 clusters Score: Raw -2791826.230887 + Penalty 1977.310190 = -2789848.920697 nChanged 13 SP:Iteration 95Q (2766.230927 sec): 3 clusters Score: Raw -2791828.985474 + Penalty 1977.310190 = -2789851.675284 nChanged 7 SP:Iteration 96Q (2766.273049 sec): 3 clusters Score: Raw -2791831.153315 + Penalty 1977.310190 = -2789853.843125 nChanged 7 SP:Iteration 97Q (2766.315278 sec): 3 clusters Score: Raw -2791832.658253 + Penalty 1977.310190 = -2789855.348063 nChanged 6 SP:Iteration 98Q (2766.357256 sec): 3 clusters Score: Raw -2791834.269834 + Penalty 1977.310190 = -2789856.959644 nChanged 6 SP:Iteration 99Q (2766.399620 sec): 3 clusters Score: Raw -2791835.259902 + Penalty 1977.310190 = -2789857.949712 nChanged 6 SP:Iteration 100F (2766.449037 sec): 3 clusters Score: Raw -2791836.445690 + Penalty 1977.310190 = -2789859.135500 nChanged 7 SP:Iteration 101Q (2766.491423 sec): 3 clusters Score: Raw -2791837.809711 + Penalty 1977.310190 = -2789860.499522 nChanged 6 SP:Iteration 102Q (2766.533721 sec): 3 clusters Score: Raw -2791838.885491 + Penalty 1977.310190 = -2789861.575301 nChanged 9 SP:Iteration 103Q (2766.575919 sec): 3 clusters Score: Raw -2791840.094984 + Penalty 1977.310190 = -2789862.784795 nChanged 8 SP:Iteration 104Q (2766.618147 sec): 3 clusters Score: Raw -2791840.988650 + Penalty 1977.310190 = -2789863.678461 nChanged 6 SP:Iteration 105Q (2766.660567 sec): 3 clusters Score: Raw -2791841.746071 + Penalty 1977.310190 = -2789864.435882 nChanged 8 SP:Iteration 106Q (2766.703017 sec): 3 clusters Score: Raw -2791842.675849 + Penalty 1977.310190 = -2789865.365659 nChanged 7 SP:Iteration 107Q (2766.745190 sec): 3 clusters Score: Raw -2791843.493311 + Penalty 1977.310190 = -2789866.183121 nChanged 8 SP:Iteration 108Q (2766.787527 sec): 3 clusters Score: Raw -2791844.544560 + Penalty 1977.310190 = -2789867.234370 nChanged 4 SP:Iteration 109Q (2766.852897 sec): 3 clusters Score: Raw -2791845.127098 + Penalty 1977.310190 = -2789867.816908 nChanged 2 SP:Iteration 110Q (2766.894611 sec): 3 clusters Score: Raw -2791845.593717 + Penalty 1977.310190 = -2789868.283528 nChanged 0 SP:Iteration 111F (2766.943856 sec): 3 clusters Score: Raw -2791845.593717 + Penalty 1977.310190 = -2789868.283528 nChanged 0 Trying to split cluster 15 (8690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2766.961992 sec): 2 clusters Score: Raw -737891.682571 + Penalty 861.643181 = -737030.039390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2766.985546 sec): 3 clusters Score: Raw -732826.810246 + Penalty 1723.286361 = -731103.523885 nChanged 3821 SP:Iteration 1F (2767.008202 sec): 3 clusters Score: Raw -735041.005273 + Penalty 1723.286361 = -733317.718911 nChanged 671 SP:Iteration 2F (2767.030747 sec): 3 clusters Score: Raw -735483.362418 + Penalty 1723.286361 = -733760.076056 nChanged 654 SP:Iteration 3F (2767.053338 sec): 3 clusters Score: Raw -735929.215048 + Penalty 1723.286361 = -734205.928687 nChanged 594 SP:Iteration 4F (2767.076027 sec): 3 clusters Score: Raw -736309.586936 + Penalty 1723.286361 = -734586.300575 nChanged 499 SP:Iteration 5F (2767.098818 sec): 3 clusters Score: Raw -736614.176795 + Penalty 1723.286361 = -734890.890433 nChanged 409 SP:Iteration 6Q (2767.133341 sec): 3 clusters Score: Raw -736837.192512 + Penalty 1723.286361 = -735113.906151 nChanged 337 SP:Iteration 7Q (2767.165810 sec): 3 clusters Score: Raw -737006.504060 + Penalty 1723.286361 = -735283.217698 nChanged 268 SP:Iteration 8Q (2767.188438 sec): 3 clusters Score: Raw -737146.772642 + Penalty 1723.286361 = -735423.486280 nChanged 211 SP:Iteration 9Q (2767.210841 sec): 3 clusters Score: Raw -737248.859726 + Penalty 1723.286361 = -735525.573365 nChanged 199 SP:Iteration 10Q (2767.233416 sec): 3 clusters Score: Raw -737346.546324 + Penalty 1723.286361 = -735623.259963 nChanged 181 SP:Iteration 11Q (2767.255820 sec): 3 clusters Score: Raw -737437.428187 + Penalty 1723.286361 = -735714.141826 nChanged 123 SP:Iteration 12Q (2767.278073 sec): 3 clusters Score: Raw -737479.030251 + Penalty 1723.286361 = -735755.743890 nChanged 94 SP:Iteration 13Q (2767.300149 sec): 3 clusters Score: Raw -737503.110771 + Penalty 1723.286361 = -735779.824410 nChanged 77 SP:Iteration 14Q (2767.322258 sec): 3 clusters Score: Raw -737519.640530 + Penalty 1723.286361 = -735796.354169 nChanged 58 SP:Iteration 15Q (2767.344620 sec): 3 clusters Score: Raw -737533.644014 + Penalty 1723.286361 = -735810.357653 nChanged 59 SP:Iteration 16Q (2767.366826 sec): 3 clusters Score: Raw -737546.878938 + Penalty 1723.286361 = -735823.592577 nChanged 53 SP:Iteration 17Q (2767.388868 sec): 3 clusters Score: Raw -737557.284538 + Penalty 1723.286361 = -735833.998176 nChanged 38 SP:Iteration 18Q (2767.411181 sec): 3 clusters Score: Raw -737563.729975 + Penalty 1723.286361 = -735840.443614 nChanged 33 SP:Iteration 19Q (2767.433434 sec): 3 clusters Score: Raw -737567.792807 + Penalty 1723.286361 = -735844.506446 nChanged 22 SP:Iteration 20F (2767.456030 sec): 3 clusters Score: Raw -737570.626631 + Penalty 1723.286361 = -735847.340270 nChanged 17 SP:Iteration 21Q (2767.477976 sec): 3 clusters Score: Raw -737572.946329 + Penalty 1723.286361 = -735849.659968 nChanged 14 SP:Iteration 22Q (2767.499896 sec): 3 clusters Score: Raw -737574.676658 + Penalty 1723.286361 = -735851.390297 nChanged 14 SP:Iteration 23Q (2767.521954 sec): 3 clusters Score: Raw -737575.865909 + Penalty 1723.286361 = -735852.579548 nChanged 19 SP:Iteration 24Q (2767.543993 sec): 3 clusters Score: Raw -737577.728437 + Penalty 1723.286361 = -735854.442076 nChanged 12 SP:Iteration 25Q (2767.565893 sec): 3 clusters Score: Raw -737579.027516 + Penalty 1723.286361 = -735855.741155 nChanged 13 SP:Iteration 26Q (2767.587747 sec): 3 clusters Score: Raw -737580.432667 + Penalty 1723.286361 = -735857.146305 nChanged 10 SP:Iteration 27Q (2767.609893 sec): 3 clusters Score: Raw -737581.212447 + Penalty 1723.286361 = -735857.926086 nChanged 9 SP:Iteration 28Q (2767.631859 sec): 3 clusters Score: Raw -737581.834402 + Penalty 1723.286361 = -735858.548041 nChanged 5 SP:Iteration 29Q (2767.653929 sec): 3 clusters Score: Raw -737582.038826 + Penalty 1723.286361 = -735858.752465 nChanged 2 SP:Iteration 30Q (2767.676484 sec): 3 clusters Score: Raw -737582.209271 + Penalty 1723.286361 = -735858.922910 nChanged 2 SP:Iteration 31Q (2767.698573 sec): 3 clusters Score: Raw -737582.312986 + Penalty 1723.286361 = -735859.026624 nChanged 2 SP:Iteration 32Q (2767.745707 sec): 3 clusters Score: Raw -737582.494150 + Penalty 1723.286361 = -735859.207789 nChanged 2 SP:Iteration 33Q (2767.799711 sec): 3 clusters Score: Raw -737582.687641 + Penalty 1723.286361 = -735859.401280 nChanged 3 SP:Iteration 34Q (2767.848949 sec): 3 clusters Score: Raw -737583.222806 + Penalty 1723.286361 = -735859.936444 nChanged 5 SP:Iteration 35Q (2767.867528 sec): 3 clusters Score: Raw -737583.702348 + Penalty 1723.286361 = -735860.415987 nChanged 4 SP:Iteration 36Q (2767.889640 sec): 3 clusters Score: Raw -737583.916699 + Penalty 1723.286361 = -735860.630337 nChanged 4 SP:Iteration 37Q (2767.911947 sec): 3 clusters Score: Raw -737584.230772 + Penalty 1723.286361 = -735860.944410 nChanged 10 SP:Iteration 38Q (2767.934180 sec): 3 clusters Score: Raw -737585.309055 + Penalty 1723.286361 = -735862.022693 nChanged 8 SP:Iteration 39Q (2767.956275 sec): 3 clusters Score: Raw -737586.023907 + Penalty 1723.286361 = -735862.737546 nChanged 9 SP:Iteration 40F (2767.979343 sec): 3 clusters Score: Raw -737587.072873 + Penalty 1723.286361 = -735863.786511 nChanged 12 SP:Iteration 41Q (2768.001353 sec): 3 clusters Score: Raw -737587.814985 + Penalty 1723.286361 = -735864.528623 nChanged 5 SP:Iteration 42Q (2768.023517 sec): 3 clusters Score: Raw -737588.279956 + Penalty 1723.286361 = -735864.993595 nChanged 5 SP:Iteration 43Q (2768.045567 sec): 3 clusters Score: Raw -737588.762697 + Penalty 1723.286361 = -735865.476336 nChanged 5 SP:Iteration 44Q (2768.067858 sec): 3 clusters Score: Raw -737589.129288 + Penalty 1723.286361 = -735865.842926 nChanged 5 SP:Iteration 45Q (2768.089766 sec): 3 clusters Score: Raw -737589.405715 + Penalty 1723.286361 = -735866.119353 nChanged 4 SP:Iteration 46Q (2768.111634 sec): 3 clusters Score: Raw -737589.609618 + Penalty 1723.286361 = -735866.323257 nChanged 5 SP:Iteration 47Q (2768.133648 sec): 3 clusters Score: Raw -737590.055201 + Penalty 1723.286361 = -735866.768840 nChanged 6 SP:Iteration 48Q (2768.155512 sec): 3 clusters Score: Raw -737590.500865 + Penalty 1723.286361 = -735867.214504 nChanged 5 SP:Iteration 49Q (2768.177299 sec): 3 clusters Score: Raw -737590.887475 + Penalty 1723.286361 = -735867.601113 nChanged 7 SP:Iteration 50Q (2768.199361 sec): 3 clusters Score: Raw -737591.796464 + Penalty 1723.286361 = -735868.510102 nChanged 7 SP:Iteration 51Q (2768.221224 sec): 3 clusters Score: Raw -737592.365735 + Penalty 1723.286361 = -735869.079373 nChanged 5 SP:Iteration 52Q (2768.243116 sec): 3 clusters Score: Raw -737592.714456 + Penalty 1723.286361 = -735869.428094 nChanged 3 SP:Iteration 53Q (2768.265167 sec): 3 clusters Score: Raw -737593.059252 + Penalty 1723.286361 = -735869.772890 nChanged 4 SP:Iteration 54Q (2768.287134 sec): 3 clusters Score: Raw -737593.696400 + Penalty 1723.286361 = -735870.410039 nChanged 3 SP:Iteration 55Q (2768.309079 sec): 3 clusters Score: Raw -737593.866254 + Penalty 1723.286361 = -735870.579893 nChanged 2 SP:Iteration 56Q (2768.330990 sec): 3 clusters Score: Raw -737594.345449 + Penalty 1723.286361 = -735871.059088 nChanged 3 SP:Iteration 57Q (2768.353270 sec): 3 clusters Score: Raw -737594.975727 + Penalty 1723.286361 = -735871.689365 nChanged 7 SP:Iteration 58Q (2768.375189 sec): 3 clusters Score: Raw -737596.399058 + Penalty 1723.286361 = -735873.112697 nChanged 14 SP:Iteration 59Q (2768.397139 sec): 3 clusters Score: Raw -737597.832657 + Penalty 1723.286361 = -735874.546296 nChanged 14 SP:Iteration 60F (2768.419943 sec): 3 clusters Score: Raw -737599.571592 + Penalty 1723.286361 = -735876.285230 nChanged 10 SP:Iteration 61Q (2768.441875 sec): 3 clusters Score: Raw -737600.262772 + Penalty 1723.286361 = -735876.976411 nChanged 6 SP:Iteration 62Q (2768.463891 sec): 3 clusters Score: Raw -737600.898001 + Penalty 1723.286361 = -735877.611640 nChanged 13 SP:Iteration 63Q (2768.485904 sec): 3 clusters Score: Raw -737602.003245 + Penalty 1723.286361 = -735878.716884 nChanged 13 SP:Iteration 64Q (2768.507853 sec): 3 clusters Score: Raw -737603.319016 + Penalty 1723.286361 = -735880.032654 nChanged 12 SP:Iteration 65Q (2768.529644 sec): 3 clusters Score: Raw -737604.508350 + Penalty 1723.286361 = -735881.221989 nChanged 14 SP:Iteration 66Q (2768.551575 sec): 3 clusters Score: Raw -737606.086095 + Penalty 1723.286361 = -735882.799734 nChanged 16 SP:Iteration 67Q (2768.573552 sec): 3 clusters Score: Raw -737607.828045 + Penalty 1723.286361 = -735884.541684 nChanged 13 SP:Iteration 68Q (2768.595558 sec): 3 clusters Score: Raw -737609.712469 + Penalty 1723.286361 = -735886.426108 nChanged 19 SP:Iteration 69Q (2768.617506 sec): 3 clusters Score: Raw -737613.482560 + Penalty 1723.286361 = -735890.196198 nChanged 24 SP:Iteration 70Q (2768.639294 sec): 3 clusters Score: Raw -737618.873227 + Penalty 1723.286361 = -735895.586866 nChanged 35 SP:Iteration 71Q (2768.661409 sec): 3 clusters Score: Raw -737627.135342 + Penalty 1723.286361 = -735903.848980 nChanged 27 SP:Iteration 72Q (2768.683155 sec): 3 clusters Score: Raw -737632.383521 + Penalty 1723.286361 = -735909.097159 nChanged 36 SP:Iteration 73Q (2768.704959 sec): 3 clusters Score: Raw -737639.151882 + Penalty 1723.286361 = -735915.865520 nChanged 23 SP:Iteration 74Q (2768.726932 sec): 3 clusters Score: Raw -737642.796682 + Penalty 1723.286361 = -735919.510320 nChanged 25 SP:Iteration 75Q (2768.748947 sec): 3 clusters Score: Raw -737648.472725 + Penalty 1723.286361 = -735925.186364 nChanged 26 SP:Iteration 76Q (2768.770837 sec): 3 clusters Score: Raw -737653.039775 + Penalty 1723.286361 = -735929.753414 nChanged 25 SP:Iteration 77Q (2768.792670 sec): 3 clusters Score: Raw -737658.216240 + Penalty 1723.286361 = -735934.929878 nChanged 32 SP:Iteration 78Q (2768.814509 sec): 3 clusters Score: Raw -737665.010320 + Penalty 1723.286361 = -735941.723958 nChanged 29 SP:Iteration 79Q (2768.836295 sec): 3 clusters Score: Raw -737669.458720 + Penalty 1723.286361 = -735946.172358 nChanged 24 SP:Iteration 80F (2768.859271 sec): 3 clusters Score: Raw -737673.163427 + Penalty 1723.286361 = -735949.877066 nChanged 32 SP:Iteration 81Q (2768.881079 sec): 3 clusters Score: Raw -737679.106350 + Penalty 1723.286361 = -735955.819989 nChanged 24 SP:Iteration 82Q (2768.903091 sec): 3 clusters Score: Raw -737684.019518 + Penalty 1723.286361 = -735960.733157 nChanged 29 SP:Iteration 83Q (2768.924727 sec): 3 clusters Score: Raw -737690.080026 + Penalty 1723.286361 = -735966.793664 nChanged 24 SP:Iteration 84Q (2768.946378 sec): 3 clusters Score: Raw -737693.847125 + Penalty 1723.286361 = -735970.560764 nChanged 24 SP:Iteration 85Q (2768.967999 sec): 3 clusters Score: Raw -737697.827739 + Penalty 1723.286361 = -735974.541377 nChanged 23 SP:Iteration 86Q (2768.989723 sec): 3 clusters Score: Raw -737701.305289 + Penalty 1723.286361 = -735978.018928 nChanged 23 SP:Iteration 87Q (2769.011636 sec): 3 clusters Score: Raw -737704.331992 + Penalty 1723.286361 = -735981.045630 nChanged 20 SP:Iteration 88Q (2769.033416 sec): 3 clusters Score: Raw -737706.801285 + Penalty 1723.286361 = -735983.514924 nChanged 22 SP:Iteration 89Q (2769.054954 sec): 3 clusters Score: Raw -737709.603850 + Penalty 1723.286361 = -735986.317489 nChanged 20 SP:Iteration 90Q (2769.076619 sec): 3 clusters Score: Raw -737712.217693 + Penalty 1723.286361 = -735988.931332 nChanged 22 SP:Iteration 91Q (2769.098241 sec): 3 clusters Score: Raw -737714.814499 + Penalty 1723.286361 = -735991.528137 nChanged 22 SP:Iteration 92Q (2769.119904 sec): 3 clusters Score: Raw -737717.559582 + Penalty 1723.286361 = -735994.273220 nChanged 19 SP:Iteration 93Q (2769.141500 sec): 3 clusters Score: Raw -737720.326285 + Penalty 1723.286361 = -735997.039924 nChanged 14 SP:Iteration 94Q (2769.163174 sec): 3 clusters Score: Raw -737722.864750 + Penalty 1723.286361 = -735999.578388 nChanged 15 SP:Iteration 95Q (2769.185158 sec): 3 clusters Score: Raw -737725.022951 + Penalty 1723.286361 = -736001.736589 nChanged 3 SP:Iteration 96Q (2769.206946 sec): 3 clusters Score: Raw -737725.465068 + Penalty 1723.286361 = -736002.178706 nChanged 6 SP:Iteration 97Q (2769.228868 sec): 3 clusters Score: Raw -737726.051359 + Penalty 1723.286361 = -736002.764997 nChanged 8 SP:Iteration 98Q (2769.250651 sec): 3 clusters Score: Raw -737726.724382 + Penalty 1723.286361 = -736003.438021 nChanged 6 SP:Iteration 99Q (2769.272211 sec): 3 clusters Score: Raw -737727.421043 + Penalty 1723.286361 = -736004.134681 nChanged 7 SP:Iteration 100F (2769.295001 sec): 3 clusters Score: Raw -737728.083019 + Penalty 1723.286361 = -736004.796657 nChanged 9 SP:Iteration 101Q (2769.316668 sec): 3 clusters Score: Raw -737729.048326 + Penalty 1723.286361 = -736005.761964 nChanged 8 SP:Iteration 102Q (2769.338329 sec): 3 clusters Score: Raw -737729.861730 + Penalty 1723.286361 = -736006.575369 nChanged 11 SP:Iteration 103Q (2769.359925 sec): 3 clusters Score: Raw -737730.613435 + Penalty 1723.286361 = -736007.327073 nChanged 5 SP:Iteration 104Q (2769.382114 sec): 3 clusters Score: Raw -737731.045017 + Penalty 1723.286361 = -736007.758655 nChanged 5 SP:Iteration 105Q (2769.403843 sec): 3 clusters Score: Raw -737732.414985 + Penalty 1723.286361 = -736009.128623 nChanged 9 SP:Iteration 106Q (2769.425742 sec): 3 clusters Score: Raw -737733.724806 + Penalty 1723.286361 = -736010.438445 nChanged 8 SP:Iteration 107Q (2769.447442 sec): 3 clusters Score: Raw -737735.574042 + Penalty 1723.286361 = -736012.287681 nChanged 13 SP:Iteration 108Q (2769.469169 sec): 3 clusters Score: Raw -737737.893369 + Penalty 1723.286361 = -736014.607007 nChanged 15 SP:Iteration 109Q (2769.490718 sec): 3 clusters Score: Raw -737740.447769 + Penalty 1723.286361 = -736017.161407 nChanged 16 SP:Iteration 110Q (2769.512492 sec): 3 clusters Score: Raw -737742.704075 + Penalty 1723.286361 = -736019.417713 nChanged 10 SP:Iteration 111Q (2769.534061 sec): 3 clusters Score: Raw -737743.807429 + Penalty 1723.286361 = -736020.521067 nChanged 8 SP:Iteration 112Q (2769.555838 sec): 3 clusters Score: Raw -737745.542505 + Penalty 1723.286361 = -736022.256143 nChanged 16 SP:Iteration 113Q (2769.577540 sec): 3 clusters Score: Raw -737749.554043 + Penalty 1723.286361 = -736026.267681 nChanged 20 SP:Iteration 114Q (2769.599041 sec): 3 clusters Score: Raw -737754.167322 + Penalty 1723.286361 = -736030.880961 nChanged 21 SP:Iteration 115Q (2769.620821 sec): 3 clusters Score: Raw -737758.292313 + Penalty 1723.286361 = -736035.005952 nChanged 25 SP:Iteration 116Q (2769.642373 sec): 3 clusters Score: Raw -737763.295973 + Penalty 1723.286361 = -736040.009612 nChanged 23 SP:Iteration 117Q (2769.664013 sec): 3 clusters Score: Raw -737768.977463 + Penalty 1723.286361 = -736045.691102 nChanged 28 SP:Iteration 118Q (2769.685562 sec): 3 clusters Score: Raw -737775.779293 + Penalty 1723.286361 = -736052.492932 nChanged 25 SP:Iteration 119Q (2769.707254 sec): 3 clusters Score: Raw -737781.059854 + Penalty 1723.286361 = -736057.773493 nChanged 21 SP:Iteration 120F (2769.730080 sec): 3 clusters Score: Raw -737785.958135 + Penalty 1723.286361 = -736062.671774 nChanged 26 SP:Iteration 121Q (2769.751951 sec): 3 clusters Score: Raw -737792.401779 + Penalty 1723.286361 = -736069.115418 nChanged 25 SP:Iteration 122Q (2769.809115 sec): 3 clusters Score: Raw -737797.760712 + Penalty 1723.286361 = -736074.474350 nChanged 31 SP:Iteration 123Q (2769.839851 sec): 3 clusters Score: Raw -737804.071046 + Penalty 1723.286361 = -736080.784684 nChanged 31 SP:Iteration 124Q (2769.861470 sec): 3 clusters Score: Raw -737810.691458 + Penalty 1723.286361 = -736087.405096 nChanged 29 SP:Iteration 125Q (2769.883256 sec): 3 clusters Score: Raw -737817.024590 + Penalty 1723.286361 = -736093.738229 nChanged 32 SP:Iteration 126Q (2769.904924 sec): 3 clusters Score: Raw -737825.463040 + Penalty 1723.286361 = -736102.176678 nChanged 36 SP:Iteration 127Q (2769.926540 sec): 3 clusters Score: Raw -737833.430455 + Penalty 1723.286361 = -736110.144094 nChanged 22 SP:Iteration 128Q (2769.948131 sec): 3 clusters Score: Raw -737839.080034 + Penalty 1723.286361 = -736115.793672 nChanged 25 SP:Iteration 129Q (2769.969705 sec): 3 clusters Score: Raw -737844.204332 + Penalty 1723.286361 = -736120.917971 nChanged 22 SP:Iteration 130Q (2769.991394 sec): 3 clusters Score: Raw -737848.877266 + Penalty 1723.286361 = -736125.590905 nChanged 23 SP:Iteration 131Q (2770.012979 sec): 3 clusters Score: Raw -737854.723444 + Penalty 1723.286361 = -736131.437083 nChanged 26 SP:Iteration 132Q (2770.034553 sec): 3 clusters Score: Raw -737859.893108 + Penalty 1723.286361 = -736136.606747 nChanged 25 SP:Iteration 133Q (2770.056303 sec): 3 clusters Score: Raw -737865.497002 + Penalty 1723.286361 = -736142.210641 nChanged 19 SP:Iteration 134Q (2770.077842 sec): 3 clusters Score: Raw -737868.721743 + Penalty 1723.286361 = -736145.435382 nChanged 19 SP:Iteration 135Q (2770.099398 sec): 3 clusters Score: Raw -737872.577455 + Penalty 1723.286361 = -736149.291094 nChanged 25 SP:Iteration 136Q (2770.121057 sec): 3 clusters Score: Raw -737878.989040 + Penalty 1723.286361 = -736155.702678 nChanged 25 SP:Iteration 137Q (2770.142499 sec): 3 clusters Score: Raw -737885.042452 + Penalty 1723.286361 = -736161.756090 nChanged 23 SP:Iteration 138Q (2770.164090 sec): 3 clusters Score: Raw -737890.266803 + Penalty 1723.286361 = -736166.980442 nChanged 27 SP:Iteration 139Q (2770.185510 sec): 3 clusters Score: Raw -737895.769239 + Penalty 1723.286361 = -736172.482878 nChanged 19 SP:Iteration 140F (2770.208189 sec): 3 clusters Score: Raw -737899.379979 + Penalty 1723.286361 = -736176.093618 nChanged 21 SP:Iteration 141Q (2770.229751 sec): 3 clusters Score: Raw -737903.585327 + Penalty 1723.286361 = -736180.298966 nChanged 23 SP:Iteration 142Q (2770.251238 sec): 3 clusters Score: Raw -737908.117140 + Penalty 1723.286361 = -736184.830778 nChanged 29 SP:Iteration 143Q (2770.272623 sec): 3 clusters Score: Raw -737916.471883 + Penalty 1723.286361 = -736193.185521 nChanged 25 SP:Iteration 144Q (2770.293862 sec): 3 clusters Score: Raw -737925.464645 + Penalty 1723.286361 = -736202.178284 nChanged 29 SP:Iteration 145Q (2770.315109 sec): 3 clusters Score: Raw -737933.407045 + Penalty 1723.286361 = -736210.120683 nChanged 23 SP:Iteration 146Q (2770.336630 sec): 3 clusters Score: Raw -737937.954872 + Penalty 1723.286361 = -736214.668511 nChanged 20 SP:Iteration 147Q (2770.357955 sec): 3 clusters Score: Raw -737942.302940 + Penalty 1723.286361 = -736219.016578 nChanged 21 SP:Iteration 148Q (2770.379331 sec): 3 clusters Score: Raw -737946.853659 + Penalty 1723.286361 = -736223.567298 nChanged 18 SP:Iteration 149Q (2770.400725 sec): 3 clusters Score: Raw -737952.560309 + Penalty 1723.286361 = -736229.273947 nChanged 26 SP:Iteration 150Q (2770.421910 sec): 3 clusters Score: Raw -737960.191396 + Penalty 1723.286361 = -736236.905034 nChanged 27 SP:Iteration 151Q (2770.443683 sec): 3 clusters Score: Raw -737966.097673 + Penalty 1723.286361 = -736242.811311 nChanged 16 SP:Iteration 152Q (2770.464922 sec): 3 clusters Score: Raw -737969.307495 + Penalty 1723.286361 = -736246.021133 nChanged 19 SP:Iteration 153Q (2770.486165 sec): 3 clusters Score: Raw -737973.718819 + Penalty 1723.286361 = -736250.432458 nChanged 12 SP:Iteration 154Q (2770.507456 sec): 3 clusters Score: Raw -737976.687240 + Penalty 1723.286361 = -736253.400878 nChanged 14 SP:Iteration 155Q (2770.528987 sec): 3 clusters Score: Raw -737980.629267 + Penalty 1723.286361 = -736257.342906 nChanged 16 SP:Iteration 156Q (2770.550159 sec): 3 clusters Score: Raw -737984.961159 + Penalty 1723.286361 = -736261.674797 nChanged 23 SP:Iteration 157Q (2770.571460 sec): 3 clusters Score: Raw -737991.486040 + Penalty 1723.286361 = -736268.199679 nChanged 13 SP:Iteration 158Q (2770.626598 sec): 3 clusters Score: Raw -737996.032877 + Penalty 1723.286361 = -736272.746516 nChanged 15 SP:Iteration 159Q (2770.648127 sec): 3 clusters Score: Raw -738000.487176 + Penalty 1723.286361 = -736277.200815 nChanged 16 SP:Iteration 160F (2770.670518 sec): 3 clusters Score: Raw -738004.565845 + Penalty 1723.286361 = -736281.279484 nChanged 13 SP:Iteration 161Q (2770.691891 sec): 3 clusters Score: Raw -738007.281424 + Penalty 1723.286361 = -736283.995063 nChanged 10 SP:Iteration 162Q (2770.713387 sec): 3 clusters Score: Raw -738010.067426 + Penalty 1723.286361 = -736286.781065 nChanged 10 SP:Iteration 163Q (2770.734756 sec): 3 clusters Score: Raw -738012.108427 + Penalty 1723.286361 = -736288.822065 nChanged 6 SP:Iteration 164Q (2770.756193 sec): 3 clusters Score: Raw -738013.224493 + Penalty 1723.286361 = -736289.938131 nChanged 3 SP:Iteration 165Q (2770.777602 sec): 3 clusters Score: Raw -738013.677636 + Penalty 1723.286361 = -736290.391275 nChanged 3 SP:Iteration 166Q (2770.798635 sec): 3 clusters Score: Raw -738014.201436 + Penalty 1723.286361 = -736290.915074 nChanged 2 SP:Iteration 167Q (2770.819890 sec): 3 clusters Score: Raw -738014.298765 + Penalty 1723.286361 = -736291.012403 nChanged 4 SP:Iteration 168Q (2770.841123 sec): 3 clusters Score: Raw -738014.549668 + Penalty 1723.286361 = -736291.263307 nChanged 2 SP:Iteration 169Q (2770.862221 sec): 3 clusters Score: Raw -738015.317022 + Penalty 1723.286361 = -736292.030660 nChanged 6 SP:Iteration 170Q (2770.883431 sec): 3 clusters Score: Raw -738017.901617 + Penalty 1723.286361 = -736294.615255 nChanged 9 SP:Iteration 171Q (2770.904796 sec): 3 clusters Score: Raw -738020.278894 + Penalty 1723.286361 = -736296.992532 nChanged 3 SP:Iteration 172Q (2770.925864 sec): 3 clusters Score: Raw -738020.773267 + Penalty 1723.286361 = -736297.486906 nChanged 3 SP:Iteration 173Q (2770.946962 sec): 3 clusters Score: Raw -738021.329640 + Penalty 1723.286361 = -736298.043278 nChanged 2 SP:Iteration 174Q (2770.968018 sec): 3 clusters Score: Raw -738021.679869 + Penalty 1723.286361 = -736298.393508 nChanged 1 SP:Iteration 175Q (2770.989317 sec): 3 clusters Score: Raw -738021.993407 + Penalty 1723.286361 = -736298.707045 nChanged 2 SP:Iteration 176Q (2771.011422 sec): 3 clusters Score: Raw -738022.353326 + Penalty 1723.286361 = -736299.066965 nChanged 2 SP:Iteration 177Q (2771.032571 sec): 3 clusters Score: Raw -738022.796296 + Penalty 1723.286361 = -736299.509934 nChanged 2 SP:Iteration 178Q (2771.053850 sec): 3 clusters Score: Raw -738023.646409 + Penalty 1723.286361 = -736300.360048 nChanged 4 SP:Iteration 179Q (2771.075132 sec): 3 clusters Score: Raw -738025.112932 + Penalty 1723.286361 = -736301.826571 nChanged 3 SP:Iteration 180F (2771.124692 sec): 3 clusters Score: Raw -738025.770444 + Penalty 1723.286361 = -736302.484082 nChanged 2 SP:Iteration 181Q (2771.182218 sec): 3 clusters Score: Raw -738026.082803 + Penalty 1723.286361 = -736302.796442 nChanged 3 SP:Iteration 182Q (2771.239400 sec): 3 clusters Score: Raw -738026.720604 + Penalty 1723.286361 = -736303.434242 nChanged 6 SP:Iteration 183Q (2771.287298 sec): 3 clusters Score: Raw -738027.600500 + Penalty 1723.286361 = -736304.314139 nChanged 4 SP:Iteration 184Q (2771.344264 sec): 3 clusters Score: Raw -738028.207866 + Penalty 1723.286361 = -736304.921504 nChanged 1 SP:Iteration 185Q (2771.386247 sec): 3 clusters Score: Raw -738028.365565 + Penalty 1723.286361 = -736305.079204 nChanged 0 SP:Iteration 186F (2771.408918 sec): 3 clusters Score: Raw -738028.365565 + Penalty 1723.286361 = -736305.079204 nChanged 0 Trying to split cluster 16 (35634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2771.455211 sec): 2 clusters Score: Raw -2896176.969672 + Penalty 995.700274 = -2895181.269398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2771.510416 sec): 3 clusters Score: Raw -2873488.809664 + Penalty 1991.400548 = -2871497.409115 nChanged 16812 SP:Iteration 1F (2771.561501 sec): 3 clusters Score: Raw -2883441.822109 + Penalty 1991.400548 = -2881450.421560 nChanged 1837 SP:Iteration 2F (2771.612934 sec): 3 clusters Score: Raw -2884232.508636 + Penalty 1991.400548 = -2882241.108088 nChanged 1962 SP:Iteration 3F (2771.664093 sec): 3 clusters Score: Raw -2885177.013262 + Penalty 1991.400548 = -2883185.612714 nChanged 2125 SP:Iteration 4F (2771.715186 sec): 3 clusters Score: Raw -2886328.271200 + Penalty 1991.400548 = -2884336.870652 nChanged 2129 SP:Iteration 5F (2771.766383 sec): 3 clusters Score: Raw -2887603.293065 + Penalty 1991.400548 = -2885611.892516 nChanged 2043 SP:Iteration 6F (2771.817554 sec): 3 clusters Score: Raw -2888841.369603 + Penalty 1991.400548 = -2886849.969055 nChanged 1845 SP:Iteration 7F (2771.868563 sec): 3 clusters Score: Raw -2889911.665302 + Penalty 1991.400548 = -2887920.264753 nChanged 1536 SP:Iteration 8Q (2771.921519 sec): 3 clusters Score: Raw -2890732.940747 + Penalty 1991.400548 = -2888741.540199 nChanged 1251 SP:Iteration 9Q (2771.974200 sec): 3 clusters Score: Raw -2891308.025419 + Penalty 1991.400548 = -2889316.624871 nChanged 890 SP:Iteration 10Q (2772.026249 sec): 3 clusters Score: Raw -2891710.990120 + Penalty 1991.400548 = -2889719.589571 nChanged 739 SP:Iteration 11Q (2772.078009 sec): 3 clusters Score: Raw -2892056.299754 + Penalty 1991.400548 = -2890064.899206 nChanged 715 SP:Iteration 12Q (2772.129659 sec): 3 clusters Score: Raw -2892425.866505 + Penalty 1991.400548 = -2890434.465956 nChanged 769 SP:Iteration 13Q (2772.181196 sec): 3 clusters Score: Raw -2892855.979156 + Penalty 1991.400548 = -2890864.578607 nChanged 767 SP:Iteration 14Q (2772.231786 sec): 3 clusters Score: Raw -2893284.833152 + Penalty 1991.400548 = -2891293.432604 nChanged 749 SP:Iteration 15Q (2772.282383 sec): 3 clusters Score: Raw -2893697.948474 + Penalty 1991.400548 = -2891706.547926 nChanged 691 SP:Iteration 16Q (2772.331797 sec): 3 clusters Score: Raw -2894056.430278 + Penalty 1991.400548 = -2892065.029729 nChanged 611 SP:Iteration 17Q (2772.381513 sec): 3 clusters Score: Raw -2894340.525815 + Penalty 1991.400548 = -2892349.125267 nChanged 510 SP:Iteration 18Q (2772.430242 sec): 3 clusters Score: Raw -2894550.318923 + Penalty 1991.400548 = -2892558.918375 nChanged 444 SP:Iteration 19Q (2772.478696 sec): 3 clusters Score: Raw -2894724.479440 + Penalty 1991.400548 = -2892733.078891 nChanged 414 SP:Iteration 20F (2772.529880 sec): 3 clusters Score: Raw -2894873.607113 + Penalty 1991.400548 = -2892882.206565 nChanged 370 SP:Iteration 21Q (2772.578294 sec): 3 clusters Score: Raw -2895010.949152 + Penalty 1991.400548 = -2893019.548604 nChanged 322 SP:Iteration 22Q (2772.625792 sec): 3 clusters Score: Raw -2895117.003785 + Penalty 1991.400548 = -2893125.603237 nChanged 314 SP:Iteration 23Q (2772.673361 sec): 3 clusters Score: Raw -2895214.251461 + Penalty 1991.400548 = -2893222.850913 nChanged 289 SP:Iteration 24Q (2772.720646 sec): 3 clusters Score: Raw -2895299.286518 + Penalty 1991.400548 = -2893307.885970 nChanged 259 SP:Iteration 25Q (2772.770275 sec): 3 clusters Score: Raw -2895363.896236 + Penalty 1991.400548 = -2893372.495687 nChanged 221 SP:Iteration 26Q (2772.816665 sec): 3 clusters Score: Raw -2895411.195747 + Penalty 1991.400548 = -2893419.795199 nChanged 191 SP:Iteration 27Q (2772.862936 sec): 3 clusters Score: Raw -2895448.623992 + Penalty 1991.400548 = -2893457.223444 nChanged 181 SP:Iteration 28Q (2772.909171 sec): 3 clusters Score: Raw -2895482.378238 + Penalty 1991.400548 = -2893490.977689 nChanged 179 SP:Iteration 29Q (2772.980897 sec): 3 clusters Score: Raw -2895515.835045 + Penalty 1991.400548 = -2893524.434497 nChanged 167 SP:Iteration 30Q (2773.065036 sec): 3 clusters Score: Raw -2895545.044343 + Penalty 1991.400548 = -2893553.643794 nChanged 157 SP:Iteration 31Q (2773.138622 sec): 3 clusters Score: Raw -2895570.156339 + Penalty 1991.400548 = -2893578.755791 nChanged 128 SP:Iteration 32Q (2773.219476 sec): 3 clusters Score: Raw -2895590.053743 + Penalty 1991.400548 = -2893598.653195 nChanged 129 SP:Iteration 33Q (2773.296659 sec): 3 clusters Score: Raw -2895609.074851 + Penalty 1991.400548 = -2893617.674303 nChanged 113 SP:Iteration 34Q (2773.374071 sec): 3 clusters Score: Raw -2895623.922557 + Penalty 1991.400548 = -2893632.522008 nChanged 97 SP:Iteration 35Q (2773.452292 sec): 3 clusters Score: Raw -2895637.600083 + Penalty 1991.400548 = -2893646.199535 nChanged 102 SP:Iteration 36Q (2773.523767 sec): 3 clusters Score: Raw -2895651.544688 + Penalty 1991.400548 = -2893660.144140 nChanged 102 SP:Iteration 37Q (2773.589121 sec): 3 clusters Score: Raw -2895664.786060 + Penalty 1991.400548 = -2893673.385512 nChanged 87 SP:Iteration 38Q (2773.659277 sec): 3 clusters Score: Raw -2895675.227502 + Penalty 1991.400548 = -2893683.826954 nChanged 64 SP:Iteration 39Q (2773.704378 sec): 3 clusters Score: Raw -2895681.776558 + Penalty 1991.400548 = -2893690.376009 nChanged 55 SP:Iteration 40F (2773.755497 sec): 3 clusters Score: Raw -2895687.505889 + Penalty 1991.400548 = -2893696.105341 nChanged 61 SP:Iteration 41Q (2773.800740 sec): 3 clusters Score: Raw -2895694.688028 + Penalty 1991.400548 = -2893703.287480 nChanged 68 SP:Iteration 42Q (2773.845871 sec): 3 clusters Score: Raw -2895702.451285 + Penalty 1991.400548 = -2893711.050737 nChanged 64 SP:Iteration 43Q (2773.890798 sec): 3 clusters Score: Raw -2895709.479949 + Penalty 1991.400548 = -2893718.079401 nChanged 62 SP:Iteration 44Q (2773.935559 sec): 3 clusters Score: Raw -2895717.583421 + Penalty 1991.400548 = -2893726.182873 nChanged 56 SP:Iteration 45Q (2773.980485 sec): 3 clusters Score: Raw -2895724.806589 + Penalty 1991.400548 = -2893733.406041 nChanged 71 SP:Iteration 46Q (2774.025189 sec): 3 clusters Score: Raw -2895735.338158 + Penalty 1991.400548 = -2893743.937610 nChanged 74 SP:Iteration 47Q (2774.069914 sec): 3 clusters Score: Raw -2895745.913225 + Penalty 1991.400548 = -2893754.512677 nChanged 71 SP:Iteration 48Q (2774.114455 sec): 3 clusters Score: Raw -2895757.783590 + Penalty 1991.400548 = -2893766.383042 nChanged 79 SP:Iteration 49Q (2774.159409 sec): 3 clusters Score: Raw -2895771.280156 + Penalty 1991.400548 = -2893779.879608 nChanged 69 SP:Iteration 50Q (2774.204013 sec): 3 clusters Score: Raw -2895781.837267 + Penalty 1991.400548 = -2893790.436719 nChanged 80 SP:Iteration 51Q (2774.248307 sec): 3 clusters Score: Raw -2895795.171634 + Penalty 1991.400548 = -2893803.771085 nChanged 71 SP:Iteration 52Q (2774.292852 sec): 3 clusters Score: Raw -2895806.774816 + Penalty 1991.400548 = -2893815.374268 nChanged 61 SP:Iteration 53Q (2774.337150 sec): 3 clusters Score: Raw -2895815.631220 + Penalty 1991.400548 = -2893824.230671 nChanged 64 SP:Iteration 54Q (2774.381782 sec): 3 clusters Score: Raw -2895824.320353 + Penalty 1991.400548 = -2893832.919805 nChanged 66 SP:Iteration 55Q (2774.426848 sec): 3 clusters Score: Raw -2895833.115013 + Penalty 1991.400548 = -2893841.714465 nChanged 55 SP:Iteration 56Q (2774.472465 sec): 3 clusters Score: Raw -2895841.890199 + Penalty 1991.400548 = -2893850.489650 nChanged 67 SP:Iteration 57Q (2774.517482 sec): 3 clusters Score: Raw -2895851.798752 + Penalty 1991.400548 = -2893860.398203 nChanged 68 SP:Iteration 58Q (2774.562681 sec): 3 clusters Score: Raw -2895861.479953 + Penalty 1991.400548 = -2893870.079405 nChanged 69 SP:Iteration 59Q (2774.606595 sec): 3 clusters Score: Raw -2895872.222941 + Penalty 1991.400548 = -2893880.822393 nChanged 65 SP:Iteration 60F (2774.657946 sec): 3 clusters Score: Raw -2895883.648525 + Penalty 1991.400548 = -2893892.247977 nChanged 64 SP:Iteration 61Q (2774.702538 sec): 3 clusters Score: Raw -2895894.796230 + Penalty 1991.400548 = -2893903.395681 nChanged 70 SP:Iteration 62Q (2774.746139 sec): 3 clusters Score: Raw -2895908.024067 + Penalty 1991.400548 = -2893916.623519 nChanged 69 SP:Iteration 63Q (2774.790344 sec): 3 clusters Score: Raw -2895922.051206 + Penalty 1991.400548 = -2893930.650658 nChanged 61 SP:Iteration 64Q (2774.835338 sec): 3 clusters Score: Raw -2895931.979465 + Penalty 1991.400548 = -2893940.578917 nChanged 57 SP:Iteration 65Q (2774.878869 sec): 3 clusters Score: Raw -2895940.358893 + Penalty 1991.400548 = -2893948.958345 nChanged 50 SP:Iteration 66Q (2774.923153 sec): 3 clusters Score: Raw -2895948.537251 + Penalty 1991.400548 = -2893957.136703 nChanged 42 SP:Iteration 67Q (2774.966950 sec): 3 clusters Score: Raw -2895954.186181 + Penalty 1991.400548 = -2893962.785632 nChanged 41 SP:Iteration 68Q (2775.011331 sec): 3 clusters Score: Raw -2895959.246390 + Penalty 1991.400548 = -2893967.845842 nChanged 30 SP:Iteration 69Q (2775.056142 sec): 3 clusters Score: Raw -2895962.379267 + Penalty 1991.400548 = -2893970.978718 nChanged 26 SP:Iteration 70Q (2775.099644 sec): 3 clusters Score: Raw -2895965.040172 + Penalty 1991.400548 = -2893973.639624 nChanged 24 SP:Iteration 71Q (2775.144632 sec): 3 clusters Score: Raw -2895966.965984 + Penalty 1991.400548 = -2893975.565436 nChanged 17 SP:Iteration 72Q (2775.188048 sec): 3 clusters Score: Raw -2895968.695208 + Penalty 1991.400548 = -2893977.294659 nChanged 25 SP:Iteration 73Q (2775.232419 sec): 3 clusters Score: Raw -2895970.977207 + Penalty 1991.400548 = -2893979.576658 nChanged 22 SP:Iteration 74Q (2775.276066 sec): 3 clusters Score: Raw -2895973.002713 + Penalty 1991.400548 = -2893981.602165 nChanged 23 SP:Iteration 75Q (2775.320906 sec): 3 clusters Score: Raw -2895975.834858 + Penalty 1991.400548 = -2893984.434310 nChanged 19 SP:Iteration 76Q (2775.364509 sec): 3 clusters Score: Raw -2895977.673368 + Penalty 1991.400548 = -2893986.272820 nChanged 20 SP:Iteration 77Q (2775.407809 sec): 3 clusters Score: Raw -2895979.280278 + Penalty 1991.400548 = -2893987.879730 nChanged 19 SP:Iteration 78Q (2775.450933 sec): 3 clusters Score: Raw -2895980.807142 + Penalty 1991.400548 = -2893989.406593 nChanged 17 SP:Iteration 79Q (2775.494298 sec): 3 clusters Score: Raw -2895982.469694 + Penalty 1991.400548 = -2893991.069146 nChanged 17 SP:Iteration 80F (2775.545485 sec): 3 clusters Score: Raw -2895984.184770 + Penalty 1991.400548 = -2893992.784222 nChanged 23 SP:Iteration 81Q (2775.588880 sec): 3 clusters Score: Raw -2895986.306153 + Penalty 1991.400548 = -2893994.905604 nChanged 15 SP:Iteration 82Q (2775.632220 sec): 3 clusters Score: Raw -2895987.324518 + Penalty 1991.400548 = -2893995.923970 nChanged 9 SP:Iteration 83Q (2775.676547 sec): 3 clusters Score: Raw -2895987.946222 + Penalty 1991.400548 = -2893996.545674 nChanged 3 SP:Iteration 84Q (2775.720029 sec): 3 clusters Score: Raw -2895988.123817 + Penalty 1991.400548 = -2893996.723268 nChanged 7 SP:Iteration 85Q (2775.763626 sec): 3 clusters Score: Raw -2895988.575002 + Penalty 1991.400548 = -2893997.174454 nChanged 5 SP:Iteration 86Q (2775.807335 sec): 3 clusters Score: Raw -2895989.058630 + Penalty 1991.400548 = -2893997.658082 nChanged 8 SP:Iteration 87Q (2775.851566 sec): 3 clusters Score: Raw -2895989.761075 + Penalty 1991.400548 = -2893998.360527 nChanged 10 SP:Iteration 88Q (2775.896273 sec): 3 clusters Score: Raw -2895990.499258 + Penalty 1991.400548 = -2893999.098710 nChanged 10 SP:Iteration 89Q (2775.939970 sec): 3 clusters Score: Raw -2895991.477663 + Penalty 1991.400548 = -2894000.077115 nChanged 10 SP:Iteration 90Q (2776.018281 sec): 3 clusters Score: Raw -2895992.177816 + Penalty 1991.400548 = -2894000.777268 nChanged 14 SP:Iteration 91Q (2776.071874 sec): 3 clusters Score: Raw -2895993.113704 + Penalty 1991.400548 = -2894001.713156 nChanged 13 SP:Iteration 92Q (2776.115200 sec): 3 clusters Score: Raw -2895993.999443 + Penalty 1991.400548 = -2894002.598894 nChanged 13 SP:Iteration 93Q (2776.159440 sec): 3 clusters Score: Raw -2895994.863346 + Penalty 1991.400548 = -2894003.462798 nChanged 7 SP:Iteration 94Q (2776.203870 sec): 3 clusters Score: Raw -2895995.194506 + Penalty 1991.400548 = -2894003.793957 nChanged 4 SP:Iteration 95Q (2776.280788 sec): 3 clusters Score: Raw -2895995.385626 + Penalty 1991.400548 = -2894003.985078 nChanged 1 SP:Iteration 96Q (2776.325223 sec): 3 clusters Score: Raw -2895995.436573 + Penalty 1991.400548 = -2894004.036025 nChanged 1 SP:Iteration 97Q (2776.368896 sec): 3 clusters Score: Raw -2895995.459450 + Penalty 1991.400548 = -2894004.058901 nChanged 0 SP:Iteration 98F (2776.456036 sec): 3 clusters Score: Raw -2895995.459450 + Penalty 1991.400548 = -2894004.058901 nChanged 0 Trying to split cluster 17 (6724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2776.480585 sec): 2 clusters Score: Raw -578088.705508 + Penalty 837.276657 = -577251.428851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2776.537107 sec): 3 clusters Score: Raw -574178.954586 + Penalty 1674.553314 = -572504.401272 nChanged 2999 SP:Iteration 1F (2776.598259 sec): 3 clusters Score: Raw -576066.315710 + Penalty 1674.553314 = -574391.762396 nChanged 468 SP:Iteration 2F (2776.643324 sec): 3 clusters Score: Raw -576327.460263 + Penalty 1674.553314 = -574652.906949 nChanged 415 SP:Iteration 3F (2776.711245 sec): 3 clusters Score: Raw -576581.458985 + Penalty 1674.553314 = -574906.905671 nChanged 379 SP:Iteration 4F (2776.756486 sec): 3 clusters Score: Raw -576810.476580 + Penalty 1674.553314 = -575135.923266 nChanged 363 SP:Iteration 5F (2776.811513 sec): 3 clusters Score: Raw -577062.023057 + Penalty 1674.553314 = -575387.469743 nChanged 348 SP:Iteration 6F (2776.864394 sec): 3 clusters Score: Raw -577307.254554 + Penalty 1674.553314 = -575632.701240 nChanged 327 SP:Iteration 7Q (2776.914022 sec): 3 clusters Score: Raw -577529.537506 + Penalty 1674.553314 = -575854.984192 nChanged 254 SP:Iteration 8Q (2776.968185 sec): 3 clusters Score: Raw -577666.190558 + Penalty 1674.553314 = -575991.637244 nChanged 191 SP:Iteration 9Q (2777.022383 sec): 3 clusters Score: Raw -577737.119313 + Penalty 1674.553314 = -576062.565999 nChanged 121 SP:Iteration 10Q (2777.042892 sec): 3 clusters Score: Raw -577779.044460 + Penalty 1674.553314 = -576104.491146 nChanged 89 SP:Iteration 11Q (2777.063569 sec): 3 clusters Score: Raw -577803.666338 + Penalty 1674.553314 = -576129.113024 nChanged 74 SP:Iteration 12Q (2777.083958 sec): 3 clusters Score: Raw -577823.940355 + Penalty 1674.553314 = -576149.387041 nChanged 71 SP:Iteration 13Q (2777.104599 sec): 3 clusters Score: Raw -577845.589157 + Penalty 1674.553314 = -576171.035843 nChanged 78 SP:Iteration 14Q (2777.125277 sec): 3 clusters Score: Raw -577865.336782 + Penalty 1674.553314 = -576190.783468 nChanged 73 SP:Iteration 15Q (2777.146106 sec): 3 clusters Score: Raw -577886.597340 + Penalty 1674.553314 = -576212.044026 nChanged 65 SP:Iteration 16Q (2777.166589 sec): 3 clusters Score: Raw -577902.334706 + Penalty 1674.553314 = -576227.781392 nChanged 59 SP:Iteration 17Q (2777.187148 sec): 3 clusters Score: Raw -577918.715276 + Penalty 1674.553314 = -576244.161962 nChanged 59 SP:Iteration 18Q (2777.208191 sec): 3 clusters Score: Raw -577937.859806 + Penalty 1674.553314 = -576263.306492 nChanged 69 SP:Iteration 19Q (2777.228648 sec): 3 clusters Score: Raw -577959.071741 + Penalty 1674.553314 = -576284.518427 nChanged 63 SP:Iteration 20F (2777.249492 sec): 3 clusters Score: Raw -577981.076967 + Penalty 1674.553314 = -576306.523653 nChanged 62 SP:Iteration 21Q (2777.270051 sec): 3 clusters Score: Raw -577999.332248 + Penalty 1674.553314 = -576324.778935 nChanged 58 SP:Iteration 22Q (2777.290397 sec): 3 clusters Score: Raw -578016.128973 + Penalty 1674.553314 = -576341.575659 nChanged 59 SP:Iteration 23Q (2777.311099 sec): 3 clusters Score: Raw -578035.289711 + Penalty 1674.553314 = -576360.736397 nChanged 66 SP:Iteration 24Q (2777.331698 sec): 3 clusters Score: Raw -578054.868882 + Penalty 1674.553314 = -576380.315568 nChanged 57 SP:Iteration 25Q (2777.352103 sec): 3 clusters Score: Raw -578067.678744 + Penalty 1674.553314 = -576393.125430 nChanged 42 SP:Iteration 26Q (2777.372494 sec): 3 clusters Score: Raw -578075.855578 + Penalty 1674.553314 = -576401.302264 nChanged 38 SP:Iteration 27Q (2777.392603 sec): 3 clusters Score: Raw -578081.356782 + Penalty 1674.553314 = -576406.803468 nChanged 22 SP:Iteration 28Q (2777.413213 sec): 3 clusters Score: Raw -578084.538770 + Penalty 1674.553314 = -576409.985456 nChanged 16 SP:Iteration 29Q (2777.433591 sec): 3 clusters Score: Raw -578087.050845 + Penalty 1674.553314 = -576412.497531 nChanged 16 SP:Iteration 30Q (2777.454061 sec): 3 clusters Score: Raw -578089.028537 + Penalty 1674.553314 = -576414.475223 nChanged 7 SP:Iteration 31Q (2777.474406 sec): 3 clusters Score: Raw -578089.663212 + Penalty 1674.553314 = -576415.109898 nChanged 8 SP:Iteration 32Q (2777.494665 sec): 3 clusters Score: Raw -578090.818814 + Penalty 1674.553314 = -576416.265500 nChanged 12 SP:Iteration 33Q (2777.514903 sec): 3 clusters Score: Raw -578092.784917 + Penalty 1674.553314 = -576418.231603 nChanged 13 SP:Iteration 34Q (2777.534825 sec): 3 clusters Score: Raw -578094.861459 + Penalty 1674.553314 = -576420.308145 nChanged 11 SP:Iteration 35Q (2777.554869 sec): 3 clusters Score: Raw -578096.360888 + Penalty 1674.553314 = -576421.807574 nChanged 10 SP:Iteration 36Q (2777.575233 sec): 3 clusters Score: Raw -578097.304069 + Penalty 1674.553314 = -576422.750755 nChanged 12 SP:Iteration 37Q (2777.595483 sec): 3 clusters Score: Raw -578099.128031 + Penalty 1674.553314 = -576424.574717 nChanged 16 SP:Iteration 38Q (2777.615607 sec): 3 clusters Score: Raw -578101.700621 + Penalty 1674.553314 = -576427.147307 nChanged 16 SP:Iteration 39Q (2777.635720 sec): 3 clusters Score: Raw -578104.449078 + Penalty 1674.553314 = -576429.895764 nChanged 20 SP:Iteration 40F (2777.656437 sec): 3 clusters Score: Raw -578107.590616 + Penalty 1674.553314 = -576433.037302 nChanged 25 SP:Iteration 41Q (2777.676770 sec): 3 clusters Score: Raw -578111.885392 + Penalty 1674.553314 = -576437.332078 nChanged 21 SP:Iteration 42Q (2777.696724 sec): 3 clusters Score: Raw -578116.912534 + Penalty 1674.553314 = -576442.359220 nChanged 28 SP:Iteration 43Q (2777.717011 sec): 3 clusters Score: Raw -578123.831047 + Penalty 1674.553314 = -576449.277733 nChanged 27 SP:Iteration 44Q (2777.737363 sec): 3 clusters Score: Raw -578130.978295 + Penalty 1674.553314 = -576456.424981 nChanged 35 SP:Iteration 45Q (2777.757438 sec): 3 clusters Score: Raw -578141.146768 + Penalty 1674.553314 = -576466.593454 nChanged 41 SP:Iteration 46Q (2777.777613 sec): 3 clusters Score: Raw -578152.644525 + Penalty 1674.553314 = -576478.091211 nChanged 37 SP:Iteration 47Q (2777.798078 sec): 3 clusters Score: Raw -578159.800986 + Penalty 1674.553314 = -576485.247672 nChanged 26 SP:Iteration 48Q (2777.818518 sec): 3 clusters Score: Raw -578165.563790 + Penalty 1674.553314 = -576491.010476 nChanged 37 SP:Iteration 49Q (2777.838789 sec): 3 clusters Score: Raw -578176.015613 + Penalty 1674.553314 = -576501.462299 nChanged 42 SP:Iteration 50Q (2777.858980 sec): 3 clusters Score: Raw -578187.443055 + Penalty 1674.553314 = -576512.889741 nChanged 32 SP:Iteration 51Q (2777.879465 sec): 3 clusters Score: Raw -578196.185225 + Penalty 1674.553314 = -576521.631911 nChanged 31 SP:Iteration 52Q (2777.899823 sec): 3 clusters Score: Raw -578205.749154 + Penalty 1674.553314 = -576531.195840 nChanged 39 SP:Iteration 53Q (2777.920066 sec): 3 clusters Score: Raw -578213.391092 + Penalty 1674.553314 = -576538.837778 nChanged 25 SP:Iteration 54Q (2777.940185 sec): 3 clusters Score: Raw -578220.511582 + Penalty 1674.553314 = -576545.958268 nChanged 31 SP:Iteration 55Q (2777.960276 sec): 3 clusters Score: Raw -578229.238748 + Penalty 1674.553314 = -576554.685434 nChanged 23 SP:Iteration 56Q (2777.980349 sec): 3 clusters Score: Raw -578235.973571 + Penalty 1674.553314 = -576561.420257 nChanged 21 SP:Iteration 57Q (2778.000147 sec): 3 clusters Score: Raw -578241.992784 + Penalty 1674.553314 = -576567.439470 nChanged 25 SP:Iteration 58Q (2778.019884 sec): 3 clusters Score: Raw -578248.726479 + Penalty 1674.553314 = -576574.173165 nChanged 28 SP:Iteration 59Q (2778.039772 sec): 3 clusters Score: Raw -578255.567849 + Penalty 1674.553314 = -576581.014535 nChanged 34 SP:Iteration 60F (2778.060642 sec): 3 clusters Score: Raw -578263.393999 + Penalty 1674.553314 = -576588.840685 nChanged 28 SP:Iteration 61Q (2778.080696 sec): 3 clusters Score: Raw -578271.150698 + Penalty 1674.553314 = -576596.597384 nChanged 31 SP:Iteration 62Q (2778.100837 sec): 3 clusters Score: Raw -578277.639709 + Penalty 1674.553314 = -576603.086395 nChanged 26 SP:Iteration 63Q (2778.120555 sec): 3 clusters Score: Raw -578283.469238 + Penalty 1674.553314 = -576608.915924 nChanged 25 SP:Iteration 64Q (2778.140277 sec): 3 clusters Score: Raw -578289.819920 + Penalty 1674.553314 = -576615.266606 nChanged 20 SP:Iteration 65Q (2778.160205 sec): 3 clusters Score: Raw -578294.716722 + Penalty 1674.553314 = -576620.163408 nChanged 19 SP:Iteration 66Q (2778.180080 sec): 3 clusters Score: Raw -578299.043564 + Penalty 1674.553314 = -576624.490250 nChanged 17 SP:Iteration 67Q (2778.200007 sec): 3 clusters Score: Raw -578302.844712 + Penalty 1674.553314 = -576628.291399 nChanged 16 SP:Iteration 68Q (2778.219796 sec): 3 clusters Score: Raw -578305.984125 + Penalty 1674.553314 = -576631.430811 nChanged 15 SP:Iteration 69Q (2778.239539 sec): 3 clusters Score: Raw -578311.244722 + Penalty 1674.553314 = -576636.691408 nChanged 20 SP:Iteration 70Q (2778.259356 sec): 3 clusters Score: Raw -578318.354985 + Penalty 1674.553314 = -576643.801671 nChanged 15 SP:Iteration 71Q (2778.279172 sec): 3 clusters Score: Raw -578322.376901 + Penalty 1674.553314 = -576647.823587 nChanged 19 SP:Iteration 72Q (2778.298845 sec): 3 clusters Score: Raw -578326.698064 + Penalty 1674.553314 = -576652.144750 nChanged 13 SP:Iteration 73Q (2778.318510 sec): 3 clusters Score: Raw -578328.995197 + Penalty 1674.553314 = -576654.441883 nChanged 12 SP:Iteration 74Q (2778.338327 sec): 3 clusters Score: Raw -578331.171180 + Penalty 1674.553314 = -576656.617866 nChanged 9 SP:Iteration 75Q (2778.358135 sec): 3 clusters Score: Raw -578332.970427 + Penalty 1674.553314 = -576658.417113 nChanged 11 SP:Iteration 76Q (2778.377830 sec): 3 clusters Score: Raw -578335.016913 + Penalty 1674.553314 = -576660.463599 nChanged 11 SP:Iteration 77Q (2778.397782 sec): 3 clusters Score: Raw -578336.552205 + Penalty 1674.553314 = -576661.998891 nChanged 8 SP:Iteration 78Q (2778.417685 sec): 3 clusters Score: Raw -578337.323094 + Penalty 1674.553314 = -576662.769780 nChanged 6 SP:Iteration 79Q (2778.437261 sec): 3 clusters Score: Raw -578338.102944 + Penalty 1674.553314 = -576663.549630 nChanged 8 SP:Iteration 80F (2778.457944 sec): 3 clusters Score: Raw -578338.959155 + Penalty 1674.553314 = -576664.405841 nChanged 7 SP:Iteration 81Q (2778.477506 sec): 3 clusters Score: Raw -578340.058163 + Penalty 1674.553314 = -576665.504849 nChanged 9 SP:Iteration 82Q (2778.497091 sec): 3 clusters Score: Raw -578341.383998 + Penalty 1674.553314 = -576666.830684 nChanged 4 SP:Iteration 83Q (2778.516758 sec): 3 clusters Score: Raw -578341.950429 + Penalty 1674.553314 = -576667.397115 nChanged 5 SP:Iteration 84Q (2778.536255 sec): 3 clusters Score: Raw -578342.757024 + Penalty 1674.553314 = -576668.203710 nChanged 3 SP:Iteration 85Q (2778.555720 sec): 3 clusters Score: Raw -578343.432014 + Penalty 1674.553314 = -576668.878700 nChanged 2 SP:Iteration 86Q (2778.575567 sec): 3 clusters Score: Raw -578343.837274 + Penalty 1674.553314 = -576669.283960 nChanged 3 SP:Iteration 87Q (2778.595355 sec): 3 clusters Score: Raw -578344.171603 + Penalty 1674.553314 = -576669.618289 nChanged 3 SP:Iteration 88Q (2778.615031 sec): 3 clusters Score: Raw -578344.529338 + Penalty 1674.553314 = -576669.976024 nChanged 1 SP:Iteration 89Q (2778.634860 sec): 3 clusters Score: Raw -578344.661108 + Penalty 1674.553314 = -576670.107794 nChanged 1 SP:Iteration 90Q (2778.654600 sec): 3 clusters Score: Raw -578344.837186 + Penalty 1674.553314 = -576670.283872 nChanged 0 SP:Iteration 91F (2778.675311 sec): 3 clusters Score: Raw -578344.837186 + Penalty 1674.553314 = -576670.283872 nChanged 0 Trying to split cluster 18 (2521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2778.690881 sec): 2 clusters Score: Raw -205856.774824 + Penalty 744.079038 = -205112.695785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2778.701156 sec): 3 clusters Score: Raw -204572.217493 + Penalty 1488.158076 = -203084.059416 nChanged 1036 SP:Iteration 1F (2778.710734 sec): 3 clusters Score: Raw -205220.994619 + Penalty 1488.158076 = -203732.836543 nChanged 189 SP:Iteration 2F (2778.720086 sec): 3 clusters Score: Raw -205347.045094 + Penalty 1488.158076 = -203858.887018 nChanged 146 SP:Iteration 3F (2778.729391 sec): 3 clusters Score: Raw -205432.118843 + Penalty 1488.158076 = -203943.960767 nChanged 100 SP:Iteration 4Q (2778.738855 sec): 3 clusters Score: Raw -205490.976181 + Penalty 1488.158076 = -204002.818105 nChanged 90 SP:Iteration 5Q (2778.748127 sec): 3 clusters Score: Raw -205539.096162 + Penalty 1488.158076 = -204050.938086 nChanged 75 SP:Iteration 6Q (2778.757524 sec): 3 clusters Score: Raw -205578.133232 + Penalty 1488.158076 = -204089.975156 nChanged 65 SP:Iteration 7Q (2778.766860 sec): 3 clusters Score: Raw -205619.086010 + Penalty 1488.158076 = -204130.927934 nChanged 89 SP:Iteration 8Q (2778.776221 sec): 3 clusters Score: Raw -205679.434224 + Penalty 1488.158076 = -204191.276148 nChanged 87 SP:Iteration 9Q (2778.785539 sec): 3 clusters Score: Raw -205732.965864 + Penalty 1488.158076 = -204244.807787 nChanged 61 SP:Iteration 10Q (2778.794849 sec): 3 clusters Score: Raw -205776.884222 + Penalty 1488.158076 = -204288.726146 nChanged 60 SP:Iteration 11Q (2778.804190 sec): 3 clusters Score: Raw -205822.273898 + Penalty 1488.158076 = -204334.115822 nChanged 59 SP:Iteration 12Q (2778.813540 sec): 3 clusters Score: Raw -205878.089857 + Penalty 1488.158076 = -204389.931781 nChanged 50 SP:Iteration 13Q (2778.822787 sec): 3 clusters Score: Raw -205916.367776 + Penalty 1488.158076 = -204428.209699 nChanged 37 SP:Iteration 14Q (2778.831892 sec): 3 clusters Score: Raw -205943.292882 + Penalty 1488.158076 = -204455.134806 nChanged 34 SP:Iteration 15Q (2778.841007 sec): 3 clusters Score: Raw -205966.665365 + Penalty 1488.158076 = -204478.507289 nChanged 31 SP:Iteration 16Q (2778.849995 sec): 3 clusters Score: Raw -205990.402027 + Penalty 1488.158076 = -204502.243951 nChanged 38 SP:Iteration 17Q (2778.859127 sec): 3 clusters Score: Raw -206010.534462 + Penalty 1488.158076 = -204522.376386 nChanged 24 SP:Iteration 18Q (2778.868237 sec): 3 clusters Score: Raw -206025.457916 + Penalty 1488.158076 = -204537.299840 nChanged 17 SP:Iteration 19Q (2778.877324 sec): 3 clusters Score: Raw -206038.527841 + Penalty 1488.158076 = -204550.369765 nChanged 16 SP:Iteration 20F (2778.886747 sec): 3 clusters Score: Raw -206048.419320 + Penalty 1488.158076 = -204560.261244 nChanged 14 SP:Iteration 21Q (2778.895671 sec): 3 clusters Score: Raw -206056.228322 + Penalty 1488.158076 = -204568.070246 nChanged 15 SP:Iteration 22Q (2778.904661 sec): 3 clusters Score: Raw -206066.093062 + Penalty 1488.158076 = -204577.934986 nChanged 11 SP:Iteration 23Q (2778.913653 sec): 3 clusters Score: Raw -206073.268983 + Penalty 1488.158076 = -204585.110906 nChanged 12 SP:Iteration 24Q (2778.922622 sec): 3 clusters Score: Raw -206080.097593 + Penalty 1488.158076 = -204591.939517 nChanged 18 SP:Iteration 25Q (2778.931637 sec): 3 clusters Score: Raw -206093.660730 + Penalty 1488.158076 = -204605.502654 nChanged 10 SP:Iteration 26Q (2778.940506 sec): 3 clusters Score: Raw -206098.089118 + Penalty 1488.158076 = -204609.931042 nChanged 8 SP:Iteration 27Q (2778.949329 sec): 3 clusters Score: Raw -206103.157178 + Penalty 1488.158076 = -204614.999102 nChanged 11 SP:Iteration 28Q (2778.958357 sec): 3 clusters Score: Raw -206106.756246 + Penalty 1488.158076 = -204618.598170 nChanged 9 SP:Iteration 29Q (2778.967313 sec): 3 clusters Score: Raw -206112.051130 + Penalty 1488.158076 = -204623.893053 nChanged 8 SP:Iteration 30Q (2778.976219 sec): 3 clusters Score: Raw -206118.730248 + Penalty 1488.158076 = -204630.572172 nChanged 11 SP:Iteration 31Q (2778.985102 sec): 3 clusters Score: Raw -206126.894782 + Penalty 1488.158076 = -204638.736705 nChanged 13 SP:Iteration 32Q (2778.993966 sec): 3 clusters Score: Raw -206133.625493 + Penalty 1488.158076 = -204645.467417 nChanged 13 SP:Iteration 33Q (2779.002829 sec): 3 clusters Score: Raw -206147.057004 + Penalty 1488.158076 = -204658.898928 nChanged 16 SP:Iteration 34Q (2779.011768 sec): 3 clusters Score: Raw -206164.574463 + Penalty 1488.158076 = -204676.416387 nChanged 18 SP:Iteration 35Q (2779.020626 sec): 3 clusters Score: Raw -206192.297179 + Penalty 1488.158076 = -204704.139103 nChanged 22 SP:Iteration 36Q (2779.029451 sec): 3 clusters Score: Raw -206213.795403 + Penalty 1488.158076 = -204725.637327 nChanged 15 SP:Iteration 37Q (2779.038301 sec): 3 clusters Score: Raw -206224.421469 + Penalty 1488.158076 = -204736.263393 nChanged 7 SP:Iteration 38Q (2779.047059 sec): 3 clusters Score: Raw -206228.589432 + Penalty 1488.158076 = -204740.431356 nChanged 5 SP:Iteration 39Q (2779.055884 sec): 3 clusters Score: Raw -206230.677084 + Penalty 1488.158076 = -204742.519008 nChanged 2 SP:Iteration 40F (2779.065145 sec): 3 clusters Score: Raw -206231.392351 + Penalty 1488.158076 = -204743.234275 nChanged 2 SP:Iteration 41Q (2779.073813 sec): 3 clusters Score: Raw -206233.443915 + Penalty 1488.158076 = -204745.285839 nChanged 1 SP:Iteration 42Q (2779.082592 sec): 3 clusters Score: Raw -206234.054683 + Penalty 1488.158076 = -204745.896607 nChanged 0 SP:Iteration 43F (2779.091766 sec): 3 clusters Score: Raw -206234.054683 + Penalty 1488.158076 = -204745.896607 nChanged 0 Trying to split cluster 19 (21296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2779.126541 sec): 2 clusters Score: Raw -1648590.890891 + Penalty 946.796081 = -1647644.094810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2779.166623 sec): 3 clusters Score: Raw -1635293.161374 + Penalty 1893.592163 = -1633399.569212 nChanged 9914 SP:Iteration 1F (2779.204650 sec): 3 clusters Score: Raw -1640916.884179 + Penalty 1893.592163 = -1639023.292016 nChanged 950 SP:Iteration 2Q (2779.243176 sec): 3 clusters Score: Raw -1641207.661997 + Penalty 1893.592163 = -1639314.069834 nChanged 937 SP:Iteration 3Q (2779.281923 sec): 3 clusters Score: Raw -1641564.911173 + Penalty 1893.592163 = -1639671.319011 nChanged 1104 SP:Iteration 4F (2779.320110 sec): 3 clusters Score: Raw -1642075.377538 + Penalty 1893.592163 = -1640181.785375 nChanged 1225 SP:Iteration 5F (2779.358406 sec): 3 clusters Score: Raw -1642754.822471 + Penalty 1893.592163 = -1640861.230308 nChanged 1337 SP:Iteration 6F (2779.396710 sec): 3 clusters Score: Raw -1643672.504328 + Penalty 1893.592163 = -1641778.912165 nChanged 1392 SP:Iteration 7F (2779.434285 sec): 3 clusters Score: Raw -1644766.567300 + Penalty 1893.592163 = -1642872.975137 nChanged 1247 SP:Iteration 8F (2779.471936 sec): 3 clusters Score: Raw -1645805.696204 + Penalty 1893.592163 = -1643912.104041 nChanged 987 SP:Iteration 9Q (2779.509330 sec): 3 clusters Score: Raw -1646694.822141 + Penalty 1893.592163 = -1644801.229979 nChanged 714 SP:Iteration 10Q (2779.545891 sec): 3 clusters Score: Raw -1647318.313734 + Penalty 1893.592163 = -1645424.721571 nChanged 499 SP:Iteration 11Q (2779.581483 sec): 3 clusters Score: Raw -1647757.428198 + Penalty 1893.592163 = -1645863.836036 nChanged 404 SP:Iteration 12Q (2779.616888 sec): 3 clusters Score: Raw -1648089.131561 + Penalty 1893.592163 = -1646195.539398 nChanged 339 SP:Iteration 13Q (2779.651642 sec): 3 clusters Score: Raw -1648352.319442 + Penalty 1893.592163 = -1646458.727279 nChanged 277 SP:Iteration 14Q (2779.687186 sec): 3 clusters Score: Raw -1648511.524629 + Penalty 1893.592163 = -1646617.932466 nChanged 206 SP:Iteration 15Q (2779.722341 sec): 3 clusters Score: Raw -1648599.551936 + Penalty 1893.592163 = -1646705.959773 nChanged 160 SP:Iteration 16Q (2779.757080 sec): 3 clusters Score: Raw -1648649.842535 + Penalty 1893.592163 = -1646756.250372 nChanged 135 SP:Iteration 17Q (2779.791663 sec): 3 clusters Score: Raw -1648683.456741 + Penalty 1893.592163 = -1646789.864579 nChanged 89 SP:Iteration 18Q (2779.825881 sec): 3 clusters Score: Raw -1648699.574387 + Penalty 1893.592163 = -1646805.982225 nChanged 67 SP:Iteration 19Q (2779.860182 sec): 3 clusters Score: Raw -1648713.862726 + Penalty 1893.592163 = -1646820.270564 nChanged 61 SP:Iteration 20F (2779.897873 sec): 3 clusters Score: Raw -1648723.133751 + Penalty 1893.592163 = -1646829.541589 nChanged 39 SP:Iteration 21Q (2779.932636 sec): 3 clusters Score: Raw -1648728.601280 + Penalty 1893.592163 = -1646835.009118 nChanged 37 SP:Iteration 22Q (2779.967257 sec): 3 clusters Score: Raw -1648732.797031 + Penalty 1893.592163 = -1646839.204868 nChanged 28 SP:Iteration 23Q (2780.002014 sec): 3 clusters Score: Raw -1648736.320688 + Penalty 1893.592163 = -1646842.728525 nChanged 24 SP:Iteration 24Q (2780.036704 sec): 3 clusters Score: Raw -1648739.593889 + Penalty 1893.592163 = -1646846.001726 nChanged 21 SP:Iteration 25Q (2780.071752 sec): 3 clusters Score: Raw -1648742.300168 + Penalty 1893.592163 = -1646848.708005 nChanged 24 SP:Iteration 26Q (2780.105982 sec): 3 clusters Score: Raw -1648744.933267 + Penalty 1893.592163 = -1646851.341104 nChanged 19 SP:Iteration 27Q (2780.140434 sec): 3 clusters Score: Raw -1648747.834117 + Penalty 1893.592163 = -1646854.241955 nChanged 28 SP:Iteration 28Q (2780.175044 sec): 3 clusters Score: Raw -1648751.873506 + Penalty 1893.592163 = -1646858.281343 nChanged 26 SP:Iteration 29Q (2780.209721 sec): 3 clusters Score: Raw -1648754.901048 + Penalty 1893.592163 = -1646861.308885 nChanged 26 SP:Iteration 30Q (2780.244052 sec): 3 clusters Score: Raw -1648757.987200 + Penalty 1893.592163 = -1646864.395038 nChanged 21 SP:Iteration 31Q (2780.278755 sec): 3 clusters Score: Raw -1648759.809916 + Penalty 1893.592163 = -1646866.217753 nChanged 11 SP:Iteration 32Q (2780.313631 sec): 3 clusters Score: Raw -1648760.425026 + Penalty 1893.592163 = -1646866.832863 nChanged 8 SP:Iteration 33Q (2780.347584 sec): 3 clusters Score: Raw -1648761.035792 + Penalty 1893.592163 = -1646867.443629 nChanged 6 SP:Iteration 34Q (2780.381727 sec): 3 clusters Score: Raw -1648761.490277 + Penalty 1893.592163 = -1646867.898114 nChanged 5 SP:Iteration 35Q (2780.416096 sec): 3 clusters Score: Raw -1648761.778230 + Penalty 1893.592163 = -1646868.186068 nChanged 5 SP:Iteration 36Q (2780.451020 sec): 3 clusters Score: Raw -1648762.046858 + Penalty 1893.592163 = -1646868.454695 nChanged 4 SP:Iteration 37Q (2780.485588 sec): 3 clusters Score: Raw -1648762.420828 + Penalty 1893.592163 = -1646868.828665 nChanged 8 SP:Iteration 38Q (2780.519912 sec): 3 clusters Score: Raw -1648762.966565 + Penalty 1893.592163 = -1646869.374403 nChanged 4 SP:Iteration 39Q (2780.563275 sec): 3 clusters Score: Raw -1648763.155637 + Penalty 1893.592163 = -1646869.563474 nChanged 1 SP:Iteration 40F (2780.600564 sec): 3 clusters Score: Raw -1648763.193338 + Penalty 1893.592163 = -1646869.601175 nChanged 1 SP:Iteration 41Q (2780.634712 sec): 3 clusters Score: Raw -1648763.204878 + Penalty 1893.592163 = -1646869.612715 nChanged 0 SP:Iteration 42F (2780.672471 sec): 3 clusters Score: Raw -1648763.204878 + Penalty 1893.592163 = -1646869.612715 nChanged 0 Trying to split cluster 20 (6447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2780.690667 sec): 2 clusters Score: Raw -548466.134271 + Penalty 833.280168 = -547632.854103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2780.712319 sec): 3 clusters Score: Raw -544771.883404 + Penalty 1666.560335 = -543105.323069 nChanged 2846 SP:Iteration 1F (2780.732939 sec): 3 clusters Score: Raw -546470.429835 + Penalty 1666.560335 = -544803.869500 nChanged 473 SP:Iteration 2F (2780.753749 sec): 3 clusters Score: Raw -546761.074752 + Penalty 1666.560335 = -545094.514417 nChanged 433 SP:Iteration 3F (2780.774531 sec): 3 clusters Score: Raw -547066.031786 + Penalty 1666.560335 = -545399.471451 nChanged 425 SP:Iteration 4F (2780.795378 sec): 3 clusters Score: Raw -547378.394465 + Penalty 1666.560335 = -545711.834130 nChanged 396 SP:Iteration 5F (2780.851386 sec): 3 clusters Score: Raw -547711.536136 + Penalty 1666.560335 = -546044.975801 nChanged 349 SP:Iteration 6F (2780.906058 sec): 3 clusters Score: Raw -548029.364184 + Penalty 1666.560335 = -546362.803849 nChanged 280 SP:Iteration 7Q (2780.959719 sec): 3 clusters Score: Raw -548272.632973 + Penalty 1666.560335 = -546606.072637 nChanged 204 SP:Iteration 8Q (2780.989291 sec): 3 clusters Score: Raw -548427.859770 + Penalty 1666.560335 = -546761.299435 nChanged 147 SP:Iteration 9Q (2781.009768 sec): 3 clusters Score: Raw -548545.754363 + Penalty 1666.560335 = -546879.194027 nChanged 91 SP:Iteration 10Q (2781.029818 sec): 3 clusters Score: Raw -548622.733935 + Penalty 1666.560335 = -546956.173599 nChanged 66 SP:Iteration 11Q (2781.049760 sec): 3 clusters Score: Raw -548681.669712 + Penalty 1666.560335 = -547015.109377 nChanged 52 SP:Iteration 12Q (2781.069428 sec): 3 clusters Score: Raw -548724.927620 + Penalty 1666.560335 = -547058.367285 nChanged 34 SP:Iteration 13Q (2781.088767 sec): 3 clusters Score: Raw -548750.060745 + Penalty 1666.560335 = -547083.500410 nChanged 28 SP:Iteration 14Q (2781.108144 sec): 3 clusters Score: Raw -548763.737191 + Penalty 1666.560335 = -547097.176856 nChanged 13 SP:Iteration 15Q (2781.127205 sec): 3 clusters Score: Raw -548768.341395 + Penalty 1666.560335 = -547101.781060 nChanged 6 SP:Iteration 16Q (2781.146558 sec): 3 clusters Score: Raw -548773.163015 + Penalty 1666.560335 = -547106.602680 nChanged 10 SP:Iteration 17Q (2781.166003 sec): 3 clusters Score: Raw -548779.646547 + Penalty 1666.560335 = -547113.086212 nChanged 8 SP:Iteration 18Q (2781.185132 sec): 3 clusters Score: Raw -548786.287509 + Penalty 1666.560335 = -547119.727174 nChanged 11 SP:Iteration 19Q (2781.204336 sec): 3 clusters Score: Raw -548794.412567 + Penalty 1666.560335 = -547127.852231 nChanged 13 SP:Iteration 20F (2781.225080 sec): 3 clusters Score: Raw -548801.820095 + Penalty 1666.560335 = -547135.259760 nChanged 9 SP:Iteration 21Q (2781.244194 sec): 3 clusters Score: Raw -548805.695259 + Penalty 1666.560335 = -547139.134923 nChanged 5 SP:Iteration 22Q (2781.263378 sec): 3 clusters Score: Raw -548807.623795 + Penalty 1666.560335 = -547141.063460 nChanged 4 SP:Iteration 23Q (2781.283000 sec): 3 clusters Score: Raw -548808.808329 + Penalty 1666.560335 = -547142.247994 nChanged 2 SP:Iteration 24Q (2781.302138 sec): 3 clusters Score: Raw -548809.743942 + Penalty 1666.560335 = -547143.183607 nChanged 2 SP:Iteration 25Q (2781.321386 sec): 3 clusters Score: Raw -548810.182305 + Penalty 1666.560335 = -547143.621969 nChanged 1 SP:Iteration 26Q (2781.340494 sec): 3 clusters Score: Raw -548810.485046 + Penalty 1666.560335 = -547143.924711 nChanged 0 SP:Iteration 27F (2781.361430 sec): 3 clusters Score: Raw -548810.485046 + Penalty 1666.560335 = -547143.924711 nChanged 0 Trying to split cluster 21 (12660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.387659 sec): 2 clusters Score: Raw -1121637.314474 + Penalty 897.389256 = -1120739.925218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.417403 sec): 3 clusters Score: Raw -1113934.796905 + Penalty 1794.778512 = -1112140.018393 nChanged 5746 SP:Iteration 1F (2781.445616 sec): 3 clusters Score: Raw -1117084.724999 + Penalty 1794.778512 = -1115289.946487 nChanged 668 SP:Iteration 2F (2781.473940 sec): 3 clusters Score: Raw -1117364.005364 + Penalty 1794.778512 = -1115569.226852 nChanged 635 SP:Iteration 3F (2781.502365 sec): 3 clusters Score: Raw -1117612.478451 + Penalty 1794.778512 = -1115817.699939 nChanged 571 SP:Iteration 4Q (2781.531177 sec): 3 clusters Score: Raw -1117837.029187 + Penalty 1794.778512 = -1116042.250675 nChanged 531 SP:Iteration 5Q (2781.559922 sec): 3 clusters Score: Raw -1118067.448445 + Penalty 1794.778512 = -1116272.669932 nChanged 539 SP:Iteration 6Q (2781.588718 sec): 3 clusters Score: Raw -1118334.919290 + Penalty 1794.778512 = -1116540.140778 nChanged 577 SP:Iteration 7Q (2781.617331 sec): 3 clusters Score: Raw -1118657.259720 + Penalty 1794.778512 = -1116862.481208 nChanged 633 SP:Iteration 8Q (2781.645492 sec): 3 clusters Score: Raw -1119049.724023 + Penalty 1794.778512 = -1117254.945511 nChanged 614 SP:Iteration 9Q (2781.673791 sec): 3 clusters Score: Raw -1119473.651814 + Penalty 1794.778512 = -1117678.873302 nChanged 620 SP:Iteration 10Q (2781.701969 sec): 3 clusters Score: Raw -1119836.992014 + Penalty 1794.778512 = -1118042.213502 nChanged 498 SP:Iteration 11Q (2781.730128 sec): 3 clusters Score: Raw -1120083.706222 + Penalty 1794.778512 = -1118288.927710 nChanged 377 SP:Iteration 12Q (2781.758046 sec): 3 clusters Score: Raw -1120232.804595 + Penalty 1794.778512 = -1118438.026083 nChanged 250 SP:Iteration 13Q (2781.786147 sec): 3 clusters Score: Raw -1120308.568731 + Penalty 1794.778512 = -1118513.790219 nChanged 181 SP:Iteration 14Q (2781.814082 sec): 3 clusters Score: Raw -1120353.605040 + Penalty 1794.778512 = -1118558.826528 nChanged 144 SP:Iteration 15Q (2781.842062 sec): 3 clusters Score: Raw -1120390.287871 + Penalty 1794.778512 = -1118595.509358 nChanged 133 SP:Iteration 16Q (2781.869676 sec): 3 clusters Score: Raw -1120418.904149 + Penalty 1794.778512 = -1118624.125637 nChanged 114 SP:Iteration 17Q (2781.897406 sec): 3 clusters Score: Raw -1120442.836810 + Penalty 1794.778512 = -1118648.058298 nChanged 109 SP:Iteration 18Q (2781.925018 sec): 3 clusters Score: Raw -1120464.367118 + Penalty 1794.778512 = -1118669.588606 nChanged 107 SP:Iteration 19Q (2781.952837 sec): 3 clusters Score: Raw -1120482.824368 + Penalty 1794.778512 = -1118688.045856 nChanged 89 SP:Iteration 20F (2781.981349 sec): 3 clusters Score: Raw -1120499.260009 + Penalty 1794.778512 = -1118704.481496 nChanged 87 SP:Iteration 21Q (2782.008701 sec): 3 clusters Score: Raw -1120516.335533 + Penalty 1794.778512 = -1118721.557021 nChanged 105 SP:Iteration 22Q (2782.036332 sec): 3 clusters Score: Raw -1120537.108669 + Penalty 1794.778512 = -1118742.330157 nChanged 86 SP:Iteration 23Q (2782.063684 sec): 3 clusters Score: Raw -1120551.377749 + Penalty 1794.778512 = -1118756.599237 nChanged 87 SP:Iteration 24Q (2782.091313 sec): 3 clusters Score: Raw -1120568.587883 + Penalty 1794.778512 = -1118773.809371 nChanged 90 SP:Iteration 25Q (2782.118455 sec): 3 clusters Score: Raw -1120584.456551 + Penalty 1794.778512 = -1118789.678039 nChanged 88 SP:Iteration 26Q (2782.146240 sec): 3 clusters Score: Raw -1120599.240496 + Penalty 1794.778512 = -1118804.461984 nChanged 86 SP:Iteration 27Q (2782.173825 sec): 3 clusters Score: Raw -1120613.558886 + Penalty 1794.778512 = -1118818.780374 nChanged 75 SP:Iteration 28Q (2782.201612 sec): 3 clusters Score: Raw -1120624.754775 + Penalty 1794.778512 = -1118829.976263 nChanged 53 SP:Iteration 29Q (2782.229521 sec): 3 clusters Score: Raw -1120632.256925 + Penalty 1794.778512 = -1118837.478413 nChanged 40 SP:Iteration 30Q (2782.256617 sec): 3 clusters Score: Raw -1120635.744051 + Penalty 1794.778512 = -1118840.965539 nChanged 38 SP:Iteration 31Q (2782.283935 sec): 3 clusters Score: Raw -1120639.258165 + Penalty 1794.778512 = -1118844.479653 nChanged 31 SP:Iteration 32Q (2782.311945 sec): 3 clusters Score: Raw -1120642.689585 + Penalty 1794.778512 = -1118847.911072 nChanged 35 SP:Iteration 33Q (2782.339096 sec): 3 clusters Score: Raw -1120646.828519 + Penalty 1794.778512 = -1118852.050007 nChanged 43 SP:Iteration 34Q (2782.366746 sec): 3 clusters Score: Raw -1120651.600083 + Penalty 1794.778512 = -1118856.821571 nChanged 41 SP:Iteration 35Q (2782.394353 sec): 3 clusters Score: Raw -1120655.820421 + Penalty 1794.778512 = -1118861.041908 nChanged 36 SP:Iteration 36Q (2782.421659 sec): 3 clusters Score: Raw -1120659.505782 + Penalty 1794.778512 = -1118864.727270 nChanged 39 SP:Iteration 37Q (2782.448855 sec): 3 clusters Score: Raw -1120664.054922 + Penalty 1794.778512 = -1118869.276410 nChanged 39 SP:Iteration 38Q (2782.476359 sec): 3 clusters Score: Raw -1120669.020437 + Penalty 1794.778512 = -1118874.241925 nChanged 48 SP:Iteration 39Q (2782.503685 sec): 3 clusters Score: Raw -1120675.791028 + Penalty 1794.778512 = -1118881.012515 nChanged 56 SP:Iteration 40F (2782.562761 sec): 3 clusters Score: Raw -1120684.790247 + Penalty 1794.778512 = -1118890.011735 nChanged 61 SP:Iteration 41Q (2782.626326 sec): 3 clusters Score: Raw -1120695.008672 + Penalty 1794.778512 = -1118900.230160 nChanged 65 SP:Iteration 42Q (2782.690198 sec): 3 clusters Score: Raw -1120705.152088 + Penalty 1794.778512 = -1118910.373576 nChanged 67 SP:Iteration 43Q (2782.749691 sec): 3 clusters Score: Raw -1120714.353957 + Penalty 1794.778512 = -1118919.575445 nChanged 58 SP:Iteration 44Q (2782.804492 sec): 3 clusters Score: Raw -1120722.016201 + Penalty 1794.778512 = -1118927.237688 nChanged 60 SP:Iteration 45Q (2782.831160 sec): 3 clusters Score: Raw -1120730.780461 + Penalty 1794.778512 = -1118936.001949 nChanged 65 SP:Iteration 46Q (2782.858452 sec): 3 clusters Score: Raw -1120740.684283 + Penalty 1794.778512 = -1118945.905771 nChanged 65 SP:Iteration 47Q (2782.885478 sec): 3 clusters Score: Raw -1120752.023192 + Penalty 1794.778512 = -1118957.244680 nChanged 76 SP:Iteration 48Q (2782.912650 sec): 3 clusters Score: Raw -1120765.315288 + Penalty 1794.778512 = -1118970.536776 nChanged 68 SP:Iteration 49Q (2782.939797 sec): 3 clusters Score: Raw -1120774.869739 + Penalty 1794.778512 = -1118980.091227 nChanged 51 SP:Iteration 50Q (2782.966953 sec): 3 clusters Score: Raw -1120781.041144 + Penalty 1794.778512 = -1118986.262631 nChanged 48 SP:Iteration 51Q (2782.993823 sec): 3 clusters Score: Raw -1120785.977500 + Penalty 1794.778512 = -1118991.198988 nChanged 39 SP:Iteration 52Q (2783.021052 sec): 3 clusters Score: Raw -1120789.548630 + Penalty 1794.778512 = -1118994.770118 nChanged 36 SP:Iteration 53Q (2783.048473 sec): 3 clusters Score: Raw -1120793.785561 + Penalty 1794.778512 = -1118999.007049 nChanged 34 SP:Iteration 54Q (2783.075994 sec): 3 clusters Score: Raw -1120797.769598 + Penalty 1794.778512 = -1119002.991086 nChanged 42 SP:Iteration 55Q (2783.103337 sec): 3 clusters Score: Raw -1120803.082210 + Penalty 1794.778512 = -1119008.303698 nChanged 43 SP:Iteration 56Q (2783.130712 sec): 3 clusters Score: Raw -1120809.063921 + Penalty 1794.778512 = -1119014.285408 nChanged 43 SP:Iteration 57Q (2783.158082 sec): 3 clusters Score: Raw -1120814.874514 + Penalty 1794.778512 = -1119020.096002 nChanged 40 SP:Iteration 58Q (2783.185337 sec): 3 clusters Score: Raw -1120820.019429 + Penalty 1794.778512 = -1119025.240916 nChanged 46 SP:Iteration 59Q (2783.212256 sec): 3 clusters Score: Raw -1120827.051746 + Penalty 1794.778512 = -1119032.273234 nChanged 62 SP:Iteration 60F (2783.240270 sec): 3 clusters Score: Raw -1120837.871244 + Penalty 1794.778512 = -1119043.092732 nChanged 73 SP:Iteration 61Q (2783.267212 sec): 3 clusters Score: Raw -1120850.471559 + Penalty 1794.778512 = -1119055.693047 nChanged 77 SP:Iteration 62Q (2783.294294 sec): 3 clusters Score: Raw -1120864.260052 + Penalty 1794.778512 = -1119069.481540 nChanged 75 SP:Iteration 63Q (2783.321234 sec): 3 clusters Score: Raw -1120877.838285 + Penalty 1794.778512 = -1119083.059773 nChanged 75 SP:Iteration 64Q (2783.348476 sec): 3 clusters Score: Raw -1120890.680010 + Penalty 1794.778512 = -1119095.901498 nChanged 70 SP:Iteration 65Q (2783.375612 sec): 3 clusters Score: Raw -1120903.356339 + Penalty 1794.778512 = -1119108.577827 nChanged 77 SP:Iteration 66Q (2783.402387 sec): 3 clusters Score: Raw -1120918.686637 + Penalty 1794.778512 = -1119123.908125 nChanged 78 SP:Iteration 67Q (2783.429397 sec): 3 clusters Score: Raw -1120933.786798 + Penalty 1794.778512 = -1119139.008285 nChanged 84 SP:Iteration 68Q (2783.456218 sec): 3 clusters Score: Raw -1120947.804513 + Penalty 1794.778512 = -1119153.026001 nChanged 72 SP:Iteration 69Q (2783.483225 sec): 3 clusters Score: Raw -1120959.713311 + Penalty 1794.778512 = -1119164.934799 nChanged 80 SP:Iteration 70Q (2783.510290 sec): 3 clusters Score: Raw -1120973.650022 + Penalty 1794.778512 = -1119178.871509 nChanged 71 SP:Iteration 71Q (2783.537051 sec): 3 clusters Score: Raw -1120984.164384 + Penalty 1794.778512 = -1119189.385872 nChanged 62 SP:Iteration 72Q (2783.563732 sec): 3 clusters Score: Raw -1120993.992059 + Penalty 1794.778512 = -1119199.213546 nChanged 56 SP:Iteration 73Q (2783.590183 sec): 3 clusters Score: Raw -1121001.813922 + Penalty 1794.778512 = -1119207.035410 nChanged 56 SP:Iteration 74Q (2783.616762 sec): 3 clusters Score: Raw -1121009.570475 + Penalty 1794.778512 = -1119214.791963 nChanged 47 SP:Iteration 75Q (2783.643575 sec): 3 clusters Score: Raw -1121016.203599 + Penalty 1794.778512 = -1119221.425087 nChanged 52 SP:Iteration 76Q (2783.670577 sec): 3 clusters Score: Raw -1121023.939849 + Penalty 1794.778512 = -1119229.161337 nChanged 56 SP:Iteration 77Q (2783.696998 sec): 3 clusters Score: Raw -1121033.881454 + Penalty 1794.778512 = -1119239.102942 nChanged 62 SP:Iteration 78Q (2783.723455 sec): 3 clusters Score: Raw -1121045.285042 + Penalty 1794.778512 = -1119250.506530 nChanged 77 SP:Iteration 79Q (2783.749832 sec): 3 clusters Score: Raw -1121059.481957 + Penalty 1794.778512 = -1119264.703444 nChanged 76 SP:Iteration 80F (2783.778430 sec): 3 clusters Score: Raw -1121074.042057 + Penalty 1794.778512 = -1119279.263545 nChanged 73 SP:Iteration 81Q (2783.835298 sec): 3 clusters Score: Raw -1121087.234326 + Penalty 1794.778512 = -1119292.455814 nChanged 63 SP:Iteration 82Q (2783.896372 sec): 3 clusters Score: Raw -1121100.798504 + Penalty 1794.778512 = -1119306.019991 nChanged 77 SP:Iteration 83Q (2783.950345 sec): 3 clusters Score: Raw -1121118.336190 + Penalty 1794.778512 = -1119323.557677 nChanged 70 SP:Iteration 84Q (2784.010782 sec): 3 clusters Score: Raw -1121131.224408 + Penalty 1794.778512 = -1119336.445896 nChanged 65 SP:Iteration 85Q (2784.036793 sec): 3 clusters Score: Raw -1121142.061889 + Penalty 1794.778512 = -1119347.283377 nChanged 58 SP:Iteration 86Q (2784.063226 sec): 3 clusters Score: Raw -1121152.290872 + Penalty 1794.778512 = -1119357.512360 nChanged 53 SP:Iteration 87Q (2784.089479 sec): 3 clusters Score: Raw -1121163.448996 + Penalty 1794.778512 = -1119368.670484 nChanged 59 SP:Iteration 88Q (2784.115663 sec): 3 clusters Score: Raw -1121176.919910 + Penalty 1794.778512 = -1119382.141397 nChanged 64 SP:Iteration 89Q (2784.141827 sec): 3 clusters Score: Raw -1121190.768241 + Penalty 1794.778512 = -1119395.989729 nChanged 67 SP:Iteration 90Q (2784.168442 sec): 3 clusters Score: Raw -1121206.276494 + Penalty 1794.778512 = -1119411.497982 nChanged 70 SP:Iteration 91Q (2784.194718 sec): 3 clusters Score: Raw -1121223.542485 + Penalty 1794.778512 = -1119428.763972 nChanged 70 SP:Iteration 92Q (2784.220647 sec): 3 clusters Score: Raw -1121243.384029 + Penalty 1794.778512 = -1119448.605517 nChanged 85 SP:Iteration 93Q (2784.246795 sec): 3 clusters Score: Raw -1121268.475916 + Penalty 1794.778512 = -1119473.697404 nChanged 82 SP:Iteration 94Q (2784.273043 sec): 3 clusters Score: Raw -1121291.287774 + Penalty 1794.778512 = -1119496.509262 nChanged 89 SP:Iteration 95Q (2784.298821 sec): 3 clusters Score: Raw -1121319.200073 + Penalty 1794.778512 = -1119524.421561 nChanged 91 SP:Iteration 96Q (2784.324730 sec): 3 clusters Score: Raw -1121346.426186 + Penalty 1794.778512 = -1119551.647673 nChanged 84 SP:Iteration 97Q (2784.350844 sec): 3 clusters Score: Raw -1121371.270406 + Penalty 1794.778512 = -1119576.491894 nChanged 79 SP:Iteration 98Q (2784.377258 sec): 3 clusters Score: Raw -1121394.160617 + Penalty 1794.778512 = -1119599.382105 nChanged 70 SP:Iteration 99Q (2784.402814 sec): 3 clusters Score: Raw -1121413.478639 + Penalty 1794.778512 = -1119618.700127 nChanged 67 SP:Iteration 100F (2784.430987 sec): 3 clusters Score: Raw -1121434.297698 + Penalty 1794.778512 = -1119639.519185 nChanged 62 SP:Iteration 101Q (2784.456405 sec): 3 clusters Score: Raw -1121452.120859 + Penalty 1794.778512 = -1119657.342347 nChanged 54 SP:Iteration 102Q (2784.482264 sec): 3 clusters Score: Raw -1121470.131221 + Penalty 1794.778512 = -1119675.352709 nChanged 50 SP:Iteration 103Q (2784.508079 sec): 3 clusters Score: Raw -1121483.735826 + Penalty 1794.778512 = -1119688.957314 nChanged 47 SP:Iteration 104Q (2784.533440 sec): 3 clusters Score: Raw -1121494.260017 + Penalty 1794.778512 = -1119699.481505 nChanged 41 SP:Iteration 105Q (2784.568512 sec): 3 clusters Score: Raw -1121504.401564 + Penalty 1794.778512 = -1119709.623052 nChanged 43 SP:Iteration 106Q (2784.594365 sec): 3 clusters Score: Raw -1121514.170972 + Penalty 1794.778512 = -1119719.392459 nChanged 39 SP:Iteration 107Q (2784.619513 sec): 3 clusters Score: Raw -1121524.546270 + Penalty 1794.778512 = -1119729.767758 nChanged 25 SP:Iteration 108Q (2784.644996 sec): 3 clusters Score: Raw -1121530.442425 + Penalty 1794.778512 = -1119735.663913 nChanged 29 SP:Iteration 109Q (2784.670378 sec): 3 clusters Score: Raw -1121537.875608 + Penalty 1794.778512 = -1119743.097095 nChanged 31 SP:Iteration 110Q (2784.695829 sec): 3 clusters Score: Raw -1121545.913783 + Penalty 1794.778512 = -1119751.135271 nChanged 24 SP:Iteration 111Q (2784.721457 sec): 3 clusters Score: Raw -1121553.075442 + Penalty 1794.778512 = -1119758.296930 nChanged 33 SP:Iteration 112Q (2784.746849 sec): 3 clusters Score: Raw -1121560.722739 + Penalty 1794.778512 = -1119765.944227 nChanged 28 SP:Iteration 113Q (2784.772414 sec): 3 clusters Score: Raw -1121568.081246 + Penalty 1794.778512 = -1119773.302734 nChanged 32 SP:Iteration 114Q (2784.798032 sec): 3 clusters Score: Raw -1121577.061698 + Penalty 1794.778512 = -1119782.283185 nChanged 34 SP:Iteration 115Q (2784.823312 sec): 3 clusters Score: Raw -1121585.180392 + Penalty 1794.778512 = -1119790.401880 nChanged 33 SP:Iteration 116Q (2784.848642 sec): 3 clusters Score: Raw -1121594.925059 + Penalty 1794.778512 = -1119800.146547 nChanged 31 SP:Iteration 117Q (2784.873590 sec): 3 clusters Score: Raw -1121602.869330 + Penalty 1794.778512 = -1119808.090818 nChanged 27 SP:Iteration 118Q (2784.898452 sec): 3 clusters Score: Raw -1121609.306575 + Penalty 1794.778512 = -1119814.528063 nChanged 28 SP:Iteration 119Q (2784.923414 sec): 3 clusters Score: Raw -1121615.376142 + Penalty 1794.778512 = -1119820.597630 nChanged 17 SP:Iteration 120F (2784.951312 sec): 3 clusters Score: Raw -1121621.482215 + Penalty 1794.778512 = -1119826.703703 nChanged 19 SP:Iteration 121Q (2784.976181 sec): 3 clusters Score: Raw -1121627.538547 + Penalty 1794.778512 = -1119832.760034 nChanged 18 SP:Iteration 122Q (2785.001043 sec): 3 clusters Score: Raw -1121635.190422 + Penalty 1794.778512 = -1119840.411910 nChanged 21 SP:Iteration 123Q (2785.025852 sec): 3 clusters Score: Raw -1121643.001002 + Penalty 1794.778512 = -1119848.222490 nChanged 23 SP:Iteration 124Q (2785.050572 sec): 3 clusters Score: Raw -1121650.617831 + Penalty 1794.778512 = -1119855.839318 nChanged 25 SP:Iteration 125Q (2785.075180 sec): 3 clusters Score: Raw -1121659.284627 + Penalty 1794.778512 = -1119864.506115 nChanged 18 SP:Iteration 126Q (2785.135912 sec): 3 clusters Score: Raw -1121664.424659 + Penalty 1794.778512 = -1119869.646147 nChanged 16 SP:Iteration 127Q (2785.197329 sec): 3 clusters Score: Raw -1121668.500932 + Penalty 1794.778512 = -1119873.722420 nChanged 17 SP:Iteration 128Q (2785.258374 sec): 3 clusters Score: Raw -1121673.324155 + Penalty 1794.778512 = -1119878.545643 nChanged 22 SP:Iteration 129Q (2785.319530 sec): 3 clusters Score: Raw -1121681.109605 + Penalty 1794.778512 = -1119886.331093 nChanged 29 SP:Iteration 130Q (2785.380330 sec): 3 clusters Score: Raw -1121688.376615 + Penalty 1794.778512 = -1119893.598103 nChanged 13 SP:Iteration 131Q (2785.441441 sec): 3 clusters Score: Raw -1121694.943540 + Penalty 1794.778512 = -1119900.165028 nChanged 20 SP:Iteration 132Q (2785.502448 sec): 3 clusters Score: Raw -1121702.690178 + Penalty 1794.778512 = -1119907.911666 nChanged 26 SP:Iteration 133Q (2785.564217 sec): 3 clusters Score: Raw -1121711.657886 + Penalty 1794.778512 = -1119916.879374 nChanged 20 SP:Iteration 134Q (2785.625165 sec): 3 clusters Score: Raw -1121719.481787 + Penalty 1794.778512 = -1119924.703275 nChanged 18 SP:Iteration 135Q (2785.697853 sec): 3 clusters Score: Raw -1121724.640230 + Penalty 1794.778512 = -1119929.861718 nChanged 19 SP:Iteration 136Q (2785.747085 sec): 3 clusters Score: Raw -1121732.451983 + Penalty 1794.778512 = -1119937.673470 nChanged 16 SP:Iteration 137Q (2785.806589 sec): 3 clusters Score: Raw -1121738.151576 + Penalty 1794.778512 = -1119943.373064 nChanged 16 SP:Iteration 138Q (2785.866420 sec): 3 clusters Score: Raw -1121744.104173 + Penalty 1794.778512 = -1119949.325661 nChanged 19 SP:Iteration 139Q (2785.902314 sec): 3 clusters Score: Raw -1121752.261907 + Penalty 1794.778512 = -1119957.483395 nChanged 18 SP:Iteration 140F (2785.930368 sec): 3 clusters Score: Raw -1121758.899488 + Penalty 1794.778512 = -1119964.120976 nChanged 14 SP:Iteration 141Q (2785.954891 sec): 3 clusters Score: Raw -1121763.306776 + Penalty 1794.778512 = -1119968.528264 nChanged 10 SP:Iteration 142Q (2785.979669 sec): 3 clusters Score: Raw -1121768.529781 + Penalty 1794.778512 = -1119973.751269 nChanged 16 SP:Iteration 143Q (2786.004029 sec): 3 clusters Score: Raw -1121776.269457 + Penalty 1794.778512 = -1119981.490945 nChanged 15 SP:Iteration 144Q (2786.028425 sec): 3 clusters Score: Raw -1121782.641222 + Penalty 1794.778512 = -1119987.862710 nChanged 12 SP:Iteration 145Q (2786.052936 sec): 3 clusters Score: Raw -1121789.607141 + Penalty 1794.778512 = -1119994.828629 nChanged 11 SP:Iteration 146Q (2786.077412 sec): 3 clusters Score: Raw -1121793.570672 + Penalty 1794.778512 = -1119998.792160 nChanged 8 SP:Iteration 147Q (2786.102143 sec): 3 clusters Score: Raw -1121797.055004 + Penalty 1794.778512 = -1120002.276492 nChanged 8 SP:Iteration 148Q (2786.126458 sec): 3 clusters Score: Raw -1121799.396606 + Penalty 1794.778512 = -1120004.618094 nChanged 10 SP:Iteration 149Q (2786.151623 sec): 3 clusters Score: Raw -1121803.845727 + Penalty 1794.778512 = -1120009.067215 nChanged 13 SP:Iteration 150Q (2786.175970 sec): 3 clusters Score: Raw -1121808.477819 + Penalty 1794.778512 = -1120013.699307 nChanged 5 SP:Iteration 151Q (2786.200224 sec): 3 clusters Score: Raw -1121809.680222 + Penalty 1794.778512 = -1120014.901710 nChanged 4 SP:Iteration 152Q (2786.224508 sec): 3 clusters Score: Raw -1121810.795575 + Penalty 1794.778512 = -1120016.017063 nChanged 0 SP:Iteration 153F (2786.252302 sec): 3 clusters Score: Raw -1121810.795575 + Penalty 1794.778512 = -1120016.017063 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2786.268560 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.282023 sec): 3 clusters Score: Raw -286627.729901 + Penalty 1545.493112 = -285082.236789 nChanged 1366 SP:Iteration 1F (2786.294311 sec): 3 clusters Score: Raw -287401.654528 + Penalty 1545.493112 = -285856.161416 nChanged 265 SP:Iteration 2F (2786.306597 sec): 3 clusters Score: Raw -287596.546354 + Penalty 1545.493112 = -286051.053242 nChanged 235 SP:Iteration 3F (2786.318920 sec): 3 clusters Score: Raw -287754.173491 + Penalty 1545.493112 = -286208.680380 nChanged 195 SP:Iteration 4F (2786.331206 sec): 3 clusters Score: Raw -287899.180101 + Penalty 1545.493112 = -286353.686989 nChanged 178 SP:Iteration 5F (2786.343516 sec): 3 clusters Score: Raw -288010.663822 + Penalty 1545.493112 = -286465.170710 nChanged 163 SP:Iteration 6Q (2786.356068 sec): 3 clusters Score: Raw -288106.813152 + Penalty 1545.493112 = -286561.320040 nChanged 149 SP:Iteration 7Q (2786.368493 sec): 3 clusters Score: Raw -288205.673601 + Penalty 1545.493112 = -286660.180490 nChanged 168 SP:Iteration 8Q (2786.380916 sec): 3 clusters Score: Raw -288317.035313 + Penalty 1545.493112 = -286771.542201 nChanged 155 SP:Iteration 9Q (2786.393309 sec): 3 clusters Score: Raw -288427.471392 + Penalty 1545.493112 = -286881.978281 nChanged 151 SP:Iteration 10Q (2786.405682 sec): 3 clusters Score: Raw -288544.968267 + Penalty 1545.493112 = -286999.475155 nChanged 138 SP:Iteration 11Q (2786.418194 sec): 3 clusters Score: Raw -288647.003804 + Penalty 1545.493112 = -287101.510693 nChanged 102 SP:Iteration 12Q (2786.430459 sec): 3 clusters Score: Raw -288717.601915 + Penalty 1545.493112 = -287172.108803 nChanged 93 SP:Iteration 13Q (2786.442844 sec): 3 clusters Score: Raw -288786.732529 + Penalty 1545.493112 = -287241.239418 nChanged 81 SP:Iteration 14Q (2786.454950 sec): 3 clusters Score: Raw -288846.521580 + Penalty 1545.493112 = -287301.028469 nChanged 57 SP:Iteration 15Q (2786.467108 sec): 3 clusters Score: Raw -288877.019254 + Penalty 1545.493112 = -287331.526143 nChanged 38 SP:Iteration 16Q (2786.479342 sec): 3 clusters Score: Raw -288897.427624 + Penalty 1545.493112 = -287351.934512 nChanged 29 SP:Iteration 17Q (2786.491444 sec): 3 clusters Score: Raw -288915.440694 + Penalty 1545.493112 = -287369.947582 nChanged 34 SP:Iteration 18Q (2786.503582 sec): 3 clusters Score: Raw -288934.970264 + Penalty 1545.493112 = -287389.477153 nChanged 34 SP:Iteration 19Q (2786.515647 sec): 3 clusters Score: Raw -288951.362574 + Penalty 1545.493112 = -287405.869462 nChanged 21 SP:Iteration 20F (2786.527998 sec): 3 clusters Score: Raw -288963.479883 + Penalty 1545.493112 = -287417.986772 nChanged 15 SP:Iteration 21Q (2786.540003 sec): 3 clusters Score: Raw -288973.936859 + Penalty 1545.493112 = -287428.443747 nChanged 18 SP:Iteration 22Q (2786.551800 sec): 3 clusters Score: Raw -288983.209846 + Penalty 1545.493112 = -287437.716734 nChanged 14 SP:Iteration 23Q (2786.563553 sec): 3 clusters Score: Raw -288990.406770 + Penalty 1545.493112 = -287444.913659 nChanged 13 SP:Iteration 24Q (2786.575358 sec): 3 clusters Score: Raw -288995.377969 + Penalty 1545.493112 = -287449.884857 nChanged 14 SP:Iteration 25Q (2786.587196 sec): 3 clusters Score: Raw -289000.083927 + Penalty 1545.493112 = -287454.590815 nChanged 8 SP:Iteration 26Q (2786.598914 sec): 3 clusters Score: Raw -289003.414362 + Penalty 1545.493112 = -287457.921250 nChanged 10 SP:Iteration 27Q (2786.610576 sec): 3 clusters Score: Raw -289007.666605 + Penalty 1545.493112 = -287462.173493 nChanged 10 SP:Iteration 28Q (2786.622257 sec): 3 clusters Score: Raw -289010.519930 + Penalty 1545.493112 = -287465.026818 nChanged 3 SP:Iteration 29Q (2786.633972 sec): 3 clusters Score: Raw -289011.351261 + Penalty 1545.493112 = -287465.858150 nChanged 3 SP:Iteration 30Q (2786.645306 sec): 3 clusters Score: Raw -289012.102540 + Penalty 1545.493112 = -287466.609429 nChanged 2 SP:Iteration 31Q (2786.656960 sec): 3 clusters Score: Raw -289012.812621 + Penalty 1545.493112 = -287467.319509 nChanged 1 SP:Iteration 32Q (2786.668799 sec): 3 clusters Score: Raw -289012.877542 + Penalty 1545.493112 = -287467.384430 nChanged 1 SP:Iteration 33Q (2786.680570 sec): 3 clusters Score: Raw -289013.267251 + Penalty 1545.493112 = -287467.774139 nChanged 3 SP:Iteration 34Q (2786.692259 sec): 3 clusters Score: Raw -289013.949435 + Penalty 1545.493112 = -287468.456323 nChanged 3 SP:Iteration 35Q (2786.704054 sec): 3 clusters Score: Raw -289014.587757 + Penalty 1545.493112 = -287469.094645 nChanged 3 SP:Iteration 36Q (2786.715701 sec): 3 clusters Score: Raw -289015.132655 + Penalty 1545.493112 = -287469.639543 nChanged 1 SP:Iteration 37Q (2786.727474 sec): 3 clusters Score: Raw -289015.267441 + Penalty 1545.493112 = -287469.774329 nChanged 0 SP:Iteration 38F (2786.739660 sec): 3 clusters Score: Raw -289015.267441 + Penalty 1545.493112 = -287469.774329 nChanged 0 Trying to split cluster 23 (1640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2786.754789 sec): 2 clusters Score: Raw -124296.950210 + Penalty 703.232894 = -123593.717315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.761513 sec): 3 clusters Score: Raw -123573.684567 + Penalty 1406.465789 = -122167.218779 nChanged 596 SP:Iteration 1F (2786.767673 sec): 3 clusters Score: Raw -123965.632076 + Penalty 1406.465789 = -122559.166287 nChanged 127 SP:Iteration 2F (2786.773795 sec): 3 clusters Score: Raw -124042.296902 + Penalty 1406.465789 = -122635.831113 nChanged 99 SP:Iteration 3F (2786.779864 sec): 3 clusters Score: Raw -124119.025604 + Penalty 1406.465789 = -122712.559815 nChanged 63 SP:Iteration 4Q (2786.786100 sec): 3 clusters Score: Raw -124188.538206 + Penalty 1406.465789 = -122782.072417 nChanged 68 SP:Iteration 5Q (2786.792176 sec): 3 clusters Score: Raw -124246.461542 + Penalty 1406.465789 = -122839.995753 nChanged 55 SP:Iteration 6Q (2786.798339 sec): 3 clusters Score: Raw -124284.677200 + Penalty 1406.465789 = -122878.211411 nChanged 52 SP:Iteration 7Q (2786.804385 sec): 3 clusters Score: Raw -124317.526053 + Penalty 1406.465789 = -122911.060264 nChanged 40 SP:Iteration 8Q (2786.810472 sec): 3 clusters Score: Raw -124351.387587 + Penalty 1406.465789 = -122944.921798 nChanged 49 SP:Iteration 9Q (2786.816669 sec): 3 clusters Score: Raw -124388.601043 + Penalty 1406.465789 = -122982.135254 nChanged 38 SP:Iteration 10Q (2786.822863 sec): 3 clusters Score: Raw -124409.060853 + Penalty 1406.465789 = -123002.595064 nChanged 25 SP:Iteration 11Q (2786.828912 sec): 3 clusters Score: Raw -124423.448474 + Penalty 1406.465789 = -123016.982685 nChanged 25 SP:Iteration 12Q (2786.834980 sec): 3 clusters Score: Raw -124437.512763 + Penalty 1406.465789 = -123031.046974 nChanged 21 SP:Iteration 13Q (2786.840969 sec): 3 clusters Score: Raw -124448.540640 + Penalty 1406.465789 = -123042.074852 nChanged 19 SP:Iteration 14Q (2786.847038 sec): 3 clusters Score: Raw -124455.735110 + Penalty 1406.465789 = -123049.269321 nChanged 15 SP:Iteration 15Q (2786.853017 sec): 3 clusters Score: Raw -124462.447745 + Penalty 1406.465789 = -123055.981956 nChanged 11 SP:Iteration 16Q (2786.859035 sec): 3 clusters Score: Raw -124467.217329 + Penalty 1406.465789 = -123060.751540 nChanged 6 SP:Iteration 17Q (2786.865126 sec): 3 clusters Score: Raw -124472.375240 + Penalty 1406.465789 = -123065.909451 nChanged 8 SP:Iteration 18Q (2786.871172 sec): 3 clusters Score: Raw -124477.524378 + Penalty 1406.465789 = -123071.058589 nChanged 11 SP:Iteration 19Q (2786.877191 sec): 3 clusters Score: Raw -124482.988345 + Penalty 1406.465789 = -123076.522556 nChanged 8 SP:Iteration 20F (2786.883332 sec): 3 clusters Score: Raw -124488.750938 + Penalty 1406.465789 = -123082.285149 nChanged 14 SP:Iteration 21Q (2786.889330 sec): 3 clusters Score: Raw -124500.032131 + Penalty 1406.465789 = -123093.566342 nChanged 19 SP:Iteration 22Q (2786.895313 sec): 3 clusters Score: Raw -124511.360481 + Penalty 1406.465789 = -123104.894692 nChanged 14 SP:Iteration 23Q (2786.901304 sec): 3 clusters Score: Raw -124522.170509 + Penalty 1406.465789 = -123115.704720 nChanged 12 SP:Iteration 24Q (2786.907283 sec): 3 clusters Score: Raw -124530.948623 + Penalty 1406.465789 = -123124.482834 nChanged 7 SP:Iteration 25Q (2786.913362 sec): 3 clusters Score: Raw -124536.127922 + Penalty 1406.465789 = -123129.662133 nChanged 8 SP:Iteration 26Q (2786.919442 sec): 3 clusters Score: Raw -124545.407998 + Penalty 1406.465789 = -123138.942209 nChanged 9 SP:Iteration 27Q (2786.925460 sec): 3 clusters Score: Raw -124553.558621 + Penalty 1406.465789 = -123147.092832 nChanged 10 SP:Iteration 28Q (2786.931497 sec): 3 clusters Score: Raw -124565.079127 + Penalty 1406.465789 = -123158.613338 nChanged 20 SP:Iteration 29Q (2786.937489 sec): 3 clusters Score: Raw -124585.785204 + Penalty 1406.465789 = -123179.319415 nChanged 27 SP:Iteration 30Q (2786.943474 sec): 3 clusters Score: Raw -124610.479992 + Penalty 1406.465789 = -123204.014203 nChanged 20 SP:Iteration 31Q (2786.949480 sec): 3 clusters Score: Raw -124638.218240 + Penalty 1406.465789 = -123231.752451 nChanged 19 SP:Iteration 32Q (2786.955418 sec): 3 clusters Score: Raw -124653.488537 + Penalty 1406.465789 = -123247.022748 nChanged 14 SP:Iteration 33Q (2786.961361 sec): 3 clusters Score: Raw -124661.514860 + Penalty 1406.465789 = -123255.049071 nChanged 9 SP:Iteration 34Q (2786.967277 sec): 3 clusters Score: Raw -124665.587060 + Penalty 1406.465789 = -123259.121271 nChanged 12 SP:Iteration 35Q (2786.973181 sec): 3 clusters Score: Raw -124669.838614 + Penalty 1406.465789 = -123263.372825 nChanged 6 SP:Iteration 36Q (2786.979151 sec): 3 clusters Score: Raw -124672.176989 + Penalty 1406.465789 = -123265.711200 nChanged 4 SP:Iteration 37Q (2786.985079 sec): 3 clusters Score: Raw -124673.898086 + Penalty 1406.465789 = -123267.432298 nChanged 2 SP:Iteration 38Q (2786.991028 sec): 3 clusters Score: Raw -124674.318981 + Penalty 1406.465789 = -123267.853192 nChanged 3 SP:Iteration 39Q (2786.996994 sec): 3 clusters Score: Raw -124675.140795 + Penalty 1406.465789 = -123268.675006 nChanged 1 SP:Iteration 40F (2787.003076 sec): 3 clusters Score: Raw -124675.827929 + Penalty 1406.465789 = -123269.362140 nChanged 0 Trying to split cluster 24 (272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.015011 sec): 2 clusters Score: Raw -16001.806920 + Penalty 532.551196 = -15469.255724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.016737 sec): 3 clusters Score: Raw -16081.886921 + Penalty 1065.102393 = -15016.784528 nChanged 80 SP:Iteration 1F (2787.018264 sec): 3 clusters Score: Raw -16400.550973 + Penalty 1065.102393 = -15335.448581 nChanged 41 SP:Iteration 2F (2787.019785 sec): 3 clusters Score: Raw -16532.407972 + Penalty 1065.102393 = -15467.305580 nChanged 12 SP:Iteration 3Q (2787.021229 sec): 3 clusters Score: Raw -16565.405909 + Penalty 1065.102393 = -15500.303516 nChanged 12 SP:Iteration 4Q (2787.022676 sec): 3 clusters Score: Raw -16638.861579 + Penalty 1065.102393 = -15573.759187 nChanged 8 SP:Iteration 5Q (2787.024118 sec): 3 clusters Score: Raw -16696.174848 + Penalty 1065.102393 = -15631.072456 nChanged 6 SP:Iteration 6Q (2787.025551 sec): 3 clusters Score: Raw -16744.381547 + Penalty 1065.102393 = -15679.279154 nChanged 3 SP:Iteration 7Q (2787.026980 sec): 3 clusters Score: Raw -16777.261916 + Penalty 1065.102393 = -15712.159523 nChanged 2 SP:Iteration 8Q (2787.028419 sec): 3 clusters Score: Raw -16796.742161 + Penalty 1065.102393 = -15731.639768 nChanged 1 SP:Iteration 9Q (2787.029852 sec): 3 clusters Score: Raw -16817.590032 + Penalty 1065.102393 = -15752.487639 nChanged 2 SP:Iteration 10Q (2787.031283 sec): 3 clusters Score: Raw -16857.867329 + Penalty 1065.102393 = -15792.764936 nChanged 2 SP:Iteration 11Q (2787.032724 sec): 3 clusters Score: Raw -16870.122062 + Penalty 1065.102393 = -15805.019669 nChanged 2 SP:Iteration 12Q (2787.034227 sec): 3 clusters Score: Raw -16878.251689 + Penalty 1065.102393 = -15813.149296 nChanged 0 SP:Iteration 13F (2787.035728 sec): 3 clusters Score: Raw -16878.251689 + Penalty 1065.102393 = -15813.149296 nChanged 0 Score: Raw -69584558.334934 + Penalty 59620.935958 = -69524937.398976 Splitting cluster 24 changes total score from -69525345.626784 to -69524937.398976 So it's not getting split. Trying to split cluster 25 (2562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2806.075981 sec): 2 clusters Score: Raw -217335.804361 + Penalty 745.611631 = -216590.192730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.086089 sec): 3 clusters Score: Raw -216075.025217 + Penalty 1491.223262 = -214583.801955 nChanged 1044 SP:Iteration 1F (2806.095476 sec): 3 clusters Score: Raw -216626.299153 + Penalty 1491.223262 = -215135.075892 nChanged 164 SP:Iteration 2F (2806.104850 sec): 3 clusters Score: Raw -216721.266870 + Penalty 1491.223262 = -215230.043608 nChanged 143 SP:Iteration 3F (2806.114073 sec): 3 clusters Score: Raw -216818.658150 + Penalty 1491.223262 = -215327.434889 nChanged 136 SP:Iteration 4F (2806.123433 sec): 3 clusters Score: Raw -216907.097483 + Penalty 1491.223262 = -215415.874221 nChanged 114 SP:Iteration 5Q (2806.132770 sec): 3 clusters Score: Raw -216999.898626 + Penalty 1491.223262 = -215508.675365 nChanged 126 SP:Iteration 6Q (2806.142174 sec): 3 clusters Score: Raw -217085.364655 + Penalty 1491.223262 = -215594.141393 nChanged 127 SP:Iteration 7Q (2806.151456 sec): 3 clusters Score: Raw -217173.859039 + Penalty 1491.223262 = -215682.635777 nChanged 94 SP:Iteration 8Q (2806.160845 sec): 3 clusters Score: Raw -217241.700465 + Penalty 1491.223262 = -215750.477203 nChanged 72 SP:Iteration 9Q (2806.170120 sec): 3 clusters Score: Raw -217289.545149 + Penalty 1491.223262 = -215798.321888 nChanged 57 SP:Iteration 10Q (2806.179398 sec): 3 clusters Score: Raw -217324.563803 + Penalty 1491.223262 = -215833.340541 nChanged 43 SP:Iteration 11Q (2806.188580 sec): 3 clusters Score: Raw -217353.918183 + Penalty 1491.223262 = -215862.694921 nChanged 33 SP:Iteration 12Q (2806.197801 sec): 3 clusters Score: Raw -217372.466960 + Penalty 1491.223262 = -215881.243698 nChanged 19 SP:Iteration 13Q (2806.207036 sec): 3 clusters Score: Raw -217388.278038 + Penalty 1491.223262 = -215897.054777 nChanged 27 SP:Iteration 14Q (2806.216180 sec): 3 clusters Score: Raw -217408.101520 + Penalty 1491.223262 = -215916.878258 nChanged 20 SP:Iteration 15Q (2806.225396 sec): 3 clusters Score: Raw -217417.077768 + Penalty 1491.223262 = -215925.854507 nChanged 21 SP:Iteration 16Q (2806.234747 sec): 3 clusters Score: Raw -217425.792461 + Penalty 1491.223262 = -215934.569200 nChanged 16 SP:Iteration 17Q (2806.243970 sec): 3 clusters Score: Raw -217432.755727 + Penalty 1491.223262 = -215941.532465 nChanged 16 SP:Iteration 18Q (2806.253165 sec): 3 clusters Score: Raw -217440.684282 + Penalty 1491.223262 = -215949.461021 nChanged 13 SP:Iteration 19Q (2806.262194 sec): 3 clusters Score: Raw -217447.069215 + Penalty 1491.223262 = -215955.845953 nChanged 14 SP:Iteration 20F (2806.271529 sec): 3 clusters Score: Raw -217455.658300 + Penalty 1491.223262 = -215964.435038 nChanged 15 SP:Iteration 21Q (2806.280673 sec): 3 clusters Score: Raw -217462.358909 + Penalty 1491.223262 = -215971.135647 nChanged 8 SP:Iteration 22Q (2806.289890 sec): 3 clusters Score: Raw -217465.768952 + Penalty 1491.223262 = -215974.545690 nChanged 8 SP:Iteration 23Q (2806.298884 sec): 3 clusters Score: Raw -217469.758650 + Penalty 1491.223262 = -215978.535389 nChanged 10 SP:Iteration 24Q (2806.308012 sec): 3 clusters Score: Raw -217474.852048 + Penalty 1491.223262 = -215983.628786 nChanged 9 SP:Iteration 25Q (2806.317136 sec): 3 clusters Score: Raw -217478.542865 + Penalty 1491.223262 = -215987.319604 nChanged 5 SP:Iteration 26Q (2806.326125 sec): 3 clusters Score: Raw -217481.771952 + Penalty 1491.223262 = -215990.548690 nChanged 8 SP:Iteration 27Q (2806.335243 sec): 3 clusters Score: Raw -217487.700000 + Penalty 1491.223262 = -215996.476738 nChanged 9 SP:Iteration 28Q (2806.344372 sec): 3 clusters Score: Raw -217493.680332 + Penalty 1491.223262 = -216002.457070 nChanged 5 SP:Iteration 29Q (2806.353335 sec): 3 clusters Score: Raw -217495.737836 + Penalty 1491.223262 = -216004.514575 nChanged 3 SP:Iteration 30Q (2806.362278 sec): 3 clusters Score: Raw -217496.659840 + Penalty 1491.223262 = -216005.436579 nChanged 1 SP:Iteration 31Q (2806.371347 sec): 3 clusters Score: Raw -217497.325008 + Penalty 1491.223262 = -216006.101746 nChanged 2 SP:Iteration 32Q (2806.380434 sec): 3 clusters Score: Raw -217498.351128 + Penalty 1491.223262 = -216007.127866 nChanged 0 SP:Iteration 33F (2806.389717 sec): 3 clusters Score: Raw -217498.351128 + Penalty 1491.223262 = -216007.127866 nChanged 0 Trying to split cluster 26 (19796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2806.421274 sec): 2 clusters Score: Raw -1683816.829011 + Penalty 939.857342 = -1682876.971669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2806.457592 sec): 3 clusters Score: Raw -1671462.393657 + Penalty 1879.714683 = -1669582.678974 nChanged 9262 SP:Iteration 1F (2806.491842 sec): 3 clusters Score: Raw -1676593.609158 + Penalty 1879.714683 = -1674713.894475 nChanged 895 SP:Iteration 2Q (2806.526875 sec): 3 clusters Score: Raw -1676919.146590 + Penalty 1879.714683 = -1675039.431907 nChanged 935 SP:Iteration 3Q (2806.561711 sec): 3 clusters Score: Raw -1677300.765204 + Penalty 1879.714683 = -1675421.050520 nChanged 1063 SP:Iteration 4F (2806.596107 sec): 3 clusters Score: Raw -1677833.725810 + Penalty 1879.714683 = -1675954.011127 nChanged 1185 SP:Iteration 5F (2806.630581 sec): 3 clusters Score: Raw -1678662.046945 + Penalty 1879.714683 = -1676782.332261 nChanged 1318 SP:Iteration 6F (2806.665000 sec): 3 clusters Score: Raw -1679779.261388 + Penalty 1879.714683 = -1677899.546704 nChanged 1260 SP:Iteration 7F (2806.699348 sec): 3 clusters Score: Raw -1680894.625414 + Penalty 1879.714683 = -1679014.910731 nChanged 1032 SP:Iteration 8F (2806.733763 sec): 3 clusters Score: Raw -1681766.152621 + Penalty 1879.714683 = -1679886.437938 nChanged 768 SP:Iteration 9Q (2806.767069 sec): 3 clusters Score: Raw -1682361.384630 + Penalty 1879.714683 = -1680481.669946 nChanged 542 SP:Iteration 10Q (2806.799521 sec): 3 clusters Score: Raw -1682745.249545 + Penalty 1879.714683 = -1680865.534861 nChanged 411 SP:Iteration 11Q (2806.831271 sec): 3 clusters Score: Raw -1682992.596509 + Penalty 1879.714683 = -1681112.881825 nChanged 299 SP:Iteration 12Q (2806.875394 sec): 3 clusters Score: Raw -1683172.932110 + Penalty 1879.714683 = -1681293.217427 nChanged 236 SP:Iteration 13Q (2806.944048 sec): 3 clusters Score: Raw -1683311.592299 + Penalty 1879.714683 = -1681431.877616 nChanged 184 SP:Iteration 14Q (2807.011420 sec): 3 clusters Score: Raw -1683415.432304 + Penalty 1879.714683 = -1681535.717621 nChanged 161 SP:Iteration 15Q (2807.078517 sec): 3 clusters Score: Raw -1683517.546123 + Penalty 1879.714683 = -1681637.831440 nChanged 139 SP:Iteration 16Q (2807.145372 sec): 3 clusters Score: Raw -1683625.406518 + Penalty 1879.714683 = -1681745.691835 nChanged 114 SP:Iteration 17Q (2807.212588 sec): 3 clusters Score: Raw -1683708.558859 + Penalty 1879.714683 = -1681828.844176 nChanged 86 SP:Iteration 18Q (2807.278432 sec): 3 clusters Score: Raw -1683768.685179 + Penalty 1879.714683 = -1681888.970495 nChanged 75 SP:Iteration 19Q (2807.343880 sec): 3 clusters Score: Raw -1683819.148987 + Penalty 1879.714683 = -1681939.434303 nChanged 63 SP:Iteration 20F (2807.414487 sec): 3 clusters Score: Raw -1683857.383606 + Penalty 1879.714683 = -1681977.668922 nChanged 54 SP:Iteration 21Q (2807.476196 sec): 3 clusters Score: Raw -1683890.498755 + Penalty 1879.714683 = -1682010.784072 nChanged 42 SP:Iteration 22Q (2807.542454 sec): 3 clusters Score: Raw -1683911.467683 + Penalty 1879.714683 = -1682031.753000 nChanged 33 SP:Iteration 23Q (2807.608039 sec): 3 clusters Score: Raw -1683925.829160 + Penalty 1879.714683 = -1682046.114477 nChanged 23 SP:Iteration 24Q (2807.674265 sec): 3 clusters Score: Raw -1683935.483707 + Penalty 1879.714683 = -1682055.769024 nChanged 22 SP:Iteration 25Q (2807.750537 sec): 3 clusters Score: Raw -1683945.309903 + Penalty 1879.714683 = -1682065.595220 nChanged 17 SP:Iteration 26Q (2807.770575 sec): 3 clusters Score: Raw -1683951.774630 + Penalty 1879.714683 = -1682072.059947 nChanged 13 SP:Iteration 27Q (2807.800089 sec): 3 clusters Score: Raw -1683956.756288 + Penalty 1879.714683 = -1682077.041605 nChanged 11 SP:Iteration 28Q (2807.829534 sec): 3 clusters Score: Raw -1683959.623740 + Penalty 1879.714683 = -1682079.909057 nChanged 5 SP:Iteration 29Q (2807.858939 sec): 3 clusters Score: Raw -1683961.129310 + Penalty 1879.714683 = -1682081.414627 nChanged 3 SP:Iteration 30Q (2807.888355 sec): 3 clusters Score: Raw -1683961.692427 + Penalty 1879.714683 = -1682081.977743 nChanged 1 SP:Iteration 31Q (2807.917913 sec): 3 clusters Score: Raw -1683962.487802 + Penalty 1879.714683 = -1682082.773119 nChanged 2 SP:Iteration 32Q (2807.947479 sec): 3 clusters Score: Raw -1683962.892182 + Penalty 1879.714683 = -1682083.177498 nChanged 3 SP:Iteration 33Q (2807.976926 sec): 3 clusters Score: Raw -1683963.935447 + Penalty 1879.714683 = -1682084.220763 nChanged 3 SP:Iteration 34Q (2808.006390 sec): 3 clusters Score: Raw -1683965.906802 + Penalty 1879.714683 = -1682086.192119 nChanged 8 SP:Iteration 35Q (2808.035943 sec): 3 clusters Score: Raw -1683967.751619 + Penalty 1879.714683 = -1682088.036936 nChanged 3 SP:Iteration 36Q (2808.065381 sec): 3 clusters Score: Raw -1683968.505136 + Penalty 1879.714683 = -1682088.790452 nChanged 2 SP:Iteration 37Q (2808.094842 sec): 3 clusters Score: Raw -1683969.211436 + Penalty 1879.714683 = -1682089.496752 nChanged 3 SP:Iteration 38Q (2808.124466 sec): 3 clusters Score: Raw -1683970.756048 + Penalty 1879.714683 = -1682091.041364 nChanged 3 SP:Iteration 39Q (2808.153654 sec): 3 clusters Score: Raw -1683972.713029 + Penalty 1879.714683 = -1682092.998346 nChanged 2 SP:Iteration 40F (2808.187586 sec): 3 clusters Score: Raw -1683973.264276 + Penalty 1879.714683 = -1682093.549592 nChanged 0 Trying to split cluster 27 (29363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2808.226399 sec): 2 clusters Score: Raw -2602735.733545 + Penalty 977.311612 = -2601758.421932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2808.273902 sec): 3 clusters Score: Raw -2584223.723179 + Penalty 1954.623225 = -2582269.099954 nChanged 13745 SP:Iteration 1F (2808.318297 sec): 3 clusters Score: Raw -2591932.765685 + Penalty 1954.623225 = -2589978.142461 nChanged 1443 SP:Iteration 2Q (2808.364153 sec): 3 clusters Score: Raw -2592534.664714 + Penalty 1954.623225 = -2590580.041489 nChanged 1483 SP:Iteration 3F (2808.408794 sec): 3 clusters Score: Raw -2593317.345461 + Penalty 1954.623225 = -2591362.722236 nChanged 1627 SP:Iteration 4F (2808.453357 sec): 3 clusters Score: Raw -2594343.164008 + Penalty 1954.623225 = -2592388.540783 nChanged 1801 SP:Iteration 5F (2808.497829 sec): 3 clusters Score: Raw -2595578.977686 + Penalty 1954.623225 = -2593624.354462 nChanged 1875 SP:Iteration 6F (2808.542560 sec): 3 clusters Score: Raw -2596917.560448 + Penalty 1954.623225 = -2594962.937223 nChanged 1860 SP:Iteration 7F (2808.587204 sec): 3 clusters Score: Raw -2598218.326784 + Penalty 1954.623225 = -2596263.703559 nChanged 1683 SP:Iteration 8F (2808.631805 sec): 3 clusters Score: Raw -2599241.763198 + Penalty 1954.623225 = -2597287.139973 nChanged 1248 SP:Iteration 9Q (2808.676385 sec): 3 clusters Score: Raw -2599791.721994 + Penalty 1954.623225 = -2597837.098769 nChanged 842 SP:Iteration 10Q (2808.720537 sec): 3 clusters Score: Raw -2600054.832187 + Penalty 1954.623225 = -2598100.208962 nChanged 574 SP:Iteration 11Q (2808.764223 sec): 3 clusters Score: Raw -2600200.516992 + Penalty 1954.623225 = -2598245.893767 nChanged 415 SP:Iteration 12Q (2808.807924 sec): 3 clusters Score: Raw -2600290.575989 + Penalty 1954.623225 = -2598335.952764 nChanged 335 SP:Iteration 13Q (2808.851558 sec): 3 clusters Score: Raw -2600362.974255 + Penalty 1954.623225 = -2598408.351030 nChanged 309 SP:Iteration 14Q (2808.895238 sec): 3 clusters Score: Raw -2600425.203301 + Penalty 1954.623225 = -2598470.580076 nChanged 262 SP:Iteration 15Q (2808.938525 sec): 3 clusters Score: Raw -2600473.765944 + Penalty 1954.623225 = -2598519.142719 nChanged 249 SP:Iteration 16Q (2808.982009 sec): 3 clusters Score: Raw -2600519.881565 + Penalty 1954.623225 = -2598565.258340 nChanged 238 SP:Iteration 17Q (2809.025295 sec): 3 clusters Score: Raw -2600562.637520 + Penalty 1954.623225 = -2598608.014295 nChanged 241 SP:Iteration 18Q (2809.068586 sec): 3 clusters Score: Raw -2600603.310678 + Penalty 1954.623225 = -2598648.687453 nChanged 223 SP:Iteration 19Q (2809.111931 sec): 3 clusters Score: Raw -2600644.210711 + Penalty 1954.623225 = -2598689.587486 nChanged 224 SP:Iteration 20F (2809.156145 sec): 3 clusters Score: Raw -2600683.143243 + Penalty 1954.623225 = -2598728.520018 nChanged 200 SP:Iteration 21Q (2809.199140 sec): 3 clusters Score: Raw -2600712.031201 + Penalty 1954.623225 = -2598757.407976 nChanged 166 SP:Iteration 22Q (2809.242134 sec): 3 clusters Score: Raw -2600735.201978 + Penalty 1954.623225 = -2598780.578753 nChanged 173 SP:Iteration 23Q (2809.310034 sec): 3 clusters Score: Raw -2600757.860833 + Penalty 1954.623225 = -2598803.237608 nChanged 161 SP:Iteration 24Q (2809.351616 sec): 3 clusters Score: Raw -2600776.571968 + Penalty 1954.623225 = -2598821.948743 nChanged 135 SP:Iteration 25Q (2809.394021 sec): 3 clusters Score: Raw -2600790.884878 + Penalty 1954.623225 = -2598836.261653 nChanged 133 SP:Iteration 26Q (2809.437489 sec): 3 clusters Score: Raw -2600803.771347 + Penalty 1954.623225 = -2598849.148122 nChanged 130 SP:Iteration 27Q (2809.480859 sec): 3 clusters Score: Raw -2600815.925816 + Penalty 1954.623225 = -2598861.302591 nChanged 113 SP:Iteration 28Q (2809.523680 sec): 3 clusters Score: Raw -2600828.123246 + Penalty 1954.623225 = -2598873.500021 nChanged 120 SP:Iteration 29Q (2809.566499 sec): 3 clusters Score: Raw -2600839.884812 + Penalty 1954.623225 = -2598885.261587 nChanged 91 SP:Iteration 30Q (2809.609446 sec): 3 clusters Score: Raw -2600847.904869 + Penalty 1954.623225 = -2598893.281644 nChanged 88 SP:Iteration 31Q (2809.652048 sec): 3 clusters Score: Raw -2600856.083489 + Penalty 1954.623225 = -2598901.460264 nChanged 94 SP:Iteration 32Q (2809.695203 sec): 3 clusters Score: Raw -2600863.751511 + Penalty 1954.623225 = -2598909.128286 nChanged 86 SP:Iteration 33Q (2809.737886 sec): 3 clusters Score: Raw -2600870.635650 + Penalty 1954.623225 = -2598916.012425 nChanged 77 SP:Iteration 34Q (2809.780656 sec): 3 clusters Score: Raw -2600876.934069 + Penalty 1954.623225 = -2598922.310845 nChanged 75 SP:Iteration 35Q (2809.823161 sec): 3 clusters Score: Raw -2600882.915978 + Penalty 1954.623225 = -2598928.292753 nChanged 67 SP:Iteration 36Q (2809.866196 sec): 3 clusters Score: Raw -2600888.519599 + Penalty 1954.623225 = -2598933.896374 nChanged 74 SP:Iteration 37Q (2809.908798 sec): 3 clusters Score: Raw -2600893.130977 + Penalty 1954.623225 = -2598938.507752 nChanged 77 SP:Iteration 38Q (2809.951472 sec): 3 clusters Score: Raw -2600898.151837 + Penalty 1954.623225 = -2598943.528612 nChanged 64 SP:Iteration 39Q (2809.994131 sec): 3 clusters Score: Raw -2600901.621338 + Penalty 1954.623225 = -2598946.998113 nChanged 48 SP:Iteration 40F (2810.038492 sec): 3 clusters Score: Raw -2600903.842597 + Penalty 1954.623225 = -2598949.219372 nChanged 34 SP:Iteration 41Q (2810.081150 sec): 3 clusters Score: Raw -2600905.264834 + Penalty 1954.623225 = -2598950.641610 nChanged 45 SP:Iteration 42Q (2810.123627 sec): 3 clusters Score: Raw -2600907.801828 + Penalty 1954.623225 = -2598953.178603 nChanged 43 SP:Iteration 43Q (2810.165858 sec): 3 clusters Score: Raw -2600910.237931 + Penalty 1954.623225 = -2598955.614706 nChanged 41 SP:Iteration 44Q (2810.208020 sec): 3 clusters Score: Raw -2600912.527170 + Penalty 1954.623225 = -2598957.903945 nChanged 42 SP:Iteration 45Q (2810.250574 sec): 3 clusters Score: Raw -2600915.021639 + Penalty 1954.623225 = -2598960.398414 nChanged 44 SP:Iteration 46Q (2810.292760 sec): 3 clusters Score: Raw -2600917.432362 + Penalty 1954.623225 = -2598962.809137 nChanged 48 SP:Iteration 47Q (2810.335289 sec): 3 clusters Score: Raw -2600919.849424 + Penalty 1954.623225 = -2598965.226199 nChanged 44 SP:Iteration 48Q (2810.377522 sec): 3 clusters Score: Raw -2600921.956235 + Penalty 1954.623225 = -2598967.333010 nChanged 43 SP:Iteration 49Q (2810.419845 sec): 3 clusters Score: Raw -2600924.355222 + Penalty 1954.623225 = -2598969.731998 nChanged 46 SP:Iteration 50Q (2810.462277 sec): 3 clusters Score: Raw -2600926.994017 + Penalty 1954.623225 = -2598972.370792 nChanged 45 SP:Iteration 51Q (2810.504275 sec): 3 clusters Score: Raw -2600929.754143 + Penalty 1954.623225 = -2598975.130918 nChanged 58 SP:Iteration 52Q (2810.546979 sec): 3 clusters Score: Raw -2600933.570040 + Penalty 1954.623225 = -2598978.946815 nChanged 56 SP:Iteration 53Q (2810.589194 sec): 3 clusters Score: Raw -2600936.758080 + Penalty 1954.623225 = -2598982.134855 nChanged 52 SP:Iteration 54Q (2810.631805 sec): 3 clusters Score: Raw -2600940.126039 + Penalty 1954.623225 = -2598985.502814 nChanged 58 SP:Iteration 55Q (2810.674098 sec): 3 clusters Score: Raw -2600944.262923 + Penalty 1954.623225 = -2598989.639698 nChanged 72 SP:Iteration 56Q (2810.716347 sec): 3 clusters Score: Raw -2600950.611634 + Penalty 1954.623225 = -2598995.988409 nChanged 91 SP:Iteration 57Q (2810.758361 sec): 3 clusters Score: Raw -2600957.863421 + Penalty 1954.623225 = -2599003.240196 nChanged 77 SP:Iteration 58Q (2810.800636 sec): 3 clusters Score: Raw -2600964.047836 + Penalty 1954.623225 = -2599009.424611 nChanged 84 SP:Iteration 59Q (2810.842806 sec): 3 clusters Score: Raw -2600970.645842 + Penalty 1954.623225 = -2599016.022617 nChanged 85 SP:Iteration 60F (2810.887860 sec): 3 clusters Score: Raw -2600977.696941 + Penalty 1954.623225 = -2599023.073716 nChanged 88 SP:Iteration 61Q (2810.940789 sec): 3 clusters Score: Raw -2600985.181216 + Penalty 1954.623225 = -2599030.557991 nChanged 98 SP:Iteration 62Q (2810.982803 sec): 3 clusters Score: Raw -2600993.938595 + Penalty 1954.623225 = -2599039.315370 nChanged 113 SP:Iteration 63Q (2811.025119 sec): 3 clusters Score: Raw -2601004.785172 + Penalty 1954.623225 = -2599050.161947 nChanged 117 SP:Iteration 64Q (2811.066890 sec): 3 clusters Score: Raw -2601017.879107 + Penalty 1954.623225 = -2599063.255882 nChanged 128 SP:Iteration 65Q (2811.108772 sec): 3 clusters Score: Raw -2601031.737030 + Penalty 1954.623225 = -2599077.113805 nChanged 167 SP:Iteration 66Q (2811.150543 sec): 3 clusters Score: Raw -2601052.471765 + Penalty 1954.623225 = -2599097.848540 nChanged 171 SP:Iteration 67Q (2811.192439 sec): 3 clusters Score: Raw -2601075.176087 + Penalty 1954.623225 = -2599120.552862 nChanged 187 SP:Iteration 68Q (2811.234165 sec): 3 clusters Score: Raw -2601103.687001 + Penalty 1954.623225 = -2599149.063776 nChanged 190 SP:Iteration 69Q (2811.276032 sec): 3 clusters Score: Raw -2601130.840148 + Penalty 1954.623225 = -2599176.216923 nChanged 180 SP:Iteration 70Q (2811.317831 sec): 3 clusters Score: Raw -2601155.726146 + Penalty 1954.623225 = -2599201.102921 nChanged 179 SP:Iteration 71Q (2811.359433 sec): 3 clusters Score: Raw -2601182.244959 + Penalty 1954.623225 = -2599227.621734 nChanged 169 SP:Iteration 72Q (2811.400881 sec): 3 clusters Score: Raw -2601205.891887 + Penalty 1954.623225 = -2599251.268662 nChanged 154 SP:Iteration 73Q (2811.442523 sec): 3 clusters Score: Raw -2601227.080405 + Penalty 1954.623225 = -2599272.457180 nChanged 156 SP:Iteration 74Q (2811.484086 sec): 3 clusters Score: Raw -2601250.531146 + Penalty 1954.623225 = -2599295.907921 nChanged 180 SP:Iteration 75Q (2811.525398 sec): 3 clusters Score: Raw -2601279.040619 + Penalty 1954.623225 = -2599324.417395 nChanged 172 SP:Iteration 76Q (2811.566917 sec): 3 clusters Score: Raw -2601306.032275 + Penalty 1954.623225 = -2599351.409050 nChanged 183 SP:Iteration 77Q (2811.608304 sec): 3 clusters Score: Raw -2601335.887661 + Penalty 1954.623225 = -2599381.264436 nChanged 177 SP:Iteration 78Q (2811.649718 sec): 3 clusters Score: Raw -2601365.869774 + Penalty 1954.623225 = -2599411.246549 nChanged 185 SP:Iteration 79Q (2811.690591 sec): 3 clusters Score: Raw -2601397.154690 + Penalty 1954.623225 = -2599442.531465 nChanged 199 SP:Iteration 80F (2811.734787 sec): 3 clusters Score: Raw -2601432.678444 + Penalty 1954.623225 = -2599478.055219 nChanged 207 SP:Iteration 81Q (2811.776535 sec): 3 clusters Score: Raw -2601468.174890 + Penalty 1954.623225 = -2599513.551665 nChanged 201 SP:Iteration 82Q (2811.817347 sec): 3 clusters Score: Raw -2601505.093724 + Penalty 1954.623225 = -2599550.470499 nChanged 197 SP:Iteration 83Q (2811.858207 sec): 3 clusters Score: Raw -2601540.468160 + Penalty 1954.623225 = -2599585.844935 nChanged 209 SP:Iteration 84Q (2811.898824 sec): 3 clusters Score: Raw -2601580.102516 + Penalty 1954.623225 = -2599625.479291 nChanged 218 SP:Iteration 85Q (2811.939428 sec): 3 clusters Score: Raw -2601620.608149 + Penalty 1954.623225 = -2599665.984924 nChanged 200 SP:Iteration 86Q (2811.979985 sec): 3 clusters Score: Raw -2601663.067541 + Penalty 1954.623225 = -2599708.444316 nChanged 212 SP:Iteration 87Q (2812.023561 sec): 3 clusters Score: Raw -2601709.056497 + Penalty 1954.623225 = -2599754.433272 nChanged 236 SP:Iteration 88Q (2812.065028 sec): 3 clusters Score: Raw -2601764.413421 + Penalty 1954.623225 = -2599809.790196 nChanged 230 SP:Iteration 89Q (2812.112380 sec): 3 clusters Score: Raw -2601817.221534 + Penalty 1954.623225 = -2599862.598309 nChanged 228 SP:Iteration 90Q (2812.152134 sec): 3 clusters Score: Raw -2601874.938675 + Penalty 1954.623225 = -2599920.315450 nChanged 249 SP:Iteration 91Q (2812.191779 sec): 3 clusters Score: Raw -2601939.676249 + Penalty 1954.623225 = -2599985.053024 nChanged 236 SP:Iteration 92Q (2812.231703 sec): 3 clusters Score: Raw -2601997.301791 + Penalty 1954.623225 = -2600042.678566 nChanged 231 SP:Iteration 93Q (2812.271369 sec): 3 clusters Score: Raw -2602055.217260 + Penalty 1954.623225 = -2600100.594035 nChanged 221 SP:Iteration 94Q (2812.310593 sec): 3 clusters Score: Raw -2602114.429141 + Penalty 1954.623225 = -2600159.805916 nChanged 233 SP:Iteration 95Q (2812.349711 sec): 3 clusters Score: Raw -2602183.380809 + Penalty 1954.623225 = -2600228.757584 nChanged 243 SP:Iteration 96Q (2812.388960 sec): 3 clusters Score: Raw -2602255.492884 + Penalty 1954.623225 = -2600300.869659 nChanged 211 SP:Iteration 97Q (2812.427976 sec): 3 clusters Score: Raw -2602315.455813 + Penalty 1954.623225 = -2600360.832589 nChanged 170 SP:Iteration 98Q (2812.466377 sec): 3 clusters Score: Raw -2602362.745740 + Penalty 1954.623225 = -2600408.122515 nChanged 153 SP:Iteration 99Q (2812.504944 sec): 3 clusters Score: Raw -2602404.203308 + Penalty 1954.623225 = -2600449.580084 nChanged 151 SP:Iteration 100F (2812.549291 sec): 3 clusters Score: Raw -2602450.059547 + Penalty 1954.623225 = -2600495.436322 nChanged 146 SP:Iteration 101Q (2812.587695 sec): 3 clusters Score: Raw -2602492.905393 + Penalty 1954.623225 = -2600538.282169 nChanged 126 SP:Iteration 102Q (2812.625761 sec): 3 clusters Score: Raw -2602529.258009 + Penalty 1954.623225 = -2600574.634784 nChanged 110 SP:Iteration 103Q (2812.663942 sec): 3 clusters Score: Raw -2602560.274259 + Penalty 1954.623225 = -2600605.651034 nChanged 104 SP:Iteration 104Q (2812.701873 sec): 3 clusters Score: Raw -2602594.572529 + Penalty 1954.623225 = -2600639.949304 nChanged 115 SP:Iteration 105Q (2812.740083 sec): 3 clusters Score: Raw -2602633.454385 + Penalty 1954.623225 = -2600678.831160 nChanged 92 SP:Iteration 106Q (2812.778089 sec): 3 clusters Score: Raw -2602661.924436 + Penalty 1954.623225 = -2600707.301211 nChanged 79 SP:Iteration 107Q (2812.815891 sec): 3 clusters Score: Raw -2602688.217125 + Penalty 1954.623225 = -2600733.593901 nChanged 84 SP:Iteration 108Q (2812.854043 sec): 3 clusters Score: Raw -2602716.059099 + Penalty 1954.623225 = -2600761.435874 nChanged 73 SP:Iteration 109Q (2812.891728 sec): 3 clusters Score: Raw -2602741.882676 + Penalty 1954.623225 = -2600787.259452 nChanged 74 SP:Iteration 110Q (2812.929388 sec): 3 clusters Score: Raw -2602768.871539 + Penalty 1954.623225 = -2600814.248315 nChanged 60 SP:Iteration 111Q (2812.967274 sec): 3 clusters Score: Raw -2602785.533131 + Penalty 1954.623225 = -2600830.909906 nChanged 41 SP:Iteration 112Q (2813.004809 sec): 3 clusters Score: Raw -2602798.110280 + Penalty 1954.623225 = -2600843.487055 nChanged 29 SP:Iteration 113Q (2813.042232 sec): 3 clusters Score: Raw -2602805.466019 + Penalty 1954.623225 = -2600850.842794 nChanged 30 SP:Iteration 114Q (2813.079556 sec): 3 clusters Score: Raw -2602813.233523 + Penalty 1954.623225 = -2600858.610298 nChanged 24 SP:Iteration 115Q (2813.116784 sec): 3 clusters Score: Raw -2602818.087237 + Penalty 1954.623225 = -2600863.464012 nChanged 17 SP:Iteration 116Q (2813.153890 sec): 3 clusters Score: Raw -2602820.658109 + Penalty 1954.623225 = -2600866.034884 nChanged 11 SP:Iteration 117Q (2813.190923 sec): 3 clusters Score: Raw -2602823.041373 + Penalty 1954.623225 = -2600868.418148 nChanged 12 SP:Iteration 118Q (2813.228100 sec): 3 clusters Score: Raw -2602825.601217 + Penalty 1954.623225 = -2600870.977992 nChanged 10 SP:Iteration 119Q (2813.265364 sec): 3 clusters Score: Raw -2602827.889232 + Penalty 1954.623225 = -2600873.266007 nChanged 12 SP:Iteration 120F (2813.309381 sec): 3 clusters Score: Raw -2602831.467975 + Penalty 1954.623225 = -2600876.844750 nChanged 10 SP:Iteration 121Q (2813.346790 sec): 3 clusters Score: Raw -2602834.228693 + Penalty 1954.623225 = -2600879.605468 nChanged 8 SP:Iteration 122Q (2813.414936 sec): 3 clusters Score: Raw -2602835.885371 + Penalty 1954.623225 = -2600881.262146 nChanged 11 SP:Iteration 123Q (2813.452549 sec): 3 clusters Score: Raw -2602838.779725 + Penalty 1954.623225 = -2600884.156500 nChanged 7 SP:Iteration 124Q (2813.489558 sec): 3 clusters Score: Raw -2602840.472751 + Penalty 1954.623225 = -2600885.849526 nChanged 11 SP:Iteration 125Q (2813.527432 sec): 3 clusters Score: Raw -2602842.250549 + Penalty 1954.623225 = -2600887.627324 nChanged 5 SP:Iteration 126Q (2813.564625 sec): 3 clusters Score: Raw -2602843.019985 + Penalty 1954.623225 = -2600888.396760 nChanged 6 SP:Iteration 127Q (2813.601698 sec): 3 clusters Score: Raw -2602843.912534 + Penalty 1954.623225 = -2600889.289310 nChanged 6 SP:Iteration 128Q (2813.638855 sec): 3 clusters Score: Raw -2602844.896532 + Penalty 1954.623225 = -2600890.273307 nChanged 3 SP:Iteration 129Q (2813.676033 sec): 3 clusters Score: Raw -2602845.388611 + Penalty 1954.623225 = -2600890.765386 nChanged 2 SP:Iteration 130Q (2813.713026 sec): 3 clusters Score: Raw -2602845.890199 + Penalty 1954.623225 = -2600891.266974 nChanged 4 SP:Iteration 131Q (2813.750615 sec): 3 clusters Score: Raw -2602846.586602 + Penalty 1954.623225 = -2600891.963377 nChanged 4 SP:Iteration 132Q (2813.787791 sec): 3 clusters Score: Raw -2602847.235564 + Penalty 1954.623225 = -2600892.612339 nChanged 5 SP:Iteration 133Q (2813.824979 sec): 3 clusters Score: Raw -2602847.931466 + Penalty 1954.623225 = -2600893.308241 nChanged 0 SP:Iteration 134F (2813.868989 sec): 3 clusters Score: Raw -2602847.931466 + Penalty 1954.623225 = -2600893.308241 nChanged 0 Trying to split cluster 28 (4163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.883812 sec): 2 clusters Score: Raw -358613.930583 + Penalty 791.729168 = -357822.201414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.899819 sec): 3 clusters Score: Raw -356359.745146 + Penalty 1583.458337 = -354776.286809 nChanged 1762 SP:Iteration 1F (2813.914557 sec): 3 clusters Score: Raw -357411.930508 + Penalty 1583.458337 = -355828.472171 nChanged 324 SP:Iteration 2F (2813.929275 sec): 3 clusters Score: Raw -357636.960806 + Penalty 1583.458337 = -356053.502469 nChanged 297 SP:Iteration 3F (2813.944006 sec): 3 clusters Score: Raw -357874.259870 + Penalty 1583.458337 = -356290.801533 nChanged 310 SP:Iteration 4F (2813.958576 sec): 3 clusters Score: Raw -358129.855891 + Penalty 1583.458337 = -356546.397554 nChanged 255 SP:Iteration 5F (2813.973270 sec): 3 clusters Score: Raw -358312.433809 + Penalty 1583.458337 = -356728.975472 nChanged 212 SP:Iteration 6F (2813.988048 sec): 3 clusters Score: Raw -358447.011321 + Penalty 1583.458337 = -356863.552984 nChanged 135 SP:Iteration 7Q (2814.002853 sec): 3 clusters Score: Raw -358518.519841 + Penalty 1583.458337 = -356935.061504 nChanged 97 SP:Iteration 8Q (2814.017717 sec): 3 clusters Score: Raw -358565.481776 + Penalty 1583.458337 = -356982.023439 nChanged 81 SP:Iteration 9Q (2814.032601 sec): 3 clusters Score: Raw -358599.524748 + Penalty 1583.458337 = -357016.066411 nChanged 68 SP:Iteration 10Q (2814.047437 sec): 3 clusters Score: Raw -358626.200362 + Penalty 1583.458337 = -357042.742025 nChanged 42 SP:Iteration 11Q (2814.062196 sec): 3 clusters Score: Raw -358641.407280 + Penalty 1583.458337 = -357057.948943 nChanged 32 SP:Iteration 12Q (2814.077048 sec): 3 clusters Score: Raw -358653.328678 + Penalty 1583.458337 = -357069.870341 nChanged 23 SP:Iteration 13Q (2814.091894 sec): 3 clusters Score: Raw -358659.366413 + Penalty 1583.458337 = -357075.908076 nChanged 24 SP:Iteration 14Q (2814.106729 sec): 3 clusters Score: Raw -358666.936678 + Penalty 1583.458337 = -357083.478341 nChanged 21 SP:Iteration 15Q (2814.121538 sec): 3 clusters Score: Raw -358672.696010 + Penalty 1583.458337 = -357089.237673 nChanged 24 SP:Iteration 16Q (2814.136273 sec): 3 clusters Score: Raw -358680.570767 + Penalty 1583.458337 = -357097.112430 nChanged 25 SP:Iteration 17Q (2814.151010 sec): 3 clusters Score: Raw -358688.619713 + Penalty 1583.458337 = -357105.161376 nChanged 24 SP:Iteration 18Q (2814.165876 sec): 3 clusters Score: Raw -358695.948945 + Penalty 1583.458337 = -357112.490608 nChanged 19 SP:Iteration 19Q (2814.180541 sec): 3 clusters Score: Raw -358702.288581 + Penalty 1583.458337 = -357118.830244 nChanged 14 SP:Iteration 20F (2814.195369 sec): 3 clusters Score: Raw -358705.964110 + Penalty 1583.458337 = -357122.505773 nChanged 13 SP:Iteration 21Q (2814.210208 sec): 3 clusters Score: Raw -358708.562642 + Penalty 1583.458337 = -357125.104305 nChanged 11 SP:Iteration 22Q (2814.224964 sec): 3 clusters Score: Raw -358711.940920 + Penalty 1583.458337 = -357128.482583 nChanged 14 SP:Iteration 23Q (2814.239666 sec): 3 clusters Score: Raw -358716.033899 + Penalty 1583.458337 = -357132.575562 nChanged 12 SP:Iteration 24Q (2814.254516 sec): 3 clusters Score: Raw -358720.205295 + Penalty 1583.458337 = -357136.746958 nChanged 16 SP:Iteration 25Q (2814.269349 sec): 3 clusters Score: Raw -358724.813718 + Penalty 1583.458337 = -357141.355381 nChanged 19 SP:Iteration 26Q (2814.284192 sec): 3 clusters Score: Raw -358728.864954 + Penalty 1583.458337 = -357145.406617 nChanged 10 SP:Iteration 27Q (2814.299001 sec): 3 clusters Score: Raw -358731.162246 + Penalty 1583.458337 = -357147.703909 nChanged 8 SP:Iteration 28Q (2814.313668 sec): 3 clusters Score: Raw -358732.888718 + Penalty 1583.458337 = -357149.430381 nChanged 6 SP:Iteration 29Q (2814.328370 sec): 3 clusters Score: Raw -358735.201353 + Penalty 1583.458337 = -357151.743016 nChanged 12 SP:Iteration 30Q (2814.343013 sec): 3 clusters Score: Raw -358739.509107 + Penalty 1583.458337 = -357156.050770 nChanged 9 SP:Iteration 31Q (2814.357702 sec): 3 clusters Score: Raw -358743.847524 + Penalty 1583.458337 = -357160.389187 nChanged 7 SP:Iteration 32Q (2814.372484 sec): 3 clusters Score: Raw -358746.487044 + Penalty 1583.458337 = -357163.028708 nChanged 5 SP:Iteration 33Q (2814.387158 sec): 3 clusters Score: Raw -358749.013957 + Penalty 1583.458337 = -357165.555620 nChanged 3 SP:Iteration 34Q (2814.401959 sec): 3 clusters Score: Raw -358749.935559 + Penalty 1583.458337 = -357166.477222 nChanged 1 SP:Iteration 35Q (2814.416569 sec): 3 clusters Score: Raw -358750.035431 + Penalty 1583.458337 = -357166.577094 nChanged 2 SP:Iteration 36Q (2814.431325 sec): 3 clusters Score: Raw -358750.550483 + Penalty 1583.458337 = -357167.092146 nChanged 1 SP:Iteration 37Q (2814.445970 sec): 3 clusters Score: Raw -358750.765723 + Penalty 1583.458337 = -357167.307386 nChanged 1 SP:Iteration 38Q (2814.460540 sec): 3 clusters Score: Raw -358751.009464 + Penalty 1583.458337 = -357167.551127 nChanged 1 SP:Iteration 39Q (2814.475290 sec): 3 clusters Score: Raw -358751.247211 + Penalty 1583.458337 = -357167.788874 nChanged 3 SP:Iteration 40F (2814.490035 sec): 3 clusters Score: Raw -358752.725912 + Penalty 1583.458337 = -357169.267575 nChanged 4 SP:Iteration 41Q (2814.504641 sec): 3 clusters Score: Raw -358754.362382 + Penalty 1583.458337 = -357170.904045 nChanged 3 SP:Iteration 42Q (2814.519415 sec): 3 clusters Score: Raw -358755.123158 + Penalty 1583.458337 = -357171.664821 nChanged 5 SP:Iteration 43Q (2814.534039 sec): 3 clusters Score: Raw -358757.305547 + Penalty 1583.458337 = -357173.847210 nChanged 5 SP:Iteration 44Q (2814.548703 sec): 3 clusters Score: Raw -358758.452684 + Penalty 1583.458337 = -357174.994347 nChanged 6 SP:Iteration 45Q (2814.563125 sec): 3 clusters Score: Raw -358759.934746 + Penalty 1583.458337 = -357176.476409 nChanged 7 SP:Iteration 46Q (2814.577935 sec): 3 clusters Score: Raw -358762.827293 + Penalty 1583.458337 = -357179.368956 nChanged 9 SP:Iteration 47Q (2814.592504 sec): 3 clusters Score: Raw -358767.478576 + Penalty 1583.458337 = -357184.020239 nChanged 12 SP:Iteration 48Q (2814.619271 sec): 3 clusters Score: Raw -358771.165225 + Penalty 1583.458337 = -357187.706888 nChanged 11 SP:Iteration 49Q (2814.644893 sec): 3 clusters Score: Raw -358775.751258 + Penalty 1583.458337 = -357192.292921 nChanged 15 SP:Iteration 50Q (2814.672374 sec): 3 clusters Score: Raw -358782.763515 + Penalty 1583.458337 = -357199.305178 nChanged 16 SP:Iteration 51Q (2814.688635 sec): 3 clusters Score: Raw -358789.951430 + Penalty 1583.458337 = -357206.493093 nChanged 16 SP:Iteration 52Q (2814.709341 sec): 3 clusters Score: Raw -358796.114863 + Penalty 1583.458337 = -357212.656526 nChanged 13 SP:Iteration 53Q (2814.739573 sec): 3 clusters Score: Raw -358800.744695 + Penalty 1583.458337 = -357217.286358 nChanged 8 SP:Iteration 54Q (2814.787606 sec): 3 clusters Score: Raw -358803.023772 + Penalty 1583.458337 = -357219.565435 nChanged 4 SP:Iteration 55Q (2814.833131 sec): 3 clusters Score: Raw -358804.272257 + Penalty 1583.458337 = -357220.813920 nChanged 3 SP:Iteration 56Q (2814.847842 sec): 3 clusters Score: Raw -358805.008377 + Penalty 1583.458337 = -357221.550040 nChanged 3 SP:Iteration 57Q (2814.862423 sec): 3 clusters Score: Raw -358805.691966 + Penalty 1583.458337 = -357222.233629 nChanged 5 SP:Iteration 58Q (2814.876961 sec): 3 clusters Score: Raw -358807.137856 + Penalty 1583.458337 = -357223.679519 nChanged 5 SP:Iteration 59Q (2814.891331 sec): 3 clusters Score: Raw -358808.467309 + Penalty 1583.458337 = -357225.008972 nChanged 7 SP:Iteration 60F (2814.905980 sec): 3 clusters Score: Raw -358810.139408 + Penalty 1583.458337 = -357226.681071 nChanged 5 SP:Iteration 61Q (2814.920593 sec): 3 clusters Score: Raw -358811.419360 + Penalty 1583.458337 = -357227.961024 nChanged 3 SP:Iteration 62Q (2814.935091 sec): 3 clusters Score: Raw -358812.394767 + Penalty 1583.458337 = -357228.936430 nChanged 4 SP:Iteration 63Q (2814.949436 sec): 3 clusters Score: Raw -358813.533173 + Penalty 1583.458337 = -357230.074836 nChanged 2 SP:Iteration 64Q (2814.964131 sec): 3 clusters Score: Raw -358814.582881 + Penalty 1583.458337 = -357231.124544 nChanged 2 SP:Iteration 65Q (2814.978589 sec): 3 clusters Score: Raw -358814.902412 + Penalty 1583.458337 = -357231.444075 nChanged 1 SP:Iteration 66Q (2814.993252 sec): 3 clusters Score: Raw -358815.222472 + Penalty 1583.458337 = -357231.764135 nChanged 1 SP:Iteration 67Q (2815.008587 sec): 3 clusters Score: Raw -358816.402191 + Penalty 1583.458337 = -357232.943854 nChanged 0 SP:Iteration 68F (2815.023382 sec): 3 clusters Score: Raw -358816.402191 + Penalty 1583.458337 = -357232.943854 nChanged 0 Trying to split cluster 29 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.037832 sec): 2 clusters Score: Raw -64492.230200 + Penalty 650.963044 = -63841.267156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.042163 sec): 3 clusters Score: Raw -64168.409438 + Penalty 1301.926088 = -62866.483350 nChanged 347 SP:Iteration 1F (2815.046082 sec): 3 clusters Score: Raw -64470.979306 + Penalty 1301.926088 = -63169.053218 nChanged 94 SP:Iteration 2F (2815.049977 sec): 3 clusters Score: Raw -64583.853099 + Penalty 1301.926088 = -63281.927011 nChanged 47 SP:Iteration 3Q (2815.053783 sec): 3 clusters Score: Raw -64633.972394 + Penalty 1301.926088 = -63332.046306 nChanged 31 SP:Iteration 4Q (2815.057556 sec): 3 clusters Score: Raw -64663.933308 + Penalty 1301.926088 = -63362.007220 nChanged 29 SP:Iteration 5Q (2815.061384 sec): 3 clusters Score: Raw -64688.118829 + Penalty 1301.926088 = -63386.192741 nChanged 15 SP:Iteration 6Q (2815.065202 sec): 3 clusters Score: Raw -64697.151645 + Penalty 1301.926088 = -63395.225557 nChanged 8 SP:Iteration 7Q (2815.068967 sec): 3 clusters Score: Raw -64700.694092 + Penalty 1301.926088 = -63398.768004 nChanged 5 SP:Iteration 8Q (2815.072693 sec): 3 clusters Score: Raw -64704.264706 + Penalty 1301.926088 = -63402.338618 nChanged 4 SP:Iteration 9Q (2815.076568 sec): 3 clusters Score: Raw -64705.738650 + Penalty 1301.926088 = -63403.812561 nChanged 2 SP:Iteration 10Q (2815.080392 sec): 3 clusters Score: Raw -64706.250981 + Penalty 1301.926088 = -63404.324893 nChanged 0 SP:Iteration 11F (2815.084190 sec): 3 clusters Score: Raw -64706.250981 + Penalty 1301.926088 = -63404.324893 nChanged 0 Trying to split cluster 30 (7195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.104368 sec): 2 clusters Score: Raw -591618.204873 + Penalty 843.708454 = -590774.496419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.126052 sec): 3 clusters Score: Raw -587453.233822 + Penalty 1687.416908 = -585765.816914 nChanged 3212 SP:Iteration 1F (2815.147384 sec): 3 clusters Score: Raw -589390.766678 + Penalty 1687.416908 = -587703.349770 nChanged 530 SP:Iteration 2F (2815.168357 sec): 3 clusters Score: Raw -589688.962299 + Penalty 1687.416908 = -588001.545391 nChanged 511 SP:Iteration 3F (2815.189414 sec): 3 clusters Score: Raw -590035.824521 + Penalty 1687.416908 = -588348.407614 nChanged 503 SP:Iteration 4F (2815.210316 sec): 3 clusters Score: Raw -590438.006785 + Penalty 1687.416908 = -588750.589877 nChanged 482 SP:Iteration 5F (2815.231590 sec): 3 clusters Score: Raw -590882.895152 + Penalty 1687.416908 = -589195.478244 nChanged 493 SP:Iteration 6F (2815.252780 sec): 3 clusters Score: Raw -591327.147777 + Penalty 1687.416908 = -589639.730869 nChanged 416 SP:Iteration 7F (2815.273964 sec): 3 clusters Score: Raw -591652.822376 + Penalty 1687.416908 = -589965.405468 nChanged 277 SP:Iteration 8Q (2815.295122 sec): 3 clusters Score: Raw -591880.549024 + Penalty 1687.416908 = -590193.132116 nChanged 195 SP:Iteration 9Q (2815.316281 sec): 3 clusters Score: Raw -592073.081129 + Penalty 1687.416908 = -590385.664221 nChanged 144 SP:Iteration 10Q (2815.337418 sec): 3 clusters Score: Raw -592202.135705 + Penalty 1687.416908 = -590514.718797 nChanged 93 SP:Iteration 11Q (2815.374672 sec): 3 clusters Score: Raw -592251.222971 + Penalty 1687.416908 = -590563.806063 nChanged 59 SP:Iteration 12Q (2815.395124 sec): 3 clusters Score: Raw -592273.932426 + Penalty 1687.416908 = -590586.515519 nChanged 33 SP:Iteration 13Q (2815.415212 sec): 3 clusters Score: Raw -592284.203471 + Penalty 1687.416908 = -590596.786563 nChanged 24 SP:Iteration 14Q (2815.435412 sec): 3 clusters Score: Raw -592292.201261 + Penalty 1687.416908 = -590604.784353 nChanged 27 SP:Iteration 15Q (2815.455709 sec): 3 clusters Score: Raw -592306.614937 + Penalty 1687.416908 = -590619.198029 nChanged 24 SP:Iteration 16Q (2815.476155 sec): 3 clusters Score: Raw -592316.026707 + Penalty 1687.416908 = -590628.609799 nChanged 20 SP:Iteration 17Q (2815.496198 sec): 3 clusters Score: Raw -592321.877812 + Penalty 1687.416908 = -590634.460904 nChanged 13 SP:Iteration 18Q (2815.516302 sec): 3 clusters Score: Raw -592325.990953 + Penalty 1687.416908 = -590638.574046 nChanged 9 SP:Iteration 19Q (2815.536666 sec): 3 clusters Score: Raw -592328.534791 + Penalty 1687.416908 = -590641.117883 nChanged 14 SP:Iteration 20F (2815.557865 sec): 3 clusters Score: Raw -592334.392046 + Penalty 1687.416908 = -590646.975138 nChanged 16 SP:Iteration 21Q (2815.578107 sec): 3 clusters Score: Raw -592338.737557 + Penalty 1687.416908 = -590651.320649 nChanged 11 SP:Iteration 22Q (2815.598187 sec): 3 clusters Score: Raw -592342.258316 + Penalty 1687.416908 = -590654.841408 nChanged 12 SP:Iteration 23Q (2815.618366 sec): 3 clusters Score: Raw -592345.687886 + Penalty 1687.416908 = -590658.270978 nChanged 11 SP:Iteration 24Q (2815.638596 sec): 3 clusters Score: Raw -592348.564555 + Penalty 1687.416908 = -590661.147647 nChanged 9 SP:Iteration 25Q (2815.658930 sec): 3 clusters Score: Raw -592351.342244 + Penalty 1687.416908 = -590663.925337 nChanged 6 SP:Iteration 26Q (2815.678939 sec): 3 clusters Score: Raw -592352.374384 + Penalty 1687.416908 = -590664.957477 nChanged 5 SP:Iteration 27Q (2815.699251 sec): 3 clusters Score: Raw -592353.374786 + Penalty 1687.416908 = -590665.957878 nChanged 5 SP:Iteration 28Q (2815.719348 sec): 3 clusters Score: Raw -592353.869281 + Penalty 1687.416908 = -590666.452373 nChanged 2 SP:Iteration 29Q (2815.739501 sec): 3 clusters Score: Raw -592354.004134 + Penalty 1687.416908 = -590666.587226 nChanged 3 SP:Iteration 30Q (2815.759801 sec): 3 clusters Score: Raw -592354.478296 + Penalty 1687.416908 = -590667.061388 nChanged 2 SP:Iteration 31Q (2815.779745 sec): 3 clusters Score: Raw -592354.928865 + Penalty 1687.416908 = -590667.511957 nChanged 0 SP:Iteration 32F (2815.800931 sec): 3 clusters Score: Raw -592354.928865 + Penalty 1687.416908 = -590667.511957 nChanged 0 Trying to split cluster 31 (8330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.821526 sec): 2 clusters Score: Raw -710550.661820 + Penalty 857.623780 = -709693.038040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.845181 sec): 3 clusters Score: Raw -705673.431484 + Penalty 1715.247560 = -703958.183924 nChanged 3736 SP:Iteration 1F (2815.867452 sec): 3 clusters Score: Raw -707806.661697 + Penalty 1715.247560 = -706091.414138 nChanged 511 SP:Iteration 2F (2815.889948 sec): 3 clusters Score: Raw -708015.276156 + Penalty 1715.247560 = -706300.028596 nChanged 429 SP:Iteration 3F (2815.912632 sec): 3 clusters Score: Raw -708201.655989 + Penalty 1715.247560 = -706486.408429 nChanged 415 SP:Iteration 4Q (2815.935231 sec): 3 clusters Score: Raw -708420.023646 + Penalty 1715.247560 = -706704.776086 nChanged 431 SP:Iteration 5F (2815.957517 sec): 3 clusters Score: Raw -708674.821964 + Penalty 1715.247560 = -706959.574404 nChanged 493 SP:Iteration 6F (2815.979900 sec): 3 clusters Score: Raw -709021.194474 + Penalty 1715.247560 = -707305.946914 nChanged 489 SP:Iteration 7F (2816.002232 sec): 3 clusters Score: Raw -709407.652724 + Penalty 1715.247560 = -707692.405164 nChanged 465 SP:Iteration 8F (2816.024969 sec): 3 clusters Score: Raw -709828.179208 + Penalty 1715.247560 = -708112.931648 nChanged 386 SP:Iteration 9Q (2816.047254 sec): 3 clusters Score: Raw -710180.564489 + Penalty 1715.247560 = -708465.316929 nChanged 231 SP:Iteration 10Q (2816.069317 sec): 3 clusters Score: Raw -710395.707000 + Penalty 1715.247560 = -708680.459440 nChanged 126 SP:Iteration 11Q (2816.090995 sec): 3 clusters Score: Raw -710510.874622 + Penalty 1715.247560 = -708795.627062 nChanged 64 SP:Iteration 12Q (2816.147721 sec): 3 clusters Score: Raw -710576.704334 + Penalty 1715.247560 = -708861.456774 nChanged 30 SP:Iteration 13Q (2816.177482 sec): 3 clusters Score: Raw -710604.152392 + Penalty 1715.247560 = -708888.904832 nChanged 14 SP:Iteration 14Q (2816.198572 sec): 3 clusters Score: Raw -710621.118303 + Penalty 1715.247560 = -708905.870744 nChanged 15 SP:Iteration 15Q (2816.219220 sec): 3 clusters Score: Raw -710634.708673 + Penalty 1715.247560 = -708919.461114 nChanged 9 SP:Iteration 16Q (2816.240126 sec): 3 clusters Score: Raw -710645.842260 + Penalty 1715.247560 = -708930.594700 nChanged 8 SP:Iteration 17Q (2816.260947 sec): 3 clusters Score: Raw -710652.519521 + Penalty 1715.247560 = -708937.271962 nChanged 4 SP:Iteration 18Q (2816.281555 sec): 3 clusters Score: Raw -710654.115542 + Penalty 1715.247560 = -708938.867983 nChanged 3 SP:Iteration 19Q (2816.302344 sec): 3 clusters Score: Raw -710656.529526 + Penalty 1715.247560 = -708941.281966 nChanged 4 SP:Iteration 20F (2816.324594 sec): 3 clusters Score: Raw -710662.215817 + Penalty 1715.247560 = -708946.968257 nChanged 4 SP:Iteration 21Q (2816.345247 sec): 3 clusters Score: Raw -710667.640667 + Penalty 1715.247560 = -708952.393107 nChanged 7 SP:Iteration 22Q (2816.365923 sec): 3 clusters Score: Raw -710680.349604 + Penalty 1715.247560 = -708965.102045 nChanged 5 SP:Iteration 23Q (2816.386532 sec): 3 clusters Score: Raw -710687.060027 + Penalty 1715.247560 = -708971.812467 nChanged 3 SP:Iteration 24Q (2816.407408 sec): 3 clusters Score: Raw -710689.166383 + Penalty 1715.247560 = -708973.918824 nChanged 0 SP:Iteration 25F (2816.430154 sec): 3 clusters Score: Raw -710689.166383 + Penalty 1715.247560 = -708973.918824 nChanged 0 Trying to split cluster 32 (3286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2816.446332 sec): 2 clusters Score: Raw -284266.127550 + Penalty 769.255498 = -283496.872052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2816.459498 sec): 3 clusters Score: Raw -282584.762943 + Penalty 1538.510997 = -281046.251947 nChanged 1285 SP:Iteration 1F (2816.471362 sec): 3 clusters Score: Raw -283291.942828 + Penalty 1538.510997 = -281753.431831 nChanged 226 SP:Iteration 2F (2816.483231 sec): 3 clusters Score: Raw -283393.732667 + Penalty 1538.510997 = -281855.221671 nChanged 142 SP:Iteration 3Q (2816.495217 sec): 3 clusters Score: Raw -283461.598083 + Penalty 1538.510997 = -281923.087087 nChanged 124 SP:Iteration 4Q (2816.507159 sec): 3 clusters Score: Raw -283519.208276 + Penalty 1538.510997 = -281980.697280 nChanged 118 SP:Iteration 5Q (2816.518934 sec): 3 clusters Score: Raw -283568.609097 + Penalty 1538.510997 = -282030.098101 nChanged 100 SP:Iteration 6Q (2816.530761 sec): 3 clusters Score: Raw -283605.673274 + Penalty 1538.510997 = -282067.162277 nChanged 77 SP:Iteration 7Q (2816.542685 sec): 3 clusters Score: Raw -283632.843273 + Penalty 1538.510997 = -282094.332276 nChanged 75 SP:Iteration 8Q (2816.554569 sec): 3 clusters Score: Raw -283657.729532 + Penalty 1538.510997 = -282119.218535 nChanged 65 SP:Iteration 9Q (2816.566517 sec): 3 clusters Score: Raw -283676.695514 + Penalty 1538.510997 = -282138.184517 nChanged 55 SP:Iteration 10Q (2816.578428 sec): 3 clusters Score: Raw -283698.963642 + Penalty 1538.510997 = -282160.452645 nChanged 55 SP:Iteration 11Q (2816.590351 sec): 3 clusters Score: Raw -283719.313772 + Penalty 1538.510997 = -282180.802775 nChanged 65 SP:Iteration 12Q (2816.602263 sec): 3 clusters Score: Raw -283747.746965 + Penalty 1538.510997 = -282209.235968 nChanged 73 SP:Iteration 13Q (2816.614149 sec): 3 clusters Score: Raw -283780.886587 + Penalty 1538.510997 = -282242.375590 nChanged 77 SP:Iteration 14Q (2816.626088 sec): 3 clusters Score: Raw -283822.125589 + Penalty 1538.510997 = -282283.614592 nChanged 84 SP:Iteration 15Q (2816.638634 sec): 3 clusters Score: Raw -283866.813701 + Penalty 1538.510997 = -282328.302704 nChanged 81 SP:Iteration 16Q (2816.650326 sec): 3 clusters Score: Raw -283907.383321 + Penalty 1538.510997 = -282368.872325 nChanged 82 SP:Iteration 17Q (2816.662077 sec): 3 clusters Score: Raw -283950.517561 + Penalty 1538.510997 = -282412.006564 nChanged 88 SP:Iteration 18Q (2816.673855 sec): 3 clusters Score: Raw -284000.784983 + Penalty 1538.510997 = -282462.273986 nChanged 69 SP:Iteration 19Q (2816.685618 sec): 3 clusters Score: Raw -284038.295085 + Penalty 1538.510997 = -282499.784088 nChanged 72 SP:Iteration 20F (2816.697229 sec): 3 clusters Score: Raw -284082.723946 + Penalty 1538.510997 = -282544.212949 nChanged 60 SP:Iteration 21Q (2816.708887 sec): 3 clusters Score: Raw -284120.004857 + Penalty 1538.510997 = -282581.493861 nChanged 58 SP:Iteration 22Q (2816.720448 sec): 3 clusters Score: Raw -284151.377549 + Penalty 1538.510997 = -282612.866552 nChanged 50 SP:Iteration 23Q (2816.732019 sec): 3 clusters Score: Raw -284184.848871 + Penalty 1538.510997 = -282646.337874 nChanged 50 SP:Iteration 24Q (2816.743424 sec): 3 clusters Score: Raw -284219.141285 + Penalty 1538.510997 = -282680.630288 nChanged 48 SP:Iteration 25Q (2816.754962 sec): 3 clusters Score: Raw -284251.741739 + Penalty 1538.510997 = -282713.230742 nChanged 36 SP:Iteration 26Q (2816.766396 sec): 3 clusters Score: Raw -284275.224274 + Penalty 1538.510997 = -282736.713277 nChanged 21 SP:Iteration 27Q (2816.777994 sec): 3 clusters Score: Raw -284287.016490 + Penalty 1538.510997 = -282748.505493 nChanged 17 SP:Iteration 28Q (2816.789373 sec): 3 clusters Score: Raw -284302.974264 + Penalty 1538.510997 = -282764.463267 nChanged 20 SP:Iteration 29Q (2816.800594 sec): 3 clusters Score: Raw -284318.907829 + Penalty 1538.510997 = -282780.396833 nChanged 14 SP:Iteration 30Q (2816.811922 sec): 3 clusters Score: Raw -284329.401574 + Penalty 1538.510997 = -282790.890578 nChanged 15 SP:Iteration 31Q (2816.823224 sec): 3 clusters Score: Raw -284346.562048 + Penalty 1538.510997 = -282808.051051 nChanged 13 SP:Iteration 32Q (2816.834410 sec): 3 clusters Score: Raw -284358.669867 + Penalty 1538.510997 = -282820.158870 nChanged 12 SP:Iteration 33Q (2816.845684 sec): 3 clusters Score: Raw -284368.619232 + Penalty 1538.510997 = -282830.108235 nChanged 8 SP:Iteration 34Q (2816.856916 sec): 3 clusters Score: Raw -284373.859559 + Penalty 1538.510997 = -282835.348562 nChanged 2 SP:Iteration 35Q (2816.868175 sec): 3 clusters Score: Raw -284374.612728 + Penalty 1538.510997 = -282836.101731 nChanged 1 SP:Iteration 36Q (2816.879435 sec): 3 clusters Score: Raw -284375.393796 + Penalty 1538.510997 = -282836.882799 nChanged 0 SP:Iteration 37F (2816.891170 sec): 3 clusters Score: Raw -284375.393796 + Penalty 1538.510997 = -282836.882799 nChanged 0 Trying to split cluster 33 (493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2816.904793 sec): 2 clusters Score: Raw -41753.421871 + Penalty 589.048372 = -41164.373500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2816.907459 sec): 3 clusters Score: Raw -41615.952243 + Penalty 1178.096743 = -40437.855500 nChanged 136 SP:Iteration 1F (2816.909715 sec): 3 clusters Score: Raw -41775.994396 + Penalty 1178.096743 = -40597.897653 nChanged 39 SP:Iteration 2F (2816.911955 sec): 3 clusters Score: Raw -41830.451580 + Penalty 1178.096743 = -40652.354837 nChanged 22 SP:Iteration 3Q (2816.914179 sec): 3 clusters Score: Raw -41863.278706 + Penalty 1178.096743 = -40685.181962 nChanged 10 SP:Iteration 4Q (2816.916392 sec): 3 clusters Score: Raw -41877.311434 + Penalty 1178.096743 = -40699.214691 nChanged 9 SP:Iteration 5Q (2816.918557 sec): 3 clusters Score: Raw -41888.016536 + Penalty 1178.096743 = -40709.919792 nChanged 6 SP:Iteration 6Q (2816.920723 sec): 3 clusters Score: Raw -41892.529862 + Penalty 1178.096743 = -40714.433119 nChanged 4 SP:Iteration 7Q (2816.922923 sec): 3 clusters Score: Raw -41896.231756 + Penalty 1178.096743 = -40718.135013 nChanged 1 SP:Iteration 8Q (2816.925100 sec): 3 clusters Score: Raw -41897.096733 + Penalty 1178.096743 = -40718.999990 nChanged 1 SP:Iteration 9Q (2816.927295 sec): 3 clusters Score: Raw -41897.975675 + Penalty 1178.096743 = -40719.878931 nChanged 1 SP:Iteration 10Q (2816.929472 sec): 3 clusters Score: Raw -41898.656539 + Penalty 1178.096743 = -40720.559796 nChanged 0 SP:Iteration 11F (2816.931682 sec): 3 clusters Score: Raw -41898.656539 + Penalty 1178.096743 = -40720.559796 nChanged 0 Trying to split cluster 34 (1973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2816.947468 sec): 2 clusters Score: Raw -179524.005644 + Penalty 720.794498 = -178803.211146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2816.955459 sec): 3 clusters Score: Raw -178605.611770 + Penalty 1441.588996 = -177164.022774 nChanged 764 SP:Iteration 1F (2816.962768 sec): 3 clusters Score: Raw -179160.085884 + Penalty 1441.588996 = -177718.496888 nChanged 172 SP:Iteration 2F (2816.970132 sec): 3 clusters Score: Raw -179303.681931 + Penalty 1441.588996 = -177862.092935 nChanged 118 SP:Iteration 3F (2816.977497 sec): 3 clusters Score: Raw -179398.757430 + Penalty 1441.588996 = -177957.168434 nChanged 102 SP:Iteration 4F (2816.984897 sec): 3 clusters Score: Raw -179477.021067 + Penalty 1441.588996 = -178035.432071 nChanged 82 SP:Iteration 5Q (2816.992390 sec): 3 clusters Score: Raw -179541.780561 + Penalty 1441.588996 = -178100.191564 nChanged 76 SP:Iteration 6Q (2816.999750 sec): 3 clusters Score: Raw -179592.359144 + Penalty 1441.588996 = -178150.770148 nChanged 50 SP:Iteration 7Q (2817.007050 sec): 3 clusters Score: Raw -179634.922961 + Penalty 1441.588996 = -178193.333965 nChanged 55 SP:Iteration 8Q (2817.014373 sec): 3 clusters Score: Raw -179667.158733 + Penalty 1441.588996 = -178225.569736 nChanged 40 SP:Iteration 9Q (2817.021661 sec): 3 clusters Score: Raw -179696.965105 + Penalty 1441.588996 = -178255.376109 nChanged 35 SP:Iteration 10Q (2817.028962 sec): 3 clusters Score: Raw -179719.566249 + Penalty 1441.588996 = -178277.977253 nChanged 37 SP:Iteration 11Q (2817.036293 sec): 3 clusters Score: Raw -179740.800729 + Penalty 1441.588996 = -178299.211733 nChanged 32 SP:Iteration 12Q (2817.043572 sec): 3 clusters Score: Raw -179760.389256 + Penalty 1441.588996 = -178318.800260 nChanged 14 SP:Iteration 13Q (2817.050684 sec): 3 clusters Score: Raw -179769.230242 + Penalty 1441.588996 = -178327.641245 nChanged 17 SP:Iteration 14Q (2817.057951 sec): 3 clusters Score: Raw -179777.461935 + Penalty 1441.588996 = -178335.872939 nChanged 17 SP:Iteration 15Q (2817.065137 sec): 3 clusters Score: Raw -179787.617058 + Penalty 1441.588996 = -178346.028061 nChanged 13 SP:Iteration 16Q (2817.072305 sec): 3 clusters Score: Raw -179793.450183 + Penalty 1441.588996 = -178351.861187 nChanged 12 SP:Iteration 17Q (2817.079460 sec): 3 clusters Score: Raw -179797.060103 + Penalty 1441.588996 = -178355.471107 nChanged 7 SP:Iteration 18Q (2817.086663 sec): 3 clusters Score: Raw -179799.055412 + Penalty 1441.588996 = -178357.466416 nChanged 3 SP:Iteration 19Q (2817.093772 sec): 3 clusters Score: Raw -179800.111419 + Penalty 1441.588996 = -178358.522422 nChanged 1 SP:Iteration 20F (2817.101097 sec): 3 clusters Score: Raw -179800.421791 + Penalty 1441.588996 = -178358.832795 nChanged 4 SP:Iteration 21Q (2817.108296 sec): 3 clusters Score: Raw -179801.495451 + Penalty 1441.588996 = -178359.906455 nChanged 1 SP:Iteration 22Q (2817.115393 sec): 3 clusters Score: Raw -179802.074623 + Penalty 1441.588996 = -178360.485627 nChanged 2 SP:Iteration 23Q (2817.122516 sec): 3 clusters Score: Raw -179803.261727 + Penalty 1441.588996 = -178361.672731 nChanged 3 SP:Iteration 24Q (2817.129671 sec): 3 clusters Score: Raw -179803.735737 + Penalty 1441.588996 = -178362.146740 nChanged 1 SP:Iteration 25Q (2817.136873 sec): 3 clusters Score: Raw -179803.875422 + Penalty 1441.588996 = -178362.286426 nChanged 0 SP:Iteration 26F (2817.144196 sec): 3 clusters Score: Raw -179803.875422 + Penalty 1441.588996 = -178362.286426 nChanged 0 Trying to split cluster 35 (5091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2817.162639 sec): 2 clusters Score: Raw -414590.972854 + Penalty 810.846808 = -413780.126046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2817.181937 sec): 3 clusters Score: Raw -411749.033655 + Penalty 1621.693615 = -410127.340040 nChanged 2201 SP:Iteration 1F (2817.200153 sec): 3 clusters Score: Raw -413041.908000 + Penalty 1621.693615 = -411420.214385 nChanged 431 SP:Iteration 2F (2817.218943 sec): 3 clusters Score: Raw -413343.534727 + Penalty 1621.693615 = -411721.841112 nChanged 408 SP:Iteration 3F (2817.237445 sec): 3 clusters Score: Raw -413640.854746 + Penalty 1621.693615 = -412019.161131 nChanged 363 SP:Iteration 4F (2817.255833 sec): 3 clusters Score: Raw -413921.717131 + Penalty 1621.693615 = -412300.023516 nChanged 323 SP:Iteration 5F (2817.274217 sec): 3 clusters Score: Raw -414186.899488 + Penalty 1621.693615 = -412565.205872 nChanged 270 SP:Iteration 6F (2817.292740 sec): 3 clusters Score: Raw -414423.041572 + Penalty 1621.693615 = -412801.347957 nChanged 173 SP:Iteration 7Q (2817.311096 sec): 3 clusters Score: Raw -414553.319741 + Penalty 1621.693615 = -412931.626126 nChanged 131 SP:Iteration 8Q (2817.329526 sec): 3 clusters Score: Raw -414635.606751 + Penalty 1621.693615 = -413013.913135 nChanged 81 SP:Iteration 9Q (2817.347880 sec): 3 clusters Score: Raw -414679.240270 + Penalty 1621.693615 = -413057.546655 nChanged 57 SP:Iteration 10Q (2817.366080 sec): 3 clusters Score: Raw -414713.526024 + Penalty 1621.693615 = -413091.832409 nChanged 56 SP:Iteration 11Q (2817.384062 sec): 3 clusters Score: Raw -414734.208789 + Penalty 1621.693615 = -413112.515174 nChanged 26 SP:Iteration 12Q (2817.402134 sec): 3 clusters Score: Raw -414744.361954 + Penalty 1621.693615 = -413122.668338 nChanged 22 SP:Iteration 13Q (2817.420211 sec): 3 clusters Score: Raw -414751.278057 + Penalty 1621.693615 = -413129.584442 nChanged 16 SP:Iteration 14Q (2817.438111 sec): 3 clusters Score: Raw -414756.931087 + Penalty 1621.693615 = -413135.237471 nChanged 13 SP:Iteration 15Q (2817.455847 sec): 3 clusters Score: Raw -414762.693881 + Penalty 1621.693615 = -413141.000266 nChanged 15 SP:Iteration 16Q (2817.473896 sec): 3 clusters Score: Raw -414767.160583 + Penalty 1621.693615 = -413145.466968 nChanged 17 SP:Iteration 17Q (2817.491919 sec): 3 clusters Score: Raw -414773.613593 + Penalty 1621.693615 = -413151.919978 nChanged 21 SP:Iteration 18Q (2817.509828 sec): 3 clusters Score: Raw -414784.853905 + Penalty 1621.693615 = -413163.160290 nChanged 26 SP:Iteration 19Q (2817.527721 sec): 3 clusters Score: Raw -414807.433487 + Penalty 1621.693615 = -413185.739871 nChanged 29 SP:Iteration 20F (2817.545994 sec): 3 clusters Score: Raw -414849.938523 + Penalty 1621.693615 = -413228.244908 nChanged 37 SP:Iteration 21Q (2817.563498 sec): 3 clusters Score: Raw -414926.918714 + Penalty 1621.693615 = -413305.225099 nChanged 30 SP:Iteration 22Q (2817.580982 sec): 3 clusters Score: Raw -414957.802783 + Penalty 1621.693615 = -413336.109168 nChanged 26 SP:Iteration 23Q (2817.598313 sec): 3 clusters Score: Raw -414969.968961 + Penalty 1621.693615 = -413348.275345 nChanged 15 SP:Iteration 24Q (2817.615565 sec): 3 clusters Score: Raw -414974.521757 + Penalty 1621.693615 = -413352.828142 nChanged 12 SP:Iteration 25Q (2817.632624 sec): 3 clusters Score: Raw -414978.112880 + Penalty 1621.693615 = -413356.419265 nChanged 4 SP:Iteration 26Q (2817.649639 sec): 3 clusters Score: Raw -414979.230911 + Penalty 1621.693615 = -413357.537295 nChanged 6 SP:Iteration 27Q (2817.666854 sec): 3 clusters Score: Raw -414981.239074 + Penalty 1621.693615 = -413359.545458 nChanged 2 SP:Iteration 28Q (2817.683629 sec): 3 clusters Score: Raw -414981.668452 + Penalty 1621.693615 = -413359.974837 nChanged 3 SP:Iteration 29Q (2817.700657 sec): 3 clusters Score: Raw -414982.329670 + Penalty 1621.693615 = -413360.636054 nChanged 2 SP:Iteration 30Q (2817.717835 sec): 3 clusters Score: Raw -414983.064658 + Penalty 1621.693615 = -413361.371043 nChanged 1 SP:Iteration 31Q (2817.734827 sec): 3 clusters Score: Raw -414983.246410 + Penalty 1621.693615 = -413361.552795 nChanged 1 SP:Iteration 32Q (2817.751799 sec): 3 clusters Score: Raw -414983.547292 + Penalty 1621.693615 = -413361.853676 nChanged 1 SP:Iteration 33Q (2817.768431 sec): 3 clusters Score: Raw -414983.866058 + Penalty 1621.693615 = -413362.172443 nChanged 1 SP:Iteration 34Q (2817.785409 sec): 3 clusters Score: Raw -414984.051760 + Penalty 1621.693615 = -413362.358145 nChanged 0 SP:Iteration 35F (2817.803688 sec): 3 clusters Score: Raw -414984.051760 + Penalty 1621.693615 = -413362.358145 nChanged 0 Trying to split cluster 36 (14867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2817.831333 sec): 2 clusters Score: Raw -1294808.413985 + Penalty 912.655431 = -1293895.758555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2817.861668 sec): 3 clusters Score: Raw -1285701.105228 + Penalty 1825.310861 = -1283875.794366 nChanged 6859 SP:Iteration 1F (2817.891636 sec): 3 clusters Score: Raw -1289809.214648 + Penalty 1825.310861 = -1287983.903787 nChanged 1037 SP:Iteration 2F (2817.921542 sec): 3 clusters Score: Raw -1290513.116609 + Penalty 1825.310861 = -1288687.805748 nChanged 1229 SP:Iteration 3F (2817.951381 sec): 3 clusters Score: Raw -1291448.971690 + Penalty 1825.310861 = -1289623.660829 nChanged 1223 SP:Iteration 4F (2817.981226 sec): 3 clusters Score: Raw -1292336.633116 + Penalty 1825.310861 = -1290511.322255 nChanged 1027 SP:Iteration 5F (2818.011029 sec): 3 clusters Score: Raw -1292987.935478 + Penalty 1825.310861 = -1291162.624617 nChanged 720 SP:Iteration 6Q (2818.041258 sec): 3 clusters Score: Raw -1293372.569329 + Penalty 1825.310861 = -1291547.258468 nChanged 539 SP:Iteration 7Q (2818.071314 sec): 3 clusters Score: Raw -1293652.527332 + Penalty 1825.310861 = -1291827.216471 nChanged 436 SP:Iteration 8Q (2818.101296 sec): 3 clusters Score: Raw -1293875.436855 + Penalty 1825.310861 = -1292050.125993 nChanged 331 SP:Iteration 9Q (2818.131345 sec): 3 clusters Score: Raw -1294054.724615 + Penalty 1825.310861 = -1292229.413753 nChanged 253 SP:Iteration 10Q (2818.161292 sec): 3 clusters Score: Raw -1294211.760929 + Penalty 1825.310861 = -1292386.450067 nChanged 251 SP:Iteration 11Q (2818.191180 sec): 3 clusters Score: Raw -1294394.764192 + Penalty 1825.310861 = -1292569.453331 nChanged 240 SP:Iteration 12Q (2818.220650 sec): 3 clusters Score: Raw -1294575.790079 + Penalty 1825.310861 = -1292750.479218 nChanged 224 SP:Iteration 13Q (2818.249626 sec): 3 clusters Score: Raw -1294715.842566 + Penalty 1825.310861 = -1292890.531704 nChanged 185 SP:Iteration 14Q (2818.278102 sec): 3 clusters Score: Raw -1294804.745039 + Penalty 1825.310861 = -1292979.434178 nChanged 145 SP:Iteration 15Q (2818.306127 sec): 3 clusters Score: Raw -1294880.186528 + Penalty 1825.310861 = -1293054.875667 nChanged 108 SP:Iteration 16Q (2818.334123 sec): 3 clusters Score: Raw -1294931.856439 + Penalty 1825.310861 = -1293106.545578 nChanged 99 SP:Iteration 17Q (2818.361906 sec): 3 clusters Score: Raw -1294976.574415 + Penalty 1825.310861 = -1293151.263554 nChanged 90 SP:Iteration 18Q (2818.389625 sec): 3 clusters Score: Raw -1295020.735218 + Penalty 1825.310861 = -1293195.424357 nChanged 101 SP:Iteration 19Q (2818.417107 sec): 3 clusters Score: Raw -1295063.601828 + Penalty 1825.310861 = -1293238.290967 nChanged 74 SP:Iteration 20F (2818.446980 sec): 3 clusters Score: Raw -1295098.879820 + Penalty 1825.310861 = -1293273.568959 nChanged 80 SP:Iteration 21Q (2818.474373 sec): 3 clusters Score: Raw -1295135.149427 + Penalty 1825.310861 = -1293309.838566 nChanged 82 SP:Iteration 22Q (2818.501529 sec): 3 clusters Score: Raw -1295178.929263 + Penalty 1825.310861 = -1293353.618402 nChanged 76 SP:Iteration 23Q (2818.528528 sec): 3 clusters Score: Raw -1295225.956973 + Penalty 1825.310861 = -1293400.646112 nChanged 80 SP:Iteration 24Q (2818.555493 sec): 3 clusters Score: Raw -1295272.337019 + Penalty 1825.310861 = -1293447.026158 nChanged 63 SP:Iteration 25Q (2818.582379 sec): 3 clusters Score: Raw -1295312.543142 + Penalty 1825.310861 = -1293487.232280 nChanged 70 SP:Iteration 26Q (2818.609097 sec): 3 clusters Score: Raw -1295350.731272 + Penalty 1825.310861 = -1293525.420411 nChanged 45 SP:Iteration 27Q (2818.635672 sec): 3 clusters Score: Raw -1295367.560796 + Penalty 1825.310861 = -1293542.249935 nChanged 18 SP:Iteration 28Q (2818.662432 sec): 3 clusters Score: Raw -1295373.111382 + Penalty 1825.310861 = -1293547.800521 nChanged 16 SP:Iteration 29Q (2818.688834 sec): 3 clusters Score: Raw -1295379.558590 + Penalty 1825.310861 = -1293554.247729 nChanged 16 SP:Iteration 30Q (2818.715388 sec): 3 clusters Score: Raw -1295387.388936 + Penalty 1825.310861 = -1293562.078075 nChanged 21 SP:Iteration 31Q (2818.741903 sec): 3 clusters Score: Raw -1295396.167616 + Penalty 1825.310861 = -1293570.856755 nChanged 18 SP:Iteration 32Q (2818.768314 sec): 3 clusters Score: Raw -1295401.947900 + Penalty 1825.310861 = -1293576.637038 nChanged 15 SP:Iteration 33Q (2818.794841 sec): 3 clusters Score: Raw -1295407.368926 + Penalty 1825.310861 = -1293582.058065 nChanged 14 SP:Iteration 34Q (2818.821279 sec): 3 clusters Score: Raw -1295413.128416 + Penalty 1825.310861 = -1293587.817554 nChanged 9 SP:Iteration 35Q (2818.847813 sec): 3 clusters Score: Raw -1295417.708298 + Penalty 1825.310861 = -1293592.397437 nChanged 14 SP:Iteration 36Q (2818.874298 sec): 3 clusters Score: Raw -1295424.683989 + Penalty 1825.310861 = -1293599.373128 nChanged 24 SP:Iteration 37Q (2818.900847 sec): 3 clusters Score: Raw -1295433.896277 + Penalty 1825.310861 = -1293608.585415 nChanged 23 SP:Iteration 38Q (2818.927469 sec): 3 clusters Score: Raw -1295443.947653 + Penalty 1825.310861 = -1293618.636792 nChanged 28 SP:Iteration 39Q (2818.953882 sec): 3 clusters Score: Raw -1295454.609705 + Penalty 1825.310861 = -1293629.298843 nChanged 27 SP:Iteration 40F (2818.983602 sec): 3 clusters Score: Raw -1295463.650454 + Penalty 1825.310861 = -1293638.339592 nChanged 18 SP:Iteration 41Q (2819.010157 sec): 3 clusters Score: Raw -1295468.594202 + Penalty 1825.310861 = -1293643.283341 nChanged 13 SP:Iteration 42Q (2819.036631 sec): 3 clusters Score: Raw -1295472.681135 + Penalty 1825.310861 = -1293647.370274 nChanged 17 SP:Iteration 43Q (2819.062903 sec): 3 clusters Score: Raw -1295476.415520 + Penalty 1825.310861 = -1293651.104658 nChanged 10 SP:Iteration 44Q (2819.089293 sec): 3 clusters Score: Raw -1295479.013996 + Penalty 1825.310861 = -1293653.703135 nChanged 9 SP:Iteration 45Q (2819.115614 sec): 3 clusters Score: Raw -1295481.127142 + Penalty 1825.310861 = -1293655.816281 nChanged 12 SP:Iteration 46Q (2819.142086 sec): 3 clusters Score: Raw -1295483.946094 + Penalty 1825.310861 = -1293658.635233 nChanged 9 SP:Iteration 47Q (2819.168276 sec): 3 clusters Score: Raw -1295485.370300 + Penalty 1825.310861 = -1293660.059438 nChanged 5 SP:Iteration 48Q (2819.194516 sec): 3 clusters Score: Raw -1295486.358911 + Penalty 1825.310861 = -1293661.048050 nChanged 6 SP:Iteration 49Q (2819.220683 sec): 3 clusters Score: Raw -1295487.624524 + Penalty 1825.310861 = -1293662.313663 nChanged 2 SP:Iteration 50Q (2819.247074 sec): 3 clusters Score: Raw -1295488.317640 + Penalty 1825.310861 = -1293663.006779 nChanged 2 SP:Iteration 51Q (2819.273291 sec): 3 clusters Score: Raw -1295488.538596 + Penalty 1825.310861 = -1293663.227735 nChanged 3 SP:Iteration 52Q (2819.299461 sec): 3 clusters Score: Raw -1295489.123615 + Penalty 1825.310861 = -1293663.812753 nChanged 1 SP:Iteration 53Q (2819.325774 sec): 3 clusters Score: Raw -1295489.239387 + Penalty 1825.310861 = -1293663.928525 nChanged 0 SP:Iteration 54F (2819.355630 sec): 3 clusters Score: Raw -1295489.239387 + Penalty 1825.310861 = -1293663.928525 nChanged 0 Trying to split cluster 37 (6152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2819.373855 sec): 2 clusters Score: Raw -528757.648267 + Penalty 828.830589 = -527928.817679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2819.394327 sec): 3 clusters Score: Raw -525300.697176 + Penalty 1657.661177 = -523643.035999 nChanged 2662 SP:Iteration 1F (2819.414378 sec): 3 clusters Score: Raw -526746.736932 + Penalty 1657.661177 = -525089.075755 nChanged 363 SP:Iteration 2F (2819.434398 sec): 3 clusters Score: Raw -526901.236842 + Penalty 1657.661177 = -525243.575665 nChanged 322 SP:Iteration 3F (2819.454569 sec): 3 clusters Score: Raw -527046.479225 + Penalty 1657.661177 = -525388.818048 nChanged 304 SP:Iteration 4Q (2819.474582 sec): 3 clusters Score: Raw -527200.314984 + Penalty 1657.661177 = -525542.653807 nChanged 306 SP:Iteration 5Q (2819.494732 sec): 3 clusters Score: Raw -527369.324078 + Penalty 1657.661177 = -525711.662901 nChanged 314 SP:Iteration 6F (2819.514756 sec): 3 clusters Score: Raw -527580.177324 + Penalty 1657.661177 = -525922.516147 nChanged 358 SP:Iteration 7F (2819.534654 sec): 3 clusters Score: Raw -527870.536580 + Penalty 1657.661177 = -526212.875403 nChanged 343 SP:Iteration 8F (2819.554683 sec): 3 clusters Score: Raw -528152.391325 + Penalty 1657.661177 = -526494.730148 nChanged 294 SP:Iteration 9Q (2819.574681 sec): 3 clusters Score: Raw -528387.991456 + Penalty 1657.661177 = -526730.330279 nChanged 252 SP:Iteration 10Q (2819.594613 sec): 3 clusters Score: Raw -528578.251630 + Penalty 1657.661177 = -526920.590453 nChanged 189 SP:Iteration 11Q (2819.614314 sec): 3 clusters Score: Raw -528701.874402 + Penalty 1657.661177 = -527044.213225 nChanged 136 SP:Iteration 12Q (2819.633923 sec): 3 clusters Score: Raw -528794.702358 + Penalty 1657.661177 = -527137.041181 nChanged 97 SP:Iteration 13Q (2819.653255 sec): 3 clusters Score: Raw -528856.073504 + Penalty 1657.661177 = -527198.412327 nChanged 70 SP:Iteration 14Q (2819.672434 sec): 3 clusters Score: Raw -528893.841053 + Penalty 1657.661177 = -527236.179876 nChanged 54 SP:Iteration 15Q (2819.691496 sec): 3 clusters Score: Raw -528918.939120 + Penalty 1657.661177 = -527261.277943 nChanged 41 SP:Iteration 16Q (2819.710729 sec): 3 clusters Score: Raw -528940.634203 + Penalty 1657.661177 = -527282.973026 nChanged 31 SP:Iteration 17Q (2819.729817 sec): 3 clusters Score: Raw -528955.345581 + Penalty 1657.661177 = -527297.684404 nChanged 26 SP:Iteration 18Q (2819.748572 sec): 3 clusters Score: Raw -528969.255006 + Penalty 1657.661177 = -527311.593829 nChanged 21 SP:Iteration 19Q (2819.767310 sec): 3 clusters Score: Raw -528977.366007 + Penalty 1657.661177 = -527319.704830 nChanged 12 SP:Iteration 20F (2819.787371 sec): 3 clusters Score: Raw -528981.954945 + Penalty 1657.661177 = -527324.293768 nChanged 15 SP:Iteration 21Q (2819.806495 sec): 3 clusters Score: Raw -528991.085833 + Penalty 1657.661177 = -527333.424656 nChanged 19 SP:Iteration 22Q (2819.825523 sec): 3 clusters Score: Raw -529002.018231 + Penalty 1657.661177 = -527344.357054 nChanged 16 SP:Iteration 23Q (2819.844483 sec): 3 clusters Score: Raw -529010.517449 + Penalty 1657.661177 = -527352.856272 nChanged 14 SP:Iteration 24Q (2819.863181 sec): 3 clusters Score: Raw -529020.179513 + Penalty 1657.661177 = -527362.518336 nChanged 18 SP:Iteration 25Q (2819.881945 sec): 3 clusters Score: Raw -529028.009154 + Penalty 1657.661177 = -527370.347977 nChanged 8 SP:Iteration 26Q (2819.923884 sec): 3 clusters Score: Raw -529031.311464 + Penalty 1657.661177 = -527373.650287 nChanged 5 SP:Iteration 27Q (2819.942440 sec): 3 clusters Score: Raw -529032.915199 + Penalty 1657.661177 = -527375.254022 nChanged 5 SP:Iteration 28Q (2819.961095 sec): 3 clusters Score: Raw -529035.091594 + Penalty 1657.661177 = -527377.430417 nChanged 2 SP:Iteration 29Q (2819.979588 sec): 3 clusters Score: Raw -529035.412368 + Penalty 1657.661177 = -527377.751191 nChanged 1 SP:Iteration 30Q (2819.998269 sec): 3 clusters Score: Raw -529036.020538 + Penalty 1657.661177 = -527378.359361 nChanged 1 SP:Iteration 31Q (2820.016886 sec): 3 clusters Score: Raw -529036.842618 + Penalty 1657.661177 = -527379.181441 nChanged 1 SP:Iteration 32Q (2820.035395 sec): 3 clusters Score: Raw -529037.334913 + Penalty 1657.661177 = -527379.673736 nChanged 0 SP:Iteration 33F (2820.055100 sec): 3 clusters Score: Raw -529037.334913 + Penalty 1657.661177 = -527379.673736 nChanged 0 Trying to split cluster 38 (8778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2820.075550 sec): 2 clusters Score: Raw -742611.911437 + Penalty 862.600368 = -741749.311069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2820.099058 sec): 3 clusters Score: Raw -737542.147259 + Penalty 1725.200735 = -735816.946523 nChanged 3883 SP:Iteration 1F (2820.121667 sec): 3 clusters Score: Raw -739839.133865 + Penalty 1725.200735 = -738113.933129 nChanged 593 SP:Iteration 2F (2820.144330 sec): 3 clusters Score: Raw -740157.603532 + Penalty 1725.200735 = -738432.402797 nChanged 560 SP:Iteration 3F (2820.166804 sec): 3 clusters Score: Raw -740472.766188 + Penalty 1725.200735 = -738747.565452 nChanged 540 SP:Iteration 4F (2820.189383 sec): 3 clusters Score: Raw -740794.546171 + Penalty 1725.200735 = -739069.345435 nChanged 539 SP:Iteration 5F (2820.212150 sec): 3 clusters Score: Raw -741119.133344 + Penalty 1725.200735 = -739393.932608 nChanged 482 SP:Iteration 6F (2820.234510 sec): 3 clusters Score: Raw -741431.450645 + Penalty 1725.200735 = -739706.249909 nChanged 441 SP:Iteration 7F (2820.257168 sec): 3 clusters Score: Raw -741741.353718 + Penalty 1725.200735 = -740016.152982 nChanged 385 SP:Iteration 8Q (2820.279743 sec): 3 clusters Score: Raw -742054.487341 + Penalty 1725.200735 = -740329.286606 nChanged 334 SP:Iteration 9Q (2820.302457 sec): 3 clusters Score: Raw -742325.048095 + Penalty 1725.200735 = -740599.847360 nChanged 249 SP:Iteration 10Q (2820.324983 sec): 3 clusters Score: Raw -742530.578499 + Penalty 1725.200735 = -740805.377764 nChanged 190 SP:Iteration 11Q (2820.346601 sec): 3 clusters Score: Raw -742659.564691 + Penalty 1725.200735 = -740934.363956 nChanged 165 SP:Iteration 12Q (2820.368613 sec): 3 clusters Score: Raw -742758.303940 + Penalty 1725.200735 = -741033.103204 nChanged 128 SP:Iteration 13Q (2820.390252 sec): 3 clusters Score: Raw -742821.932654 + Penalty 1725.200735 = -741096.731919 nChanged 115 SP:Iteration 14Q (2820.411955 sec): 3 clusters Score: Raw -742885.864737 + Penalty 1725.200735 = -741160.664001 nChanged 95 SP:Iteration 15Q (2820.433609 sec): 3 clusters Score: Raw -742934.157885 + Penalty 1725.200735 = -741208.957149 nChanged 80 SP:Iteration 16Q (2820.455197 sec): 3 clusters Score: Raw -742971.840862 + Penalty 1725.200735 = -741246.640126 nChanged 65 SP:Iteration 17Q (2820.476618 sec): 3 clusters Score: Raw -742996.409713 + Penalty 1725.200735 = -741271.208978 nChanged 46 SP:Iteration 18Q (2820.498062 sec): 3 clusters Score: Raw -743015.351345 + Penalty 1725.200735 = -741290.150609 nChanged 37 SP:Iteration 19Q (2820.519439 sec): 3 clusters Score: Raw -743033.810831 + Penalty 1725.200735 = -741308.610096 nChanged 32 SP:Iteration 20F (2820.542211 sec): 3 clusters Score: Raw -743050.082958 + Penalty 1725.200735 = -741324.882223 nChanged 28 SP:Iteration 21Q (2820.563468 sec): 3 clusters Score: Raw -743058.205594 + Penalty 1725.200735 = -741333.004859 nChanged 15 SP:Iteration 22Q (2820.584544 sec): 3 clusters Score: Raw -743062.023380 + Penalty 1725.200735 = -741336.822645 nChanged 9 SP:Iteration 23Q (2820.605719 sec): 3 clusters Score: Raw -743063.683791 + Penalty 1725.200735 = -741338.483055 nChanged 11 SP:Iteration 24Q (2820.626771 sec): 3 clusters Score: Raw -743065.622517 + Penalty 1725.200735 = -741340.421781 nChanged 8 SP:Iteration 25Q (2820.647896 sec): 3 clusters Score: Raw -743067.067638 + Penalty 1725.200735 = -741341.866902 nChanged 4 SP:Iteration 26Q (2820.668890 sec): 3 clusters Score: Raw -743068.126641 + Penalty 1725.200735 = -741342.925905 nChanged 3 SP:Iteration 27Q (2820.690097 sec): 3 clusters Score: Raw -743068.802430 + Penalty 1725.200735 = -741343.601695 nChanged 6 SP:Iteration 28Q (2820.711281 sec): 3 clusters Score: Raw -743069.804851 + Penalty 1725.200735 = -741344.604115 nChanged 4 SP:Iteration 29Q (2820.732584 sec): 3 clusters Score: Raw -743070.409973 + Penalty 1725.200735 = -741345.209238 nChanged 4 SP:Iteration 30Q (2820.753699 sec): 3 clusters Score: Raw -743070.744545 + Penalty 1725.200735 = -741345.543810 nChanged 0 SP:Iteration 31F (2820.776490 sec): 3 clusters Score: Raw -743070.744545 + Penalty 1725.200735 = -741345.543810 nChanged 0 Trying to split cluster 39 (1458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2820.791156 sec): 2 clusters Score: Raw -118887.860235 + Penalty 692.057987 = -118195.802248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2820.797164 sec): 3 clusters Score: Raw -118254.679093 + Penalty 1384.115973 = -116870.563120 nChanged 535 SP:Iteration 1F (2820.802730 sec): 3 clusters Score: Raw -118690.014897 + Penalty 1384.115973 = -117305.898923 nChanged 131 SP:Iteration 2F (2820.808292 sec): 3 clusters Score: Raw -118889.392253 + Penalty 1384.115973 = -117505.276280 nChanged 104 SP:Iteration 3F (2820.813843 sec): 3 clusters Score: Raw -119026.782714 + Penalty 1384.115973 = -117642.666741 nChanged 88 SP:Iteration 4F (2820.819371 sec): 3 clusters Score: Raw -119117.190958 + Penalty 1384.115973 = -117733.074985 nChanged 70 SP:Iteration 5Q (2820.824975 sec): 3 clusters Score: Raw -119185.987031 + Penalty 1384.115973 = -117801.871058 nChanged 52 SP:Iteration 6Q (2820.830407 sec): 3 clusters Score: Raw -119229.755493 + Penalty 1384.115973 = -117845.639520 nChanged 42 SP:Iteration 7Q (2820.835829 sec): 3 clusters Score: Raw -119263.798120 + Penalty 1384.115973 = -117879.682147 nChanged 34 SP:Iteration 8Q (2820.841343 sec): 3 clusters Score: Raw -119292.694998 + Penalty 1384.115973 = -117908.579025 nChanged 29 SP:Iteration 9Q (2820.846959 sec): 3 clusters Score: Raw -119319.287535 + Penalty 1384.115973 = -117935.171562 nChanged 21 SP:Iteration 10Q (2820.852341 sec): 3 clusters Score: Raw -119331.599481 + Penalty 1384.115973 = -117947.483508 nChanged 11 SP:Iteration 11Q (2820.857746 sec): 3 clusters Score: Raw -119337.870661 + Penalty 1384.115973 = -117953.754688 nChanged 4 SP:Iteration 12Q (2820.863176 sec): 3 clusters Score: Raw -119341.953818 + Penalty 1384.115973 = -117957.837844 nChanged 6 SP:Iteration 13Q (2820.868632 sec): 3 clusters Score: Raw -119345.233264 + Penalty 1384.115973 = -117961.117291 nChanged 8 SP:Iteration 14Q (2820.874092 sec): 3 clusters Score: Raw -119349.745926 + Penalty 1384.115973 = -117965.629952 nChanged 10 SP:Iteration 15Q (2820.879443 sec): 3 clusters Score: Raw -119359.591208 + Penalty 1384.115973 = -117975.475234 nChanged 4 SP:Iteration 16Q (2820.884872 sec): 3 clusters Score: Raw -119365.050674 + Penalty 1384.115973 = -117980.934701 nChanged 5 SP:Iteration 17Q (2820.890326 sec): 3 clusters Score: Raw -119370.842438 + Penalty 1384.115973 = -117986.726464 nChanged 3 SP:Iteration 18Q (2820.895873 sec): 3 clusters Score: Raw -119374.230069 + Penalty 1384.115973 = -117990.114095 nChanged 2 SP:Iteration 19Q (2820.901334 sec): 3 clusters Score: Raw -119375.269249 + Penalty 1384.115973 = -117991.153275 nChanged 2 SP:Iteration 20F (2820.906855 sec): 3 clusters Score: Raw -119376.264557 + Penalty 1384.115973 = -117992.148583 nChanged 1 SP:Iteration 21Q (2820.912268 sec): 3 clusters Score: Raw -119376.481030 + Penalty 1384.115973 = -117992.365056 nChanged 1 SP:Iteration 22Q (2820.917864 sec): 3 clusters Score: Raw -119376.598046 + Penalty 1384.115973 = -117992.482073 nChanged 0 SP:Iteration 23F (2820.923318 sec): 3 clusters Score: Raw -119376.598046 + Penalty 1384.115973 = -117992.482073 nChanged 0 Trying to split cluster 40 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2820.935988 sec): 2 clusters Score: Raw -33916.426219 + Penalty 585.914067 = -33330.512152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2820.938490 sec): 3 clusters Score: Raw -33823.045923 + Penalty 1171.828133 = -32651.217790 nChanged 137 SP:Iteration 1F (2820.940728 sec): 3 clusters Score: Raw -34100.558413 + Penalty 1171.828133 = -32928.730280 nChanged 46 SP:Iteration 2F (2820.942880 sec): 3 clusters Score: Raw -34237.606040 + Penalty 1171.828133 = -33065.777907 nChanged 29 SP:Iteration 3F (2820.945047 sec): 3 clusters Score: Raw -34320.776663 + Penalty 1171.828133 = -33148.948530 nChanged 15 SP:Iteration 4Q (2820.947134 sec): 3 clusters Score: Raw -34374.259312 + Penalty 1171.828133 = -33202.431179 nChanged 13 SP:Iteration 5Q (2820.949219 sec): 3 clusters Score: Raw -34427.071552 + Penalty 1171.828133 = -33255.243419 nChanged 10 SP:Iteration 6Q (2820.951319 sec): 3 clusters Score: Raw -34451.705798 + Penalty 1171.828133 = -33279.877664 nChanged 5 SP:Iteration 7Q (2820.953417 sec): 3 clusters Score: Raw -34469.298384 + Penalty 1171.828133 = -33297.470251 nChanged 6 SP:Iteration 8Q (2820.955547 sec): 3 clusters Score: Raw -34486.289546 + Penalty 1171.828133 = -33314.461413 nChanged 5 SP:Iteration 9Q (2820.957607 sec): 3 clusters Score: Raw -34501.300471 + Penalty 1171.828133 = -33329.472338 nChanged 4 SP:Iteration 10Q (2820.959657 sec): 3 clusters Score: Raw -34516.435417 + Penalty 1171.828133 = -33344.607284 nChanged 2 SP:Iteration 11Q (2820.961743 sec): 3 clusters Score: Raw -34520.267511 + Penalty 1171.828133 = -33348.439378 nChanged 1 SP:Iteration 12Q (2820.963887 sec): 3 clusters Score: Raw -34521.323465 + Penalty 1171.828133 = -33349.495332 nChanged 0 SP:Iteration 13F (2820.966053 sec): 3 clusters Score: Raw -34521.323465 + Penalty 1171.828133 = -33349.495332 nChanged 0 Score: Raw -69584286.787412 + Penalty 59620.935958 = -69524665.851454 Splitting cluster 40 changes total score from -69525345.626784 to -69524665.851454 So it's not getting split. Trying to split cluster 41 (91289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2838.328758 sec): 2 clusters Score: Raw -7755420.045372 + Penalty 1085.069630 = -7754334.975742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2838.446443 sec): 3 clusters Score: Raw -7695261.996678 + Penalty 2170.139260 = -7693091.857418 nChanged 44059 SP:Iteration 1F (2838.561797 sec): 3 clusters Score: Raw -7722657.688732 + Penalty 2170.139260 = -7720487.549472 nChanged 3986 SP:Iteration 2Q (2838.686796 sec): 3 clusters Score: Raw -7724419.834041 + Penalty 2170.139260 = -7722249.694781 nChanged 4716 SP:Iteration 3F (2838.802223 sec): 3 clusters Score: Raw -7727123.258077 + Penalty 2170.139260 = -7724953.118818 nChanged 5525 SP:Iteration 4F (2838.917639 sec): 3 clusters Score: Raw -7731185.654731 + Penalty 2170.139260 = -7729015.515471 nChanged 6068 SP:Iteration 5F (2839.032759 sec): 3 clusters Score: Raw -7736350.296189 + Penalty 2170.139260 = -7734180.156929 nChanged 5824 SP:Iteration 6F (2839.148902 sec): 3 clusters Score: Raw -7741157.608711 + Penalty 2170.139260 = -7738987.469451 nChanged 4546 SP:Iteration 7Q (2839.269930 sec): 3 clusters Score: Raw -7744211.484262 + Penalty 2170.139260 = -7742041.345002 nChanged 3280 SP:Iteration 8Q (2839.387903 sec): 3 clusters Score: Raw -7745928.174661 + Penalty 2170.139260 = -7743758.035402 nChanged 2454 SP:Iteration 9Q (2839.503910 sec): 3 clusters Score: Raw -7747063.956842 + Penalty 2170.139260 = -7744893.817582 nChanged 2016 SP:Iteration 10Q (2839.618329 sec): 3 clusters Score: Raw -7747983.890984 + Penalty 2170.139260 = -7745813.751724 nChanged 1813 SP:Iteration 11Q (2839.732311 sec): 3 clusters Score: Raw -7748835.343648 + Penalty 2170.139260 = -7746665.204389 nChanged 1787 SP:Iteration 12Q (2839.844374 sec): 3 clusters Score: Raw -7749707.232469 + Penalty 2170.139260 = -7747537.093210 nChanged 1660 SP:Iteration 13Q (2839.955202 sec): 3 clusters Score: Raw -7750544.332553 + Penalty 2170.139260 = -7748374.193293 nChanged 1597 SP:Iteration 14Q (2840.065677 sec): 3 clusters Score: Raw -7751372.084069 + Penalty 2170.139260 = -7749201.944809 nChanged 1459 SP:Iteration 15Q (2840.175610 sec): 3 clusters Score: Raw -7752136.782475 + Penalty 2170.139260 = -7749966.643216 nChanged 1348 SP:Iteration 16Q (2840.283945 sec): 3 clusters Score: Raw -7752841.181560 + Penalty 2170.139260 = -7750671.042300 nChanged 1170 SP:Iteration 17Q (2840.397441 sec): 3 clusters Score: Raw -7753448.682795 + Penalty 2170.139260 = -7751278.543535 nChanged 978 SP:Iteration 18Q (2840.503819 sec): 3 clusters Score: Raw -7753925.394989 + Penalty 2170.139260 = -7751755.255730 nChanged 791 SP:Iteration 19Q (2840.609345 sec): 3 clusters Score: Raw -7754284.013447 + Penalty 2170.139260 = -7752113.874187 nChanged 692 SP:Iteration 20F (2840.724228 sec): 3 clusters Score: Raw -7754597.592289 + Penalty 2170.139260 = -7752427.453029 nChanged 610 SP:Iteration 21Q (2840.828587 sec): 3 clusters Score: Raw -7754880.730867 + Penalty 2170.139260 = -7752710.591607 nChanged 511 SP:Iteration 22Q (2840.932642 sec): 3 clusters Score: Raw -7755120.689588 + Penalty 2170.139260 = -7752950.550328 nChanged 397 SP:Iteration 23Q (2841.034431 sec): 3 clusters Score: Raw -7755306.962510 + Penalty 2170.139260 = -7753136.823250 nChanged 314 SP:Iteration 24Q (2841.136122 sec): 3 clusters Score: Raw -7755449.795021 + Penalty 2170.139260 = -7753279.655762 nChanged 232 SP:Iteration 25Q (2841.272513 sec): 3 clusters Score: Raw -7755553.753192 + Penalty 2170.139260 = -7753383.613932 nChanged 186 SP:Iteration 26Q (2841.400402 sec): 3 clusters Score: Raw -7755644.579304 + Penalty 2170.139260 = -7753474.440044 nChanged 159 SP:Iteration 27Q (2841.530761 sec): 3 clusters Score: Raw -7755708.315513 + Penalty 2170.139260 = -7753538.176253 nChanged 131 SP:Iteration 28Q (2841.662746 sec): 3 clusters Score: Raw -7755753.542245 + Penalty 2170.139260 = -7753583.402985 nChanged 95 SP:Iteration 29Q (2841.798014 sec): 3 clusters Score: Raw -7755785.381051 + Penalty 2170.139260 = -7753615.241791 nChanged 72 SP:Iteration 30Q (2841.896910 sec): 3 clusters Score: Raw -7755806.013357 + Penalty 2170.139260 = -7753635.874098 nChanged 56 SP:Iteration 31Q (2841.996712 sec): 3 clusters Score: Raw -7755816.150284 + Penalty 2170.139260 = -7753646.011024 nChanged 34 SP:Iteration 32Q (2842.095829 sec): 3 clusters Score: Raw -7755822.191588 + Penalty 2170.139260 = -7753652.052328 nChanged 28 SP:Iteration 33Q (2842.195144 sec): 3 clusters Score: Raw -7755827.256714 + Penalty 2170.139260 = -7753657.117454 nChanged 25 SP:Iteration 34Q (2842.294622 sec): 3 clusters Score: Raw -7755831.862550 + Penalty 2170.139260 = -7753661.723290 nChanged 21 SP:Iteration 35Q (2842.394092 sec): 3 clusters Score: Raw -7755836.762871 + Penalty 2170.139260 = -7753666.623612 nChanged 19 SP:Iteration 36Q (2842.493399 sec): 3 clusters Score: Raw -7755840.058499 + Penalty 2170.139260 = -7753669.919240 nChanged 15 SP:Iteration 37Q (2842.592662 sec): 3 clusters Score: Raw -7755842.780104 + Penalty 2170.139260 = -7753672.640844 nChanged 12 SP:Iteration 38Q (2842.692006 sec): 3 clusters Score: Raw -7755845.016936 + Penalty 2170.139260 = -7753674.877677 nChanged 14 SP:Iteration 39Q (2842.791162 sec): 3 clusters Score: Raw -7755847.115836 + Penalty 2170.139260 = -7753676.976577 nChanged 6 SP:Iteration 40F (2842.904740 sec): 3 clusters Score: Raw -7755847.824175 + Penalty 2170.139260 = -7753677.684915 nChanged 8 SP:Iteration 41Q (2843.003894 sec): 3 clusters Score: Raw -7755848.532084 + Penalty 2170.139260 = -7753678.392825 nChanged 7 SP:Iteration 42Q (2843.102997 sec): 3 clusters Score: Raw -7755849.234073 + Penalty 2170.139260 = -7753679.094813 nChanged 7 SP:Iteration 43Q (2843.203224 sec): 3 clusters Score: Raw -7755849.813096 + Penalty 2170.139260 = -7753679.673836 nChanged 1 SP:Iteration 44Q (2843.302289 sec): 3 clusters Score: Raw -7755850.092716 + Penalty 2170.139260 = -7753679.953456 nChanged 4 SP:Iteration 45Q (2843.403232 sec): 3 clusters Score: Raw -7755850.693799 + Penalty 2170.139260 = -7753680.554539 nChanged 1 SP:Iteration 46Q (2843.502661 sec): 3 clusters Score: Raw -7755850.774029 + Penalty 2170.139260 = -7753680.634770 nChanged 1 SP:Iteration 47Q (2843.602217 sec): 3 clusters Score: Raw -7755850.867224 + Penalty 2170.139260 = -7753680.727964 nChanged 1 SP:Iteration 48Q (2843.701740 sec): 3 clusters Score: Raw -7755850.947401 + Penalty 2170.139260 = -7753680.808141 nChanged 0 SP:Iteration 49F (2843.816193 sec): 3 clusters Score: Raw -7755850.947401 + Penalty 2170.139260 = -7753680.808141 nChanged 0 Trying to split cluster 42 (3532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2843.826148 sec): 2 clusters Score: Raw -259157.358729 + Penalty 776.113858 = -258381.244871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2843.840032 sec): 3 clusters Score: Raw -257329.349575 + Penalty 1552.227717 = -255777.121858 nChanged 1420 SP:Iteration 1F (2843.852826 sec): 3 clusters Score: Raw -258186.027823 + Penalty 1552.227717 = -256633.800106 nChanged 251 SP:Iteration 2F (2843.865645 sec): 3 clusters Score: Raw -258401.827612 + Penalty 1552.227717 = -256849.599895 nChanged 196 SP:Iteration 3F (2843.878502 sec): 3 clusters Score: Raw -258544.990880 + Penalty 1552.227717 = -256992.763163 nChanged 170 SP:Iteration 4Q (2843.891410 sec): 3 clusters Score: Raw -258649.875863 + Penalty 1552.227717 = -257097.648146 nChanged 139 SP:Iteration 5Q (2843.903842 sec): 3 clusters Score: Raw -258728.507529 + Penalty 1552.227717 = -257176.279813 nChanged 104 SP:Iteration 6Q (2843.916629 sec): 3 clusters Score: Raw -258788.615158 + Penalty 1552.227717 = -257236.387441 nChanged 102 SP:Iteration 7Q (2843.929314 sec): 3 clusters Score: Raw -258843.753243 + Penalty 1552.227717 = -257291.525527 nChanged 82 SP:Iteration 8Q (2843.942099 sec): 3 clusters Score: Raw -258880.757521 + Penalty 1552.227717 = -257328.529805 nChanged 81 SP:Iteration 9Q (2843.955003 sec): 3 clusters Score: Raw -258917.912517 + Penalty 1552.227717 = -257365.684800 nChanged 85 SP:Iteration 10Q (2843.967591 sec): 3 clusters Score: Raw -258956.229334 + Penalty 1552.227717 = -257404.001617 nChanged 69 SP:Iteration 11Q (2843.979783 sec): 3 clusters Score: Raw -258993.317892 + Penalty 1552.227717 = -257441.090175 nChanged 69 SP:Iteration 12Q (2843.992838 sec): 3 clusters Score: Raw -259043.734083 + Penalty 1552.227717 = -257491.506366 nChanged 93 SP:Iteration 13Q (2844.005493 sec): 3 clusters Score: Raw -259101.264214 + Penalty 1552.227717 = -257549.036498 nChanged 80 SP:Iteration 14Q (2844.018085 sec): 3 clusters Score: Raw -259157.384653 + Penalty 1552.227717 = -257605.156936 nChanged 88 SP:Iteration 15Q (2844.030730 sec): 3 clusters Score: Raw -259211.732040 + Penalty 1552.227717 = -257659.504323 nChanged 64 SP:Iteration 16Q (2844.043647 sec): 3 clusters Score: Raw -259252.098221 + Penalty 1552.227717 = -257699.870505 nChanged 55 SP:Iteration 17Q (2844.056211 sec): 3 clusters Score: Raw -259288.611584 + Penalty 1552.227717 = -257736.383867 nChanged 55 SP:Iteration 18Q (2844.068807 sec): 3 clusters Score: Raw -259327.280590 + Penalty 1552.227717 = -257775.052873 nChanged 51 SP:Iteration 19Q (2844.081312 sec): 3 clusters Score: Raw -259362.273824 + Penalty 1552.227717 = -257810.046107 nChanged 42 SP:Iteration 20F (2844.094139 sec): 3 clusters Score: Raw -259393.197032 + Penalty 1552.227717 = -257840.969315 nChanged 30 SP:Iteration 21Q (2844.106497 sec): 3 clusters Score: Raw -259416.569787 + Penalty 1552.227717 = -257864.342070 nChanged 25 SP:Iteration 22Q (2844.118824 sec): 3 clusters Score: Raw -259436.452859 + Penalty 1552.227717 = -257884.225142 nChanged 13 SP:Iteration 23Q (2844.131183 sec): 3 clusters Score: Raw -259443.610548 + Penalty 1552.227717 = -257891.382831 nChanged 8 SP:Iteration 24Q (2844.143532 sec): 3 clusters Score: Raw -259449.280093 + Penalty 1552.227717 = -257897.052377 nChanged 6 SP:Iteration 25Q (2844.155893 sec): 3 clusters Score: Raw -259452.966321 + Penalty 1552.227717 = -257900.738605 nChanged 5 SP:Iteration 26Q (2844.168257 sec): 3 clusters Score: Raw -259455.686188 + Penalty 1552.227717 = -257903.458471 nChanged 4 SP:Iteration 27Q (2844.180551 sec): 3 clusters Score: Raw -259457.724896 + Penalty 1552.227717 = -257905.497179 nChanged 0 SP:Iteration 28F (2844.193259 sec): 3 clusters Score: Raw -259457.724896 + Penalty 1552.227717 = -257905.497179 nChanged 0 Trying to split cluster 43 (3136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2844.209730 sec): 2 clusters Score: Raw -277429.208430 + Penalty 764.816821 = -276664.391609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2844.221381 sec): 3 clusters Score: Raw -275773.748437 + Penalty 1529.633642 = -274244.114795 nChanged 1247 SP:Iteration 1F (2844.232702 sec): 3 clusters Score: Raw -276487.167196 + Penalty 1529.633642 = -274957.533554 nChanged 221 SP:Iteration 2F (2844.243861 sec): 3 clusters Score: Raw -276614.477555 + Penalty 1529.633642 = -275084.843913 nChanged 181 SP:Iteration 3F (2844.255126 sec): 3 clusters Score: Raw -276715.851637 + Penalty 1529.633642 = -275186.217995 nChanged 144 SP:Iteration 4Q (2844.266492 sec): 3 clusters Score: Raw -276793.772713 + Penalty 1529.633642 = -275264.139070 nChanged 142 SP:Iteration 5Q (2844.277830 sec): 3 clusters Score: Raw -276869.765819 + Penalty 1529.633642 = -275340.132176 nChanged 113 SP:Iteration 6Q (2844.289052 sec): 3 clusters Score: Raw -276938.571133 + Penalty 1529.633642 = -275408.937490 nChanged 111 SP:Iteration 7Q (2844.300241 sec): 3 clusters Score: Raw -277000.063446 + Penalty 1529.633642 = -275470.429803 nChanged 89 SP:Iteration 8Q (2844.311437 sec): 3 clusters Score: Raw -277046.711526 + Penalty 1529.633642 = -275517.077883 nChanged 100 SP:Iteration 9Q (2844.322591 sec): 3 clusters Score: Raw -277089.743536 + Penalty 1529.633642 = -275560.109894 nChanged 73 SP:Iteration 10Q (2844.333831 sec): 3 clusters Score: Raw -277121.682005 + Penalty 1529.633642 = -275592.048363 nChanged 67 SP:Iteration 11Q (2844.345073 sec): 3 clusters Score: Raw -277155.007202 + Penalty 1529.633642 = -275625.373559 nChanged 84 SP:Iteration 12Q (2844.356054 sec): 3 clusters Score: Raw -277194.206312 + Penalty 1529.633642 = -275664.572669 nChanged 70 SP:Iteration 13Q (2844.367087 sec): 3 clusters Score: Raw -277228.431613 + Penalty 1529.633642 = -275698.797971 nChanged 67 SP:Iteration 14Q (2844.378309 sec): 3 clusters Score: Raw -277262.103966 + Penalty 1529.633642 = -275732.470324 nChanged 62 SP:Iteration 15Q (2844.389358 sec): 3 clusters Score: Raw -277290.878063 + Penalty 1529.633642 = -275761.244421 nChanged 48 SP:Iteration 16Q (2844.400429 sec): 3 clusters Score: Raw -277312.489581 + Penalty 1529.633642 = -275782.855939 nChanged 43 SP:Iteration 17Q (2844.411563 sec): 3 clusters Score: Raw -277329.739091 + Penalty 1529.633642 = -275800.105449 nChanged 34 SP:Iteration 18Q (2844.422405 sec): 3 clusters Score: Raw -277342.704473 + Penalty 1529.633642 = -275813.070831 nChanged 38 SP:Iteration 19Q (2844.433334 sec): 3 clusters Score: Raw -277355.092365 + Penalty 1529.633642 = -275825.458722 nChanged 27 SP:Iteration 20F (2844.444456 sec): 3 clusters Score: Raw -277364.648642 + Penalty 1529.633642 = -275835.015000 nChanged 25 SP:Iteration 21Q (2844.455721 sec): 3 clusters Score: Raw -277372.348912 + Penalty 1529.633642 = -275842.715269 nChanged 22 SP:Iteration 22Q (2844.466679 sec): 3 clusters Score: Raw -277380.354910 + Penalty 1529.633642 = -275850.721268 nChanged 20 SP:Iteration 23Q (2844.477631 sec): 3 clusters Score: Raw -277385.218134 + Penalty 1529.633642 = -275855.584492 nChanged 13 SP:Iteration 24Q (2844.488641 sec): 3 clusters Score: Raw -277389.448956 + Penalty 1529.633642 = -275859.815313 nChanged 13 SP:Iteration 25Q (2844.499440 sec): 3 clusters Score: Raw -277394.112572 + Penalty 1529.633642 = -275864.478929 nChanged 17 SP:Iteration 26Q (2844.510457 sec): 3 clusters Score: Raw -277400.181939 + Penalty 1529.633642 = -275870.548297 nChanged 15 SP:Iteration 27Q (2844.521378 sec): 3 clusters Score: Raw -277404.435984 + Penalty 1529.633642 = -275874.802342 nChanged 17 SP:Iteration 28Q (2844.532318 sec): 3 clusters Score: Raw -277409.359721 + Penalty 1529.633642 = -275879.726078 nChanged 19 SP:Iteration 29Q (2844.543344 sec): 3 clusters Score: Raw -277414.222748 + Penalty 1529.633642 = -275884.589105 nChanged 17 SP:Iteration 30Q (2844.554231 sec): 3 clusters Score: Raw -277418.512225 + Penalty 1529.633642 = -275888.878583 nChanged 7 SP:Iteration 31Q (2844.565163 sec): 3 clusters Score: Raw -277419.753803 + Penalty 1529.633642 = -275890.120160 nChanged 5 SP:Iteration 32Q (2844.576191 sec): 3 clusters Score: Raw -277420.729317 + Penalty 1529.633642 = -275891.095675 nChanged 5 SP:Iteration 33Q (2844.587090 sec): 3 clusters Score: Raw -277421.961479 + Penalty 1529.633642 = -275892.327836 nChanged 8 SP:Iteration 34Q (2844.598031 sec): 3 clusters Score: Raw -277424.571244 + Penalty 1529.633642 = -275894.937602 nChanged 7 SP:Iteration 35Q (2844.609044 sec): 3 clusters Score: Raw -277426.016800 + Penalty 1529.633642 = -275896.383157 nChanged 6 SP:Iteration 36Q (2844.619722 sec): 3 clusters Score: Raw -277427.180480 + Penalty 1529.633642 = -275897.546837 nChanged 4 SP:Iteration 37Q (2844.630760 sec): 3 clusters Score: Raw -277428.015542 + Penalty 1529.633642 = -275898.381899 nChanged 3 SP:Iteration 38Q (2844.641506 sec): 3 clusters Score: Raw -277428.784841 + Penalty 1529.633642 = -275899.151199 nChanged 4 SP:Iteration 39Q (2844.652503 sec): 3 clusters Score: Raw -277429.776743 + Penalty 1529.633642 = -275900.143101 nChanged 2 SP:Iteration 40F (2844.663809 sec): 3 clusters Score: Raw -277430.190948 + Penalty 1529.633642 = -275900.557306 nChanged 3 SP:Iteration 41Q (2844.674819 sec): 3 clusters Score: Raw -277430.927910 + Penalty 1529.633642 = -275901.294268 nChanged 3 SP:Iteration 42Q (2844.685745 sec): 3 clusters Score: Raw -277431.306544 + Penalty 1529.633642 = -275901.672901 nChanged 1 SP:Iteration 43Q (2844.696538 sec): 3 clusters Score: Raw -277431.590398 + Penalty 1529.633642 = -275901.956756 nChanged 3 SP:Iteration 44Q (2844.707394 sec): 3 clusters Score: Raw -277432.319266 + Penalty 1529.633642 = -275902.685624 nChanged 3 SP:Iteration 45Q (2844.718165 sec): 3 clusters Score: Raw -277433.041750 + Penalty 1529.633642 = -275903.408107 nChanged 4 SP:Iteration 46Q (2844.729133 sec): 3 clusters Score: Raw -277434.132883 + Penalty 1529.633642 = -275904.499240 nChanged 1 SP:Iteration 47Q (2844.739866 sec): 3 clusters Score: Raw -277434.228337 + Penalty 1529.633642 = -275904.594695 nChanged 3 SP:Iteration 48Q (2844.750709 sec): 3 clusters Score: Raw -277434.996975 + Penalty 1529.633642 = -275905.363332 nChanged 1 SP:Iteration 49Q (2844.761778 sec): 3 clusters Score: Raw -277435.148531 + Penalty 1529.633642 = -275905.514888 nChanged 2 SP:Iteration 50Q (2844.772776 sec): 3 clusters Score: Raw -277435.315885 + Penalty 1529.633642 = -275905.682242 nChanged 1 SP:Iteration 51Q (2844.783663 sec): 3 clusters Score: Raw -277435.397842 + Penalty 1529.633642 = -275905.764199 nChanged 1 SP:Iteration 52Q (2844.794734 sec): 3 clusters Score: Raw -277435.525786 + Penalty 1529.633642 = -275905.892144 nChanged 2 SP:Iteration 53Q (2844.805736 sec): 3 clusters Score: Raw -277435.723341 + Penalty 1529.633642 = -275906.089699 nChanged 0 SP:Iteration 54F (2844.816892 sec): 3 clusters Score: Raw -277435.723341 + Penalty 1529.633642 = -275906.089699 nChanged 0 Trying to split cluster 44 (16765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2844.847292 sec): 2 clusters Score: Raw -1497222.208299 + Penalty 924.069623 = -1496298.138677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2844.881814 sec): 3 clusters Score: Raw -1486905.454954 + Penalty 1848.139245 = -1485057.315709 nChanged 7738 SP:Iteration 1F (2844.914636 sec): 3 clusters Score: Raw -1491340.559358 + Penalty 1848.139245 = -1489492.420113 nChanged 892 SP:Iteration 2F (2844.947882 sec): 3 clusters Score: Raw -1491798.563580 + Penalty 1848.139245 = -1489950.424335 nChanged 930 SP:Iteration 3F (2844.980691 sec): 3 clusters Score: Raw -1492411.299995 + Penalty 1848.139245 = -1490563.160750 nChanged 951 SP:Iteration 4F (2845.013806 sec): 3 clusters Score: Raw -1493036.363410 + Penalty 1848.139245 = -1491188.224165 nChanged 926 SP:Iteration 5F (2845.047131 sec): 3 clusters Score: Raw -1493643.491987 + Penalty 1848.139245 = -1491795.352741 nChanged 922 SP:Iteration 6F (2845.080007 sec): 3 clusters Score: Raw -1494247.309705 + Penalty 1848.139245 = -1492399.170460 nChanged 865 SP:Iteration 7F (2845.112712 sec): 3 clusters Score: Raw -1494778.215389 + Penalty 1848.139245 = -1492930.076144 nChanged 752 SP:Iteration 8Q (2845.145268 sec): 3 clusters Score: Raw -1495178.061969 + Penalty 1848.139245 = -1493329.922724 nChanged 596 SP:Iteration 9Q (2845.177607 sec): 3 clusters Score: Raw -1495416.278464 + Penalty 1848.139245 = -1493568.139219 nChanged 452 SP:Iteration 10Q (2845.209503 sec): 3 clusters Score: Raw -1495564.095468 + Penalty 1848.139245 = -1493715.956223 nChanged 334 SP:Iteration 11Q (2845.241317 sec): 3 clusters Score: Raw -1495652.726188 + Penalty 1848.139245 = -1493804.586942 nChanged 269 SP:Iteration 12Q (2845.273189 sec): 3 clusters Score: Raw -1495726.015036 + Penalty 1848.139245 = -1493877.875790 nChanged 244 SP:Iteration 13Q (2845.304830 sec): 3 clusters Score: Raw -1495793.912972 + Penalty 1848.139245 = -1493945.773727 nChanged 248 SP:Iteration 14Q (2845.336465 sec): 3 clusters Score: Raw -1495871.801973 + Penalty 1848.139245 = -1494023.662728 nChanged 266 SP:Iteration 15Q (2845.368051 sec): 3 clusters Score: Raw -1495957.347629 + Penalty 1848.139245 = -1494109.208383 nChanged 285 SP:Iteration 16Q (2845.399448 sec): 3 clusters Score: Raw -1496049.383948 + Penalty 1848.139245 = -1494201.244703 nChanged 280 SP:Iteration 17Q (2845.431049 sec): 3 clusters Score: Raw -1496134.087563 + Penalty 1848.139245 = -1494285.948317 nChanged 263 SP:Iteration 18Q (2845.462362 sec): 3 clusters Score: Raw -1496210.269294 + Penalty 1848.139245 = -1494362.130049 nChanged 233 SP:Iteration 19Q (2845.493822 sec): 3 clusters Score: Raw -1496278.459291 + Penalty 1848.139245 = -1494430.320046 nChanged 232 SP:Iteration 20F (2845.526841 sec): 3 clusters Score: Raw -1496343.639308 + Penalty 1848.139245 = -1494495.500063 nChanged 227 SP:Iteration 21Q (2845.558170 sec): 3 clusters Score: Raw -1496402.481784 + Penalty 1848.139245 = -1494554.342538 nChanged 185 SP:Iteration 22Q (2845.589278 sec): 3 clusters Score: Raw -1496449.115402 + Penalty 1848.139245 = -1494600.976156 nChanged 187 SP:Iteration 23Q (2845.620411 sec): 3 clusters Score: Raw -1496498.526597 + Penalty 1848.139245 = -1494650.387352 nChanged 187 SP:Iteration 24Q (2845.651866 sec): 3 clusters Score: Raw -1496550.250737 + Penalty 1848.139245 = -1494702.111491 nChanged 191 SP:Iteration 25Q (2845.683403 sec): 3 clusters Score: Raw -1496595.705682 + Penalty 1848.139245 = -1494747.566436 nChanged 155 SP:Iteration 26Q (2845.715142 sec): 3 clusters Score: Raw -1496634.614783 + Penalty 1848.139245 = -1494786.475538 nChanged 160 SP:Iteration 27Q (2845.746184 sec): 3 clusters Score: Raw -1496673.440674 + Penalty 1848.139245 = -1494825.301428 nChanged 163 SP:Iteration 28Q (2845.777562 sec): 3 clusters Score: Raw -1496708.904717 + Penalty 1848.139245 = -1494860.765472 nChanged 133 SP:Iteration 29Q (2845.808880 sec): 3 clusters Score: Raw -1496738.255209 + Penalty 1848.139245 = -1494890.115963 nChanged 137 SP:Iteration 30Q (2845.840061 sec): 3 clusters Score: Raw -1496764.146437 + Penalty 1848.139245 = -1494916.007192 nChanged 107 SP:Iteration 31Q (2845.871362 sec): 3 clusters Score: Raw -1496782.489023 + Penalty 1848.139245 = -1494934.349778 nChanged 89 SP:Iteration 32Q (2845.902608 sec): 3 clusters Score: Raw -1496796.891927 + Penalty 1848.139245 = -1494948.752682 nChanged 81 SP:Iteration 33Q (2845.933737 sec): 3 clusters Score: Raw -1496808.742921 + Penalty 1848.139245 = -1494960.603676 nChanged 80 SP:Iteration 34Q (2845.965173 sec): 3 clusters Score: Raw -1496820.475475 + Penalty 1848.139245 = -1494972.336230 nChanged 85 SP:Iteration 35Q (2845.996345 sec): 3 clusters Score: Raw -1496832.981263 + Penalty 1848.139245 = -1494984.842018 nChanged 85 SP:Iteration 36Q (2846.027850 sec): 3 clusters Score: Raw -1496844.033094 + Penalty 1848.139245 = -1494995.893849 nChanged 81 SP:Iteration 37Q (2846.059194 sec): 3 clusters Score: Raw -1496853.983662 + Penalty 1848.139245 = -1495005.844417 nChanged 67 SP:Iteration 38Q (2846.091601 sec): 3 clusters Score: Raw -1496862.210590 + Penalty 1848.139245 = -1495014.071344 nChanged 59 SP:Iteration 39Q (2846.122762 sec): 3 clusters Score: Raw -1496869.388562 + Penalty 1848.139245 = -1495021.249316 nChanged 52 SP:Iteration 40F (2846.155435 sec): 3 clusters Score: Raw -1496875.415950 + Penalty 1848.139245 = -1495027.276705 nChanged 52 SP:Iteration 41Q (2846.187102 sec): 3 clusters Score: Raw -1496881.513441 + Penalty 1848.139245 = -1495033.374196 nChanged 54 SP:Iteration 42Q (2846.218721 sec): 3 clusters Score: Raw -1496887.023876 + Penalty 1848.139245 = -1495038.884631 nChanged 58 SP:Iteration 43Q (2846.250406 sec): 3 clusters Score: Raw -1496892.644850 + Penalty 1848.139245 = -1495044.505604 nChanged 51 SP:Iteration 44Q (2846.282366 sec): 3 clusters Score: Raw -1496897.449915 + Penalty 1848.139245 = -1495049.310670 nChanged 48 SP:Iteration 45Q (2846.313898 sec): 3 clusters Score: Raw -1496902.759270 + Penalty 1848.139245 = -1495054.620025 nChanged 43 SP:Iteration 46Q (2846.355668 sec): 3 clusters Score: Raw -1496906.741558 + Penalty 1848.139245 = -1495058.602313 nChanged 45 SP:Iteration 47Q (2846.386546 sec): 3 clusters Score: Raw -1496910.821361 + Penalty 1848.139245 = -1495062.682115 nChanged 37 SP:Iteration 48Q (2846.422649 sec): 3 clusters Score: Raw -1496914.350249 + Penalty 1848.139245 = -1495066.211003 nChanged 24 SP:Iteration 49Q (2846.454253 sec): 3 clusters Score: Raw -1496916.436742 + Penalty 1848.139245 = -1495068.297497 nChanged 34 SP:Iteration 50Q (2846.485818 sec): 3 clusters Score: Raw -1496919.345859 + Penalty 1848.139245 = -1495071.206614 nChanged 40 SP:Iteration 51Q (2846.517782 sec): 3 clusters Score: Raw -1496923.170624 + Penalty 1848.139245 = -1495075.031379 nChanged 30 SP:Iteration 52Q (2846.549687 sec): 3 clusters Score: Raw -1496925.486247 + Penalty 1848.139245 = -1495077.347001 nChanged 28 SP:Iteration 53Q (2846.581314 sec): 3 clusters Score: Raw -1496927.313246 + Penalty 1848.139245 = -1495079.174001 nChanged 27 SP:Iteration 54Q (2846.612975 sec): 3 clusters Score: Raw -1496929.223442 + Penalty 1848.139245 = -1495081.084197 nChanged 22 SP:Iteration 55Q (2846.644529 sec): 3 clusters Score: Raw -1496930.627744 + Penalty 1848.139245 = -1495082.488499 nChanged 21 SP:Iteration 56Q (2846.676224 sec): 3 clusters Score: Raw -1496932.030256 + Penalty 1848.139245 = -1495083.891011 nChanged 31 SP:Iteration 57Q (2846.708034 sec): 3 clusters Score: Raw -1496934.306252 + Penalty 1848.139245 = -1495086.167007 nChanged 29 SP:Iteration 58Q (2846.739595 sec): 3 clusters Score: Raw -1496936.307773 + Penalty 1848.139245 = -1495088.168528 nChanged 25 SP:Iteration 59Q (2846.771271 sec): 3 clusters Score: Raw -1496938.029960 + Penalty 1848.139245 = -1495089.890715 nChanged 24 SP:Iteration 60F (2846.804140 sec): 3 clusters Score: Raw -1496940.080515 + Penalty 1848.139245 = -1495091.941270 nChanged 24 SP:Iteration 61Q (2846.836191 sec): 3 clusters Score: Raw -1496941.547634 + Penalty 1848.139245 = -1495093.408389 nChanged 21 SP:Iteration 62Q (2846.867965 sec): 3 clusters Score: Raw -1496942.441238 + Penalty 1848.139245 = -1495094.301992 nChanged 18 SP:Iteration 63Q (2846.899890 sec): 3 clusters Score: Raw -1496943.266114 + Penalty 1848.139245 = -1495095.126869 nChanged 15 SP:Iteration 64Q (2846.931625 sec): 3 clusters Score: Raw -1496944.405355 + Penalty 1848.139245 = -1495096.266109 nChanged 11 SP:Iteration 65Q (2846.963490 sec): 3 clusters Score: Raw -1496944.904834 + Penalty 1848.139245 = -1495096.765589 nChanged 8 SP:Iteration 66Q (2846.995106 sec): 3 clusters Score: Raw -1496945.464571 + Penalty 1848.139245 = -1495097.325326 nChanged 10 SP:Iteration 67Q (2847.027098 sec): 3 clusters Score: Raw -1496946.052758 + Penalty 1848.139245 = -1495097.913513 nChanged 15 SP:Iteration 68Q (2847.058958 sec): 3 clusters Score: Raw -1496946.898727 + Penalty 1848.139245 = -1495098.759482 nChanged 16 SP:Iteration 69Q (2847.090684 sec): 3 clusters Score: Raw -1496947.784016 + Penalty 1848.139245 = -1495099.644771 nChanged 18 SP:Iteration 70Q (2847.122774 sec): 3 clusters Score: Raw -1496948.933459 + Penalty 1848.139245 = -1495100.794214 nChanged 21 SP:Iteration 71Q (2847.154495 sec): 3 clusters Score: Raw -1496950.504064 + Penalty 1848.139245 = -1495102.364818 nChanged 23 SP:Iteration 72Q (2847.186477 sec): 3 clusters Score: Raw -1496952.526225 + Penalty 1848.139245 = -1495104.386980 nChanged 22 SP:Iteration 73Q (2847.217888 sec): 3 clusters Score: Raw -1496954.310534 + Penalty 1848.139245 = -1495106.171289 nChanged 33 SP:Iteration 74Q (2847.249695 sec): 3 clusters Score: Raw -1496956.437981 + Penalty 1848.139245 = -1495108.298736 nChanged 29 SP:Iteration 75Q (2847.294618 sec): 3 clusters Score: Raw -1496958.499382 + Penalty 1848.139245 = -1495110.360137 nChanged 29 SP:Iteration 76Q (2847.362717 sec): 3 clusters Score: Raw -1496960.282419 + Penalty 1848.139245 = -1495112.143174 nChanged 23 SP:Iteration 77Q (2847.403759 sec): 3 clusters Score: Raw -1496961.597923 + Penalty 1848.139245 = -1495113.458678 nChanged 19 SP:Iteration 78Q (2847.435887 sec): 3 clusters Score: Raw -1496962.742251 + Penalty 1848.139245 = -1495114.603006 nChanged 19 SP:Iteration 79Q (2847.467813 sec): 3 clusters Score: Raw -1496963.714320 + Penalty 1848.139245 = -1495115.575074 nChanged 20 SP:Iteration 80F (2847.500923 sec): 3 clusters Score: Raw -1496964.847749 + Penalty 1848.139245 = -1495116.708503 nChanged 23 SP:Iteration 81Q (2847.532696 sec): 3 clusters Score: Raw -1496966.162920 + Penalty 1848.139245 = -1495118.023675 nChanged 23 SP:Iteration 82Q (2847.564490 sec): 3 clusters Score: Raw -1496967.864656 + Penalty 1848.139245 = -1495119.725411 nChanged 30 SP:Iteration 83Q (2847.596610 sec): 3 clusters Score: Raw -1496970.399310 + Penalty 1848.139245 = -1495122.260065 nChanged 32 SP:Iteration 84Q (2847.628681 sec): 3 clusters Score: Raw -1496972.530895 + Penalty 1848.139245 = -1495124.391650 nChanged 19 SP:Iteration 85Q (2847.660514 sec): 3 clusters Score: Raw -1496973.825238 + Penalty 1848.139245 = -1495125.685993 nChanged 24 SP:Iteration 86Q (2847.692277 sec): 3 clusters Score: Raw -1496975.320363 + Penalty 1848.139245 = -1495127.181118 nChanged 24 SP:Iteration 87Q (2847.724151 sec): 3 clusters Score: Raw -1496976.773447 + Penalty 1848.139245 = -1495128.634202 nChanged 17 SP:Iteration 88Q (2847.755951 sec): 3 clusters Score: Raw -1496977.903857 + Penalty 1848.139245 = -1495129.764611 nChanged 18 SP:Iteration 89Q (2847.788225 sec): 3 clusters Score: Raw -1496979.223784 + Penalty 1848.139245 = -1495131.084539 nChanged 23 SP:Iteration 90Q (2847.820342 sec): 3 clusters Score: Raw -1496980.694762 + Penalty 1848.139245 = -1495132.555517 nChanged 23 SP:Iteration 91Q (2847.852324 sec): 3 clusters Score: Raw -1496981.997439 + Penalty 1848.139245 = -1495133.858193 nChanged 16 SP:Iteration 92Q (2847.884091 sec): 3 clusters Score: Raw -1496982.930983 + Penalty 1848.139245 = -1495134.791738 nChanged 21 SP:Iteration 93Q (2847.916137 sec): 3 clusters Score: Raw -1496984.536980 + Penalty 1848.139245 = -1495136.397735 nChanged 29 SP:Iteration 94Q (2847.948056 sec): 3 clusters Score: Raw -1496986.946489 + Penalty 1848.139245 = -1495138.807243 nChanged 32 SP:Iteration 95Q (2847.979904 sec): 3 clusters Score: Raw -1496989.511595 + Penalty 1848.139245 = -1495141.372350 nChanged 24 SP:Iteration 96Q (2848.011700 sec): 3 clusters Score: Raw -1496991.072997 + Penalty 1848.139245 = -1495142.933752 nChanged 21 SP:Iteration 97Q (2848.043757 sec): 3 clusters Score: Raw -1496992.386011 + Penalty 1848.139245 = -1495144.246766 nChanged 21 SP:Iteration 98Q (2848.076533 sec): 3 clusters Score: Raw -1496993.886435 + Penalty 1848.139245 = -1495145.747190 nChanged 23 SP:Iteration 99Q (2848.108628 sec): 3 clusters Score: Raw -1496995.231549 + Penalty 1848.139245 = -1495147.092304 nChanged 28 SP:Iteration 100F (2848.141485 sec): 3 clusters Score: Raw -1496996.978727 + Penalty 1848.139245 = -1495148.839481 nChanged 26 SP:Iteration 101Q (2848.174161 sec): 3 clusters Score: Raw -1496998.750877 + Penalty 1848.139245 = -1495150.611632 nChanged 32 SP:Iteration 102Q (2848.240010 sec): 3 clusters Score: Raw -1497001.925474 + Penalty 1848.139245 = -1495153.786229 nChanged 38 SP:Iteration 103Q (2848.281270 sec): 3 clusters Score: Raw -1497005.468550 + Penalty 1848.139245 = -1495157.329304 nChanged 43 SP:Iteration 104Q (2848.313257 sec): 3 clusters Score: Raw -1497009.003684 + Penalty 1848.139245 = -1495160.864439 nChanged 35 SP:Iteration 105Q (2848.345205 sec): 3 clusters Score: Raw -1497011.518408 + Penalty 1848.139245 = -1495163.379163 nChanged 43 SP:Iteration 106Q (2848.377435 sec): 3 clusters Score: Raw -1497014.505569 + Penalty 1848.139245 = -1495166.366323 nChanged 44 SP:Iteration 107Q (2848.409512 sec): 3 clusters Score: Raw -1497018.390015 + Penalty 1848.139245 = -1495170.250770 nChanged 49 SP:Iteration 108Q (2848.441825 sec): 3 clusters Score: Raw -1497022.689876 + Penalty 1848.139245 = -1495174.550631 nChanged 49 SP:Iteration 109Q (2848.474081 sec): 3 clusters Score: Raw -1497026.962579 + Penalty 1848.139245 = -1495178.823333 nChanged 56 SP:Iteration 110Q (2848.506008 sec): 3 clusters Score: Raw -1497031.582609 + Penalty 1848.139245 = -1495183.443364 nChanged 53 SP:Iteration 111Q (2848.538016 sec): 3 clusters Score: Raw -1497036.366985 + Penalty 1848.139245 = -1495188.227740 nChanged 53 SP:Iteration 112Q (2848.569994 sec): 3 clusters Score: Raw -1497041.262511 + Penalty 1848.139245 = -1495193.123265 nChanged 48 SP:Iteration 113Q (2848.602007 sec): 3 clusters Score: Raw -1497046.973235 + Penalty 1848.139245 = -1495198.833990 nChanged 66 SP:Iteration 114Q (2848.634189 sec): 3 clusters Score: Raw -1497054.411118 + Penalty 1848.139245 = -1495206.271873 nChanged 68 SP:Iteration 115Q (2848.666574 sec): 3 clusters Score: Raw -1497061.767782 + Penalty 1848.139245 = -1495213.628537 nChanged 64 SP:Iteration 116Q (2848.698839 sec): 3 clusters Score: Raw -1497068.828429 + Penalty 1848.139245 = -1495220.689184 nChanged 79 SP:Iteration 117Q (2848.731044 sec): 3 clusters Score: Raw -1497079.042197 + Penalty 1848.139245 = -1495230.902952 nChanged 61 SP:Iteration 118Q (2848.763048 sec): 3 clusters Score: Raw -1497086.873859 + Penalty 1848.139245 = -1495238.734614 nChanged 72 SP:Iteration 119Q (2848.795488 sec): 3 clusters Score: Raw -1497097.079315 + Penalty 1848.139245 = -1495248.940070 nChanged 80 SP:Iteration 120F (2848.828557 sec): 3 clusters Score: Raw -1497109.716813 + Penalty 1848.139245 = -1495261.577567 nChanged 83 SP:Iteration 121Q (2848.861017 sec): 3 clusters Score: Raw -1497124.028707 + Penalty 1848.139245 = -1495275.889462 nChanged 97 SP:Iteration 122Q (2848.893260 sec): 3 clusters Score: Raw -1497141.900755 + Penalty 1848.139245 = -1495293.761510 nChanged 97 SP:Iteration 123Q (2848.925794 sec): 3 clusters Score: Raw -1497158.577356 + Penalty 1848.139245 = -1495310.438111 nChanged 96 SP:Iteration 124Q (2848.958280 sec): 3 clusters Score: Raw -1497174.574232 + Penalty 1848.139245 = -1495326.434987 nChanged 89 SP:Iteration 125Q (2848.990594 sec): 3 clusters Score: Raw -1497189.545871 + Penalty 1848.139245 = -1495341.406626 nChanged 84 SP:Iteration 126Q (2849.022986 sec): 3 clusters Score: Raw -1497204.134023 + Penalty 1848.139245 = -1495355.994778 nChanged 91 SP:Iteration 127Q (2849.055084 sec): 3 clusters Score: Raw -1497218.966659 + Penalty 1848.139245 = -1495370.827413 nChanged 80 SP:Iteration 128Q (2849.087349 sec): 3 clusters Score: Raw -1497230.790516 + Penalty 1848.139245 = -1495382.651271 nChanged 87 SP:Iteration 129Q (2849.119623 sec): 3 clusters Score: Raw -1497243.392983 + Penalty 1848.139245 = -1495395.253738 nChanged 79 SP:Iteration 130Q (2849.151989 sec): 3 clusters Score: Raw -1497253.931602 + Penalty 1848.139245 = -1495405.792357 nChanged 76 SP:Iteration 131Q (2849.184285 sec): 3 clusters Score: Raw -1497263.568089 + Penalty 1848.139245 = -1495415.428844 nChanged 65 SP:Iteration 132Q (2849.216465 sec): 3 clusters Score: Raw -1497272.982310 + Penalty 1848.139245 = -1495424.843065 nChanged 64 SP:Iteration 133Q (2849.248851 sec): 3 clusters Score: Raw -1497282.567084 + Penalty 1848.139245 = -1495434.427839 nChanged 59 SP:Iteration 134Q (2849.281037 sec): 3 clusters Score: Raw -1497291.398134 + Penalty 1848.139245 = -1495443.258889 nChanged 72 SP:Iteration 135Q (2849.313234 sec): 3 clusters Score: Raw -1497302.040265 + Penalty 1848.139245 = -1495453.901020 nChanged 73 SP:Iteration 136Q (2849.345086 sec): 3 clusters Score: Raw -1497312.000370 + Penalty 1848.139245 = -1495463.861124 nChanged 75 SP:Iteration 137Q (2849.377000 sec): 3 clusters Score: Raw -1497321.851040 + Penalty 1848.139245 = -1495473.711794 nChanged 68 SP:Iteration 138Q (2849.408566 sec): 3 clusters Score: Raw -1497331.077322 + Penalty 1848.139245 = -1495482.938077 nChanged 78 SP:Iteration 139Q (2849.440390 sec): 3 clusters Score: Raw -1497342.740512 + Penalty 1848.139245 = -1495494.601266 nChanged 88 SP:Iteration 140F (2849.473207 sec): 3 clusters Score: Raw -1497358.298289 + Penalty 1848.139245 = -1495510.159043 nChanged 94 SP:Iteration 141Q (2849.504950 sec): 3 clusters Score: Raw -1497374.529458 + Penalty 1848.139245 = -1495526.390213 nChanged 86 SP:Iteration 142Q (2849.536609 sec): 3 clusters Score: Raw -1497388.663315 + Penalty 1848.139245 = -1495540.524070 nChanged 106 SP:Iteration 143Q (2849.568344 sec): 3 clusters Score: Raw -1497408.413786 + Penalty 1848.139245 = -1495560.274541 nChanged 96 SP:Iteration 144Q (2849.600058 sec): 3 clusters Score: Raw -1497426.225818 + Penalty 1848.139245 = -1495578.086573 nChanged 101 SP:Iteration 145Q (2849.631773 sec): 3 clusters Score: Raw -1497445.948202 + Penalty 1848.139245 = -1495597.808957 nChanged 109 SP:Iteration 146Q (2849.663242 sec): 3 clusters Score: Raw -1497469.393204 + Penalty 1848.139245 = -1495621.253959 nChanged 111 SP:Iteration 147Q (2849.694677 sec): 3 clusters Score: Raw -1497492.518250 + Penalty 1848.139245 = -1495644.379005 nChanged 91 SP:Iteration 148Q (2849.725711 sec): 3 clusters Score: Raw -1497510.203686 + Penalty 1848.139245 = -1495662.064441 nChanged 93 SP:Iteration 149Q (2849.757015 sec): 3 clusters Score: Raw -1497529.562840 + Penalty 1848.139245 = -1495681.423594 nChanged 96 SP:Iteration 150Q (2849.787961 sec): 3 clusters Score: Raw -1497549.047493 + Penalty 1848.139245 = -1495700.908248 nChanged 96 SP:Iteration 151Q (2849.819101 sec): 3 clusters Score: Raw -1497568.906873 + Penalty 1848.139245 = -1495720.767628 nChanged 84 SP:Iteration 152Q (2849.850342 sec): 3 clusters Score: Raw -1497583.888373 + Penalty 1848.139245 = -1495735.749128 nChanged 69 SP:Iteration 153Q (2849.881335 sec): 3 clusters Score: Raw -1497595.568072 + Penalty 1848.139245 = -1495747.428827 nChanged 61 SP:Iteration 154Q (2849.912006 sec): 3 clusters Score: Raw -1497606.448650 + Penalty 1848.139245 = -1495758.309404 nChanged 65 SP:Iteration 155Q (2849.942780 sec): 3 clusters Score: Raw -1497616.950283 + Penalty 1848.139245 = -1495768.811038 nChanged 64 SP:Iteration 156Q (2849.973186 sec): 3 clusters Score: Raw -1497627.122711 + Penalty 1848.139245 = -1495778.983466 nChanged 68 SP:Iteration 157Q (2850.003766 sec): 3 clusters Score: Raw -1497639.352544 + Penalty 1848.139245 = -1495791.213299 nChanged 70 SP:Iteration 158Q (2850.034232 sec): 3 clusters Score: Raw -1497651.669562 + Penalty 1848.139245 = -1495803.530317 nChanged 60 SP:Iteration 159Q (2850.065016 sec): 3 clusters Score: Raw -1497661.113806 + Penalty 1848.139245 = -1495812.974561 nChanged 50 SP:Iteration 160F (2850.097959 sec): 3 clusters Score: Raw -1497668.665886 + Penalty 1848.139245 = -1495820.526641 nChanged 45 SP:Iteration 161Q (2850.129040 sec): 3 clusters Score: Raw -1497676.198754 + Penalty 1848.139245 = -1495828.059508 nChanged 50 SP:Iteration 162Q (2850.159837 sec): 3 clusters Score: Raw -1497685.636482 + Penalty 1848.139245 = -1495837.497237 nChanged 59 SP:Iteration 163Q (2850.190295 sec): 3 clusters Score: Raw -1497697.971553 + Penalty 1848.139245 = -1495849.832307 nChanged 61 SP:Iteration 164Q (2850.220870 sec): 3 clusters Score: Raw -1497710.407638 + Penalty 1848.139245 = -1495862.268393 nChanged 52 SP:Iteration 165Q (2850.251540 sec): 3 clusters Score: Raw -1497718.859659 + Penalty 1848.139245 = -1495870.720413 nChanged 38 SP:Iteration 166Q (2850.281718 sec): 3 clusters Score: Raw -1497723.776104 + Penalty 1848.139245 = -1495875.636859 nChanged 37 SP:Iteration 167Q (2850.312204 sec): 3 clusters Score: Raw -1497728.242876 + Penalty 1848.139245 = -1495880.103631 nChanged 32 SP:Iteration 168Q (2850.342606 sec): 3 clusters Score: Raw -1497731.869951 + Penalty 1848.139245 = -1495883.730706 nChanged 27 SP:Iteration 169Q (2850.372856 sec): 3 clusters Score: Raw -1497734.113067 + Penalty 1848.139245 = -1495885.973822 nChanged 18 SP:Iteration 170Q (2850.402998 sec): 3 clusters Score: Raw -1497735.657591 + Penalty 1848.139245 = -1495887.518346 nChanged 18 SP:Iteration 171Q (2850.433271 sec): 3 clusters Score: Raw -1497737.448881 + Penalty 1848.139245 = -1495889.309636 nChanged 15 SP:Iteration 172Q (2850.463490 sec): 3 clusters Score: Raw -1497738.686613 + Penalty 1848.139245 = -1495890.547368 nChanged 12 SP:Iteration 173Q (2850.494041 sec): 3 clusters Score: Raw -1497739.592429 + Penalty 1848.139245 = -1495891.453184 nChanged 10 SP:Iteration 174Q (2850.524348 sec): 3 clusters Score: Raw -1497740.263773 + Penalty 1848.139245 = -1495892.124527 nChanged 11 SP:Iteration 175Q (2850.554670 sec): 3 clusters Score: Raw -1497741.237625 + Penalty 1848.139245 = -1495893.098380 nChanged 9 SP:Iteration 176Q (2850.584837 sec): 3 clusters Score: Raw -1497742.110809 + Penalty 1848.139245 = -1495893.971564 nChanged 8 SP:Iteration 177Q (2850.614905 sec): 3 clusters Score: Raw -1497743.134978 + Penalty 1848.139245 = -1495894.995733 nChanged 11 SP:Iteration 178Q (2850.644947 sec): 3 clusters Score: Raw -1497744.600793 + Penalty 1848.139245 = -1495896.461548 nChanged 12 SP:Iteration 179Q (2850.675284 sec): 3 clusters Score: Raw -1497746.075189 + Penalty 1848.139245 = -1495897.935944 nChanged 12 SP:Iteration 180F (2850.708171 sec): 3 clusters Score: Raw -1497747.125557 + Penalty 1848.139245 = -1495898.986312 nChanged 8 SP:Iteration 181Q (2850.738281 sec): 3 clusters Score: Raw -1497747.698145 + Penalty 1848.139245 = -1495899.558900 nChanged 7 SP:Iteration 182Q (2850.768475 sec): 3 clusters Score: Raw -1497748.474367 + Penalty 1848.139245 = -1495900.335122 nChanged 8 SP:Iteration 183Q (2850.798829 sec): 3 clusters Score: Raw -1497749.226135 + Penalty 1848.139245 = -1495901.086890 nChanged 6 SP:Iteration 184Q (2850.829214 sec): 3 clusters Score: Raw -1497749.633103 + Penalty 1848.139245 = -1495901.493857 nChanged 4 SP:Iteration 185Q (2850.859422 sec): 3 clusters Score: Raw -1497749.790518 + Penalty 1848.139245 = -1495901.651273 nChanged 2 SP:Iteration 186Q (2850.889796 sec): 3 clusters Score: Raw -1497749.871074 + Penalty 1848.139245 = -1495901.731829 nChanged 1 SP:Iteration 187Q (2850.920164 sec): 3 clusters Score: Raw -1497749.950299 + Penalty 1848.139245 = -1495901.811054 nChanged 0 SP:Iteration 188F (2850.953231 sec): 3 clusters Score: Raw -1497749.950299 + Penalty 1848.139245 = -1495901.811054 nChanged 0 Trying to split cluster 45 (1233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2850.967302 sec): 2 clusters Score: Raw -91249.954215 + Penalty 676.134523 = -90573.819692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2850.972569 sec): 3 clusters Score: Raw -90731.039576 + Penalty 1352.269046 = -89378.770530 nChanged 457 SP:Iteration 1F (2850.977378 sec): 3 clusters Score: Raw -91064.818724 + Penalty 1352.269046 = -89712.549678 nChanged 127 SP:Iteration 2F (2850.982234 sec): 3 clusters Score: Raw -91216.487288 + Penalty 1352.269046 = -89864.218242 nChanged 84 SP:Iteration 3F (2850.987076 sec): 3 clusters Score: Raw -91326.373170 + Penalty 1352.269046 = -89974.104125 nChanged 70 SP:Iteration 4F (2850.991911 sec): 3 clusters Score: Raw -91424.685934 + Penalty 1352.269046 = -90072.416889 nChanged 74 SP:Iteration 5F (2850.996764 sec): 3 clusters Score: Raw -91535.210189 + Penalty 1352.269046 = -90182.941143 nChanged 69 SP:Iteration 6F (2851.001578 sec): 3 clusters Score: Raw -91643.802937 + Penalty 1352.269046 = -90291.533891 nChanged 45 SP:Iteration 7Q (2851.006290 sec): 3 clusters Score: Raw -91699.398857 + Penalty 1352.269046 = -90347.129811 nChanged 37 SP:Iteration 8Q (2851.011018 sec): 3 clusters Score: Raw -91735.344224 + Penalty 1352.269046 = -90383.075178 nChanged 27 SP:Iteration 9Q (2851.015779 sec): 3 clusters Score: Raw -91755.513867 + Penalty 1352.269046 = -90403.244822 nChanged 14 SP:Iteration 10Q (2851.020475 sec): 3 clusters Score: Raw -91763.975875 + Penalty 1352.269046 = -90411.706830 nChanged 14 SP:Iteration 11Q (2851.025237 sec): 3 clusters Score: Raw -91773.474847 + Penalty 1352.269046 = -90421.205802 nChanged 11 SP:Iteration 12Q (2851.029963 sec): 3 clusters Score: Raw -91779.403984 + Penalty 1352.269046 = -90427.134939 nChanged 3 SP:Iteration 13Q (2851.034591 sec): 3 clusters Score: Raw -91783.361859 + Penalty 1352.269046 = -90431.092813 nChanged 3 SP:Iteration 14Q (2851.039258 sec): 3 clusters Score: Raw -91784.669196 + Penalty 1352.269046 = -90432.400150 nChanged 2 SP:Iteration 15Q (2851.043877 sec): 3 clusters Score: Raw -91785.855930 + Penalty 1352.269046 = -90433.586884 nChanged 2 SP:Iteration 16Q (2851.048525 sec): 3 clusters Score: Raw -91786.419060 + Penalty 1352.269046 = -90434.150014 nChanged 1 SP:Iteration 17Q (2851.053198 sec): 3 clusters Score: Raw -91787.614698 + Penalty 1352.269046 = -90435.345653 nChanged 2 SP:Iteration 18Q (2851.057854 sec): 3 clusters Score: Raw -91788.195595 + Penalty 1352.269046 = -90435.926550 nChanged 2 SP:Iteration 19Q (2851.062571 sec): 3 clusters Score: Raw -91788.955836 + Penalty 1352.269046 = -90436.686791 nChanged 0 SP:Iteration 20F (2851.067365 sec): 3 clusters Score: Raw -91788.955836 + Penalty 1352.269046 = -90436.686791 nChanged 0 Iteration 219Q (2859.744099 sec): 46 clusters Score: Raw -69583689.452293 + Penalty 58324.828655 = -69525364.623638 nChanged 406 Iteration 220F (2878.542851 sec): 46 clusters Score: Raw -69583708.231373 + Penalty 58324.828655 = -69525383.402718 nChanged 420 Iteration 221Q (2887.432149 sec): 46 clusters Score: Raw -69583730.733294 + Penalty 58324.828655 = -69525405.904639 nChanged 455 Iteration 222Q (2896.302351 sec): 46 clusters Score: Raw -69583751.316937 + Penalty 58324.828655 = -69525426.488282 nChanged 443 Iteration 223Q (2905.131922 sec): 46 clusters Score: Raw -69583770.257333 + Penalty 58324.828655 = -69525445.428678 nChanged 393 Iteration 224Q (2914.044170 sec): 46 clusters Score: Raw -69583786.600535 + Penalty 58324.828655 = -69525461.771881 nChanged 392 Iteration 225Q (2922.866091 sec): 46 clusters Score: Raw -69583802.553394 + Penalty 58324.828655 = -69525477.724739 nChanged 404 Iteration 226Q (2931.811385 sec): 46 clusters Score: Raw -69583819.696719 + Penalty 58324.828655 = -69525494.868064 nChanged 426 Iteration 227Q (2940.636501 sec): 46 clusters Score: Raw -69583837.410995 + Penalty 58324.828655 = -69525512.582341 nChanged 427 Iteration 228Q (2949.621818 sec): 46 clusters Score: Raw -69583855.694020 + Penalty 58324.828655 = -69525530.865365 nChanged 418 Iteration 229Q (2958.437911 sec): 46 clusters Score: Raw -69583877.823730 + Penalty 58324.828655 = -69525552.995075 nChanged 455 Iteration 230Q (2967.282743 sec): 46 clusters Score: Raw -69583902.575379 + Penalty 58324.828655 = -69525577.746725 nChanged 472 Iteration 231Q (2976.080380 sec): 46 clusters Score: Raw -69583925.698115 + Penalty 58324.828655 = -69525600.869461 nChanged 452 Iteration 232Q (2985.009686 sec): 46 clusters Score: Raw -69583948.217097 + Penalty 58324.828655 = -69525623.388443 nChanged 454 Iteration 233Q (2993.785710 sec): 46 clusters Score: Raw -69583970.862971 + Penalty 58324.828655 = -69525646.034316 nChanged 475 Iteration 234Q (3002.723201 sec): 46 clusters Score: Raw -69583993.610388 + Penalty 58324.828655 = -69525668.781734 nChanged 449 Iteration 235Q (3011.604168 sec): 46 clusters Score: Raw -69584011.507604 + Penalty 58324.828655 = -69525686.678949 nChanged 436 Iteration 236Q (3020.424932 sec): 46 clusters Score: Raw -69584029.563466 + Penalty 58324.828655 = -69525704.734812 nChanged 439 Iteration 237Q (3029.229222 sec): 46 clusters Score: Raw -69584048.491583 + Penalty 58324.828655 = -69525723.662928 nChanged 437 Iteration 238Q (3038.048805 sec): 46 clusters Score: Raw -69584064.708318 + Penalty 58324.828655 = -69525739.879663 nChanged 410 Iteration 239Q (3046.832912 sec): 46 clusters Score: Raw -69584077.191089 + Penalty 58324.828655 = -69525752.362434 nChanged 393 Iteration 240F (3063.878345 sec): 46 clusters Score: Raw -69584091.128243 + Penalty 58324.828655 = -69525766.299589 nChanged 370 Iteration 241Q (3072.716743 sec): 46 clusters Score: Raw -69584103.003917 + Penalty 58324.828655 = -69525778.175262 nChanged 347 Iteration 242Q (3081.545306 sec): 46 clusters Score: Raw -69584112.906367 + Penalty 58324.828655 = -69525788.077712 nChanged 350 Iteration 243Q (3090.345091 sec): 46 clusters Score: Raw -69584122.518234 + Penalty 58324.828655 = -69525797.689579 nChanged 364 Iteration 244Q (3099.254877 sec): 46 clusters Score: Raw -69584131.710277 + Penalty 58324.828655 = -69525806.881622 nChanged 320 Iteration 245Q (3108.071570 sec): 46 clusters Score: Raw -69584140.486720 + Penalty 58324.828655 = -69525815.658066 nChanged 349 Iteration 246Q (3116.966970 sec): 46 clusters Score: Raw -69584149.184433 + Penalty 58324.828655 = -69525824.355778 nChanged 344 Iteration 247Q (3125.788754 sec): 46 clusters Score: Raw -69584157.290928 + Penalty 58324.828655 = -69525832.462274 nChanged 340 Iteration 248Q (3134.606538 sec): 46 clusters Score: Raw -69584164.787736 + Penalty 58324.828655 = -69525839.959081 nChanged 341 Iteration 249Q (3143.480841 sec): 46 clusters Score: Raw -69584173.286926 + Penalty 58324.828655 = -69525848.458272 nChanged 373 Iteration 250Q (3152.371237 sec): 46 clusters Score: Raw -69584183.269994 + Penalty 58324.828655 = -69525858.441339 nChanged 413 Iteration 251Q (3161.178433 sec): 46 clusters Score: Raw -69584194.372499 + Penalty 58324.828655 = -69525869.543844 nChanged 396 Iteration 252Q (3170.033273 sec): 46 clusters Score: Raw -69584204.466815 + Penalty 58324.828655 = -69525879.638161 nChanged 387 Iteration 253Q (3178.968885 sec): 46 clusters Score: Raw -69584214.047903 + Penalty 58324.828655 = -69525889.219249 nChanged 389 Iteration 254Q (3187.794652 sec): 46 clusters Score: Raw -69584224.708431 + Penalty 58324.828655 = -69525899.879776 nChanged 420 Iteration 255Q (3196.596199 sec): 46 clusters Score: Raw -69584236.351263 + Penalty 58324.828655 = -69525911.522608 nChanged 418 Iteration 256Q (3205.430598 sec): 46 clusters Score: Raw -69584247.976486 + Penalty 58324.828655 = -69525923.147832 nChanged 400 Iteration 257Q (3214.325421 sec): 46 clusters Score: Raw -69584260.450983 + Penalty 58324.828655 = -69525935.622328 nChanged 431 Iteration 258Q (3223.166606 sec): 46 clusters Score: Raw -69584273.441790 + Penalty 58324.828655 = -69525948.613136 nChanged 447 Writing temp clu file Because OldScore, -69525935.622328, is greater than current (better) Score,-69525948.613136 Compute initial score before splitting: Score: Raw -69584273.441790 + Penalty 58324.828655 = -69525948.613136 Trying to split cluster 1 (241484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3223.524205 sec): 2 clusters Score: Raw -20964358.749145 + Penalty 1177.483057 = -20963181.266088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3223.827504 sec): 3 clusters Score: Raw -20802247.361366 + Penalty 2354.966114 = -20799892.395251 nChanged 117929 SP:Iteration 1F (3224.127731 sec): 3 clusters Score: Raw -20873602.395082 + Penalty 2354.966114 = -20871247.428967 nChanged 6775 SP:Iteration 2Q (3224.456846 sec): 3 clusters Score: Raw -20875002.044293 + Penalty 2354.966114 = -20872647.078178 nChanged 7450 SP:Iteration 3Q (3224.808097 sec): 3 clusters Score: Raw -20876920.256725 + Penalty 2354.966114 = -20874565.290611 nChanged 8746 SP:Iteration 4Q (3225.129028 sec): 3 clusters Score: Raw -20879834.791775 + Penalty 2354.966114 = -20877479.825660 nChanged 10563 SP:Iteration 5Q (3225.449809 sec): 3 clusters Score: Raw -20884336.302281 + Penalty 2354.966114 = -20881981.336167 nChanged 12520 SP:Iteration 6F (3225.750731 sec): 3 clusters Score: Raw -20890682.328985 + Penalty 2354.966114 = -20888327.362871 nChanged 13915 SP:Iteration 7F (3226.051775 sec): 3 clusters Score: Raw -20898829.467388 + Penalty 2354.966114 = -20896474.501273 nChanged 14675 SP:Iteration 8F (3226.360468 sec): 3 clusters Score: Raw -20908336.381522 + Penalty 2354.966114 = -20905981.415407 nChanged 14226 SP:Iteration 9F (3226.661456 sec): 3 clusters Score: Raw -20917365.818442 + Penalty 2354.966114 = -20915010.852328 nChanged 12347 SP:Iteration 10F (3226.961619 sec): 3 clusters Score: Raw -20923823.181808 + Penalty 2354.966114 = -20921468.215694 nChanged 9182 SP:Iteration 11Q (3227.275946 sec): 3 clusters Score: Raw -20926966.896796 + Penalty 2354.966114 = -20924611.930681 nChanged 5807 SP:Iteration 12Q (3227.589346 sec): 3 clusters Score: Raw -20928158.825770 + Penalty 2354.966114 = -20925803.859655 nChanged 3400 SP:Iteration 13Q (3227.899658 sec): 3 clusters Score: Raw -20928655.544219 + Penalty 2354.966114 = -20926300.578104 nChanged 2377 SP:Iteration 14Q (3228.209667 sec): 3 clusters Score: Raw -20928977.764324 + Penalty 2354.966114 = -20926622.798209 nChanged 2006 SP:Iteration 15Q (3228.520119 sec): 3 clusters Score: Raw -20929260.197715 + Penalty 2354.966114 = -20926905.231601 nChanged 1924 SP:Iteration 16Q (3228.831043 sec): 3 clusters Score: Raw -20929523.510850 + Penalty 2354.966114 = -20927168.544735 nChanged 1856 SP:Iteration 17Q (3229.141454 sec): 3 clusters Score: Raw -20929771.284269 + Penalty 2354.966114 = -20927416.318155 nChanged 1811 SP:Iteration 18Q (3229.451286 sec): 3 clusters Score: Raw -20930012.614776 + Penalty 2354.966114 = -20927657.648662 nChanged 1778 SP:Iteration 19Q (3229.760550 sec): 3 clusters Score: Raw -20930267.080181 + Penalty 2354.966114 = -20927912.114066 nChanged 1850 SP:Iteration 20F (3230.060174 sec): 3 clusters Score: Raw -20930541.072942 + Penalty 2354.966114 = -20928186.106828 nChanged 1892 SP:Iteration 21Q (3230.369351 sec): 3 clusters Score: Raw -20930826.868445 + Penalty 2354.966114 = -20928471.902331 nChanged 1981 SP:Iteration 22Q (3230.677370 sec): 3 clusters Score: Raw -20931135.239782 + Penalty 2354.966114 = -20928780.273668 nChanged 2039 SP:Iteration 23Q (3230.985828 sec): 3 clusters Score: Raw -20931470.262514 + Penalty 2354.966114 = -20929115.296400 nChanged 2185 SP:Iteration 24Q (3231.293558 sec): 3 clusters Score: Raw -20931851.845556 + Penalty 2354.966114 = -20929496.879442 nChanged 2315 SP:Iteration 25Q (3231.600072 sec): 3 clusters Score: Raw -20932276.475175 + Penalty 2354.966114 = -20929921.509061 nChanged 2519 SP:Iteration 26Q (3231.906307 sec): 3 clusters Score: Raw -20932750.784581 + Penalty 2354.966114 = -20930395.818466 nChanged 2679 SP:Iteration 27Q (3232.211758 sec): 3 clusters Score: Raw -20933273.009587 + Penalty 2354.966114 = -20930918.043473 nChanged 2771 SP:Iteration 28Q (3232.517107 sec): 3 clusters Score: Raw -20933822.715020 + Penalty 2354.966114 = -20931467.748905 nChanged 2921 SP:Iteration 29Q (3232.822924 sec): 3 clusters Score: Raw -20934427.650890 + Penalty 2354.966114 = -20932072.684776 nChanged 3026 SP:Iteration 30Q (3233.125385 sec): 3 clusters Score: Raw -20935091.707406 + Penalty 2354.966114 = -20932736.741292 nChanged 3217 SP:Iteration 31Q (3233.425956 sec): 3 clusters Score: Raw -20935851.834490 + Penalty 2354.966114 = -20933496.868376 nChanged 3432 SP:Iteration 32Q (3233.726423 sec): 3 clusters Score: Raw -20936734.025434 + Penalty 2354.966114 = -20934379.059319 nChanged 3667 SP:Iteration 33Q (3234.025530 sec): 3 clusters Score: Raw -20937719.674509 + Penalty 2354.966114 = -20935364.708395 nChanged 3708 SP:Iteration 34Q (3234.321682 sec): 3 clusters Score: Raw -20938741.484327 + Penalty 2354.966114 = -20936386.518212 nChanged 3770 SP:Iteration 35Q (3234.617522 sec): 3 clusters Score: Raw -20939847.778609 + Penalty 2354.966114 = -20937492.812494 nChanged 3904 SP:Iteration 36Q (3234.910387 sec): 3 clusters Score: Raw -20941044.960266 + Penalty 2354.966114 = -20938689.994151 nChanged 4057 SP:Iteration 37Q (3235.200481 sec): 3 clusters Score: Raw -20942346.338207 + Penalty 2354.966114 = -20939991.372092 nChanged 4077 SP:Iteration 38Q (3235.488910 sec): 3 clusters Score: Raw -20943690.461031 + Penalty 2354.966114 = -20941335.494916 nChanged 4034 SP:Iteration 39Q (3235.774636 sec): 3 clusters Score: Raw -20945030.331768 + Penalty 2354.966114 = -20942675.365654 nChanged 3899 SP:Iteration 40F (3236.075972 sec): 3 clusters Score: Raw -20946356.636896 + Penalty 2354.966114 = -20944001.670782 nChanged 3814 SP:Iteration 41Q (3236.360852 sec): 3 clusters Score: Raw -20947704.141176 + Penalty 2354.966114 = -20945349.175061 nChanged 3749 SP:Iteration 42Q (3236.643618 sec): 3 clusters Score: Raw -20949052.284598 + Penalty 2354.966114 = -20946697.318484 nChanged 3579 SP:Iteration 43Q (3236.924610 sec): 3 clusters Score: Raw -20950352.626420 + Penalty 2354.966114 = -20947997.660306 nChanged 3469 SP:Iteration 44Q (3237.203446 sec): 3 clusters Score: Raw -20951669.190560 + Penalty 2354.966114 = -20949314.224446 nChanged 3429 SP:Iteration 45Q (3237.480261 sec): 3 clusters Score: Raw -20953053.643934 + Penalty 2354.966114 = -20950698.677819 nChanged 3359 SP:Iteration 46Q (3237.755948 sec): 3 clusters Score: Raw -20954429.068153 + Penalty 2354.966114 = -20952074.102039 nChanged 3123 SP:Iteration 47Q (3238.028271 sec): 3 clusters Score: Raw -20955732.096901 + Penalty 2354.966114 = -20953377.130786 nChanged 2982 SP:Iteration 48Q (3238.297229 sec): 3 clusters Score: Raw -20957017.342068 + Penalty 2354.966114 = -20954662.375954 nChanged 2769 SP:Iteration 49Q (3238.563399 sec): 3 clusters Score: Raw -20958213.757871 + Penalty 2354.966114 = -20955858.791757 nChanged 2501 SP:Iteration 50Q (3238.826165 sec): 3 clusters Score: Raw -20959314.137254 + Penalty 2354.966114 = -20956959.171140 nChanged 2336 SP:Iteration 51Q (3239.085713 sec): 3 clusters Score: Raw -20960393.951083 + Penalty 2354.966114 = -20958038.984969 nChanged 2070 SP:Iteration 52Q (3239.342489 sec): 3 clusters Score: Raw -20961366.443496 + Penalty 2354.966114 = -20959011.477381 nChanged 1716 SP:Iteration 53Q (3239.593638 sec): 3 clusters Score: Raw -20962170.401440 + Penalty 2354.966114 = -20959815.435325 nChanged 1433 SP:Iteration 54Q (3239.842648 sec): 3 clusters Score: Raw -20962841.189934 + Penalty 2354.966114 = -20960486.223819 nChanged 1090 SP:Iteration 55Q (3240.089188 sec): 3 clusters Score: Raw -20963338.215175 + Penalty 2354.966114 = -20960983.249060 nChanged 836 SP:Iteration 56Q (3240.334530 sec): 3 clusters Score: Raw -20963713.705755 + Penalty 2354.966114 = -20961358.739641 nChanged 631 SP:Iteration 57Q (3240.578752 sec): 3 clusters Score: Raw -20963992.582661 + Penalty 2354.966114 = -20961637.616546 nChanged 493 SP:Iteration 58Q (3240.821637 sec): 3 clusters Score: Raw -20964206.363134 + Penalty 2354.966114 = -20961851.397019 nChanged 371 SP:Iteration 59Q (3241.064554 sec): 3 clusters Score: Raw -20964353.097840 + Penalty 2354.966114 = -20961998.131725 nChanged 288 SP:Iteration 60F (3241.359423 sec): 3 clusters Score: Raw -20964474.998869 + Penalty 2354.966114 = -20962120.032754 nChanged 232 SP:Iteration 61Q (3241.604215 sec): 3 clusters Score: Raw -20964568.568549 + Penalty 2354.966114 = -20962213.602434 nChanged 187 SP:Iteration 62Q (3241.847460 sec): 3 clusters Score: Raw -20964641.445504 + Penalty 2354.966114 = -20962286.479389 nChanged 133 SP:Iteration 63Q (3242.089814 sec): 3 clusters Score: Raw -20964680.364847 + Penalty 2354.966114 = -20962325.398733 nChanged 110 SP:Iteration 64Q (3242.330667 sec): 3 clusters Score: Raw -20964707.305903 + Penalty 2354.966114 = -20962352.339789 nChanged 73 SP:Iteration 65Q (3242.572712 sec): 3 clusters Score: Raw -20964726.857554 + Penalty 2354.966114 = -20962371.891439 nChanged 75 SP:Iteration 66Q (3242.815317 sec): 3 clusters Score: Raw -20964746.121801 + Penalty 2354.966114 = -20962391.155686 nChanged 69 SP:Iteration 67Q (3243.057494 sec): 3 clusters Score: Raw -20964760.293124 + Penalty 2354.966114 = -20962405.327009 nChanged 48 SP:Iteration 68Q (3243.322876 sec): 3 clusters Score: Raw -20964770.332633 + Penalty 2354.966114 = -20962415.366518 nChanged 36 SP:Iteration 69Q (3243.563552 sec): 3 clusters Score: Raw -20964777.481930 + Penalty 2354.966114 = -20962422.515815 nChanged 33 SP:Iteration 70Q (3243.804713 sec): 3 clusters Score: Raw -20964783.582586 + Penalty 2354.966114 = -20962428.616472 nChanged 29 SP:Iteration 71Q (3244.046313 sec): 3 clusters Score: Raw -20964789.058837 + Penalty 2354.966114 = -20962434.092723 nChanged 28 SP:Iteration 72Q (3244.287681 sec): 3 clusters Score: Raw -20964795.776217 + Penalty 2354.966114 = -20962440.810103 nChanged 32 SP:Iteration 73Q (3244.529128 sec): 3 clusters Score: Raw -20964803.616019 + Penalty 2354.966114 = -20962448.649904 nChanged 25 SP:Iteration 74Q (3244.770474 sec): 3 clusters Score: Raw -20964807.846656 + Penalty 2354.966114 = -20962452.880542 nChanged 13 SP:Iteration 75Q (3245.011934 sec): 3 clusters Score: Raw -20964809.638505 + Penalty 2354.966114 = -20962454.672390 nChanged 9 SP:Iteration 76Q (3245.252792 sec): 3 clusters Score: Raw -20964811.159317 + Penalty 2354.966114 = -20962456.193202 nChanged 12 SP:Iteration 77Q (3245.494229 sec): 3 clusters Score: Raw -20964813.253259 + Penalty 2354.966114 = -20962458.287145 nChanged 12 SP:Iteration 78Q (3245.735555 sec): 3 clusters Score: Raw -20964815.158761 + Penalty 2354.966114 = -20962460.192646 nChanged 10 SP:Iteration 79Q (3245.976865 sec): 3 clusters Score: Raw -20964816.520535 + Penalty 2354.966114 = -20962461.554421 nChanged 5 SP:Iteration 80F (3246.272456 sec): 3 clusters Score: Raw -20964817.230541 + Penalty 2354.966114 = -20962462.264427 nChanged 6 SP:Iteration 81Q (3246.513155 sec): 3 clusters Score: Raw -20964817.949115 + Penalty 2354.966114 = -20962462.983000 nChanged 4 SP:Iteration 82Q (3246.754796 sec): 3 clusters Score: Raw -20964818.744632 + Penalty 2354.966114 = -20962463.778517 nChanged 11 SP:Iteration 83Q (3246.996329 sec): 3 clusters Score: Raw -20964820.603713 + Penalty 2354.966114 = -20962465.637598 nChanged 7 SP:Iteration 84Q (3247.237765 sec): 3 clusters Score: Raw -20964821.895514 + Penalty 2354.966114 = -20962466.929400 nChanged 15 SP:Iteration 85Q (3247.479546 sec): 3 clusters Score: Raw -20964825.832472 + Penalty 2354.966114 = -20962470.866358 nChanged 14 SP:Iteration 86Q (3247.720057 sec): 3 clusters Score: Raw -20964829.232174 + Penalty 2354.966114 = -20962474.266060 nChanged 15 SP:Iteration 87Q (3247.961701 sec): 3 clusters Score: Raw -20964832.136931 + Penalty 2354.966114 = -20962477.170816 nChanged 14 SP:Iteration 88Q (3248.203019 sec): 3 clusters Score: Raw -20964833.672118 + Penalty 2354.966114 = -20962478.706004 nChanged 3 SP:Iteration 89Q (3248.444173 sec): 3 clusters Score: Raw -20964834.005007 + Penalty 2354.966114 = -20962479.038892 nChanged 1 SP:Iteration 90Q (3248.684221 sec): 3 clusters Score: Raw -20964834.088306 + Penalty 2354.966114 = -20962479.122191 nChanged 1 SP:Iteration 91Q (3248.924489 sec): 3 clusters Score: Raw -20964834.155495 + Penalty 2354.966114 = -20962479.189380 nChanged 0 SP:Iteration 92F (3249.219300 sec): 3 clusters Score: Raw -20964834.155495 + Penalty 2354.966114 = -20962479.189380 nChanged 0 Trying to split cluster 2 (5881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3249.240665 sec): 2 clusters Score: Raw -462471.266258 + Penalty 824.550799 = -461646.715459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3249.261032 sec): 3 clusters Score: Raw -459131.771549 + Penalty 1649.101598 = -457482.669951 nChanged 2553 SP:Iteration 1F (3249.281139 sec): 3 clusters Score: Raw -460517.346490 + Penalty 1649.101598 = -458868.244892 nChanged 389 SP:Iteration 2F (3249.300635 sec): 3 clusters Score: Raw -460714.828734 + Penalty 1649.101598 = -459065.727136 nChanged 346 SP:Iteration 3F (3249.320497 sec): 3 clusters Score: Raw -460909.886736 + Penalty 1649.101598 = -459260.785138 nChanged 334 SP:Iteration 4F (3249.340527 sec): 3 clusters Score: Raw -461109.091238 + Penalty 1649.101598 = -459459.989640 nChanged 323 SP:Iteration 5F (3249.360368 sec): 3 clusters Score: Raw -461316.785511 + Penalty 1649.101598 = -459667.683913 nChanged 310 SP:Iteration 6F (3249.379963 sec): 3 clusters Score: Raw -461523.925649 + Penalty 1649.101598 = -459874.824051 nChanged 286 SP:Iteration 7Q (3249.399624 sec): 3 clusters Score: Raw -461697.807930 + Penalty 1649.101598 = -460048.706332 nChanged 244 SP:Iteration 8Q (3249.419265 sec): 3 clusters Score: Raw -461867.063014 + Penalty 1649.101598 = -460217.961416 nChanged 227 SP:Iteration 9Q (3249.438689 sec): 3 clusters Score: Raw -462013.210319 + Penalty 1649.101598 = -460364.108721 nChanged 180 SP:Iteration 10Q (3249.457861 sec): 3 clusters Score: Raw -462108.212345 + Penalty 1649.101598 = -460459.110747 nChanged 128 SP:Iteration 11Q (3249.477351 sec): 3 clusters Score: Raw -462165.686382 + Penalty 1649.101598 = -460516.584784 nChanged 94 SP:Iteration 12Q (3249.496581 sec): 3 clusters Score: Raw -462214.121667 + Penalty 1649.101598 = -460565.020069 nChanged 88 SP:Iteration 13Q (3249.515329 sec): 3 clusters Score: Raw -462251.113568 + Penalty 1649.101598 = -460602.011970 nChanged 67 SP:Iteration 14Q (3249.534465 sec): 3 clusters Score: Raw -462281.236873 + Penalty 1649.101598 = -460632.135275 nChanged 67 SP:Iteration 15Q (3249.553523 sec): 3 clusters Score: Raw -462307.039758 + Penalty 1649.101598 = -460657.938160 nChanged 47 SP:Iteration 16Q (3249.572534 sec): 3 clusters Score: Raw -462325.769265 + Penalty 1649.101598 = -460676.667667 nChanged 50 SP:Iteration 17Q (3249.591588 sec): 3 clusters Score: Raw -462341.879145 + Penalty 1649.101598 = -460692.777547 nChanged 49 SP:Iteration 18Q (3249.610769 sec): 3 clusters Score: Raw -462357.903971 + Penalty 1649.101598 = -460708.802373 nChanged 36 SP:Iteration 19Q (3249.629094 sec): 3 clusters Score: Raw -462370.554779 + Penalty 1649.101598 = -460721.453181 nChanged 37 SP:Iteration 20F (3249.648718 sec): 3 clusters Score: Raw -462383.067513 + Penalty 1649.101598 = -460733.965915 nChanged 37 SP:Iteration 21Q (3249.667756 sec): 3 clusters Score: Raw -462396.392106 + Penalty 1649.101598 = -460747.290508 nChanged 39 SP:Iteration 22Q (3249.686381 sec): 3 clusters Score: Raw -462411.620093 + Penalty 1649.101598 = -460762.518495 nChanged 40 SP:Iteration 23Q (3249.705469 sec): 3 clusters Score: Raw -462429.745791 + Penalty 1649.101598 = -460780.644194 nChanged 51 SP:Iteration 24Q (3249.724336 sec): 3 clusters Score: Raw -462454.604541 + Penalty 1649.101598 = -460805.502943 nChanged 50 SP:Iteration 25Q (3249.743205 sec): 3 clusters Score: Raw -462487.184275 + Penalty 1649.101598 = -460838.082677 nChanged 40 SP:Iteration 26Q (3249.762106 sec): 3 clusters Score: Raw -462506.155898 + Penalty 1649.101598 = -460857.054300 nChanged 30 SP:Iteration 27Q (3249.780816 sec): 3 clusters Score: Raw -462518.978312 + Penalty 1649.101598 = -460869.876714 nChanged 23 SP:Iteration 28Q (3249.799442 sec): 3 clusters Score: Raw -462528.982117 + Penalty 1649.101598 = -460879.880520 nChanged 18 SP:Iteration 29Q (3249.818096 sec): 3 clusters Score: Raw -462533.740113 + Penalty 1649.101598 = -460884.638516 nChanged 10 SP:Iteration 30Q (3249.836409 sec): 3 clusters Score: Raw -462537.297189 + Penalty 1649.101598 = -460888.195591 nChanged 13 SP:Iteration 31Q (3249.855010 sec): 3 clusters Score: Raw -462542.305244 + Penalty 1649.101598 = -460893.203646 nChanged 14 SP:Iteration 32Q (3249.882251 sec): 3 clusters Score: Raw -462549.222922 + Penalty 1649.101598 = -460900.121324 nChanged 23 SP:Iteration 33Q (3249.900793 sec): 3 clusters Score: Raw -462559.937035 + Penalty 1649.101598 = -460910.835437 nChanged 22 SP:Iteration 34Q (3249.919324 sec): 3 clusters Score: Raw -462569.503447 + Penalty 1649.101598 = -460920.401849 nChanged 20 SP:Iteration 35Q (3249.942326 sec): 3 clusters Score: Raw -462577.756806 + Penalty 1649.101598 = -460928.655208 nChanged 12 SP:Iteration 36Q (3249.960771 sec): 3 clusters Score: Raw -462582.437863 + Penalty 1649.101598 = -460933.336265 nChanged 12 SP:Iteration 37Q (3249.979087 sec): 3 clusters Score: Raw -462588.525532 + Penalty 1649.101598 = -460939.423934 nChanged 19 SP:Iteration 38Q (3249.997620 sec): 3 clusters Score: Raw -462598.538628 + Penalty 1649.101598 = -460949.437030 nChanged 12 SP:Iteration 39Q (3250.016012 sec): 3 clusters Score: Raw -462604.567899 + Penalty 1649.101598 = -460955.466301 nChanged 13 SP:Iteration 40F (3250.035789 sec): 3 clusters Score: Raw -462610.778612 + Penalty 1649.101598 = -460961.677015 nChanged 11 SP:Iteration 41Q (3250.054447 sec): 3 clusters Score: Raw -462617.075894 + Penalty 1649.101598 = -460967.974296 nChanged 16 SP:Iteration 42Q (3250.072918 sec): 3 clusters Score: Raw -462627.667958 + Penalty 1649.101598 = -460978.566360 nChanged 12 SP:Iteration 43Q (3250.091370 sec): 3 clusters Score: Raw -462632.768203 + Penalty 1649.101598 = -460983.666605 nChanged 7 SP:Iteration 44Q (3250.109509 sec): 3 clusters Score: Raw -462634.778587 + Penalty 1649.101598 = -460985.676989 nChanged 2 SP:Iteration 45Q (3250.128151 sec): 3 clusters Score: Raw -462635.776861 + Penalty 1649.101598 = -460986.675263 nChanged 5 SP:Iteration 46Q (3250.146505 sec): 3 clusters Score: Raw -462638.131882 + Penalty 1649.101598 = -460989.030284 nChanged 7 SP:Iteration 47Q (3250.164805 sec): 3 clusters Score: Raw -462641.831123 + Penalty 1649.101598 = -460992.729525 nChanged 8 SP:Iteration 48Q (3250.183420 sec): 3 clusters Score: Raw -462646.002135 + Penalty 1649.101598 = -460996.900537 nChanged 7 SP:Iteration 49Q (3250.201716 sec): 3 clusters Score: Raw -462650.247835 + Penalty 1649.101598 = -461001.146237 nChanged 5 SP:Iteration 50Q (3250.220066 sec): 3 clusters Score: Raw -462652.075340 + Penalty 1649.101598 = -461002.973742 nChanged 7 SP:Iteration 51Q (3250.238563 sec): 3 clusters Score: Raw -462656.856249 + Penalty 1649.101598 = -461007.754651 nChanged 10 SP:Iteration 52Q (3250.256847 sec): 3 clusters Score: Raw -462660.626982 + Penalty 1649.101598 = -461011.525384 nChanged 7 SP:Iteration 53Q (3250.275147 sec): 3 clusters Score: Raw -462663.419576 + Penalty 1649.101598 = -461014.317978 nChanged 5 SP:Iteration 54Q (3250.293586 sec): 3 clusters Score: Raw -462664.636652 + Penalty 1649.101598 = -461015.535054 nChanged 1 SP:Iteration 55Q (3250.311955 sec): 3 clusters Score: Raw -462664.696280 + Penalty 1649.101598 = -461015.594682 nChanged 0 SP:Iteration 56F (3250.331545 sec): 3 clusters Score: Raw -462664.696280 + Penalty 1649.101598 = -461015.594682 nChanged 0 Trying to split cluster 3 (24287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3250.367081 sec): 2 clusters Score: Raw -2100581.074039 + Penalty 959.281168 = -2099621.792871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3250.409013 sec): 3 clusters Score: Raw -2085264.107912 + Penalty 1918.562336 = -2083345.545576 nChanged 11376 SP:Iteration 1F (3250.448220 sec): 3 clusters Score: Raw -2092070.994205 + Penalty 1918.562336 = -2090152.431869 nChanged 1513 SP:Iteration 2F (3250.488340 sec): 3 clusters Score: Raw -2092858.360964 + Penalty 1918.562336 = -2090939.798628 nChanged 1632 SP:Iteration 3F (3250.527909 sec): 3 clusters Score: Raw -2093907.078705 + Penalty 1918.562336 = -2091988.516368 nChanged 1638 SP:Iteration 4F (3250.567607 sec): 3 clusters Score: Raw -2095103.113192 + Penalty 1918.562336 = -2093184.550855 nChanged 1532 SP:Iteration 5F (3250.609100 sec): 3 clusters Score: Raw -2096367.321785 + Penalty 1918.562336 = -2094448.759448 nChanged 1288 SP:Iteration 6F (3250.649434 sec): 3 clusters Score: Raw -2097483.363980 + Penalty 1918.562336 = -2095564.801644 nChanged 1002 SP:Iteration 7Q (3250.688910 sec): 3 clusters Score: Raw -2098270.411084 + Penalty 1918.562336 = -2096351.848748 nChanged 723 SP:Iteration 8Q (3250.727363 sec): 3 clusters Score: Raw -2098785.475809 + Penalty 1918.562336 = -2096866.913473 nChanged 544 SP:Iteration 9Q (3250.801297 sec): 3 clusters Score: Raw -2099125.688194 + Penalty 1918.562336 = -2097207.125858 nChanged 455 SP:Iteration 10Q (3250.838067 sec): 3 clusters Score: Raw -2099409.138603 + Penalty 1918.562336 = -2097490.576266 nChanged 413 SP:Iteration 11Q (3250.874536 sec): 3 clusters Score: Raw -2099666.024194 + Penalty 1918.562336 = -2097747.461858 nChanged 358 SP:Iteration 12Q (3250.910677 sec): 3 clusters Score: Raw -2099878.474964 + Penalty 1918.562336 = -2097959.912628 nChanged 316 SP:Iteration 13Q (3250.946551 sec): 3 clusters Score: Raw -2100061.535330 + Penalty 1918.562336 = -2098142.972994 nChanged 275 SP:Iteration 14Q (3250.982209 sec): 3 clusters Score: Raw -2100230.706986 + Penalty 1918.562336 = -2098312.144650 nChanged 221 SP:Iteration 15Q (3251.018084 sec): 3 clusters Score: Raw -2100352.333815 + Penalty 1918.562336 = -2098433.771479 nChanged 169 SP:Iteration 16Q (3251.055664 sec): 3 clusters Score: Raw -2100442.347006 + Penalty 1918.562336 = -2098523.784669 nChanged 136 SP:Iteration 17Q (3251.090632 sec): 3 clusters Score: Raw -2100508.798872 + Penalty 1918.562336 = -2098590.236536 nChanged 112 SP:Iteration 18Q (3251.125605 sec): 3 clusters Score: Raw -2100564.675061 + Penalty 1918.562336 = -2098646.112725 nChanged 82 SP:Iteration 19Q (3251.160663 sec): 3 clusters Score: Raw -2100598.839219 + Penalty 1918.562336 = -2098680.276882 nChanged 67 SP:Iteration 20F (3251.200186 sec): 3 clusters Score: Raw -2100626.402883 + Penalty 1918.562336 = -2098707.840547 nChanged 54 SP:Iteration 21Q (3251.234921 sec): 3 clusters Score: Raw -2100651.861764 + Penalty 1918.562336 = -2098733.299428 nChanged 51 SP:Iteration 22Q (3251.269321 sec): 3 clusters Score: Raw -2100673.890150 + Penalty 1918.562336 = -2098755.327814 nChanged 34 SP:Iteration 23Q (3251.303698 sec): 3 clusters Score: Raw -2100687.618343 + Penalty 1918.562336 = -2098769.056007 nChanged 25 SP:Iteration 24Q (3251.338112 sec): 3 clusters Score: Raw -2100698.245897 + Penalty 1918.562336 = -2098779.683561 nChanged 30 SP:Iteration 25Q (3251.372378 sec): 3 clusters Score: Raw -2100710.709147 + Penalty 1918.562336 = -2098792.146811 nChanged 23 SP:Iteration 26Q (3251.406684 sec): 3 clusters Score: Raw -2100720.404498 + Penalty 1918.562336 = -2098801.842162 nChanged 18 SP:Iteration 27Q (3251.440958 sec): 3 clusters Score: Raw -2100729.982585 + Penalty 1918.562336 = -2098811.420249 nChanged 15 SP:Iteration 28Q (3251.475199 sec): 3 clusters Score: Raw -2100736.436388 + Penalty 1918.562336 = -2098817.874052 nChanged 19 SP:Iteration 29Q (3251.509681 sec): 3 clusters Score: Raw -2100744.348656 + Penalty 1918.562336 = -2098825.786320 nChanged 15 SP:Iteration 30Q (3251.543866 sec): 3 clusters Score: Raw -2100752.015762 + Penalty 1918.562336 = -2098833.453426 nChanged 13 SP:Iteration 31Q (3251.578099 sec): 3 clusters Score: Raw -2100758.085552 + Penalty 1918.562336 = -2098839.523216 nChanged 12 SP:Iteration 32Q (3251.612533 sec): 3 clusters Score: Raw -2100762.548542 + Penalty 1918.562336 = -2098843.986206 nChanged 12 SP:Iteration 33Q (3251.646915 sec): 3 clusters Score: Raw -2100767.723351 + Penalty 1918.562336 = -2098849.161015 nChanged 8 SP:Iteration 34Q (3251.680991 sec): 3 clusters Score: Raw -2100771.363996 + Penalty 1918.562336 = -2098852.801659 nChanged 10 SP:Iteration 35Q (3251.715290 sec): 3 clusters Score: Raw -2100776.739985 + Penalty 1918.562336 = -2098858.177649 nChanged 6 SP:Iteration 36Q (3251.749774 sec): 3 clusters Score: Raw -2100779.189957 + Penalty 1918.562336 = -2098860.627621 nChanged 8 SP:Iteration 37Q (3251.783928 sec): 3 clusters Score: Raw -2100781.672022 + Penalty 1918.562336 = -2098863.109686 nChanged 3 SP:Iteration 38Q (3251.818189 sec): 3 clusters Score: Raw -2100782.722848 + Penalty 1918.562336 = -2098864.160511 nChanged 0 SP:Iteration 39F (3251.857150 sec): 3 clusters Score: Raw -2100782.722848 + Penalty 1918.562336 = -2098864.160511 nChanged 0 Trying to split cluster 4 (44432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3251.910767 sec): 2 clusters Score: Raw -3609740.103725 + Penalty 1016.662945 = -3608723.440780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3251.982009 sec): 3 clusters Score: Raw -3581119.810604 + Penalty 2033.325890 = -3579086.484714 nChanged 21088 SP:Iteration 1F (3252.047242 sec): 3 clusters Score: Raw -3593870.204435 + Penalty 2033.325890 = -3591836.878545 nChanged 2279 SP:Iteration 2F (3252.112027 sec): 3 clusters Score: Raw -3594803.960611 + Penalty 2033.325890 = -3592770.634721 nChanged 2501 SP:Iteration 3F (3252.178058 sec): 3 clusters Score: Raw -3596044.607290 + Penalty 2033.325890 = -3594011.281400 nChanged 2787 SP:Iteration 4F (3252.242846 sec): 3 clusters Score: Raw -3597759.041098 + Penalty 2033.325890 = -3595725.715208 nChanged 3024 SP:Iteration 5F (3252.307868 sec): 3 clusters Score: Raw -3600123.583208 + Penalty 2033.325890 = -3598090.257318 nChanged 2956 SP:Iteration 6F (3252.373476 sec): 3 clusters Score: Raw -3602939.910520 + Penalty 2033.325890 = -3600906.584631 nChanged 2463 SP:Iteration 7F (3252.438405 sec): 3 clusters Score: Raw -3605437.432135 + Penalty 2033.325890 = -3603404.106245 nChanged 1745 SP:Iteration 8Q (3252.503000 sec): 3 clusters Score: Raw -3607136.532114 + Penalty 2033.325890 = -3605103.206224 nChanged 1143 SP:Iteration 9Q (3252.563214 sec): 3 clusters Score: Raw -3608005.428794 + Penalty 2033.325890 = -3605972.102904 nChanged 718 SP:Iteration 10Q (3252.621003 sec): 3 clusters Score: Raw -3608395.794624 + Penalty 2033.325890 = -3606362.468734 nChanged 535 SP:Iteration 11Q (3252.677029 sec): 3 clusters Score: Raw -3608660.567472 + Penalty 2033.325890 = -3606627.241582 nChanged 455 SP:Iteration 12Q (3252.732269 sec): 3 clusters Score: Raw -3608872.669221 + Penalty 2033.325890 = -3606839.343331 nChanged 388 SP:Iteration 13Q (3252.786968 sec): 3 clusters Score: Raw -3609032.210728 + Penalty 2033.325890 = -3606998.884838 nChanged 313 SP:Iteration 14Q (3252.840949 sec): 3 clusters Score: Raw -3609148.249035 + Penalty 2033.325890 = -3607114.923145 nChanged 306 SP:Iteration 15Q (3252.894842 sec): 3 clusters Score: Raw -3609264.713073 + Penalty 2033.325890 = -3607231.387183 nChanged 279 SP:Iteration 16Q (3252.947459 sec): 3 clusters Score: Raw -3609371.535129 + Penalty 2033.325890 = -3607338.209239 nChanged 223 SP:Iteration 17Q (3253.000201 sec): 3 clusters Score: Raw -3609457.103346 + Penalty 2033.325890 = -3607423.777456 nChanged 196 SP:Iteration 18Q (3253.052253 sec): 3 clusters Score: Raw -3609535.456399 + Penalty 2033.325890 = -3607502.130510 nChanged 182 SP:Iteration 19Q (3253.104211 sec): 3 clusters Score: Raw -3609608.177108 + Penalty 2033.325890 = -3607574.851218 nChanged 151 SP:Iteration 20F (3253.169600 sec): 3 clusters Score: Raw -3609669.896629 + Penalty 2033.325890 = -3607636.570739 nChanged 130 SP:Iteration 21Q (3253.222102 sec): 3 clusters Score: Raw -3609717.466389 + Penalty 2033.325890 = -3607684.140499 nChanged 106 SP:Iteration 22Q (3253.273406 sec): 3 clusters Score: Raw -3609757.019513 + Penalty 2033.325890 = -3607723.693623 nChanged 92 SP:Iteration 23Q (3253.324611 sec): 3 clusters Score: Raw -3609789.019214 + Penalty 2033.325890 = -3607755.693324 nChanged 78 SP:Iteration 24Q (3253.374720 sec): 3 clusters Score: Raw -3609814.678098 + Penalty 2033.325890 = -3607781.352208 nChanged 55 SP:Iteration 25Q (3253.462907 sec): 3 clusters Score: Raw -3609830.016431 + Penalty 2033.325890 = -3607796.690542 nChanged 49 SP:Iteration 26Q (3253.550418 sec): 3 clusters Score: Raw -3609842.352476 + Penalty 2033.325890 = -3607809.026587 nChanged 38 SP:Iteration 27Q (3253.634248 sec): 3 clusters Score: Raw -3609851.374978 + Penalty 2033.325890 = -3607818.049088 nChanged 45 SP:Iteration 28Q (3253.722012 sec): 3 clusters Score: Raw -3609867.556508 + Penalty 2033.325890 = -3607834.230619 nChanged 37 SP:Iteration 29Q (3253.770724 sec): 3 clusters Score: Raw -3609877.961622 + Penalty 2033.325890 = -3607844.635732 nChanged 28 SP:Iteration 30Q (3253.822347 sec): 3 clusters Score: Raw -3609887.043341 + Penalty 2033.325890 = -3607853.717451 nChanged 21 SP:Iteration 31Q (3253.872455 sec): 3 clusters Score: Raw -3609894.198341 + Penalty 2033.325890 = -3607860.872451 nChanged 22 SP:Iteration 32Q (3253.923307 sec): 3 clusters Score: Raw -3609900.613255 + Penalty 2033.325890 = -3607867.287366 nChanged 18 SP:Iteration 33Q (3253.973463 sec): 3 clusters Score: Raw -3609905.578867 + Penalty 2033.325890 = -3607872.252977 nChanged 17 SP:Iteration 34Q (3254.024111 sec): 3 clusters Score: Raw -3609912.406056 + Penalty 2033.325890 = -3607879.080167 nChanged 21 SP:Iteration 35Q (3254.074246 sec): 3 clusters Score: Raw -3609920.446089 + Penalty 2033.325890 = -3607887.120199 nChanged 19 SP:Iteration 36Q (3254.124854 sec): 3 clusters Score: Raw -3609927.318491 + Penalty 2033.325890 = -3607893.992601 nChanged 19 SP:Iteration 37Q (3254.174966 sec): 3 clusters Score: Raw -3609935.550508 + Penalty 2033.325890 = -3607902.224618 nChanged 24 SP:Iteration 38Q (3254.225421 sec): 3 clusters Score: Raw -3609941.948362 + Penalty 2033.325890 = -3607908.622473 nChanged 23 SP:Iteration 39Q (3254.275544 sec): 3 clusters Score: Raw -3609947.393766 + Penalty 2033.325890 = -3607914.067876 nChanged 16 SP:Iteration 40F (3254.340104 sec): 3 clusters Score: Raw -3609952.403987 + Penalty 2033.325890 = -3607919.078097 nChanged 19 SP:Iteration 41Q (3254.390644 sec): 3 clusters Score: Raw -3609957.943497 + Penalty 2033.325890 = -3607924.617607 nChanged 17 SP:Iteration 42Q (3254.440565 sec): 3 clusters Score: Raw -3609963.932765 + Penalty 2033.325890 = -3607930.606875 nChanged 13 SP:Iteration 43Q (3254.490729 sec): 3 clusters Score: Raw -3609968.513125 + Penalty 2033.325890 = -3607935.187235 nChanged 13 SP:Iteration 44Q (3254.540841 sec): 3 clusters Score: Raw -3609972.559624 + Penalty 2033.325890 = -3607939.233734 nChanged 10 SP:Iteration 45Q (3254.590865 sec): 3 clusters Score: Raw -3609975.357426 + Penalty 2033.325890 = -3607942.031536 nChanged 5 SP:Iteration 46Q (3254.641225 sec): 3 clusters Score: Raw -3609977.557099 + Penalty 2033.325890 = -3607944.231209 nChanged 6 SP:Iteration 47Q (3254.691378 sec): 3 clusters Score: Raw -3609979.047013 + Penalty 2033.325890 = -3607945.721123 nChanged 6 SP:Iteration 48Q (3254.741610 sec): 3 clusters Score: Raw -3609980.599142 + Penalty 2033.325890 = -3607947.273252 nChanged 7 SP:Iteration 49Q (3254.791514 sec): 3 clusters Score: Raw -3609981.876762 + Penalty 2033.325890 = -3607948.550872 nChanged 1 SP:Iteration 50Q (3254.841657 sec): 3 clusters Score: Raw -3609981.986319 + Penalty 2033.325890 = -3607948.660430 nChanged 1 SP:Iteration 51Q (3254.903038 sec): 3 clusters Score: Raw -3609982.195969 + Penalty 2033.325890 = -3607948.870079 nChanged 0 SP:Iteration 52F (3254.969000 sec): 3 clusters Score: Raw -3609982.195969 + Penalty 2033.325890 = -3607948.870079 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.978483 sec): 2 clusters Score: Raw -310976.082248 + Penalty 778.478023 = -310197.604225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.992351 sec): 3 clusters Score: Raw -309031.342805 + Penalty 1556.956047 = -307474.386758 nChanged 1520 SP:Iteration 1F (3255.005309 sec): 3 clusters Score: Raw -309869.040166 + Penalty 1556.956047 = -308312.084119 nChanged 247 SP:Iteration 2F (3255.018299 sec): 3 clusters Score: Raw -310008.283460 + Penalty 1556.956047 = -308451.327413 nChanged 219 SP:Iteration 3F (3255.031308 sec): 3 clusters Score: Raw -310130.218049 + Penalty 1556.956047 = -308573.262002 nChanged 175 SP:Iteration 4Q (3255.044251 sec): 3 clusters Score: Raw -310247.967454 + Penalty 1556.956047 = -308691.011407 nChanged 176 SP:Iteration 5Q (3255.057190 sec): 3 clusters Score: Raw -310398.533237 + Penalty 1556.956047 = -308841.577190 nChanged 216 SP:Iteration 6F (3255.069942 sec): 3 clusters Score: Raw -310583.119379 + Penalty 1556.956047 = -309026.163332 nChanged 196 SP:Iteration 7F (3255.083013 sec): 3 clusters Score: Raw -310726.504533 + Penalty 1556.956047 = -309169.548486 nChanged 185 SP:Iteration 8F (3255.095651 sec): 3 clusters Score: Raw -310853.807532 + Penalty 1556.956047 = -309296.851485 nChanged 157 SP:Iteration 9Q (3255.108532 sec): 3 clusters Score: Raw -310955.820981 + Penalty 1556.956047 = -309398.864934 nChanged 127 SP:Iteration 10Q (3255.121284 sec): 3 clusters Score: Raw -311017.906476 + Penalty 1556.956047 = -309460.950429 nChanged 105 SP:Iteration 11Q (3255.134008 sec): 3 clusters Score: Raw -311077.551839 + Penalty 1556.956047 = -309520.595792 nChanged 94 SP:Iteration 12Q (3255.146795 sec): 3 clusters Score: Raw -311117.658391 + Penalty 1556.956047 = -309560.702345 nChanged 62 SP:Iteration 13Q (3255.159684 sec): 3 clusters Score: Raw -311149.476963 + Penalty 1556.956047 = -309592.520916 nChanged 63 SP:Iteration 14Q (3255.172562 sec): 3 clusters Score: Raw -311180.977107 + Penalty 1556.956047 = -309624.021060 nChanged 63 SP:Iteration 15Q (3255.185383 sec): 3 clusters Score: Raw -311211.933274 + Penalty 1556.956047 = -309654.977227 nChanged 55 SP:Iteration 16Q (3255.198084 sec): 3 clusters Score: Raw -311238.120973 + Penalty 1556.956047 = -309681.164926 nChanged 41 SP:Iteration 17Q (3255.210841 sec): 3 clusters Score: Raw -311253.686546 + Penalty 1556.956047 = -309696.730499 nChanged 35 SP:Iteration 18Q (3255.223667 sec): 3 clusters Score: Raw -311268.696959 + Penalty 1556.956047 = -309711.740913 nChanged 35 SP:Iteration 19Q (3255.236363 sec): 3 clusters Score: Raw -311280.378000 + Penalty 1556.956047 = -309723.421953 nChanged 20 SP:Iteration 20F (3255.249281 sec): 3 clusters Score: Raw -311287.478871 + Penalty 1556.956047 = -309730.522824 nChanged 18 SP:Iteration 21Q (3255.262052 sec): 3 clusters Score: Raw -311292.681937 + Penalty 1556.956047 = -309735.725890 nChanged 10 SP:Iteration 22Q (3255.274903 sec): 3 clusters Score: Raw -311294.912531 + Penalty 1556.956047 = -309737.956484 nChanged 8 SP:Iteration 23Q (3255.287706 sec): 3 clusters Score: Raw -311296.529507 + Penalty 1556.956047 = -309739.573460 nChanged 9 SP:Iteration 24Q (3255.300406 sec): 3 clusters Score: Raw -311299.668112 + Penalty 1556.956047 = -309742.712065 nChanged 14 SP:Iteration 25Q (3255.313150 sec): 3 clusters Score: Raw -311304.998950 + Penalty 1556.956047 = -309748.042903 nChanged 12 SP:Iteration 26Q (3255.325874 sec): 3 clusters Score: Raw -311308.047493 + Penalty 1556.956047 = -309751.091446 nChanged 5 SP:Iteration 27Q (3255.338754 sec): 3 clusters Score: Raw -311309.552197 + Penalty 1556.956047 = -309752.596151 nChanged 5 SP:Iteration 28Q (3255.351632 sec): 3 clusters Score: Raw -311310.900163 + Penalty 1556.956047 = -309753.944116 nChanged 5 SP:Iteration 29Q (3255.364490 sec): 3 clusters Score: Raw -311312.005704 + Penalty 1556.956047 = -309755.049657 nChanged 5 SP:Iteration 30Q (3255.377219 sec): 3 clusters Score: Raw -311313.112595 + Penalty 1556.956047 = -309756.156548 nChanged 3 SP:Iteration 31Q (3255.389881 sec): 3 clusters Score: Raw -311313.460857 + Penalty 1556.956047 = -309756.504810 nChanged 4 SP:Iteration 32Q (3255.402633 sec): 3 clusters Score: Raw -311314.504609 + Penalty 1556.956047 = -309757.548562 nChanged 4 SP:Iteration 33Q (3255.415459 sec): 3 clusters Score: Raw -311315.234100 + Penalty 1556.956047 = -309758.278053 nChanged 3 SP:Iteration 34Q (3255.428152 sec): 3 clusters Score: Raw -311316.102200 + Penalty 1556.956047 = -309759.146154 nChanged 3 SP:Iteration 35Q (3255.441005 sec): 3 clusters Score: Raw -311316.907039 + Penalty 1556.956047 = -309759.950992 nChanged 3 SP:Iteration 36Q (3255.453736 sec): 3 clusters Score: Raw -311317.756473 + Penalty 1556.956047 = -309760.800426 nChanged 3 SP:Iteration 37Q (3255.466507 sec): 3 clusters Score: Raw -311318.833864 + Penalty 1556.956047 = -309761.877817 nChanged 7 SP:Iteration 38Q (3255.479311 sec): 3 clusters Score: Raw -311321.086835 + Penalty 1556.956047 = -309764.130789 nChanged 8 SP:Iteration 39Q (3255.491985 sec): 3 clusters Score: Raw -311322.681407 + Penalty 1556.956047 = -309765.725360 nChanged 6 SP:Iteration 40F (3255.504910 sec): 3 clusters Score: Raw -311324.366569 + Penalty 1556.956047 = -309767.410523 nChanged 3 SP:Iteration 41Q (3255.517753 sec): 3 clusters Score: Raw -311325.103371 + Penalty 1556.956047 = -309768.147325 nChanged 2 SP:Iteration 42Q (3255.530461 sec): 3 clusters Score: Raw -311325.566518 + Penalty 1556.956047 = -309768.610472 nChanged 4 SP:Iteration 43Q (3255.543260 sec): 3 clusters Score: Raw -311326.194108 + Penalty 1556.956047 = -309769.238061 nChanged 4 SP:Iteration 44Q (3255.556097 sec): 3 clusters Score: Raw -311326.898465 + Penalty 1556.956047 = -309769.942418 nChanged 2 SP:Iteration 45Q (3255.568762 sec): 3 clusters Score: Raw -311327.655560 + Penalty 1556.956047 = -309770.699514 nChanged 1 SP:Iteration 46Q (3255.581434 sec): 3 clusters Score: Raw -311327.740890 + Penalty 1556.956047 = -309770.784843 nChanged 0 SP:Iteration 47F (3255.594396 sec): 3 clusters Score: Raw -311327.740890 + Penalty 1556.956047 = -309770.784843 nChanged 0 Trying to split cluster 6 (15413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3255.620809 sec): 2 clusters Score: Raw -1327848.651246 + Penalty 916.081826 = -1326932.569420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3255.651933 sec): 3 clusters Score: Raw -1318482.514525 + Penalty 1832.163652 = -1316650.350873 nChanged 7070 SP:Iteration 1F (3255.681462 sec): 3 clusters Score: Raw -1322661.915459 + Penalty 1832.163652 = -1320829.751807 nChanged 841 SP:Iteration 2F (3255.711057 sec): 3 clusters Score: Raw -1323044.383658 + Penalty 1832.163652 = -1321212.220007 nChanged 826 SP:Iteration 3F (3255.740586 sec): 3 clusters Score: Raw -1323443.582434 + Penalty 1832.163652 = -1321611.418783 nChanged 870 SP:Iteration 4F (3255.770245 sec): 3 clusters Score: Raw -1324000.962080 + Penalty 1832.163652 = -1322168.798429 nChanged 908 SP:Iteration 5F (3255.799890 sec): 3 clusters Score: Raw -1324696.258024 + Penalty 1832.163652 = -1322864.094372 nChanged 953 SP:Iteration 6F (3255.829577 sec): 3 clusters Score: Raw -1325471.588033 + Penalty 1832.163652 = -1323639.424381 nChanged 841 SP:Iteration 7F (3255.859652 sec): 3 clusters Score: Raw -1326058.460604 + Penalty 1832.163652 = -1324226.296952 nChanged 649 SP:Iteration 8Q (3255.888950 sec): 3 clusters Score: Raw -1326446.297123 + Penalty 1832.163652 = -1324614.133471 nChanged 479 SP:Iteration 9Q (3255.918213 sec): 3 clusters Score: Raw -1326709.970016 + Penalty 1832.163652 = -1324877.806364 nChanged 391 SP:Iteration 10Q (3255.947652 sec): 3 clusters Score: Raw -1326917.753600 + Penalty 1832.163652 = -1325085.589948 nChanged 343 SP:Iteration 11Q (3255.976488 sec): 3 clusters Score: Raw -1327101.134716 + Penalty 1832.163652 = -1325268.971064 nChanged 304 SP:Iteration 12Q (3256.005410 sec): 3 clusters Score: Raw -1327233.945110 + Penalty 1832.163652 = -1325401.781458 nChanged 228 SP:Iteration 13Q (3256.033940 sec): 3 clusters Score: Raw -1327319.699845 + Penalty 1832.163652 = -1325487.536193 nChanged 194 SP:Iteration 14Q (3256.062848 sec): 3 clusters Score: Raw -1327382.412282 + Penalty 1832.163652 = -1325550.248630 nChanged 167 SP:Iteration 15Q (3256.091306 sec): 3 clusters Score: Raw -1327430.313392 + Penalty 1832.163652 = -1325598.149741 nChanged 134 SP:Iteration 16Q (3256.119796 sec): 3 clusters Score: Raw -1327467.461346 + Penalty 1832.163652 = -1325635.297695 nChanged 132 SP:Iteration 17Q (3256.148260 sec): 3 clusters Score: Raw -1327498.802607 + Penalty 1832.163652 = -1325666.638956 nChanged 117 SP:Iteration 18Q (3256.176806 sec): 3 clusters Score: Raw -1327524.095666 + Penalty 1832.163652 = -1325691.932014 nChanged 91 SP:Iteration 19Q (3256.205643 sec): 3 clusters Score: Raw -1327540.933878 + Penalty 1832.163652 = -1325708.770226 nChanged 92 SP:Iteration 20F (3256.235451 sec): 3 clusters Score: Raw -1327556.448153 + Penalty 1832.163652 = -1325724.284501 nChanged 82 SP:Iteration 21Q (3256.263628 sec): 3 clusters Score: Raw -1327571.654819 + Penalty 1832.163652 = -1325739.491167 nChanged 68 SP:Iteration 22Q (3256.292072 sec): 3 clusters Score: Raw -1327585.369191 + Penalty 1832.163652 = -1325753.205539 nChanged 74 SP:Iteration 23Q (3256.320616 sec): 3 clusters Score: Raw -1327597.930290 + Penalty 1832.163652 = -1325765.766638 nChanged 62 SP:Iteration 24Q (3256.348755 sec): 3 clusters Score: Raw -1327607.114964 + Penalty 1832.163652 = -1325774.951312 nChanged 58 SP:Iteration 25Q (3256.379149 sec): 3 clusters Score: Raw -1327616.411075 + Penalty 1832.163652 = -1325784.247423 nChanged 52 SP:Iteration 26Q (3256.407110 sec): 3 clusters Score: Raw -1327623.923720 + Penalty 1832.163652 = -1325791.760068 nChanged 38 SP:Iteration 27Q (3256.436906 sec): 3 clusters Score: Raw -1327628.874623 + Penalty 1832.163652 = -1325796.710971 nChanged 34 SP:Iteration 28Q (3256.465220 sec): 3 clusters Score: Raw -1327632.853339 + Penalty 1832.163652 = -1325800.689688 nChanged 25 SP:Iteration 29Q (3256.493669 sec): 3 clusters Score: Raw -1327635.097641 + Penalty 1832.163652 = -1325802.933990 nChanged 20 SP:Iteration 30Q (3256.521812 sec): 3 clusters Score: Raw -1327637.124403 + Penalty 1832.163652 = -1325804.960751 nChanged 22 SP:Iteration 31Q (3256.549874 sec): 3 clusters Score: Raw -1327639.609121 + Penalty 1832.163652 = -1325807.445469 nChanged 19 SP:Iteration 32Q (3256.577906 sec): 3 clusters Score: Raw -1327641.922160 + Penalty 1832.163652 = -1325809.758508 nChanged 26 SP:Iteration 33Q (3256.605948 sec): 3 clusters Score: Raw -1327644.905519 + Penalty 1832.163652 = -1325812.741867 nChanged 33 SP:Iteration 34Q (3256.633827 sec): 3 clusters Score: Raw -1327649.264530 + Penalty 1832.163652 = -1325817.100878 nChanged 39 SP:Iteration 35Q (3256.661956 sec): 3 clusters Score: Raw -1327653.676198 + Penalty 1832.163652 = -1325821.512546 nChanged 22 SP:Iteration 36Q (3256.689939 sec): 3 clusters Score: Raw -1327656.020648 + Penalty 1832.163652 = -1325823.856996 nChanged 25 SP:Iteration 37Q (3256.717842 sec): 3 clusters Score: Raw -1327658.423248 + Penalty 1832.163652 = -1325826.259596 nChanged 26 SP:Iteration 38Q (3256.745762 sec): 3 clusters Score: Raw -1327661.237545 + Penalty 1832.163652 = -1325829.073893 nChanged 21 SP:Iteration 39Q (3256.773829 sec): 3 clusters Score: Raw -1327663.550334 + Penalty 1832.163652 = -1325831.386683 nChanged 23 SP:Iteration 40F (3256.803380 sec): 3 clusters Score: Raw -1327665.521550 + Penalty 1832.163652 = -1325833.357898 nChanged 19 SP:Iteration 41Q (3256.831423 sec): 3 clusters Score: Raw -1327667.581641 + Penalty 1832.163652 = -1325835.417989 nChanged 16 SP:Iteration 42Q (3256.859341 sec): 3 clusters Score: Raw -1327668.792847 + Penalty 1832.163652 = -1325836.629196 nChanged 18 SP:Iteration 43Q (3256.887411 sec): 3 clusters Score: Raw -1327670.387384 + Penalty 1832.163652 = -1325838.223732 nChanged 17 SP:Iteration 44Q (3256.915356 sec): 3 clusters Score: Raw -1327671.445955 + Penalty 1832.163652 = -1325839.282303 nChanged 12 SP:Iteration 45Q (3256.943268 sec): 3 clusters Score: Raw -1327672.165346 + Penalty 1832.163652 = -1325840.001695 nChanged 10 SP:Iteration 46Q (3256.971244 sec): 3 clusters Score: Raw -1327673.033373 + Penalty 1832.163652 = -1325840.869722 nChanged 14 SP:Iteration 47Q (3256.999208 sec): 3 clusters Score: Raw -1327674.340225 + Penalty 1832.163652 = -1325842.176573 nChanged 16 SP:Iteration 48Q (3257.027173 sec): 3 clusters Score: Raw -1327675.759797 + Penalty 1832.163652 = -1325843.596146 nChanged 18 SP:Iteration 49Q (3257.055001 sec): 3 clusters Score: Raw -1327677.032826 + Penalty 1832.163652 = -1325844.869175 nChanged 18 SP:Iteration 50Q (3257.082983 sec): 3 clusters Score: Raw -1327678.485149 + Penalty 1832.163652 = -1325846.321498 nChanged 19 SP:Iteration 51Q (3257.110828 sec): 3 clusters Score: Raw -1327679.922384 + Penalty 1832.163652 = -1325847.758732 nChanged 21 SP:Iteration 52Q (3257.138592 sec): 3 clusters Score: Raw -1327681.444920 + Penalty 1832.163652 = -1325849.281269 nChanged 17 SP:Iteration 53Q (3257.201464 sec): 3 clusters Score: Raw -1327683.029986 + Penalty 1832.163652 = -1325850.866334 nChanged 17 SP:Iteration 54Q (3257.229433 sec): 3 clusters Score: Raw -1327684.603915 + Penalty 1832.163652 = -1325852.440263 nChanged 17 SP:Iteration 55Q (3257.257451 sec): 3 clusters Score: Raw -1327686.201037 + Penalty 1832.163652 = -1325854.037385 nChanged 21 SP:Iteration 56Q (3257.285357 sec): 3 clusters Score: Raw -1327688.664558 + Penalty 1832.163652 = -1325856.500907 nChanged 23 SP:Iteration 57Q (3257.313577 sec): 3 clusters Score: Raw -1327691.115463 + Penalty 1832.163652 = -1325858.951811 nChanged 29 SP:Iteration 58Q (3257.341564 sec): 3 clusters Score: Raw -1327693.999522 + Penalty 1832.163652 = -1325861.835871 nChanged 23 SP:Iteration 59Q (3257.369427 sec): 3 clusters Score: Raw -1327695.937854 + Penalty 1832.163652 = -1325863.774203 nChanged 26 SP:Iteration 60F (3257.398990 sec): 3 clusters Score: Raw -1327698.226862 + Penalty 1832.163652 = -1325866.063210 nChanged 30 SP:Iteration 61Q (3257.426870 sec): 3 clusters Score: Raw -1327701.355302 + Penalty 1832.163652 = -1325869.191650 nChanged 29 SP:Iteration 62Q (3257.454637 sec): 3 clusters Score: Raw -1327704.808474 + Penalty 1832.163652 = -1325872.644822 nChanged 27 SP:Iteration 63Q (3257.482516 sec): 3 clusters Score: Raw -1327707.848956 + Penalty 1832.163652 = -1325875.685304 nChanged 22 SP:Iteration 64Q (3257.510419 sec): 3 clusters Score: Raw -1327710.055891 + Penalty 1832.163652 = -1325877.892239 nChanged 21 SP:Iteration 65Q (3257.538222 sec): 3 clusters Score: Raw -1327711.806968 + Penalty 1832.163652 = -1325879.643317 nChanged 24 SP:Iteration 66Q (3257.565965 sec): 3 clusters Score: Raw -1327713.639417 + Penalty 1832.163652 = -1325881.475765 nChanged 22 SP:Iteration 67Q (3257.594117 sec): 3 clusters Score: Raw -1327715.089898 + Penalty 1832.163652 = -1325882.926246 nChanged 18 SP:Iteration 68Q (3257.621895 sec): 3 clusters Score: Raw -1327716.423056 + Penalty 1832.163652 = -1325884.259404 nChanged 18 SP:Iteration 69Q (3257.649812 sec): 3 clusters Score: Raw -1327718.299561 + Penalty 1832.163652 = -1325886.135909 nChanged 23 SP:Iteration 70Q (3257.677564 sec): 3 clusters Score: Raw -1327720.106309 + Penalty 1832.163652 = -1325887.942657 nChanged 24 SP:Iteration 71Q (3257.742444 sec): 3 clusters Score: Raw -1327722.453788 + Penalty 1832.163652 = -1325890.290136 nChanged 28 SP:Iteration 72Q (3257.803210 sec): 3 clusters Score: Raw -1327726.162712 + Penalty 1832.163652 = -1325893.999060 nChanged 35 SP:Iteration 73Q (3257.868550 sec): 3 clusters Score: Raw -1327730.773694 + Penalty 1832.163652 = -1325898.610042 nChanged 36 SP:Iteration 74Q (3257.934669 sec): 3 clusters Score: Raw -1327734.786534 + Penalty 1832.163652 = -1325902.622883 nChanged 35 SP:Iteration 75Q (3257.989663 sec): 3 clusters Score: Raw -1327739.392709 + Penalty 1832.163652 = -1325907.229057 nChanged 42 SP:Iteration 76Q (3258.049255 sec): 3 clusters Score: Raw -1327745.397608 + Penalty 1832.163652 = -1325913.233956 nChanged 49 SP:Iteration 77Q (3258.115750 sec): 3 clusters Score: Raw -1327751.392416 + Penalty 1832.163652 = -1325919.228764 nChanged 37 SP:Iteration 78Q (3258.180317 sec): 3 clusters Score: Raw -1327755.912589 + Penalty 1832.163652 = -1325923.748937 nChanged 38 SP:Iteration 79Q (3258.244962 sec): 3 clusters Score: Raw -1327759.512760 + Penalty 1832.163652 = -1325927.349108 nChanged 27 SP:Iteration 80F (3258.301218 sec): 3 clusters Score: Raw -1327762.622339 + Penalty 1832.163652 = -1325930.458687 nChanged 41 SP:Iteration 81Q (3258.365537 sec): 3 clusters Score: Raw -1327767.050689 + Penalty 1832.163652 = -1325934.887037 nChanged 38 SP:Iteration 82Q (3258.429524 sec): 3 clusters Score: Raw -1327771.611238 + Penalty 1832.163652 = -1325939.447586 nChanged 44 SP:Iteration 83Q (3258.504770 sec): 3 clusters Score: Raw -1327776.712762 + Penalty 1832.163652 = -1325944.549110 nChanged 41 SP:Iteration 84Q (3258.556204 sec): 3 clusters Score: Raw -1327782.275454 + Penalty 1832.163652 = -1325950.111802 nChanged 38 SP:Iteration 85Q (3258.616004 sec): 3 clusters Score: Raw -1327786.818124 + Penalty 1832.163652 = -1325954.654472 nChanged 30 SP:Iteration 86Q (3258.671591 sec): 3 clusters Score: Raw -1327790.242886 + Penalty 1832.163652 = -1325958.079234 nChanged 37 SP:Iteration 87Q (3258.746642 sec): 3 clusters Score: Raw -1327794.454575 + Penalty 1832.163652 = -1325962.290923 nChanged 32 SP:Iteration 88Q (3258.799886 sec): 3 clusters Score: Raw -1327798.109180 + Penalty 1832.163652 = -1325965.945529 nChanged 32 SP:Iteration 89Q (3258.864658 sec): 3 clusters Score: Raw -1327801.636795 + Penalty 1832.163652 = -1325969.473144 nChanged 28 SP:Iteration 90Q (3258.929455 sec): 3 clusters Score: Raw -1327804.550893 + Penalty 1832.163652 = -1325972.387242 nChanged 25 SP:Iteration 91Q (3258.991707 sec): 3 clusters Score: Raw -1327807.597801 + Penalty 1832.163652 = -1325975.434149 nChanged 36 SP:Iteration 92Q (3259.019188 sec): 3 clusters Score: Raw -1327812.523463 + Penalty 1832.163652 = -1325980.359811 nChanged 41 SP:Iteration 93Q (3259.046914 sec): 3 clusters Score: Raw -1327817.923394 + Penalty 1832.163652 = -1325985.759742 nChanged 40 SP:Iteration 94Q (3259.074590 sec): 3 clusters Score: Raw -1327823.273022 + Penalty 1832.163652 = -1325991.109371 nChanged 40 SP:Iteration 95Q (3259.102554 sec): 3 clusters Score: Raw -1327830.142883 + Penalty 1832.163652 = -1325997.979231 nChanged 56 SP:Iteration 96Q (3259.130303 sec): 3 clusters Score: Raw -1327840.196244 + Penalty 1832.163652 = -1326008.032593 nChanged 53 SP:Iteration 97Q (3259.157801 sec): 3 clusters Score: Raw -1327849.401399 + Penalty 1832.163652 = -1326017.237747 nChanged 43 SP:Iteration 98Q (3259.185189 sec): 3 clusters Score: Raw -1327855.172753 + Penalty 1832.163652 = -1326023.009101 nChanged 35 SP:Iteration 99Q (3259.212722 sec): 3 clusters Score: Raw -1327860.144371 + Penalty 1832.163652 = -1326027.980720 nChanged 33 SP:Iteration 100F (3259.242569 sec): 3 clusters Score: Raw -1327866.174650 + Penalty 1832.163652 = -1326034.010998 nChanged 39 SP:Iteration 101Q (3259.270146 sec): 3 clusters Score: Raw -1327872.305009 + Penalty 1832.163652 = -1326040.141358 nChanged 40 SP:Iteration 102Q (3259.297551 sec): 3 clusters Score: Raw -1327877.511900 + Penalty 1832.163652 = -1326045.348249 nChanged 46 SP:Iteration 103Q (3259.324972 sec): 3 clusters Score: Raw -1327886.958535 + Penalty 1832.163652 = -1326054.794883 nChanged 53 SP:Iteration 104Q (3259.352741 sec): 3 clusters Score: Raw -1327897.700648 + Penalty 1832.163652 = -1326065.536997 nChanged 53 SP:Iteration 105Q (3259.379911 sec): 3 clusters Score: Raw -1327908.275045 + Penalty 1832.163652 = -1326076.111393 nChanged 52 SP:Iteration 106Q (3259.407205 sec): 3 clusters Score: Raw -1327917.990297 + Penalty 1832.163652 = -1326085.826646 nChanged 58 SP:Iteration 107Q (3259.434543 sec): 3 clusters Score: Raw -1327929.864586 + Penalty 1832.163652 = -1326097.700934 nChanged 58 SP:Iteration 108Q (3259.461867 sec): 3 clusters Score: Raw -1327941.511029 + Penalty 1832.163652 = -1326109.347377 nChanged 63 SP:Iteration 109Q (3259.489058 sec): 3 clusters Score: Raw -1327953.639412 + Penalty 1832.163652 = -1326121.475760 nChanged 60 SP:Iteration 110Q (3259.516319 sec): 3 clusters Score: Raw -1327964.191995 + Penalty 1832.163652 = -1326132.028343 nChanged 49 SP:Iteration 111Q (3259.543233 sec): 3 clusters Score: Raw -1327971.835946 + Penalty 1832.163652 = -1326139.672294 nChanged 49 SP:Iteration 112Q (3259.570236 sec): 3 clusters Score: Raw -1327979.700519 + Penalty 1832.163652 = -1326147.536867 nChanged 43 SP:Iteration 113Q (3259.597365 sec): 3 clusters Score: Raw -1327986.509676 + Penalty 1832.163652 = -1326154.346024 nChanged 43 SP:Iteration 114Q (3259.624506 sec): 3 clusters Score: Raw -1327992.642367 + Penalty 1832.163652 = -1326160.478715 nChanged 40 SP:Iteration 115Q (3259.651572 sec): 3 clusters Score: Raw -1327998.270518 + Penalty 1832.163652 = -1326166.106866 nChanged 38 SP:Iteration 116Q (3259.678520 sec): 3 clusters Score: Raw -1328004.862627 + Penalty 1832.163652 = -1326172.698975 nChanged 43 SP:Iteration 117Q (3259.705498 sec): 3 clusters Score: Raw -1328011.649879 + Penalty 1832.163652 = -1326179.486227 nChanged 40 SP:Iteration 118Q (3259.732367 sec): 3 clusters Score: Raw -1328017.423897 + Penalty 1832.163652 = -1326185.260245 nChanged 40 SP:Iteration 119Q (3259.759263 sec): 3 clusters Score: Raw -1328023.442375 + Penalty 1832.163652 = -1326191.278723 nChanged 36 SP:Iteration 120F (3259.788983 sec): 3 clusters Score: Raw -1328028.249720 + Penalty 1832.163652 = -1326196.086068 nChanged 33 SP:Iteration 121Q (3259.815765 sec): 3 clusters Score: Raw -1328033.670420 + Penalty 1832.163652 = -1326201.506769 nChanged 38 SP:Iteration 122Q (3259.842650 sec): 3 clusters Score: Raw -1328042.303674 + Penalty 1832.163652 = -1326210.140022 nChanged 48 SP:Iteration 123Q (3259.869446 sec): 3 clusters Score: Raw -1328050.577661 + Penalty 1832.163652 = -1326218.414009 nChanged 38 SP:Iteration 124Q (3259.896343 sec): 3 clusters Score: Raw -1328057.708815 + Penalty 1832.163652 = -1326225.545164 nChanged 40 SP:Iteration 125Q (3259.923131 sec): 3 clusters Score: Raw -1328064.948253 + Penalty 1832.163652 = -1326232.784601 nChanged 35 SP:Iteration 126Q (3259.949967 sec): 3 clusters Score: Raw -1328070.144736 + Penalty 1832.163652 = -1326237.981084 nChanged 32 SP:Iteration 127Q (3259.976976 sec): 3 clusters Score: Raw -1328075.514467 + Penalty 1832.163652 = -1326243.350816 nChanged 30 SP:Iteration 128Q (3260.003577 sec): 3 clusters Score: Raw -1328080.197679 + Penalty 1832.163652 = -1326248.034027 nChanged 32 SP:Iteration 129Q (3260.030197 sec): 3 clusters Score: Raw -1328085.275020 + Penalty 1832.163652 = -1326253.111368 nChanged 32 SP:Iteration 130Q (3260.056968 sec): 3 clusters Score: Raw -1328090.819587 + Penalty 1832.163652 = -1326258.655935 nChanged 27 SP:Iteration 131Q (3260.083679 sec): 3 clusters Score: Raw -1328095.466356 + Penalty 1832.163652 = -1326263.302704 nChanged 33 SP:Iteration 132Q (3260.110335 sec): 3 clusters Score: Raw -1328101.624704 + Penalty 1832.163652 = -1326269.461052 nChanged 29 SP:Iteration 133Q (3260.137071 sec): 3 clusters Score: Raw -1328106.454273 + Penalty 1832.163652 = -1326274.290621 nChanged 29 SP:Iteration 134Q (3260.163744 sec): 3 clusters Score: Raw -1328110.901481 + Penalty 1832.163652 = -1326278.737829 nChanged 28 SP:Iteration 135Q (3260.190383 sec): 3 clusters Score: Raw -1328115.064980 + Penalty 1832.163652 = -1326282.901328 nChanged 22 SP:Iteration 136Q (3260.216936 sec): 3 clusters Score: Raw -1328118.157711 + Penalty 1832.163652 = -1326285.994059 nChanged 22 SP:Iteration 137Q (3260.243722 sec): 3 clusters Score: Raw -1328122.554983 + Penalty 1832.163652 = -1326290.391332 nChanged 29 SP:Iteration 138Q (3260.270318 sec): 3 clusters Score: Raw -1328128.351489 + Penalty 1832.163652 = -1326296.187838 nChanged 27 SP:Iteration 139Q (3260.296836 sec): 3 clusters Score: Raw -1328134.610405 + Penalty 1832.163652 = -1326302.446753 nChanged 25 SP:Iteration 140F (3260.332173 sec): 3 clusters Score: Raw -1328140.158214 + Penalty 1832.163652 = -1326307.994563 nChanged 29 SP:Iteration 141Q (3260.358646 sec): 3 clusters Score: Raw -1328145.570170 + Penalty 1832.163652 = -1326313.406518 nChanged 23 SP:Iteration 142Q (3260.385061 sec): 3 clusters Score: Raw -1328150.482338 + Penalty 1832.163652 = -1326318.318686 nChanged 29 SP:Iteration 143Q (3260.411525 sec): 3 clusters Score: Raw -1328157.731675 + Penalty 1832.163652 = -1326325.568024 nChanged 30 SP:Iteration 144Q (3260.438005 sec): 3 clusters Score: Raw -1328166.282764 + Penalty 1832.163652 = -1326334.119112 nChanged 29 SP:Iteration 145Q (3260.464720 sec): 3 clusters Score: Raw -1328174.631973 + Penalty 1832.163652 = -1326342.468321 nChanged 26 SP:Iteration 146Q (3260.491210 sec): 3 clusters Score: Raw -1328179.982176 + Penalty 1832.163652 = -1326347.818524 nChanged 22 SP:Iteration 147Q (3260.517626 sec): 3 clusters Score: Raw -1328184.128424 + Penalty 1832.163652 = -1326351.964772 nChanged 17 SP:Iteration 148Q (3260.544074 sec): 3 clusters Score: Raw -1328186.491713 + Penalty 1832.163652 = -1326354.328061 nChanged 14 SP:Iteration 149Q (3260.570568 sec): 3 clusters Score: Raw -1328188.561783 + Penalty 1832.163652 = -1326356.398132 nChanged 11 SP:Iteration 150Q (3260.597198 sec): 3 clusters Score: Raw -1328191.272195 + Penalty 1832.163652 = -1326359.108543 nChanged 18 SP:Iteration 151Q (3260.624058 sec): 3 clusters Score: Raw -1328194.657517 + Penalty 1832.163652 = -1326362.493865 nChanged 10 SP:Iteration 152Q (3260.650496 sec): 3 clusters Score: Raw -1328196.271102 + Penalty 1832.163652 = -1326364.107451 nChanged 8 SP:Iteration 153Q (3260.677078 sec): 3 clusters Score: Raw -1328197.795147 + Penalty 1832.163652 = -1326365.631495 nChanged 8 SP:Iteration 154Q (3260.703650 sec): 3 clusters Score: Raw -1328199.685510 + Penalty 1832.163652 = -1326367.521858 nChanged 11 SP:Iteration 155Q (3260.730263 sec): 3 clusters Score: Raw -1328201.262167 + Penalty 1832.163652 = -1326369.098515 nChanged 6 SP:Iteration 156Q (3260.756803 sec): 3 clusters Score: Raw -1328202.213472 + Penalty 1832.163652 = -1326370.049820 nChanged 8 SP:Iteration 157Q (3260.783311 sec): 3 clusters Score: Raw -1328203.336030 + Penalty 1832.163652 = -1326371.172378 nChanged 4 SP:Iteration 158Q (3260.809650 sec): 3 clusters Score: Raw -1328203.682294 + Penalty 1832.163652 = -1326371.518642 nChanged 5 SP:Iteration 159Q (3260.836153 sec): 3 clusters Score: Raw -1328204.626526 + Penalty 1832.163652 = -1326372.462875 nChanged 8 SP:Iteration 160F (3260.865969 sec): 3 clusters Score: Raw -1328205.910770 + Penalty 1832.163652 = -1326373.747118 nChanged 6 SP:Iteration 161Q (3260.892369 sec): 3 clusters Score: Raw -1328206.760065 + Penalty 1832.163652 = -1326374.596414 nChanged 5 SP:Iteration 162Q (3260.918706 sec): 3 clusters Score: Raw -1328207.791308 + Penalty 1832.163652 = -1326375.627656 nChanged 7 SP:Iteration 163Q (3260.945250 sec): 3 clusters Score: Raw -1328208.799157 + Penalty 1832.163652 = -1326376.635505 nChanged 5 SP:Iteration 164Q (3260.971920 sec): 3 clusters Score: Raw -1328209.834417 + Penalty 1832.163652 = -1326377.670765 nChanged 7 SP:Iteration 165Q (3260.998529 sec): 3 clusters Score: Raw -1328211.159130 + Penalty 1832.163652 = -1326378.995478 nChanged 7 SP:Iteration 166Q (3261.025103 sec): 3 clusters Score: Raw -1328212.520110 + Penalty 1832.163652 = -1326380.356459 nChanged 4 SP:Iteration 167Q (3261.051671 sec): 3 clusters Score: Raw -1328212.989359 + Penalty 1832.163652 = -1326380.825708 nChanged 4 SP:Iteration 168Q (3261.078216 sec): 3 clusters Score: Raw -1328213.334651 + Penalty 1832.163652 = -1326381.171000 nChanged 4 SP:Iteration 169Q (3261.104641 sec): 3 clusters Score: Raw -1328213.797999 + Penalty 1832.163652 = -1326381.634348 nChanged 5 SP:Iteration 170Q (3261.131231 sec): 3 clusters Score: Raw -1328214.373307 + Penalty 1832.163652 = -1326382.209655 nChanged 5 SP:Iteration 171Q (3261.157752 sec): 3 clusters Score: Raw -1328214.837169 + Penalty 1832.163652 = -1326382.673517 nChanged 2 SP:Iteration 172Q (3261.184079 sec): 3 clusters Score: Raw -1328215.213297 + Penalty 1832.163652 = -1326383.049646 nChanged 1 SP:Iteration 173Q (3261.210491 sec): 3 clusters Score: Raw -1328215.270689 + Penalty 1832.163652 = -1326383.107038 nChanged 0 SP:Iteration 174F (3261.240151 sec): 3 clusters Score: Raw -1328215.270689 + Penalty 1832.163652 = -1326383.107038 nChanged 0 Trying to split cluster 7 (112291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3261.359327 sec): 2 clusters Score: Raw -9800799.453005 + Penalty 1104.740655 = -9799694.712350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3261.501673 sec): 3 clusters Score: Raw -9726383.136531 + Penalty 2209.481309 = -9724173.655222 nChanged 54442 SP:Iteration 1F (3261.638703 sec): 3 clusters Score: Raw -9759484.814975 + Penalty 2209.481309 = -9757275.333666 nChanged 4575 SP:Iteration 2Q (3261.798689 sec): 3 clusters Score: Raw -9760931.675437 + Penalty 2209.481309 = -9758722.194128 nChanged 4891 SP:Iteration 3Q (3261.958148 sec): 3 clusters Score: Raw -9762867.768280 + Penalty 2209.481309 = -9760658.286971 nChanged 5616 SP:Iteration 4F (3262.105387 sec): 3 clusters Score: Raw -9765626.675237 + Penalty 2209.481309 = -9763417.193928 nChanged 6420 SP:Iteration 5F (3262.253046 sec): 3 clusters Score: Raw -9769517.520372 + Penalty 2209.481309 = -9767308.039063 nChanged 7365 SP:Iteration 6F (3262.400985 sec): 3 clusters Score: Raw -9774916.451839 + Penalty 2209.481309 = -9772706.970530 nChanged 7508 SP:Iteration 7F (3262.549146 sec): 3 clusters Score: Raw -9780667.831919 + Penalty 2209.481309 = -9778458.350609 nChanged 6696 SP:Iteration 8F (3262.696802 sec): 3 clusters Score: Raw -9784767.118919 + Penalty 2209.481309 = -9782557.637610 nChanged 4712 SP:Iteration 9Q (3262.852923 sec): 3 clusters Score: Raw -9786653.015082 + Penalty 2209.481309 = -9784443.533773 nChanged 2916 SP:Iteration 10Q (3263.008564 sec): 3 clusters Score: Raw -9787435.234568 + Penalty 2209.481309 = -9785225.753259 nChanged 1902 SP:Iteration 11Q (3263.163538 sec): 3 clusters Score: Raw -9787856.239694 + Penalty 2209.481309 = -9785646.758385 nChanged 1500 SP:Iteration 12Q (3263.317318 sec): 3 clusters Score: Raw -9788164.194466 + Penalty 2209.481309 = -9785954.713157 nChanged 1276 SP:Iteration 13Q (3263.470519 sec): 3 clusters Score: Raw -9788424.379399 + Penalty 2209.481309 = -9786214.898090 nChanged 1230 SP:Iteration 14Q (3263.624337 sec): 3 clusters Score: Raw -9788672.911553 + Penalty 2209.481309 = -9786463.430244 nChanged 1208 SP:Iteration 15Q (3263.777844 sec): 3 clusters Score: Raw -9788917.276840 + Penalty 2209.481309 = -9786707.795531 nChanged 1176 SP:Iteration 16Q (3263.930070 sec): 3 clusters Score: Raw -9789153.956320 + Penalty 2209.481309 = -9786944.475011 nChanged 1203 SP:Iteration 17Q (3264.082109 sec): 3 clusters Score: Raw -9789405.598990 + Penalty 2209.481309 = -9787196.117681 nChanged 1202 SP:Iteration 18Q (3264.245256 sec): 3 clusters Score: Raw -9789662.436306 + Penalty 2209.481309 = -9787452.954997 nChanged 1254 SP:Iteration 19Q (3264.396150 sec): 3 clusters Score: Raw -9789929.404382 + Penalty 2209.481309 = -9787719.923073 nChanged 1253 SP:Iteration 20F (3264.543387 sec): 3 clusters Score: Raw -9790228.243185 + Penalty 2209.481309 = -9788018.761876 nChanged 1313 SP:Iteration 21Q (3264.729126 sec): 3 clusters Score: Raw -9790559.694866 + Penalty 2209.481309 = -9788350.213557 nChanged 1342 SP:Iteration 22Q (3264.878799 sec): 3 clusters Score: Raw -9790910.231103 + Penalty 2209.481309 = -9788700.749794 nChanged 1417 SP:Iteration 23Q (3265.028127 sec): 3 clusters Score: Raw -9791296.934152 + Penalty 2209.481309 = -9789087.452843 nChanged 1453 SP:Iteration 24Q (3265.176248 sec): 3 clusters Score: Raw -9791723.682662 + Penalty 2209.481309 = -9789514.201353 nChanged 1446 SP:Iteration 25Q (3265.323978 sec): 3 clusters Score: Raw -9792182.205578 + Penalty 2209.481309 = -9789972.724269 nChanged 1502 SP:Iteration 26Q (3265.470529 sec): 3 clusters Score: Raw -9792692.985627 + Penalty 2209.481309 = -9790483.504318 nChanged 1518 SP:Iteration 27Q (3265.616773 sec): 3 clusters Score: Raw -9793225.738614 + Penalty 2209.481309 = -9791016.257305 nChanged 1528 SP:Iteration 28Q (3265.762305 sec): 3 clusters Score: Raw -9793759.986260 + Penalty 2209.481309 = -9791550.504951 nChanged 1573 SP:Iteration 29Q (3265.906437 sec): 3 clusters Score: Raw -9794303.809145 + Penalty 2209.481309 = -9792094.327836 nChanged 1499 SP:Iteration 30Q (3266.048984 sec): 3 clusters Score: Raw -9794795.460760 + Penalty 2209.481309 = -9792585.979451 nChanged 1501 SP:Iteration 31Q (3266.191684 sec): 3 clusters Score: Raw -9795316.581842 + Penalty 2209.481309 = -9793107.100533 nChanged 1480 SP:Iteration 32Q (3266.332382 sec): 3 clusters Score: Raw -9795814.356399 + Penalty 2209.481309 = -9793604.875090 nChanged 1410 SP:Iteration 33Q (3266.471868 sec): 3 clusters Score: Raw -9796285.577198 + Penalty 2209.481309 = -9794076.095888 nChanged 1350 SP:Iteration 34Q (3266.610423 sec): 3 clusters Score: Raw -9796744.184498 + Penalty 2209.481309 = -9794534.703189 nChanged 1348 SP:Iteration 35Q (3266.748590 sec): 3 clusters Score: Raw -9797203.787104 + Penalty 2209.481309 = -9794994.305794 nChanged 1257 SP:Iteration 36Q (3266.885823 sec): 3 clusters Score: Raw -9797649.764708 + Penalty 2209.481309 = -9795440.283399 nChanged 1244 SP:Iteration 37Q (3267.022475 sec): 3 clusters Score: Raw -9798093.325040 + Penalty 2209.481309 = -9795883.843731 nChanged 1168 SP:Iteration 38Q (3267.158219 sec): 3 clusters Score: Raw -9798502.609880 + Penalty 2209.481309 = -9796293.128571 nChanged 1092 SP:Iteration 39Q (3267.293140 sec): 3 clusters Score: Raw -9798883.151119 + Penalty 2209.481309 = -9796673.669810 nChanged 1056 SP:Iteration 40F (3267.440283 sec): 3 clusters Score: Raw -9799314.943034 + Penalty 2209.481309 = -9797105.461725 nChanged 994 SP:Iteration 41Q (3267.573409 sec): 3 clusters Score: Raw -9799694.382393 + Penalty 2209.481309 = -9797484.901084 nChanged 882 SP:Iteration 42Q (3267.705870 sec): 3 clusters Score: Raw -9800015.523203 + Penalty 2209.481309 = -9797806.041894 nChanged 803 SP:Iteration 43Q (3267.836870 sec): 3 clusters Score: Raw -9800278.771284 + Penalty 2209.481309 = -9798069.289975 nChanged 690 SP:Iteration 44Q (3267.967036 sec): 3 clusters Score: Raw -9800495.864701 + Penalty 2209.481309 = -9798286.383392 nChanged 635 SP:Iteration 45Q (3268.096372 sec): 3 clusters Score: Raw -9800697.100777 + Penalty 2209.481309 = -9798487.619468 nChanged 554 SP:Iteration 46Q (3268.224764 sec): 3 clusters Score: Raw -9800859.237841 + Penalty 2209.481309 = -9798649.756532 nChanged 486 SP:Iteration 47Q (3268.352829 sec): 3 clusters Score: Raw -9800987.698363 + Penalty 2209.481309 = -9798778.217054 nChanged 425 SP:Iteration 48Q (3268.480063 sec): 3 clusters Score: Raw -9801082.274915 + Penalty 2209.481309 = -9798872.793606 nChanged 354 SP:Iteration 49Q (3268.606964 sec): 3 clusters Score: Raw -9801155.146402 + Penalty 2209.481309 = -9798945.665093 nChanged 329 SP:Iteration 50Q (3268.733905 sec): 3 clusters Score: Raw -9801215.845800 + Penalty 2209.481309 = -9799006.364491 nChanged 269 SP:Iteration 51Q (3268.860648 sec): 3 clusters Score: Raw -9801260.073523 + Penalty 2209.481309 = -9799050.592214 nChanged 230 SP:Iteration 52Q (3268.986967 sec): 3 clusters Score: Raw -9801297.596942 + Penalty 2209.481309 = -9799088.115633 nChanged 210 SP:Iteration 53Q (3269.112740 sec): 3 clusters Score: Raw -9801332.030263 + Penalty 2209.481309 = -9799122.548954 nChanged 195 SP:Iteration 54Q (3269.273665 sec): 3 clusters Score: Raw -9801362.623842 + Penalty 2209.481309 = -9799153.142533 nChanged 168 SP:Iteration 55Q (3269.398405 sec): 3 clusters Score: Raw -9801385.170216 + Penalty 2209.481309 = -9799175.688906 nChanged 148 SP:Iteration 56Q (3269.523468 sec): 3 clusters Score: Raw -9801404.668708 + Penalty 2209.481309 = -9799195.187399 nChanged 122 SP:Iteration 57Q (3269.648576 sec): 3 clusters Score: Raw -9801417.935318 + Penalty 2209.481309 = -9799208.454008 nChanged 102 SP:Iteration 58Q (3269.772645 sec): 3 clusters Score: Raw -9801429.455669 + Penalty 2209.481309 = -9799219.974360 nChanged 102 SP:Iteration 59Q (3269.897159 sec): 3 clusters Score: Raw -9801439.605925 + Penalty 2209.481309 = -9799230.124616 nChanged 86 SP:Iteration 60F (3270.043909 sec): 3 clusters Score: Raw -9801448.566415 + Penalty 2209.481309 = -9799239.085106 nChanged 89 SP:Iteration 61Q (3270.168022 sec): 3 clusters Score: Raw -9801458.641879 + Penalty 2209.481309 = -9799249.160570 nChanged 78 SP:Iteration 62Q (3270.292275 sec): 3 clusters Score: Raw -9801468.987858 + Penalty 2209.481309 = -9799259.506549 nChanged 98 SP:Iteration 63Q (3270.416556 sec): 3 clusters Score: Raw -9801483.275864 + Penalty 2209.481309 = -9799273.794555 nChanged 91 SP:Iteration 64Q (3270.541104 sec): 3 clusters Score: Raw -9801493.638063 + Penalty 2209.481309 = -9799284.156754 nChanged 81 SP:Iteration 65Q (3270.665124 sec): 3 clusters Score: Raw -9801501.713602 + Penalty 2209.481309 = -9799292.232292 nChanged 63 SP:Iteration 66Q (3270.789131 sec): 3 clusters Score: Raw -9801508.389309 + Penalty 2209.481309 = -9799298.908000 nChanged 56 SP:Iteration 67Q (3270.912838 sec): 3 clusters Score: Raw -9801513.486231 + Penalty 2209.481309 = -9799304.004922 nChanged 49 SP:Iteration 68Q (3271.035979 sec): 3 clusters Score: Raw -9801518.954118 + Penalty 2209.481309 = -9799309.472809 nChanged 57 SP:Iteration 69Q (3271.160121 sec): 3 clusters Score: Raw -9801525.620444 + Penalty 2209.481309 = -9799316.139135 nChanged 55 SP:Iteration 70Q (3271.282439 sec): 3 clusters Score: Raw -9801531.237173 + Penalty 2209.481309 = -9799321.755864 nChanged 46 SP:Iteration 71Q (3271.404477 sec): 3 clusters Score: Raw -9801534.827975 + Penalty 2209.481309 = -9799325.346666 nChanged 42 SP:Iteration 72Q (3271.525973 sec): 3 clusters Score: Raw -9801537.981138 + Penalty 2209.481309 = -9799328.499829 nChanged 36 SP:Iteration 73Q (3271.647541 sec): 3 clusters Score: Raw -9801541.006929 + Penalty 2209.481309 = -9799331.525620 nChanged 44 SP:Iteration 74Q (3271.769177 sec): 3 clusters Score: Raw -9801544.292045 + Penalty 2209.481309 = -9799334.810736 nChanged 31 SP:Iteration 75Q (3271.890626 sec): 3 clusters Score: Raw -9801546.886523 + Penalty 2209.481309 = -9799337.405214 nChanged 28 SP:Iteration 76Q (3272.011895 sec): 3 clusters Score: Raw -9801548.441026 + Penalty 2209.481309 = -9799338.959717 nChanged 22 SP:Iteration 77Q (3272.134155 sec): 3 clusters Score: Raw -9801549.944703 + Penalty 2209.481309 = -9799340.463394 nChanged 27 SP:Iteration 78Q (3272.256277 sec): 3 clusters Score: Raw -9801551.881009 + Penalty 2209.481309 = -9799342.399700 nChanged 27 SP:Iteration 79Q (3272.377852 sec): 3 clusters Score: Raw -9801553.960126 + Penalty 2209.481309 = -9799344.478817 nChanged 22 SP:Iteration 80F (3272.524071 sec): 3 clusters Score: Raw -9801555.460739 + Penalty 2209.481309 = -9799345.979430 nChanged 24 SP:Iteration 81Q (3272.645385 sec): 3 clusters Score: Raw -9801557.064457 + Penalty 2209.481309 = -9799347.583148 nChanged 23 SP:Iteration 82Q (3272.766577 sec): 3 clusters Score: Raw -9801559.143120 + Penalty 2209.481309 = -9799349.661811 nChanged 22 SP:Iteration 83Q (3272.888422 sec): 3 clusters Score: Raw -9801561.413750 + Penalty 2209.481309 = -9799351.932441 nChanged 28 SP:Iteration 84Q (3273.010125 sec): 3 clusters Score: Raw -9801564.249716 + Penalty 2209.481309 = -9799354.768407 nChanged 33 SP:Iteration 85Q (3273.131757 sec): 3 clusters Score: Raw -9801568.402791 + Penalty 2209.481309 = -9799358.921482 nChanged 37 SP:Iteration 86Q (3273.253158 sec): 3 clusters Score: Raw -9801572.202046 + Penalty 2209.481309 = -9799362.720737 nChanged 33 SP:Iteration 87Q (3273.375306 sec): 3 clusters Score: Raw -9801575.410088 + Penalty 2209.481309 = -9799365.928779 nChanged 28 SP:Iteration 88Q (3273.496801 sec): 3 clusters Score: Raw -9801577.960616 + Penalty 2209.481309 = -9799368.479306 nChanged 24 SP:Iteration 89Q (3273.618705 sec): 3 clusters Score: Raw -9801580.567700 + Penalty 2209.481309 = -9799371.086391 nChanged 20 SP:Iteration 90Q (3273.740374 sec): 3 clusters Score: Raw -9801582.526392 + Penalty 2209.481309 = -9799373.045083 nChanged 23 SP:Iteration 91Q (3273.861844 sec): 3 clusters Score: Raw -9801584.433870 + Penalty 2209.481309 = -9799374.952561 nChanged 9 SP:Iteration 92Q (3273.982709 sec): 3 clusters Score: Raw -9801584.983690 + Penalty 2209.481309 = -9799375.502381 nChanged 9 SP:Iteration 93Q (3274.103804 sec): 3 clusters Score: Raw -9801585.626559 + Penalty 2209.481309 = -9799376.145250 nChanged 6 SP:Iteration 94Q (3274.225215 sec): 3 clusters Score: Raw -9801586.200915 + Penalty 2209.481309 = -9799376.719606 nChanged 6 SP:Iteration 95Q (3274.346526 sec): 3 clusters Score: Raw -9801586.703701 + Penalty 2209.481309 = -9799377.222392 nChanged 6 SP:Iteration 96Q (3274.477237 sec): 3 clusters Score: Raw -9801587.134680 + Penalty 2209.481309 = -9799377.653371 nChanged 5 SP:Iteration 97Q (3274.598501 sec): 3 clusters Score: Raw -9801587.734352 + Penalty 2209.481309 = -9799378.253043 nChanged 6 SP:Iteration 98Q (3274.719713 sec): 3 clusters Score: Raw -9801588.529425 + Penalty 2209.481309 = -9799379.048116 nChanged 13 SP:Iteration 99Q (3274.840432 sec): 3 clusters Score: Raw -9801589.591568 + Penalty 2209.481309 = -9799380.110259 nChanged 13 SP:Iteration 100F (3274.985820 sec): 3 clusters Score: Raw -9801590.610272 + Penalty 2209.481309 = -9799381.128963 nChanged 7 SP:Iteration 101Q (3275.106587 sec): 3 clusters Score: Raw -9801590.927515 + Penalty 2209.481309 = -9799381.446206 nChanged 5 SP:Iteration 102Q (3275.227355 sec): 3 clusters Score: Raw -9801591.199323 + Penalty 2209.481309 = -9799381.718014 nChanged 5 SP:Iteration 103Q (3275.348326 sec): 3 clusters Score: Raw -9801591.603277 + Penalty 2209.481309 = -9799382.121968 nChanged 9 SP:Iteration 104Q (3275.469233 sec): 3 clusters Score: Raw -9801592.286385 + Penalty 2209.481309 = -9799382.805076 nChanged 10 SP:Iteration 105Q (3275.590037 sec): 3 clusters Score: Raw -9801593.334329 + Penalty 2209.481309 = -9799383.853020 nChanged 14 SP:Iteration 106Q (3275.711331 sec): 3 clusters Score: Raw -9801594.307570 + Penalty 2209.481309 = -9799384.826261 nChanged 13 SP:Iteration 107Q (3275.831994 sec): 3 clusters Score: Raw -9801595.260276 + Penalty 2209.481309 = -9799385.778967 nChanged 12 SP:Iteration 108Q (3275.952633 sec): 3 clusters Score: Raw -9801595.885321 + Penalty 2209.481309 = -9799386.404012 nChanged 13 SP:Iteration 109Q (3276.073447 sec): 3 clusters Score: Raw -9801596.760690 + Penalty 2209.481309 = -9799387.279381 nChanged 8 SP:Iteration 110Q (3276.195271 sec): 3 clusters Score: Raw -9801597.210007 + Penalty 2209.481309 = -9799387.728698 nChanged 6 SP:Iteration 111Q (3276.316620 sec): 3 clusters Score: Raw -9801597.723864 + Penalty 2209.481309 = -9799388.242555 nChanged 7 SP:Iteration 112Q (3276.437947 sec): 3 clusters Score: Raw -9801598.081790 + Penalty 2209.481309 = -9799388.600481 nChanged 7 SP:Iteration 113Q (3276.558992 sec): 3 clusters Score: Raw -9801598.384693 + Penalty 2209.481309 = -9799388.903384 nChanged 1 SP:Iteration 114Q (3276.702404 sec): 3 clusters Score: Raw -9801598.459773 + Penalty 2209.481309 = -9799388.978463 nChanged 1 SP:Iteration 115Q (3276.823441 sec): 3 clusters Score: Raw -9801598.498576 + Penalty 2209.481309 = -9799389.017267 nChanged 0 SP:Iteration 116F (3276.969267 sec): 3 clusters Score: Raw -9801598.498576 + Penalty 2209.481309 = -9799389.017267 nChanged 0 Trying to split cluster 8 (10806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3276.986492 sec): 2 clusters Score: Raw -926644.841641 + Penalty 882.346397 = -925762.495244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3277.012180 sec): 3 clusters Score: Raw -920286.866283 + Penalty 1764.692795 = -918522.173488 nChanged 4782 SP:Iteration 1F (3277.037029 sec): 3 clusters Score: Raw -923079.182739 + Penalty 1764.692795 = -921314.489944 nChanged 744 SP:Iteration 2F (3277.061793 sec): 3 clusters Score: Raw -923450.152565 + Penalty 1764.692795 = -921685.459771 nChanged 690 SP:Iteration 3F (3277.086654 sec): 3 clusters Score: Raw -923858.075334 + Penalty 1764.692795 = -922093.382539 nChanged 690 SP:Iteration 4F (3277.111468 sec): 3 clusters Score: Raw -924345.763255 + Penalty 1764.692795 = -922581.070460 nChanged 679 SP:Iteration 5F (3277.136064 sec): 3 clusters Score: Raw -924851.822729 + Penalty 1764.692795 = -923087.129934 nChanged 589 SP:Iteration 6F (3277.160898 sec): 3 clusters Score: Raw -925314.062580 + Penalty 1764.692795 = -923549.369785 nChanged 501 SP:Iteration 7Q (3277.185757 sec): 3 clusters Score: Raw -925676.797905 + Penalty 1764.692795 = -923912.105110 nChanged 387 SP:Iteration 8Q (3277.210352 sec): 3 clusters Score: Raw -925905.380104 + Penalty 1764.692795 = -924140.687309 nChanged 306 SP:Iteration 9Q (3277.234866 sec): 3 clusters Score: Raw -926063.200922 + Penalty 1764.692795 = -924298.508127 nChanged 231 SP:Iteration 10Q (3277.259193 sec): 3 clusters Score: Raw -926183.918677 + Penalty 1764.692795 = -924419.225882 nChanged 178 SP:Iteration 11Q (3277.283431 sec): 3 clusters Score: Raw -926278.905427 + Penalty 1764.692795 = -924514.212632 nChanged 150 SP:Iteration 12Q (3277.307490 sec): 3 clusters Score: Raw -926361.646693 + Penalty 1764.692795 = -924596.953898 nChanged 147 SP:Iteration 13Q (3277.331592 sec): 3 clusters Score: Raw -926445.230287 + Penalty 1764.692795 = -924680.537492 nChanged 167 SP:Iteration 14Q (3277.355430 sec): 3 clusters Score: Raw -926540.239140 + Penalty 1764.692795 = -924775.546346 nChanged 161 SP:Iteration 15Q (3277.379189 sec): 3 clusters Score: Raw -926637.913325 + Penalty 1764.692795 = -924873.220530 nChanged 152 SP:Iteration 16Q (3277.402952 sec): 3 clusters Score: Raw -926730.227599 + Penalty 1764.692795 = -924965.534805 nChanged 139 SP:Iteration 17Q (3277.426589 sec): 3 clusters Score: Raw -926819.315170 + Penalty 1764.692795 = -925054.622375 nChanged 120 SP:Iteration 18Q (3277.450200 sec): 3 clusters Score: Raw -926914.413532 + Penalty 1764.692795 = -925149.720737 nChanged 120 SP:Iteration 19Q (3277.473731 sec): 3 clusters Score: Raw -926985.551493 + Penalty 1764.692795 = -925220.858698 nChanged 95 SP:Iteration 20F (3277.498642 sec): 3 clusters Score: Raw -927021.754259 + Penalty 1764.692795 = -925257.061464 nChanged 61 SP:Iteration 21Q (3277.522023 sec): 3 clusters Score: Raw -927036.918093 + Penalty 1764.692795 = -925272.225298 nChanged 46 SP:Iteration 22Q (3277.545363 sec): 3 clusters Score: Raw -927046.881846 + Penalty 1764.692795 = -925282.189051 nChanged 31 SP:Iteration 23Q (3277.568881 sec): 3 clusters Score: Raw -927053.094293 + Penalty 1764.692795 = -925288.401499 nChanged 26 SP:Iteration 24Q (3277.592377 sec): 3 clusters Score: Raw -927060.324937 + Penalty 1764.692795 = -925295.632143 nChanged 30 SP:Iteration 25Q (3277.615718 sec): 3 clusters Score: Raw -927065.386183 + Penalty 1764.692795 = -925300.693388 nChanged 26 SP:Iteration 26Q (3277.639029 sec): 3 clusters Score: Raw -927069.957689 + Penalty 1764.692795 = -925305.264894 nChanged 25 SP:Iteration 27Q (3277.662520 sec): 3 clusters Score: Raw -927074.536409 + Penalty 1764.692795 = -925309.843614 nChanged 22 SP:Iteration 28Q (3277.685839 sec): 3 clusters Score: Raw -927080.343525 + Penalty 1764.692795 = -925315.650730 nChanged 30 SP:Iteration 29Q (3277.709123 sec): 3 clusters Score: Raw -927087.551574 + Penalty 1764.692795 = -925322.858780 nChanged 22 SP:Iteration 30Q (3277.732454 sec): 3 clusters Score: Raw -927091.610382 + Penalty 1764.692795 = -925326.917587 nChanged 13 SP:Iteration 31Q (3277.755727 sec): 3 clusters Score: Raw -927093.829345 + Penalty 1764.692795 = -925329.136550 nChanged 8 SP:Iteration 32Q (3277.779290 sec): 3 clusters Score: Raw -927095.302212 + Penalty 1764.692795 = -925330.609418 nChanged 8 SP:Iteration 33Q (3277.802588 sec): 3 clusters Score: Raw -927096.724453 + Penalty 1764.692795 = -925332.031658 nChanged 8 SP:Iteration 34Q (3277.826010 sec): 3 clusters Score: Raw -927097.867650 + Penalty 1764.692795 = -925333.174855 nChanged 9 SP:Iteration 35Q (3277.849387 sec): 3 clusters Score: Raw -927099.068720 + Penalty 1764.692795 = -925334.375926 nChanged 9 SP:Iteration 36Q (3277.872693 sec): 3 clusters Score: Raw -927100.433789 + Penalty 1764.692795 = -925335.740995 nChanged 6 SP:Iteration 37Q (3277.896006 sec): 3 clusters Score: Raw -927100.713402 + Penalty 1764.692795 = -925336.020608 nChanged 2 SP:Iteration 38Q (3277.919258 sec): 3 clusters Score: Raw -927100.868673 + Penalty 1764.692795 = -925336.175878 nChanged 2 SP:Iteration 39Q (3277.942505 sec): 3 clusters Score: Raw -927101.141149 + Penalty 1764.692795 = -925336.448354 nChanged 1 SP:Iteration 40F (3277.967252 sec): 3 clusters Score: Raw -927101.183925 + Penalty 1764.692795 = -925336.491131 nChanged 1 SP:Iteration 41Q (3277.990605 sec): 3 clusters Score: Raw -927101.214114 + Penalty 1764.692795 = -925336.521319 nChanged 0 SP:Iteration 42F (3278.015470 sec): 3 clusters Score: Raw -927101.214114 + Penalty 1764.692795 = -925336.521319 nChanged 0 Trying to split cluster 9 (3679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.031944 sec): 2 clusters Score: Raw -307046.752540 + Penalty 779.987644 = -306266.764896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.046401 sec): 3 clusters Score: Raw -305092.444128 + Penalty 1559.975288 = -303532.468840 nChanged 1535 SP:Iteration 1F (3278.060196 sec): 3 clusters Score: Raw -305970.353860 + Penalty 1559.975288 = -304410.378571 nChanged 245 SP:Iteration 2F (3278.073407 sec): 3 clusters Score: Raw -306109.488742 + Penalty 1559.975288 = -304549.513454 nChanged 225 SP:Iteration 3F (3278.086986 sec): 3 clusters Score: Raw -306224.421015 + Penalty 1559.975288 = -304664.445726 nChanged 183 SP:Iteration 4Q (3278.100684 sec): 3 clusters Score: Raw -306337.855882 + Penalty 1559.975288 = -304777.880594 nChanged 178 SP:Iteration 5Q (3278.114428 sec): 3 clusters Score: Raw -306451.111752 + Penalty 1559.975288 = -304891.136463 nChanged 167 SP:Iteration 6Q (3278.128118 sec): 3 clusters Score: Raw -306550.852499 + Penalty 1559.975288 = -304990.877210 nChanged 160 SP:Iteration 7Q (3278.141763 sec): 3 clusters Score: Raw -306645.033708 + Penalty 1559.975288 = -305085.058420 nChanged 162 SP:Iteration 8Q (3278.155426 sec): 3 clusters Score: Raw -306733.474123 + Penalty 1559.975288 = -305173.498834 nChanged 120 SP:Iteration 9Q (3278.169045 sec): 3 clusters Score: Raw -306794.530172 + Penalty 1559.975288 = -305234.554884 nChanged 95 SP:Iteration 10Q (3278.182721 sec): 3 clusters Score: Raw -306843.778308 + Penalty 1559.975288 = -305283.803020 nChanged 89 SP:Iteration 11Q (3278.196176 sec): 3 clusters Score: Raw -306877.035373 + Penalty 1559.975288 = -305317.060084 nChanged 62 SP:Iteration 12Q (3278.244686 sec): 3 clusters Score: Raw -306901.877803 + Penalty 1559.975288 = -305341.902514 nChanged 45 SP:Iteration 13Q (3278.295992 sec): 3 clusters Score: Raw -306921.623500 + Penalty 1559.975288 = -305361.648212 nChanged 40 SP:Iteration 14Q (3278.347604 sec): 3 clusters Score: Raw -306936.814791 + Penalty 1559.975288 = -305376.839502 nChanged 33 SP:Iteration 15Q (3278.369760 sec): 3 clusters Score: Raw -306947.782026 + Penalty 1559.975288 = -305387.806737 nChanged 26 SP:Iteration 16Q (3278.383338 sec): 3 clusters Score: Raw -306955.129349 + Penalty 1559.975288 = -305395.154060 nChanged 16 SP:Iteration 17Q (3278.396928 sec): 3 clusters Score: Raw -306958.890532 + Penalty 1559.975288 = -305398.915244 nChanged 13 SP:Iteration 18Q (3278.410558 sec): 3 clusters Score: Raw -306962.383291 + Penalty 1559.975288 = -305402.408003 nChanged 10 SP:Iteration 19Q (3278.424112 sec): 3 clusters Score: Raw -306963.777211 + Penalty 1559.975288 = -305403.801923 nChanged 9 SP:Iteration 20F (3278.438848 sec): 3 clusters Score: Raw -306966.160805 + Penalty 1559.975288 = -305406.185517 nChanged 14 SP:Iteration 21Q (3278.452414 sec): 3 clusters Score: Raw -306969.976295 + Penalty 1559.975288 = -305410.001007 nChanged 11 SP:Iteration 22Q (3278.465934 sec): 3 clusters Score: Raw -306972.846249 + Penalty 1559.975288 = -305412.870960 nChanged 7 SP:Iteration 23Q (3278.479450 sec): 3 clusters Score: Raw -306973.986691 + Penalty 1559.975288 = -305414.011402 nChanged 3 SP:Iteration 24Q (3278.492886 sec): 3 clusters Score: Raw -306974.516586 + Penalty 1559.975288 = -305414.541298 nChanged 4 SP:Iteration 25Q (3278.506332 sec): 3 clusters Score: Raw -306975.383567 + Penalty 1559.975288 = -305415.408279 nChanged 4 SP:Iteration 26Q (3278.519691 sec): 3 clusters Score: Raw -306975.805326 + Penalty 1559.975288 = -305415.830038 nChanged 1 SP:Iteration 27Q (3278.533205 sec): 3 clusters Score: Raw -306976.026112 + Penalty 1559.975288 = -305416.050824 nChanged 1 SP:Iteration 28Q (3278.546708 sec): 3 clusters Score: Raw -306976.252766 + Penalty 1559.975288 = -305416.277478 nChanged 2 SP:Iteration 29Q (3278.560123 sec): 3 clusters Score: Raw -306976.688867 + Penalty 1559.975288 = -305416.713578 nChanged 2 SP:Iteration 30Q (3278.573664 sec): 3 clusters Score: Raw -306977.033869 + Penalty 1559.975288 = -305417.058580 nChanged 1 SP:Iteration 31Q (3278.587236 sec): 3 clusters Score: Raw -306977.169709 + Penalty 1559.975288 = -305417.194421 nChanged 0 SP:Iteration 32F (3278.600886 sec): 3 clusters Score: Raw -306977.169709 + Penalty 1559.975288 = -305417.194421 nChanged 0 Trying to split cluster 10 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.616485 sec): 2 clusters Score: Raw -193272.870095 + Penalty 736.062710 = -192536.807385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.626077 sec): 3 clusters Score: Raw -192124.206269 + Penalty 1472.125420 = -190652.080849 nChanged 906 SP:Iteration 1F (3278.634721 sec): 3 clusters Score: Raw -192669.191147 + Penalty 1472.125420 = -191197.065728 nChanged 179 SP:Iteration 2F (3278.643323 sec): 3 clusters Score: Raw -192815.114058 + Penalty 1472.125420 = -191342.988638 nChanged 162 SP:Iteration 3F (3278.652019 sec): 3 clusters Score: Raw -192971.143830 + Penalty 1472.125420 = -191499.018410 nChanged 142 SP:Iteration 4F (3278.660659 sec): 3 clusters Score: Raw -193130.142685 + Penalty 1472.125420 = -191658.017266 nChanged 157 SP:Iteration 5F (3278.669105 sec): 3 clusters Score: Raw -193281.971024 + Penalty 1472.125420 = -191809.845604 nChanged 113 SP:Iteration 6Q (3278.677624 sec): 3 clusters Score: Raw -193373.057661 + Penalty 1472.125420 = -191900.932242 nChanged 82 SP:Iteration 7Q (3278.686161 sec): 3 clusters Score: Raw -193428.521558 + Penalty 1472.125420 = -191956.396138 nChanged 54 SP:Iteration 8Q (3278.694632 sec): 3 clusters Score: Raw -193459.721756 + Penalty 1472.125420 = -191987.596336 nChanged 41 SP:Iteration 9Q (3278.703098 sec): 3 clusters Score: Raw -193475.468784 + Penalty 1472.125420 = -192003.343365 nChanged 26 SP:Iteration 10Q (3278.711434 sec): 3 clusters Score: Raw -193484.006512 + Penalty 1472.125420 = -192011.881092 nChanged 13 SP:Iteration 11Q (3278.719960 sec): 3 clusters Score: Raw -193487.465366 + Penalty 1472.125420 = -192015.339946 nChanged 14 SP:Iteration 12Q (3278.728332 sec): 3 clusters Score: Raw -193494.167515 + Penalty 1472.125420 = -192022.042095 nChanged 22 SP:Iteration 13Q (3278.736721 sec): 3 clusters Score: Raw -193504.159276 + Penalty 1472.125420 = -192032.033857 nChanged 21 SP:Iteration 14Q (3278.745092 sec): 3 clusters Score: Raw -193514.025927 + Penalty 1472.125420 = -192041.900507 nChanged 17 SP:Iteration 15Q (3278.753524 sec): 3 clusters Score: Raw -193521.167236 + Penalty 1472.125420 = -192049.041816 nChanged 13 SP:Iteration 16Q (3278.761915 sec): 3 clusters Score: Raw -193526.431084 + Penalty 1472.125420 = -192054.305665 nChanged 12 SP:Iteration 17Q (3278.770210 sec): 3 clusters Score: Raw -193529.878139 + Penalty 1472.125420 = -192057.752719 nChanged 11 SP:Iteration 18Q (3278.778568 sec): 3 clusters Score: Raw -193534.311290 + Penalty 1472.125420 = -192062.185871 nChanged 10 SP:Iteration 19Q (3278.786962 sec): 3 clusters Score: Raw -193537.871982 + Penalty 1472.125420 = -192065.746562 nChanged 12 SP:Iteration 20F (3278.795451 sec): 3 clusters Score: Raw -193542.867587 + Penalty 1472.125420 = -192070.742167 nChanged 12 SP:Iteration 21Q (3278.803846 sec): 3 clusters Score: Raw -193547.659276 + Penalty 1472.125420 = -192075.533856 nChanged 11 SP:Iteration 22Q (3278.812336 sec): 3 clusters Score: Raw -193552.302363 + Penalty 1472.125420 = -192080.176944 nChanged 12 SP:Iteration 23Q (3278.820688 sec): 3 clusters Score: Raw -193557.502113 + Penalty 1472.125420 = -192085.376693 nChanged 9 SP:Iteration 24Q (3278.829047 sec): 3 clusters Score: Raw -193560.849517 + Penalty 1472.125420 = -192088.724097 nChanged 10 SP:Iteration 25Q (3278.837404 sec): 3 clusters Score: Raw -193565.611125 + Penalty 1472.125420 = -192093.485706 nChanged 13 SP:Iteration 26Q (3278.845701 sec): 3 clusters Score: Raw -193572.014293 + Penalty 1472.125420 = -192099.888873 nChanged 12 SP:Iteration 27Q (3278.854035 sec): 3 clusters Score: Raw -193577.982591 + Penalty 1472.125420 = -192105.857171 nChanged 17 SP:Iteration 28Q (3278.862394 sec): 3 clusters Score: Raw -193585.601803 + Penalty 1472.125420 = -192113.476384 nChanged 14 SP:Iteration 29Q (3278.870625 sec): 3 clusters Score: Raw -193591.212203 + Penalty 1472.125420 = -192119.086784 nChanged 13 SP:Iteration 30Q (3278.878914 sec): 3 clusters Score: Raw -193596.732928 + Penalty 1472.125420 = -192124.607508 nChanged 11 SP:Iteration 31Q (3278.887244 sec): 3 clusters Score: Raw -193601.261512 + Penalty 1472.125420 = -192129.136093 nChanged 12 SP:Iteration 32Q (3278.895510 sec): 3 clusters Score: Raw -193607.808210 + Penalty 1472.125420 = -192135.682790 nChanged 11 SP:Iteration 33Q (3278.903842 sec): 3 clusters Score: Raw -193612.825141 + Penalty 1472.125420 = -192140.699721 nChanged 9 SP:Iteration 34Q (3278.912129 sec): 3 clusters Score: Raw -193616.526424 + Penalty 1472.125420 = -192144.401004 nChanged 7 SP:Iteration 35Q (3278.920299 sec): 3 clusters Score: Raw -193619.599220 + Penalty 1472.125420 = -192147.473801 nChanged 5 SP:Iteration 36Q (3278.928585 sec): 3 clusters Score: Raw -193621.375694 + Penalty 1472.125420 = -192149.250275 nChanged 2 SP:Iteration 37Q (3278.936802 sec): 3 clusters Score: Raw -193621.969804 + Penalty 1472.125420 = -192149.844385 nChanged 5 SP:Iteration 38Q (3278.945065 sec): 3 clusters Score: Raw -193623.474793 + Penalty 1472.125420 = -192151.349373 nChanged 1 SP:Iteration 39Q (3278.953330 sec): 3 clusters Score: Raw -193624.332793 + Penalty 1472.125420 = -192152.207373 nChanged 3 SP:Iteration 40F (3278.961965 sec): 3 clusters Score: Raw -193625.876464 + Penalty 1472.125420 = -192153.751045 nChanged 3 SP:Iteration 41Q (3278.970282 sec): 3 clusters Score: Raw -193626.991517 + Penalty 1472.125420 = -192154.866097 nChanged 4 SP:Iteration 42Q (3278.978550 sec): 3 clusters Score: Raw -193628.127230 + Penalty 1472.125420 = -192156.001811 nChanged 3 SP:Iteration 43Q (3278.986726 sec): 3 clusters Score: Raw -193628.835552 + Penalty 1472.125420 = -192156.710132 nChanged 0 SP:Iteration 44F (3278.995175 sec): 3 clusters Score: Raw -193628.835552 + Penalty 1472.125420 = -192156.710132 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.011121 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.021305 sec): 3 clusters Score: Raw -231520.893515 + Penalty 1490.554639 = -230030.338875 nChanged 1011 SP:Iteration 1F (3279.030643 sec): 3 clusters Score: Raw -232140.254288 + Penalty 1490.554639 = -230649.699648 nChanged 226 SP:Iteration 2F (3279.040093 sec): 3 clusters Score: Raw -232313.969731 + Penalty 1490.554639 = -230823.415092 nChanged 167 SP:Iteration 3F (3279.049412 sec): 3 clusters Score: Raw -232446.109337 + Penalty 1490.554639 = -230955.554698 nChanged 124 SP:Iteration 4Q (3279.058803 sec): 3 clusters Score: Raw -232538.269012 + Penalty 1490.554639 = -231047.714373 nChanged 122 SP:Iteration 5Q (3279.068182 sec): 3 clusters Score: Raw -232643.008117 + Penalty 1490.554639 = -231152.453477 nChanged 109 SP:Iteration 6Q (3279.077511 sec): 3 clusters Score: Raw -232747.737554 + Penalty 1490.554639 = -231257.182915 nChanged 106 SP:Iteration 7Q (3279.086681 sec): 3 clusters Score: Raw -232841.381988 + Penalty 1490.554639 = -231350.827348 nChanged 77 SP:Iteration 8Q (3279.095846 sec): 3 clusters Score: Raw -232894.351645 + Penalty 1490.554639 = -231403.797006 nChanged 52 SP:Iteration 9Q (3279.104945 sec): 3 clusters Score: Raw -232923.481881 + Penalty 1490.554639 = -231432.927242 nChanged 48 SP:Iteration 10Q (3279.114166 sec): 3 clusters Score: Raw -232951.179998 + Penalty 1490.554639 = -231460.625358 nChanged 44 SP:Iteration 11Q (3279.123438 sec): 3 clusters Score: Raw -232974.520720 + Penalty 1490.554639 = -231483.966081 nChanged 40 SP:Iteration 12Q (3279.132613 sec): 3 clusters Score: Raw -232995.817755 + Penalty 1490.554639 = -231505.263115 nChanged 34 SP:Iteration 13Q (3279.141700 sec): 3 clusters Score: Raw -233019.547689 + Penalty 1490.554639 = -231528.993049 nChanged 38 SP:Iteration 14Q (3279.150684 sec): 3 clusters Score: Raw -233046.341850 + Penalty 1490.554639 = -231555.787211 nChanged 46 SP:Iteration 15Q (3279.159796 sec): 3 clusters Score: Raw -233077.365284 + Penalty 1490.554639 = -231586.810645 nChanged 41 SP:Iteration 16Q (3279.168862 sec): 3 clusters Score: Raw -233105.542887 + Penalty 1490.554639 = -231614.988248 nChanged 35 SP:Iteration 17Q (3279.177879 sec): 3 clusters Score: Raw -233135.054601 + Penalty 1490.554639 = -231644.499961 nChanged 26 SP:Iteration 18Q (3279.187003 sec): 3 clusters Score: Raw -233153.846243 + Penalty 1490.554639 = -231663.291604 nChanged 25 SP:Iteration 19Q (3279.196053 sec): 3 clusters Score: Raw -233171.166636 + Penalty 1490.554639 = -231680.611997 nChanged 24 SP:Iteration 20F (3279.205384 sec): 3 clusters Score: Raw -233188.937422 + Penalty 1490.554639 = -231698.382782 nChanged 27 SP:Iteration 21Q (3279.214522 sec): 3 clusters Score: Raw -233208.682895 + Penalty 1490.554639 = -231718.128256 nChanged 20 SP:Iteration 22Q (3279.223583 sec): 3 clusters Score: Raw -233223.995562 + Penalty 1490.554639 = -231733.440922 nChanged 18 SP:Iteration 23Q (3279.232480 sec): 3 clusters Score: Raw -233237.640664 + Penalty 1490.554639 = -231747.086025 nChanged 14 SP:Iteration 24Q (3279.241454 sec): 3 clusters Score: Raw -233247.588204 + Penalty 1490.554639 = -231757.033565 nChanged 14 SP:Iteration 25Q (3279.250448 sec): 3 clusters Score: Raw -233258.280105 + Penalty 1490.554639 = -231767.725466 nChanged 11 SP:Iteration 26Q (3279.259344 sec): 3 clusters Score: Raw -233267.766387 + Penalty 1490.554639 = -231777.211748 nChanged 12 SP:Iteration 27Q (3279.268161 sec): 3 clusters Score: Raw -233276.794261 + Penalty 1490.554639 = -231786.239622 nChanged 11 SP:Iteration 28Q (3279.276976 sec): 3 clusters Score: Raw -233284.808166 + Penalty 1490.554639 = -231794.253527 nChanged 6 SP:Iteration 29Q (3279.285902 sec): 3 clusters Score: Raw -233290.446563 + Penalty 1490.554639 = -231799.891924 nChanged 5 SP:Iteration 30Q (3279.294718 sec): 3 clusters Score: Raw -233293.395112 + Penalty 1490.554639 = -231802.840473 nChanged 5 SP:Iteration 31Q (3279.303573 sec): 3 clusters Score: Raw -233295.232405 + Penalty 1490.554639 = -231804.677766 nChanged 1 SP:Iteration 32Q (3279.312528 sec): 3 clusters Score: Raw -233295.539622 + Penalty 1490.554639 = -231804.984982 nChanged 0 SP:Iteration 33F (3279.321885 sec): 3 clusters Score: Raw -233295.539622 + Penalty 1490.554639 = -231804.984982 nChanged 0 Trying to split cluster 12 (3297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.338565 sec): 2 clusters Score: Raw -273970.849741 + Penalty 769.572983 = -273201.276758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.351299 sec): 3 clusters Score: Raw -272251.316032 + Penalty 1539.145966 = -270712.170066 nChanged 1334 SP:Iteration 1F (3279.363102 sec): 3 clusters Score: Raw -273015.427209 + Penalty 1539.145966 = -271476.281242 nChanged 250 SP:Iteration 2F (3279.374929 sec): 3 clusters Score: Raw -273220.565989 + Penalty 1539.145966 = -271681.420022 nChanged 268 SP:Iteration 3F (3279.386674 sec): 3 clusters Score: Raw -273481.513740 + Penalty 1539.145966 = -271942.367774 nChanged 246 SP:Iteration 4F (3279.398451 sec): 3 clusters Score: Raw -273715.505656 + Penalty 1539.145966 = -272176.359689 nChanged 223 SP:Iteration 5F (3279.410239 sec): 3 clusters Score: Raw -273897.453127 + Penalty 1539.145966 = -272358.307161 nChanged 166 SP:Iteration 6F (3279.422096 sec): 3 clusters Score: Raw -274021.257852 + Penalty 1539.145966 = -272482.111886 nChanged 141 SP:Iteration 7Q (3279.433914 sec): 3 clusters Score: Raw -274118.122540 + Penalty 1539.145966 = -272578.976574 nChanged 104 SP:Iteration 8Q (3279.445644 sec): 3 clusters Score: Raw -274179.219830 + Penalty 1539.145966 = -272640.073864 nChanged 69 SP:Iteration 9Q (3279.457341 sec): 3 clusters Score: Raw -274214.837926 + Penalty 1539.145966 = -272675.691960 nChanged 60 SP:Iteration 10Q (3279.468994 sec): 3 clusters Score: Raw -274236.793528 + Penalty 1539.145966 = -272697.647562 nChanged 32 SP:Iteration 11Q (3279.480770 sec): 3 clusters Score: Raw -274248.710428 + Penalty 1539.145966 = -272709.564461 nChanged 20 SP:Iteration 12Q (3279.492567 sec): 3 clusters Score: Raw -274254.599563 + Penalty 1539.145966 = -272715.453597 nChanged 12 SP:Iteration 13Q (3279.504269 sec): 3 clusters Score: Raw -274258.181884 + Penalty 1539.145966 = -272719.035918 nChanged 11 SP:Iteration 14Q (3279.515904 sec): 3 clusters Score: Raw -274261.291128 + Penalty 1539.145966 = -272722.145162 nChanged 11 SP:Iteration 15Q (3279.527578 sec): 3 clusters Score: Raw -274263.736337 + Penalty 1539.145966 = -272724.590371 nChanged 5 SP:Iteration 16Q (3279.539343 sec): 3 clusters Score: Raw -274265.121196 + Penalty 1539.145966 = -272725.975230 nChanged 4 SP:Iteration 17Q (3279.550977 sec): 3 clusters Score: Raw -274266.560014 + Penalty 1539.145966 = -272727.414048 nChanged 2 SP:Iteration 18Q (3279.562804 sec): 3 clusters Score: Raw -274267.489548 + Penalty 1539.145966 = -272728.343582 nChanged 4 SP:Iteration 19Q (3279.574526 sec): 3 clusters Score: Raw -274268.634067 + Penalty 1539.145966 = -272729.488101 nChanged 6 SP:Iteration 20F (3279.586269 sec): 3 clusters Score: Raw -274270.025978 + Penalty 1539.145966 = -272730.880012 nChanged 4 SP:Iteration 21Q (3279.597963 sec): 3 clusters Score: Raw -274270.611137 + Penalty 1539.145966 = -272731.465171 nChanged 4 SP:Iteration 22Q (3279.609601 sec): 3 clusters Score: Raw -274271.811753 + Penalty 1539.145966 = -272732.665786 nChanged 4 SP:Iteration 23Q (3279.621247 sec): 3 clusters Score: Raw -274273.792800 + Penalty 1539.145966 = -272734.646833 nChanged 5 SP:Iteration 24Q (3279.633082 sec): 3 clusters Score: Raw -274275.943235 + Penalty 1539.145966 = -272736.797268 nChanged 11 SP:Iteration 25Q (3279.644874 sec): 3 clusters Score: Raw -274279.405230 + Penalty 1539.145966 = -272740.259263 nChanged 7 SP:Iteration 26Q (3279.664686 sec): 3 clusters Score: Raw -274281.748941 + Penalty 1539.145966 = -272742.602975 nChanged 12 SP:Iteration 27Q (3279.676511 sec): 3 clusters Score: Raw -274285.984115 + Penalty 1539.145966 = -272746.838149 nChanged 8 SP:Iteration 28Q (3279.688126 sec): 3 clusters Score: Raw -274289.051029 + Penalty 1539.145966 = -272749.905062 nChanged 6 SP:Iteration 29Q (3279.699719 sec): 3 clusters Score: Raw -274290.961173 + Penalty 1539.145966 = -272751.815207 nChanged 8 SP:Iteration 30Q (3279.711482 sec): 3 clusters Score: Raw -274294.463454 + Penalty 1539.145966 = -272755.317488 nChanged 14 SP:Iteration 31Q (3279.723273 sec): 3 clusters Score: Raw -274301.818684 + Penalty 1539.145966 = -272762.672718 nChanged 10 SP:Iteration 32Q (3279.735006 sec): 3 clusters Score: Raw -274306.005954 + Penalty 1539.145966 = -272766.859988 nChanged 13 SP:Iteration 33Q (3279.746650 sec): 3 clusters Score: Raw -274310.126752 + Penalty 1539.145966 = -272770.980785 nChanged 10 SP:Iteration 34Q (3279.758414 sec): 3 clusters Score: Raw -274313.347230 + Penalty 1539.145966 = -272774.201264 nChanged 11 SP:Iteration 35Q (3279.769880 sec): 3 clusters Score: Raw -274316.937612 + Penalty 1539.145966 = -272777.791646 nChanged 11 SP:Iteration 36Q (3279.781485 sec): 3 clusters Score: Raw -274321.359559 + Penalty 1539.145966 = -272782.213593 nChanged 8 SP:Iteration 37Q (3279.793192 sec): 3 clusters Score: Raw -274324.996535 + Penalty 1539.145966 = -272785.850569 nChanged 8 SP:Iteration 38Q (3279.804732 sec): 3 clusters Score: Raw -274327.975219 + Penalty 1539.145966 = -272788.829253 nChanged 7 SP:Iteration 39Q (3279.816483 sec): 3 clusters Score: Raw -274330.043223 + Penalty 1539.145966 = -272790.897256 nChanged 3 SP:Iteration 40F (3279.828269 sec): 3 clusters Score: Raw -274331.650751 + Penalty 1539.145966 = -272792.504785 nChanged 2 SP:Iteration 41Q (3279.839891 sec): 3 clusters Score: Raw -274332.119328 + Penalty 1539.145966 = -272792.973362 nChanged 3 SP:Iteration 42Q (3279.851663 sec): 3 clusters Score: Raw -274333.110510 + Penalty 1539.145966 = -272793.964544 nChanged 4 SP:Iteration 43Q (3279.863300 sec): 3 clusters Score: Raw -274335.168655 + Penalty 1539.145966 = -272796.022689 nChanged 5 SP:Iteration 44Q (3279.874977 sec): 3 clusters Score: Raw -274337.522669 + Penalty 1539.145966 = -272798.376702 nChanged 6 SP:Iteration 45Q (3279.886710 sec): 3 clusters Score: Raw -274339.647223 + Penalty 1539.145966 = -272800.501257 nChanged 7 SP:Iteration 46Q (3279.898664 sec): 3 clusters Score: Raw -274341.634526 + Penalty 1539.145966 = -272802.488559 nChanged 6 SP:Iteration 47Q (3279.910441 sec): 3 clusters Score: Raw -274343.100823 + Penalty 1539.145966 = -272803.954857 nChanged 4 SP:Iteration 48Q (3279.922125 sec): 3 clusters Score: Raw -274344.213875 + Penalty 1539.145966 = -272805.067909 nChanged 2 SP:Iteration 49Q (3279.933780 sec): 3 clusters Score: Raw -274344.414458 + Penalty 1539.145966 = -272805.268492 nChanged 1 SP:Iteration 50Q (3279.945434 sec): 3 clusters Score: Raw -274344.737842 + Penalty 1539.145966 = -272805.591876 nChanged 2 SP:Iteration 51Q (3279.957124 sec): 3 clusters Score: Raw -274345.133549 + Penalty 1539.145966 = -272805.987583 nChanged 0 SP:Iteration 52F (3279.968920 sec): 3 clusters Score: Raw -274345.133549 + Penalty 1539.145966 = -272805.987583 nChanged 0 Trying to split cluster 13 (4855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.987139 sec): 2 clusters Score: Raw -374069.529097 + Penalty 806.337616 = -373263.191481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3280.006355 sec): 3 clusters Score: Raw -371413.418021 + Penalty 1612.675232 = -369800.742788 nChanged 2050 SP:Iteration 1F (3280.023815 sec): 3 clusters Score: Raw -372626.401175 + Penalty 1612.675232 = -371013.725943 nChanged 395 SP:Iteration 2F (3280.041299 sec): 3 clusters Score: Raw -372890.926535 + Penalty 1612.675232 = -371278.251302 nChanged 356 SP:Iteration 3F (3280.058877 sec): 3 clusters Score: Raw -373149.461192 + Penalty 1612.675232 = -371536.785960 nChanged 300 SP:Iteration 4F (3280.076480 sec): 3 clusters Score: Raw -373362.820400 + Penalty 1612.675232 = -371750.145168 nChanged 244 SP:Iteration 5F (3280.094143 sec): 3 clusters Score: Raw -373542.275679 + Penalty 1612.675232 = -371929.600447 nChanged 210 SP:Iteration 6Q (3280.111179 sec): 3 clusters Score: Raw -373716.763558 + Penalty 1612.675232 = -372104.088325 nChanged 177 SP:Iteration 7Q (3280.128712 sec): 3 clusters Score: Raw -373840.471839 + Penalty 1612.675232 = -372227.796607 nChanged 129 SP:Iteration 8Q (3280.146071 sec): 3 clusters Score: Raw -373918.999966 + Penalty 1612.675232 = -372306.324734 nChanged 88 SP:Iteration 9Q (3280.163561 sec): 3 clusters Score: Raw -373983.791108 + Penalty 1612.675232 = -372371.115876 nChanged 101 SP:Iteration 10Q (3280.180966 sec): 3 clusters Score: Raw -374053.333943 + Penalty 1612.675232 = -372440.658710 nChanged 91 SP:Iteration 11Q (3280.198291 sec): 3 clusters Score: Raw -374127.582464 + Penalty 1612.675232 = -372514.907232 nChanged 77 SP:Iteration 12Q (3280.215392 sec): 3 clusters Score: Raw -374177.667126 + Penalty 1612.675232 = -372564.991894 nChanged 74 SP:Iteration 13Q (3280.232657 sec): 3 clusters Score: Raw -374226.243401 + Penalty 1612.675232 = -372613.568169 nChanged 75 SP:Iteration 14Q (3280.249895 sec): 3 clusters Score: Raw -374279.981427 + Penalty 1612.675232 = -372667.306194 nChanged 73 SP:Iteration 15Q (3280.267238 sec): 3 clusters Score: Raw -374327.871581 + Penalty 1612.675232 = -372715.196349 nChanged 72 SP:Iteration 16Q (3280.284379 sec): 3 clusters Score: Raw -374371.735923 + Penalty 1612.675232 = -372759.060690 nChanged 66 SP:Iteration 17Q (3280.301312 sec): 3 clusters Score: Raw -374405.241712 + Penalty 1612.675232 = -372792.566480 nChanged 58 SP:Iteration 18Q (3280.318449 sec): 3 clusters Score: Raw -374435.044619 + Penalty 1612.675232 = -372822.369386 nChanged 61 SP:Iteration 19Q (3280.335321 sec): 3 clusters Score: Raw -374464.402548 + Penalty 1612.675232 = -372851.727315 nChanged 48 SP:Iteration 20F (3280.352907 sec): 3 clusters Score: Raw -374486.485516 + Penalty 1612.675232 = -372873.810284 nChanged 42 SP:Iteration 21Q (3280.369509 sec): 3 clusters Score: Raw -374504.703881 + Penalty 1612.675232 = -372892.028649 nChanged 35 SP:Iteration 22Q (3280.386500 sec): 3 clusters Score: Raw -374520.013433 + Penalty 1612.675232 = -372907.338200 nChanged 21 SP:Iteration 23Q (3280.403567 sec): 3 clusters Score: Raw -374528.461430 + Penalty 1612.675232 = -372915.786198 nChanged 21 SP:Iteration 24Q (3280.420483 sec): 3 clusters Score: Raw -374535.102438 + Penalty 1612.675232 = -372922.427205 nChanged 17 SP:Iteration 25Q (3280.437406 sec): 3 clusters Score: Raw -374539.370589 + Penalty 1612.675232 = -372926.695357 nChanged 10 SP:Iteration 26Q (3280.454377 sec): 3 clusters Score: Raw -374542.298405 + Penalty 1612.675232 = -372929.623173 nChanged 9 SP:Iteration 27Q (3280.470829 sec): 3 clusters Score: Raw -374544.674745 + Penalty 1612.675232 = -372931.999512 nChanged 6 SP:Iteration 28Q (3280.487543 sec): 3 clusters Score: Raw -374545.550679 + Penalty 1612.675232 = -372932.875447 nChanged 1 SP:Iteration 29Q (3280.504298 sec): 3 clusters Score: Raw -374545.769381 + Penalty 1612.675232 = -372933.094148 nChanged 0 SP:Iteration 30F (3280.521982 sec): 3 clusters Score: Raw -374545.769381 + Penalty 1612.675232 = -372933.094148 nChanged 0 Trying to split cluster 14 (30730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3280.564707 sec): 2 clusters Score: Raw -2594243.486199 + Penalty 981.634492 = -2593261.851707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3280.614962 sec): 3 clusters Score: Raw -2574793.806407 + Penalty 1963.268984 = -2572830.537422 nChanged 14405 SP:Iteration 1F (3280.661925 sec): 3 clusters Score: Raw -2583420.233756 + Penalty 1963.268984 = -2581456.964772 nChanged 1690 SP:Iteration 2F (3280.709717 sec): 3 clusters Score: Raw -2584179.611652 + Penalty 1963.268984 = -2582216.342668 nChanged 1829 SP:Iteration 3F (3280.756359 sec): 3 clusters Score: Raw -2585150.471455 + Penalty 1963.268984 = -2583187.202470 nChanged 1930 SP:Iteration 4F (3280.802818 sec): 3 clusters Score: Raw -2586349.565484 + Penalty 1963.268984 = -2584386.296499 nChanged 2035 SP:Iteration 5F (3280.851500 sec): 3 clusters Score: Raw -2587850.870998 + Penalty 1963.268984 = -2585887.602013 nChanged 1915 SP:Iteration 6F (3280.900122 sec): 3 clusters Score: Raw -2589399.287774 + Penalty 1963.268984 = -2587436.018789 nChanged 1624 SP:Iteration 7F (3280.947171 sec): 3 clusters Score: Raw -2590777.484049 + Penalty 1963.268984 = -2588814.215065 nChanged 1253 SP:Iteration 8Q (3281.022610 sec): 3 clusters Score: Raw -2591855.123229 + Penalty 1963.268984 = -2589891.854245 nChanged 882 SP:Iteration 9Q (3281.067759 sec): 3 clusters Score: Raw -2592586.213009 + Penalty 1963.268984 = -2590622.944024 nChanged 590 SP:Iteration 10Q (3281.111537 sec): 3 clusters Score: Raw -2593055.981963 + Penalty 1963.268984 = -2591092.712978 nChanged 470 SP:Iteration 11Q (3281.154958 sec): 3 clusters Score: Raw -2593429.840716 + Penalty 1963.268984 = -2591466.571731 nChanged 346 SP:Iteration 12Q (3281.197377 sec): 3 clusters Score: Raw -2593705.303142 + Penalty 1963.268984 = -2591742.034158 nChanged 298 SP:Iteration 13Q (3281.239469 sec): 3 clusters Score: Raw -2593927.756195 + Penalty 1963.268984 = -2591964.487211 nChanged 213 SP:Iteration 14Q (3281.281071 sec): 3 clusters Score: Raw -2594070.265792 + Penalty 1963.268984 = -2592106.996807 nChanged 166 SP:Iteration 15Q (3281.323032 sec): 3 clusters Score: Raw -2594158.543162 + Penalty 1963.268984 = -2592195.274177 nChanged 133 SP:Iteration 16Q (3281.364578 sec): 3 clusters Score: Raw -2594205.859847 + Penalty 1963.268984 = -2592242.590863 nChanged 97 SP:Iteration 17Q (3281.405943 sec): 3 clusters Score: Raw -2594244.310239 + Penalty 1963.268984 = -2592281.041255 nChanged 83 SP:Iteration 18Q (3281.446965 sec): 3 clusters Score: Raw -2594278.838105 + Penalty 1963.268984 = -2592315.569121 nChanged 73 SP:Iteration 19Q (3281.487909 sec): 3 clusters Score: Raw -2594304.168643 + Penalty 1963.268984 = -2592340.899658 nChanged 54 SP:Iteration 20F (3281.534059 sec): 3 clusters Score: Raw -2594323.763508 + Penalty 1963.268984 = -2592360.494523 nChanged 47 SP:Iteration 21Q (3281.575393 sec): 3 clusters Score: Raw -2594336.214164 + Penalty 1963.268984 = -2592372.945179 nChanged 37 SP:Iteration 22Q (3281.615884 sec): 3 clusters Score: Raw -2594344.661024 + Penalty 1963.268984 = -2592381.392040 nChanged 33 SP:Iteration 23Q (3281.656712 sec): 3 clusters Score: Raw -2594354.252433 + Penalty 1963.268984 = -2592390.983448 nChanged 35 SP:Iteration 24Q (3281.697235 sec): 3 clusters Score: Raw -2594364.532238 + Penalty 1963.268984 = -2592401.263254 nChanged 33 SP:Iteration 25Q (3281.738347 sec): 3 clusters Score: Raw -2594371.807715 + Penalty 1963.268984 = -2592408.538731 nChanged 22 SP:Iteration 26Q (3281.779024 sec): 3 clusters Score: Raw -2594377.521553 + Penalty 1963.268984 = -2592414.252569 nChanged 20 SP:Iteration 27Q (3281.819755 sec): 3 clusters Score: Raw -2594382.429755 + Penalty 1963.268984 = -2592419.160771 nChanged 11 SP:Iteration 28Q (3281.860396 sec): 3 clusters Score: Raw -2594384.359440 + Penalty 1963.268984 = -2592421.090455 nChanged 12 SP:Iteration 29Q (3281.901352 sec): 3 clusters Score: Raw -2594386.227834 + Penalty 1963.268984 = -2592422.958850 nChanged 12 SP:Iteration 30Q (3281.941911 sec): 3 clusters Score: Raw -2594389.188021 + Penalty 1963.268984 = -2592425.919036 nChanged 17 SP:Iteration 31Q (3281.982482 sec): 3 clusters Score: Raw -2594392.423145 + Penalty 1963.268984 = -2592429.154160 nChanged 8 SP:Iteration 32Q (3282.023044 sec): 3 clusters Score: Raw -2594394.458295 + Penalty 1963.268984 = -2592431.189311 nChanged 9 SP:Iteration 33Q (3282.063890 sec): 3 clusters Score: Raw -2594395.524918 + Penalty 1963.268984 = -2592432.255933 nChanged 0 SP:Iteration 34F (3282.110270 sec): 3 clusters Score: Raw -2594395.524918 + Penalty 1963.268984 = -2592432.255933 nChanged 0 Trying to split cluster 15 (8692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3282.128729 sec): 2 clusters Score: Raw -738044.793331 + Penalty 861.665042 = -737183.128289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3282.152396 sec): 3 clusters Score: Raw -732975.031859 + Penalty 1723.330085 = -731251.701774 nChanged 3858 SP:Iteration 1F (3282.175131 sec): 3 clusters Score: Raw -735092.379058 + Penalty 1723.330085 = -733369.048973 nChanged 461 SP:Iteration 2F (3282.197962 sec): 3 clusters Score: Raw -735259.270178 + Penalty 1723.330085 = -733535.940093 nChanged 388 SP:Iteration 3Q (3282.221006 sec): 3 clusters Score: Raw -735401.444701 + Penalty 1723.330085 = -733678.114616 nChanged 355 SP:Iteration 4Q (3282.244183 sec): 3 clusters Score: Raw -735543.244140 + Penalty 1723.330085 = -733819.914055 nChanged 367 SP:Iteration 5Q (3282.267197 sec): 3 clusters Score: Raw -735678.369496 + Penalty 1723.330085 = -733955.039411 nChanged 364 SP:Iteration 6Q (3282.290171 sec): 3 clusters Score: Raw -735816.107712 + Penalty 1723.330085 = -734092.777627 nChanged 363 SP:Iteration 7Q (3282.313086 sec): 3 clusters Score: Raw -735954.669552 + Penalty 1723.330085 = -734231.339467 nChanged 331 SP:Iteration 8Q (3282.336082 sec): 3 clusters Score: Raw -736088.322784 + Penalty 1723.330085 = -734364.992699 nChanged 357 SP:Iteration 9Q (3282.359023 sec): 3 clusters Score: Raw -736235.589767 + Penalty 1723.330085 = -734512.259682 nChanged 343 SP:Iteration 10Q (3282.381784 sec): 3 clusters Score: Raw -736396.127616 + Penalty 1723.330085 = -734672.797531 nChanged 367 SP:Iteration 11Q (3282.404845 sec): 3 clusters Score: Raw -736595.342332 + Penalty 1723.330085 = -734872.012247 nChanged 381 SP:Iteration 12Q (3282.427794 sec): 3 clusters Score: Raw -736828.682288 + Penalty 1723.330085 = -735105.352204 nChanged 394 SP:Iteration 13Q (3282.450740 sec): 3 clusters Score: Raw -737073.686906 + Penalty 1723.330085 = -735350.356821 nChanged 379 SP:Iteration 14Q (3282.473651 sec): 3 clusters Score: Raw -737317.698907 + Penalty 1723.330085 = -735594.368822 nChanged 312 SP:Iteration 15Q (3282.496574 sec): 3 clusters Score: Raw -737523.892264 + Penalty 1723.330085 = -735800.562179 nChanged 255 SP:Iteration 16Q (3282.519712 sec): 3 clusters Score: Raw -737679.562085 + Penalty 1723.330085 = -735956.232000 nChanged 196 SP:Iteration 17Q (3282.543077 sec): 3 clusters Score: Raw -737806.010333 + Penalty 1723.330085 = -736082.680248 nChanged 139 SP:Iteration 18Q (3282.566002 sec): 3 clusters Score: Raw -737884.647358 + Penalty 1723.330085 = -736161.317273 nChanged 108 SP:Iteration 19Q (3282.588675 sec): 3 clusters Score: Raw -737938.687819 + Penalty 1723.330085 = -736215.357734 nChanged 77 SP:Iteration 20F (3282.611524 sec): 3 clusters Score: Raw -737974.809480 + Penalty 1723.330085 = -736251.479395 nChanged 62 SP:Iteration 21Q (3282.633890 sec): 3 clusters Score: Raw -738009.713574 + Penalty 1723.330085 = -736286.383489 nChanged 59 SP:Iteration 22Q (3282.656265 sec): 3 clusters Score: Raw -738045.586074 + Penalty 1723.330085 = -736322.255989 nChanged 62 SP:Iteration 23Q (3282.678489 sec): 3 clusters Score: Raw -738087.868139 + Penalty 1723.330085 = -736364.538054 nChanged 51 SP:Iteration 24Q (3282.700704 sec): 3 clusters Score: Raw -738124.359127 + Penalty 1723.330085 = -736401.029043 nChanged 46 SP:Iteration 25Q (3282.744114 sec): 3 clusters Score: Raw -738164.257989 + Penalty 1723.330085 = -736440.927904 nChanged 41 SP:Iteration 26Q (3282.766025 sec): 3 clusters Score: Raw -738197.562415 + Penalty 1723.330085 = -736474.232330 nChanged 23 SP:Iteration 27Q (3282.787856 sec): 3 clusters Score: Raw -738214.091593 + Penalty 1723.330085 = -736490.761508 nChanged 26 SP:Iteration 28Q (3282.809256 sec): 3 clusters Score: Raw -738230.995305 + Penalty 1723.330085 = -736507.665220 nChanged 18 SP:Iteration 29Q (3282.830612 sec): 3 clusters Score: Raw -738245.367644 + Penalty 1723.330085 = -736522.037559 nChanged 17 SP:Iteration 30Q (3282.852017 sec): 3 clusters Score: Raw -738260.113535 + Penalty 1723.330085 = -736536.783450 nChanged 16 SP:Iteration 31Q (3282.873372 sec): 3 clusters Score: Raw -738275.562970 + Penalty 1723.330085 = -736552.232885 nChanged 13 SP:Iteration 32Q (3282.894656 sec): 3 clusters Score: Raw -738282.697713 + Penalty 1723.330085 = -736559.367628 nChanged 15 SP:Iteration 33Q (3282.915712 sec): 3 clusters Score: Raw -738289.548779 + Penalty 1723.330085 = -736566.218694 nChanged 10 SP:Iteration 34Q (3282.936668 sec): 3 clusters Score: Raw -738292.430343 + Penalty 1723.330085 = -736569.100258 nChanged 4 SP:Iteration 35Q (3282.957802 sec): 3 clusters Score: Raw -738293.238138 + Penalty 1723.330085 = -736569.908053 nChanged 5 SP:Iteration 36Q (3282.979168 sec): 3 clusters Score: Raw -738295.827011 + Penalty 1723.330085 = -736572.496926 nChanged 4 SP:Iteration 37Q (3283.000284 sec): 3 clusters Score: Raw -738298.403829 + Penalty 1723.330085 = -736575.073744 nChanged 5 SP:Iteration 38Q (3283.021342 sec): 3 clusters Score: Raw -738299.656365 + Penalty 1723.330085 = -736576.326280 nChanged 4 SP:Iteration 39Q (3283.042533 sec): 3 clusters Score: Raw -738300.833070 + Penalty 1723.330085 = -736577.502985 nChanged 5 SP:Iteration 40F (3283.065289 sec): 3 clusters Score: Raw -738302.291307 + Penalty 1723.330085 = -736578.961222 nChanged 1 SP:Iteration 41Q (3283.086489 sec): 3 clusters Score: Raw -738302.886209 + Penalty 1723.330085 = -736579.556124 nChanged 0 SP:Iteration 42F (3283.109262 sec): 3 clusters Score: Raw -738302.886209 + Penalty 1723.330085 = -736579.556124 nChanged 0 Trying to split cluster 16 (35562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3283.156890 sec): 2 clusters Score: Raw -2891793.662149 + Penalty 995.508128 = -2890798.154021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3283.214080 sec): 3 clusters Score: Raw -2869080.048117 + Penalty 1991.016257 = -2867089.031860 nChanged 16763 SP:Iteration 1F (3283.267605 sec): 3 clusters Score: Raw -2878776.689095 + Penalty 1991.016257 = -2876785.672838 nChanged 1530 SP:Iteration 2Q (3283.321952 sec): 3 clusters Score: Raw -2879297.050130 + Penalty 1991.016257 = -2877306.033873 nChanged 1642 SP:Iteration 3Q (3283.376219 sec): 3 clusters Score: Raw -2879954.403534 + Penalty 1991.016257 = -2877963.387277 nChanged 1741 SP:Iteration 4Q (3283.430441 sec): 3 clusters Score: Raw -2880692.805935 + Penalty 1991.016257 = -2878701.789678 nChanged 1787 SP:Iteration 5F (3283.482800 sec): 3 clusters Score: Raw -2881596.581174 + Penalty 1991.016257 = -2879605.564917 nChanged 1950 SP:Iteration 6F (3283.535949 sec): 3 clusters Score: Raw -2882700.114467 + Penalty 1991.016257 = -2880709.098210 nChanged 1945 SP:Iteration 7F (3283.589037 sec): 3 clusters Score: Raw -2883868.486721 + Penalty 1991.016257 = -2881877.470465 nChanged 1854 SP:Iteration 8F (3283.641995 sec): 3 clusters Score: Raw -2884980.491633 + Penalty 1991.016257 = -2882989.475376 nChanged 1603 SP:Iteration 9Q (3283.695931 sec): 3 clusters Score: Raw -2885888.818375 + Penalty 1991.016257 = -2883897.802118 nChanged 1363 SP:Iteration 10Q (3283.785957 sec): 3 clusters Score: Raw -2886538.440527 + Penalty 1991.016257 = -2884547.424270 nChanged 1111 SP:Iteration 11Q (3283.877710 sec): 3 clusters Score: Raw -2886941.327867 + Penalty 1991.016257 = -2884950.311610 nChanged 805 SP:Iteration 12Q (3283.966154 sec): 3 clusters Score: Raw -2887190.725769 + Penalty 1991.016257 = -2885199.709512 nChanged 587 SP:Iteration 13Q (3284.053648 sec): 3 clusters Score: Raw -2887388.988222 + Penalty 1991.016257 = -2885397.971965 nChanged 534 SP:Iteration 14Q (3284.130424 sec): 3 clusters Score: Raw -2887598.652001 + Penalty 1991.016257 = -2885607.635744 nChanged 514 SP:Iteration 15Q (3284.212468 sec): 3 clusters Score: Raw -2887795.523828 + Penalty 1991.016257 = -2885804.507571 nChanged 527 SP:Iteration 16Q (3284.284626 sec): 3 clusters Score: Raw -2888037.867833 + Penalty 1991.016257 = -2886046.851576 nChanged 605 SP:Iteration 17Q (3284.366680 sec): 3 clusters Score: Raw -2888353.540467 + Penalty 1991.016257 = -2886362.524210 nChanged 683 SP:Iteration 18Q (3284.441171 sec): 3 clusters Score: Raw -2888703.904945 + Penalty 1991.016257 = -2886712.888688 nChanged 669 SP:Iteration 19Q (3284.492411 sec): 3 clusters Score: Raw -2889027.435577 + Penalty 1991.016257 = -2887036.419320 nChanged 606 SP:Iteration 20F (3284.545564 sec): 3 clusters Score: Raw -2889323.204777 + Penalty 1991.016257 = -2887332.188520 nChanged 583 SP:Iteration 21Q (3284.597157 sec): 3 clusters Score: Raw -2889596.331969 + Penalty 1991.016257 = -2887605.315713 nChanged 564 SP:Iteration 22Q (3284.647889 sec): 3 clusters Score: Raw -2889826.036938 + Penalty 1991.016257 = -2887835.020681 nChanged 476 SP:Iteration 23Q (3284.698144 sec): 3 clusters Score: Raw -2890005.441952 + Penalty 1991.016257 = -2888014.425695 nChanged 427 SP:Iteration 24Q (3284.748399 sec): 3 clusters Score: Raw -2890160.577255 + Penalty 1991.016257 = -2888169.560998 nChanged 421 SP:Iteration 25Q (3284.798080 sec): 3 clusters Score: Raw -2890316.839175 + Penalty 1991.016257 = -2888325.822918 nChanged 401 SP:Iteration 26Q (3284.847285 sec): 3 clusters Score: Raw -2890443.264554 + Penalty 1991.016257 = -2888452.248298 nChanged 368 SP:Iteration 27Q (3284.896339 sec): 3 clusters Score: Raw -2890551.859141 + Penalty 1991.016257 = -2888560.842884 nChanged 330 SP:Iteration 28Q (3284.945100 sec): 3 clusters Score: Raw -2890639.098891 + Penalty 1991.016257 = -2888648.082634 nChanged 302 SP:Iteration 29Q (3284.993777 sec): 3 clusters Score: Raw -2890711.950111 + Penalty 1991.016257 = -2888720.933854 nChanged 293 SP:Iteration 30Q (3285.041937 sec): 3 clusters Score: Raw -2890782.738924 + Penalty 1991.016257 = -2888791.722668 nChanged 283 SP:Iteration 31Q (3285.090038 sec): 3 clusters Score: Raw -2890848.642603 + Penalty 1991.016257 = -2888857.626346 nChanged 257 SP:Iteration 32Q (3285.137957 sec): 3 clusters Score: Raw -2890907.347094 + Penalty 1991.016257 = -2888916.330837 nChanged 236 SP:Iteration 33Q (3285.185599 sec): 3 clusters Score: Raw -2890959.036614 + Penalty 1991.016257 = -2888968.020358 nChanged 200 SP:Iteration 34Q (3285.233016 sec): 3 clusters Score: Raw -2890996.033849 + Penalty 1991.016257 = -2889005.017592 nChanged 199 SP:Iteration 35Q (3285.280236 sec): 3 clusters Score: Raw -2891032.796905 + Penalty 1991.016257 = -2889041.780649 nChanged 176 SP:Iteration 36Q (3285.327438 sec): 3 clusters Score: Raw -2891060.329440 + Penalty 1991.016257 = -2889069.313184 nChanged 156 SP:Iteration 37Q (3285.374285 sec): 3 clusters Score: Raw -2891085.069404 + Penalty 1991.016257 = -2889094.053147 nChanged 144 SP:Iteration 38Q (3285.421315 sec): 3 clusters Score: Raw -2891108.653763 + Penalty 1991.016257 = -2889117.637507 nChanged 156 SP:Iteration 39Q (3285.468096 sec): 3 clusters Score: Raw -2891134.768392 + Penalty 1991.016257 = -2889143.752136 nChanged 181 SP:Iteration 40F (3285.521000 sec): 3 clusters Score: Raw -2891168.228397 + Penalty 1991.016257 = -2889177.212140 nChanged 169 SP:Iteration 41Q (3285.568745 sec): 3 clusters Score: Raw -2891199.234281 + Penalty 1991.016257 = -2889208.218024 nChanged 155 SP:Iteration 42Q (3285.616096 sec): 3 clusters Score: Raw -2891223.583435 + Penalty 1991.016257 = -2889232.567178 nChanged 105 SP:Iteration 43Q (3285.663133 sec): 3 clusters Score: Raw -2891239.126857 + Penalty 1991.016257 = -2889248.110600 nChanged 105 SP:Iteration 44Q (3285.710014 sec): 3 clusters Score: Raw -2891253.010954 + Penalty 1991.016257 = -2889261.994697 nChanged 99 SP:Iteration 45Q (3285.757186 sec): 3 clusters Score: Raw -2891267.234197 + Penalty 1991.016257 = -2889276.217940 nChanged 102 SP:Iteration 46Q (3285.803943 sec): 3 clusters Score: Raw -2891281.273255 + Penalty 1991.016257 = -2889290.256998 nChanged 103 SP:Iteration 47Q (3285.850874 sec): 3 clusters Score: Raw -2891296.335886 + Penalty 1991.016257 = -2889305.319629 nChanged 105 SP:Iteration 48Q (3285.897172 sec): 3 clusters Score: Raw -2891311.873827 + Penalty 1991.016257 = -2889320.857570 nChanged 84 SP:Iteration 49Q (3285.943698 sec): 3 clusters Score: Raw -2891323.271379 + Penalty 1991.016257 = -2889332.255122 nChanged 85 SP:Iteration 50Q (3285.990347 sec): 3 clusters Score: Raw -2891334.358342 + Penalty 1991.016257 = -2889343.342085 nChanged 89 SP:Iteration 51Q (3286.036666 sec): 3 clusters Score: Raw -2891346.761841 + Penalty 1991.016257 = -2889355.745584 nChanged 84 SP:Iteration 52Q (3286.083168 sec): 3 clusters Score: Raw -2891359.429682 + Penalty 1991.016257 = -2889368.413425 nChanged 86 SP:Iteration 53Q (3286.129568 sec): 3 clusters Score: Raw -2891371.646488 + Penalty 1991.016257 = -2889380.630231 nChanged 75 SP:Iteration 54Q (3286.175653 sec): 3 clusters Score: Raw -2891382.159823 + Penalty 1991.016257 = -2889391.143566 nChanged 73 SP:Iteration 55Q (3286.221939 sec): 3 clusters Score: Raw -2891392.142455 + Penalty 1991.016257 = -2889401.126198 nChanged 72 SP:Iteration 56Q (3286.268276 sec): 3 clusters Score: Raw -2891403.525846 + Penalty 1991.016257 = -2889412.509589 nChanged 84 SP:Iteration 57Q (3286.314506 sec): 3 clusters Score: Raw -2891417.263266 + Penalty 1991.016257 = -2889426.247009 nChanged 78 SP:Iteration 58Q (3286.360721 sec): 3 clusters Score: Raw -2891429.746296 + Penalty 1991.016257 = -2889438.730039 nChanged 80 SP:Iteration 59Q (3286.406692 sec): 3 clusters Score: Raw -2891442.609679 + Penalty 1991.016257 = -2889451.593422 nChanged 71 SP:Iteration 60F (3286.459342 sec): 3 clusters Score: Raw -2891453.473174 + Penalty 1991.016257 = -2889462.456918 nChanged 65 SP:Iteration 61Q (3286.505985 sec): 3 clusters Score: Raw -2891462.095337 + Penalty 1991.016257 = -2889471.079080 nChanged 50 SP:Iteration 62Q (3286.551724 sec): 3 clusters Score: Raw -2891469.343121 + Penalty 1991.016257 = -2889478.326864 nChanged 56 SP:Iteration 63Q (3286.597477 sec): 3 clusters Score: Raw -2891477.388496 + Penalty 1991.016257 = -2889486.372239 nChanged 45 SP:Iteration 64Q (3286.643425 sec): 3 clusters Score: Raw -2891483.075925 + Penalty 1991.016257 = -2889492.059668 nChanged 44 SP:Iteration 65Q (3286.689168 sec): 3 clusters Score: Raw -2891488.464549 + Penalty 1991.016257 = -2889497.448292 nChanged 38 SP:Iteration 66Q (3286.734882 sec): 3 clusters Score: Raw -2891493.175900 + Penalty 1991.016257 = -2889502.159643 nChanged 44 SP:Iteration 67Q (3286.780773 sec): 3 clusters Score: Raw -2891497.939987 + Penalty 1991.016257 = -2889506.923730 nChanged 46 SP:Iteration 68Q (3286.826627 sec): 3 clusters Score: Raw -2891503.621101 + Penalty 1991.016257 = -2889512.604844 nChanged 43 SP:Iteration 69Q (3286.872541 sec): 3 clusters Score: Raw -2891509.538882 + Penalty 1991.016257 = -2889518.522625 nChanged 49 SP:Iteration 70Q (3286.918520 sec): 3 clusters Score: Raw -2891518.596366 + Penalty 1991.016257 = -2889527.580109 nChanged 58 SP:Iteration 71Q (3286.973406 sec): 3 clusters Score: Raw -2891528.312871 + Penalty 1991.016257 = -2889537.296614 nChanged 53 SP:Iteration 72Q (3287.018517 sec): 3 clusters Score: Raw -2891537.083035 + Penalty 1991.016257 = -2889546.066779 nChanged 54 SP:Iteration 73Q (3287.063915 sec): 3 clusters Score: Raw -2891545.897774 + Penalty 1991.016257 = -2889554.881517 nChanged 60 SP:Iteration 74Q (3287.109229 sec): 3 clusters Score: Raw -2891554.763262 + Penalty 1991.016257 = -2889563.747005 nChanged 46 SP:Iteration 75Q (3287.154468 sec): 3 clusters Score: Raw -2891561.962264 + Penalty 1991.016257 = -2889570.946007 nChanged 53 SP:Iteration 76Q (3287.199781 sec): 3 clusters Score: Raw -2891571.905002 + Penalty 1991.016257 = -2889580.888745 nChanged 48 SP:Iteration 77Q (3287.245055 sec): 3 clusters Score: Raw -2891580.184618 + Penalty 1991.016257 = -2889589.168361 nChanged 52 SP:Iteration 78Q (3287.290502 sec): 3 clusters Score: Raw -2891587.924016 + Penalty 1991.016257 = -2889596.907759 nChanged 36 SP:Iteration 79Q (3287.335998 sec): 3 clusters Score: Raw -2891593.847017 + Penalty 1991.016257 = -2889602.830761 nChanged 32 SP:Iteration 80F (3287.388922 sec): 3 clusters Score: Raw -2891597.497546 + Penalty 1991.016257 = -2889606.481289 nChanged 28 SP:Iteration 81Q (3287.467907 sec): 3 clusters Score: Raw -2891600.190982 + Penalty 1991.016257 = -2889609.174726 nChanged 20 SP:Iteration 82Q (3287.513248 sec): 3 clusters Score: Raw -2891601.832656 + Penalty 1991.016257 = -2889610.816399 nChanged 14 SP:Iteration 83Q (3287.558854 sec): 3 clusters Score: Raw -2891603.011858 + Penalty 1991.016257 = -2889611.995601 nChanged 13 SP:Iteration 84Q (3287.604204 sec): 3 clusters Score: Raw -2891604.302894 + Penalty 1991.016257 = -2889613.286637 nChanged 8 SP:Iteration 85Q (3287.649784 sec): 3 clusters Score: Raw -2891604.961152 + Penalty 1991.016257 = -2889613.944895 nChanged 12 SP:Iteration 86Q (3287.695248 sec): 3 clusters Score: Raw -2891605.823232 + Penalty 1991.016257 = -2889614.806975 nChanged 8 SP:Iteration 87Q (3287.740388 sec): 3 clusters Score: Raw -2891606.484506 + Penalty 1991.016257 = -2889615.468249 nChanged 10 SP:Iteration 88Q (3287.786168 sec): 3 clusters Score: Raw -2891607.556442 + Penalty 1991.016257 = -2889616.540185 nChanged 9 SP:Iteration 89Q (3287.831471 sec): 3 clusters Score: Raw -2891608.106163 + Penalty 1991.016257 = -2889617.089906 nChanged 5 SP:Iteration 90Q (3287.877035 sec): 3 clusters Score: Raw -2891608.461653 + Penalty 1991.016257 = -2889617.445396 nChanged 7 SP:Iteration 91Q (3287.922493 sec): 3 clusters Score: Raw -2891609.009582 + Penalty 1991.016257 = -2889617.993325 nChanged 10 SP:Iteration 92Q (3287.968069 sec): 3 clusters Score: Raw -2891609.751116 + Penalty 1991.016257 = -2889618.734859 nChanged 7 SP:Iteration 93Q (3288.013331 sec): 3 clusters Score: Raw -2891610.187638 + Penalty 1991.016257 = -2889619.171381 nChanged 6 SP:Iteration 94Q (3288.058944 sec): 3 clusters Score: Raw -2891610.502780 + Penalty 1991.016257 = -2889619.486523 nChanged 6 SP:Iteration 95Q (3288.114536 sec): 3 clusters Score: Raw -2891611.029974 + Penalty 1991.016257 = -2889620.013717 nChanged 10 SP:Iteration 96Q (3288.159315 sec): 3 clusters Score: Raw -2891611.829237 + Penalty 1991.016257 = -2889620.812980 nChanged 11 SP:Iteration 97Q (3288.204332 sec): 3 clusters Score: Raw -2891612.741288 + Penalty 1991.016257 = -2889621.725031 nChanged 7 SP:Iteration 98Q (3288.249822 sec): 3 clusters Score: Raw -2891613.314885 + Penalty 1991.016257 = -2889622.298628 nChanged 12 SP:Iteration 99Q (3288.295272 sec): 3 clusters Score: Raw -2891614.224166 + Penalty 1991.016257 = -2889623.207909 nChanged 13 SP:Iteration 100F (3288.348392 sec): 3 clusters Score: Raw -2891615.343664 + Penalty 1991.016257 = -2889624.327407 nChanged 16 SP:Iteration 101Q (3288.393738 sec): 3 clusters Score: Raw -2891616.504939 + Penalty 1991.016257 = -2889625.488683 nChanged 14 SP:Iteration 102Q (3288.438894 sec): 3 clusters Score: Raw -2891617.976425 + Penalty 1991.016257 = -2889626.960168 nChanged 13 SP:Iteration 103Q (3288.484505 sec): 3 clusters Score: Raw -2891618.950003 + Penalty 1991.016257 = -2889627.933746 nChanged 11 SP:Iteration 104Q (3288.529645 sec): 3 clusters Score: Raw -2891619.722984 + Penalty 1991.016257 = -2889628.706727 nChanged 6 SP:Iteration 105Q (3288.575038 sec): 3 clusters Score: Raw -2891620.068012 + Penalty 1991.016257 = -2889629.051755 nChanged 5 SP:Iteration 106Q (3288.620196 sec): 3 clusters Score: Raw -2891620.382711 + Penalty 1991.016257 = -2889629.366454 nChanged 3 SP:Iteration 107Q (3288.665376 sec): 3 clusters Score: Raw -2891620.585221 + Penalty 1991.016257 = -2889629.568964 nChanged 3 SP:Iteration 108Q (3288.710639 sec): 3 clusters Score: Raw -2891620.881016 + Penalty 1991.016257 = -2889629.864759 nChanged 6 SP:Iteration 109Q (3288.755955 sec): 3 clusters Score: Raw -2891621.230993 + Penalty 1991.016257 = -2889630.214736 nChanged 4 SP:Iteration 110Q (3288.801452 sec): 3 clusters Score: Raw -2891621.546080 + Penalty 1991.016257 = -2889630.529823 nChanged 5 SP:Iteration 111Q (3288.846757 sec): 3 clusters Score: Raw -2891621.892340 + Penalty 1991.016257 = -2889630.876083 nChanged 4 SP:Iteration 112Q (3288.929055 sec): 3 clusters Score: Raw -2891622.205778 + Penalty 1991.016257 = -2889631.189521 nChanged 4 SP:Iteration 113Q (3288.999663 sec): 3 clusters Score: Raw -2891622.597934 + Penalty 1991.016257 = -2889631.581677 nChanged 4 SP:Iteration 114Q (3289.044742 sec): 3 clusters Score: Raw -2891623.217009 + Penalty 1991.016257 = -2889632.200753 nChanged 9 SP:Iteration 115Q (3289.101997 sec): 3 clusters Score: Raw -2891624.238402 + Penalty 1991.016257 = -2889633.222145 nChanged 9 SP:Iteration 116Q (3289.146836 sec): 3 clusters Score: Raw -2891625.192688 + Penalty 1991.016257 = -2889634.176431 nChanged 10 SP:Iteration 117Q (3289.192078 sec): 3 clusters Score: Raw -2891625.743893 + Penalty 1991.016257 = -2889634.727636 nChanged 4 SP:Iteration 118Q (3289.237078 sec): 3 clusters Score: Raw -2891626.002885 + Penalty 1991.016257 = -2889634.986629 nChanged 5 SP:Iteration 119Q (3289.282302 sec): 3 clusters Score: Raw -2891626.543247 + Penalty 1991.016257 = -2889635.526990 nChanged 3 SP:Iteration 120F (3289.335338 sec): 3 clusters Score: Raw -2891626.680949 + Penalty 1991.016257 = -2889635.664692 nChanged 2 SP:Iteration 121Q (3289.380869 sec): 3 clusters Score: Raw -2891626.802804 + Penalty 1991.016257 = -2889635.786547 nChanged 1 SP:Iteration 122Q (3289.425813 sec): 3 clusters Score: Raw -2891626.855430 + Penalty 1991.016257 = -2889635.839173 nChanged 2 SP:Iteration 123Q (3289.470862 sec): 3 clusters Score: Raw -2891626.943952 + Penalty 1991.016257 = -2889635.927695 nChanged 1 SP:Iteration 124Q (3289.516069 sec): 3 clusters Score: Raw -2891626.978027 + Penalty 1991.016257 = -2889635.961771 nChanged 2 SP:Iteration 125Q (3289.561407 sec): 3 clusters Score: Raw -2891627.021461 + Penalty 1991.016257 = -2889636.005205 nChanged 0 SP:Iteration 126F (3289.614634 sec): 3 clusters Score: Raw -2891627.021461 + Penalty 1991.016257 = -2889636.005205 nChanged 0 Trying to split cluster 17 (6689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3289.629936 sec): 2 clusters Score: Raw -575187.874940 + Penalty 836.780868 = -574351.094072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3289.651254 sec): 3 clusters Score: Raw -571343.575568 + Penalty 1673.561736 = -569670.013832 nChanged 2985 SP:Iteration 1F (3289.672040 sec): 3 clusters Score: Raw -573205.845136 + Penalty 1673.561736 = -571532.283400 nChanged 526 SP:Iteration 2F (3289.692734 sec): 3 clusters Score: Raw -573558.508683 + Penalty 1673.561736 = -571884.946946 nChanged 453 SP:Iteration 3F (3289.713549 sec): 3 clusters Score: Raw -573874.752530 + Penalty 1673.561736 = -572201.190794 nChanged 402 SP:Iteration 4F (3289.744397 sec): 3 clusters Score: Raw -574159.379106 + Penalty 1673.561736 = -572485.817369 nChanged 325 SP:Iteration 5Q (3289.765306 sec): 3 clusters Score: Raw -574410.290148 + Penalty 1673.561736 = -572736.728412 nChanged 290 SP:Iteration 6Q (3289.786028 sec): 3 clusters Score: Raw -574650.459718 + Penalty 1673.561736 = -572976.897981 nChanged 231 SP:Iteration 7Q (3289.806847 sec): 3 clusters Score: Raw -574841.751829 + Penalty 1673.561736 = -573168.190092 nChanged 171 SP:Iteration 8Q (3289.827566 sec): 3 clusters Score: Raw -574969.632739 + Penalty 1673.561736 = -573296.071003 nChanged 143 SP:Iteration 9Q (3289.848082 sec): 3 clusters Score: Raw -575070.396486 + Penalty 1673.561736 = -573396.834750 nChanged 107 SP:Iteration 10Q (3289.868252 sec): 3 clusters Score: Raw -575130.132371 + Penalty 1673.561736 = -573456.570635 nChanged 71 SP:Iteration 11Q (3289.888035 sec): 3 clusters Score: Raw -575170.249115 + Penalty 1673.561736 = -573496.687379 nChanged 66 SP:Iteration 12Q (3289.907671 sec): 3 clusters Score: Raw -575204.074716 + Penalty 1673.561736 = -573530.512980 nChanged 44 SP:Iteration 13Q (3289.927578 sec): 3 clusters Score: Raw -575220.791204 + Penalty 1673.561736 = -573547.229467 nChanged 33 SP:Iteration 14Q (3289.947072 sec): 3 clusters Score: Raw -575232.253839 + Penalty 1673.561736 = -573558.692103 nChanged 19 SP:Iteration 15Q (3289.966667 sec): 3 clusters Score: Raw -575240.474061 + Penalty 1673.561736 = -573566.912325 nChanged 23 SP:Iteration 16Q (3289.986208 sec): 3 clusters Score: Raw -575251.856806 + Penalty 1673.561736 = -573578.295070 nChanged 23 SP:Iteration 17Q (3290.005940 sec): 3 clusters Score: Raw -575260.940738 + Penalty 1673.561736 = -573587.379001 nChanged 18 SP:Iteration 18Q (3290.025581 sec): 3 clusters Score: Raw -575268.389044 + Penalty 1673.561736 = -573594.827308 nChanged 19 SP:Iteration 19Q (3290.045153 sec): 3 clusters Score: Raw -575276.182398 + Penalty 1673.561736 = -573602.620662 nChanged 18 SP:Iteration 20F (3290.065996 sec): 3 clusters Score: Raw -575283.333564 + Penalty 1673.561736 = -573609.771827 nChanged 11 SP:Iteration 21Q (3290.085629 sec): 3 clusters Score: Raw -575287.055280 + Penalty 1673.561736 = -573613.493543 nChanged 7 SP:Iteration 22Q (3290.105216 sec): 3 clusters Score: Raw -575289.320932 + Penalty 1673.561736 = -573615.759195 nChanged 7 SP:Iteration 23Q (3290.124851 sec): 3 clusters Score: Raw -575291.445548 + Penalty 1673.561736 = -573617.883811 nChanged 6 SP:Iteration 24Q (3290.144169 sec): 3 clusters Score: Raw -575294.035996 + Penalty 1673.561736 = -573620.474260 nChanged 5 SP:Iteration 25Q (3290.163786 sec): 3 clusters Score: Raw -575295.942914 + Penalty 1673.561736 = -573622.381178 nChanged 2 SP:Iteration 26Q (3290.183357 sec): 3 clusters Score: Raw -575296.419122 + Penalty 1673.561736 = -573622.857386 nChanged 0 SP:Iteration 27F (3290.203948 sec): 3 clusters Score: Raw -575296.419122 + Penalty 1673.561736 = -573622.857386 nChanged 0 Trying to split cluster 18 (2610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3290.219564 sec): 2 clusters Score: Raw -212814.929507 + Penalty 747.375023 = -212067.554485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3290.230016 sec): 3 clusters Score: Raw -211453.518207 + Penalty 1494.750045 = -209958.768162 nChanged 1047 SP:Iteration 1F (3290.239527 sec): 3 clusters Score: Raw -212073.490262 + Penalty 1494.750045 = -210578.740217 nChanged 176 SP:Iteration 2F (3290.249222 sec): 3 clusters Score: Raw -212164.182489 + Penalty 1494.750045 = -210669.432444 nChanged 138 SP:Iteration 3F (3290.258871 sec): 3 clusters Score: Raw -212241.798293 + Penalty 1494.750045 = -210747.048248 nChanged 123 SP:Iteration 4Q (3290.268402 sec): 3 clusters Score: Raw -212311.698206 + Penalty 1494.750045 = -210816.948161 nChanged 110 SP:Iteration 5Q (3290.289657 sec): 3 clusters Score: Raw -212378.902993 + Penalty 1494.750045 = -210884.152948 nChanged 115 SP:Iteration 6Q (3290.299312 sec): 3 clusters Score: Raw -212446.986980 + Penalty 1494.750045 = -210952.236935 nChanged 96 SP:Iteration 7Q (3290.309005 sec): 3 clusters Score: Raw -212515.105273 + Penalty 1494.750045 = -211020.355228 nChanged 88 SP:Iteration 8Q (3290.318736 sec): 3 clusters Score: Raw -212576.687408 + Penalty 1494.750045 = -211081.937363 nChanged 77 SP:Iteration 9Q (3290.328421 sec): 3 clusters Score: Raw -212627.939171 + Penalty 1494.750045 = -211133.189126 nChanged 70 SP:Iteration 10Q (3290.338056 sec): 3 clusters Score: Raw -212681.279409 + Penalty 1494.750045 = -211186.529364 nChanged 66 SP:Iteration 11Q (3290.347661 sec): 3 clusters Score: Raw -212733.528284 + Penalty 1494.750045 = -211238.778239 nChanged 48 SP:Iteration 12Q (3290.357127 sec): 3 clusters Score: Raw -212765.320737 + Penalty 1494.750045 = -211270.570692 nChanged 41 SP:Iteration 13Q (3290.366670 sec): 3 clusters Score: Raw -212795.986820 + Penalty 1494.750045 = -211301.236775 nChanged 31 SP:Iteration 14Q (3290.376067 sec): 3 clusters Score: Raw -212815.866983 + Penalty 1494.750045 = -211321.116938 nChanged 24 SP:Iteration 15Q (3290.385526 sec): 3 clusters Score: Raw -212840.441960 + Penalty 1494.750045 = -211345.691915 nChanged 21 SP:Iteration 16Q (3290.395010 sec): 3 clusters Score: Raw -212866.998837 + Penalty 1494.750045 = -211372.248792 nChanged 19 SP:Iteration 17Q (3290.404491 sec): 3 clusters Score: Raw -212894.430036 + Penalty 1494.750045 = -211399.679991 nChanged 8 SP:Iteration 18Q (3290.413727 sec): 3 clusters Score: Raw -212901.689206 + Penalty 1494.750045 = -211406.939161 nChanged 9 SP:Iteration 19Q (3290.423036 sec): 3 clusters Score: Raw -212909.126735 + Penalty 1494.750045 = -211414.376690 nChanged 6 SP:Iteration 20F (3290.432555 sec): 3 clusters Score: Raw -212913.096265 + Penalty 1494.750045 = -211418.346220 nChanged 3 SP:Iteration 21Q (3290.441887 sec): 3 clusters Score: Raw -212915.760792 + Penalty 1494.750045 = -211421.010747 nChanged 1 SP:Iteration 22Q (3290.451174 sec): 3 clusters Score: Raw -212918.590309 + Penalty 1494.750045 = -211423.840264 nChanged 2 SP:Iteration 23Q (3290.460490 sec): 3 clusters Score: Raw -212919.792361 + Penalty 1494.750045 = -211425.042316 nChanged 1 SP:Iteration 24Q (3290.469860 sec): 3 clusters Score: Raw -212920.254510 + Penalty 1494.750045 = -211425.504465 nChanged 1 SP:Iteration 25Q (3290.479088 sec): 3 clusters Score: Raw -212920.688464 + Penalty 1494.750045 = -211425.938419 nChanged 1 SP:Iteration 26Q (3290.488371 sec): 3 clusters Score: Raw -212921.181896 + Penalty 1494.750045 = -211426.431851 nChanged 0 SP:Iteration 27F (3290.497999 sec): 3 clusters Score: Raw -212921.181896 + Penalty 1494.750045 = -211426.431851 nChanged 0 Trying to split cluster 19 (21785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3290.531367 sec): 2 clusters Score: Raw -1689431.819817 + Penalty 948.952809 = -1688482.867008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3290.570421 sec): 3 clusters Score: Raw -1675878.608004 + Penalty 1897.905618 = -1673980.702385 nChanged 10144 SP:Iteration 1F (3290.607742 sec): 3 clusters Score: Raw -1681859.674548 + Penalty 1897.905618 = -1679961.768929 nChanged 1165 SP:Iteration 2F (3290.644672 sec): 3 clusters Score: Raw -1682363.744505 + Penalty 1897.905618 = -1680465.838886 nChanged 1141 SP:Iteration 3F (3290.681322 sec): 3 clusters Score: Raw -1682921.792535 + Penalty 1897.905618 = -1681023.886917 nChanged 1118 SP:Iteration 4F (3290.717926 sec): 3 clusters Score: Raw -1683549.959813 + Penalty 1897.905618 = -1681652.054194 nChanged 1145 SP:Iteration 5F (3290.755113 sec): 3 clusters Score: Raw -1684325.253361 + Penalty 1897.905618 = -1682427.347742 nChanged 1243 SP:Iteration 6F (3290.791959 sec): 3 clusters Score: Raw -1685303.425657 + Penalty 1897.905618 = -1683405.520039 nChanged 1166 SP:Iteration 7F (3290.828435 sec): 3 clusters Score: Raw -1686301.309317 + Penalty 1897.905618 = -1684403.403698 nChanged 989 SP:Iteration 8Q (3290.864714 sec): 3 clusters Score: Raw -1687017.319851 + Penalty 1897.905618 = -1685119.414233 nChanged 753 SP:Iteration 9Q (3290.901008 sec): 3 clusters Score: Raw -1687466.751968 + Penalty 1897.905618 = -1685568.846349 nChanged 608 SP:Iteration 10Q (3290.936394 sec): 3 clusters Score: Raw -1687815.493827 + Penalty 1897.905618 = -1685917.588209 nChanged 503 SP:Iteration 11Q (3290.971620 sec): 3 clusters Score: Raw -1688079.791172 + Penalty 1897.905618 = -1686181.885554 nChanged 416 SP:Iteration 12Q (3291.006690 sec): 3 clusters Score: Raw -1688315.586690 + Penalty 1897.905618 = -1686417.681071 nChanged 396 SP:Iteration 13Q (3291.041074 sec): 3 clusters Score: Raw -1688527.804102 + Penalty 1897.905618 = -1686629.898484 nChanged 352 SP:Iteration 14Q (3291.075416 sec): 3 clusters Score: Raw -1688722.349974 + Penalty 1897.905618 = -1686824.444356 nChanged 303 SP:Iteration 15Q (3291.109545 sec): 3 clusters Score: Raw -1688871.043143 + Penalty 1897.905618 = -1686973.137525 nChanged 245 SP:Iteration 16Q (3291.143861 sec): 3 clusters Score: Raw -1688972.755302 + Penalty 1897.905618 = -1687074.849683 nChanged 221 SP:Iteration 17Q (3291.177763 sec): 3 clusters Score: Raw -1689068.873687 + Penalty 1897.905618 = -1687170.968069 nChanged 201 SP:Iteration 18Q (3291.211327 sec): 3 clusters Score: Raw -1689157.725500 + Penalty 1897.905618 = -1687259.819882 nChanged 186 SP:Iteration 19Q (3291.244733 sec): 3 clusters Score: Raw -1689231.530837 + Penalty 1897.905618 = -1687333.625218 nChanged 161 SP:Iteration 20F (3291.281018 sec): 3 clusters Score: Raw -1689293.403465 + Penalty 1897.905618 = -1687395.497847 nChanged 141 SP:Iteration 21Q (3291.314539 sec): 3 clusters Score: Raw -1689342.616330 + Penalty 1897.905618 = -1687444.710712 nChanged 124 SP:Iteration 22Q (3291.347608 sec): 3 clusters Score: Raw -1689387.232265 + Penalty 1897.905618 = -1687489.326647 nChanged 100 SP:Iteration 23Q (3291.380506 sec): 3 clusters Score: Raw -1689423.092079 + Penalty 1897.905618 = -1687525.186461 nChanged 94 SP:Iteration 24Q (3291.413386 sec): 3 clusters Score: Raw -1689450.311619 + Penalty 1897.905618 = -1687552.406001 nChanged 82 SP:Iteration 25Q (3291.446298 sec): 3 clusters Score: Raw -1689471.981105 + Penalty 1897.905618 = -1687574.075487 nChanged 64 SP:Iteration 26Q (3291.479213 sec): 3 clusters Score: Raw -1689487.037269 + Penalty 1897.905618 = -1687589.131651 nChanged 46 SP:Iteration 27Q (3291.512268 sec): 3 clusters Score: Raw -1689500.150754 + Penalty 1897.905618 = -1687602.245135 nChanged 47 SP:Iteration 28Q (3291.545296 sec): 3 clusters Score: Raw -1689514.248644 + Penalty 1897.905618 = -1687616.343026 nChanged 43 SP:Iteration 29Q (3291.578080 sec): 3 clusters Score: Raw -1689526.960415 + Penalty 1897.905618 = -1687629.054796 nChanged 48 SP:Iteration 30Q (3291.610606 sec): 3 clusters Score: Raw -1689541.835408 + Penalty 1897.905618 = -1687643.929789 nChanged 37 SP:Iteration 31Q (3291.643391 sec): 3 clusters Score: Raw -1689551.817123 + Penalty 1897.905618 = -1687653.911504 nChanged 35 SP:Iteration 32Q (3291.676054 sec): 3 clusters Score: Raw -1689559.185742 + Penalty 1897.905618 = -1687661.280124 nChanged 19 SP:Iteration 33Q (3291.708709 sec): 3 clusters Score: Raw -1689562.527380 + Penalty 1897.905618 = -1687664.621762 nChanged 24 SP:Iteration 34Q (3291.741299 sec): 3 clusters Score: Raw -1689566.852527 + Penalty 1897.905618 = -1687668.946909 nChanged 18 SP:Iteration 35Q (3291.773970 sec): 3 clusters Score: Raw -1689570.312681 + Penalty 1897.905618 = -1687672.407062 nChanged 12 SP:Iteration 36Q (3291.806530 sec): 3 clusters Score: Raw -1689572.981962 + Penalty 1897.905618 = -1687675.076343 nChanged 12 SP:Iteration 37Q (3291.839183 sec): 3 clusters Score: Raw -1689574.716283 + Penalty 1897.905618 = -1687676.810664 nChanged 11 SP:Iteration 38Q (3291.871785 sec): 3 clusters Score: Raw -1689578.001627 + Penalty 1897.905618 = -1687680.096009 nChanged 20 SP:Iteration 39Q (3291.904406 sec): 3 clusters Score: Raw -1689584.832843 + Penalty 1897.905618 = -1687686.927224 nChanged 22 SP:Iteration 40F (3291.941553 sec): 3 clusters Score: Raw -1689591.363611 + Penalty 1897.905618 = -1687693.457993 nChanged 24 SP:Iteration 41Q (3291.974462 sec): 3 clusters Score: Raw -1689596.773887 + Penalty 1897.905618 = -1687698.868268 nChanged 22 SP:Iteration 42Q (3292.006826 sec): 3 clusters Score: Raw -1689601.262916 + Penalty 1897.905618 = -1687703.357298 nChanged 19 SP:Iteration 43Q (3292.039341 sec): 3 clusters Score: Raw -1689604.792166 + Penalty 1897.905618 = -1687706.886548 nChanged 13 SP:Iteration 44Q (3292.071804 sec): 3 clusters Score: Raw -1689608.549613 + Penalty 1897.905618 = -1687710.643995 nChanged 22 SP:Iteration 45Q (3292.104270 sec): 3 clusters Score: Raw -1689615.158210 + Penalty 1897.905618 = -1687717.252591 nChanged 19 SP:Iteration 46Q (3292.136786 sec): 3 clusters Score: Raw -1689619.488528 + Penalty 1897.905618 = -1687721.582910 nChanged 11 SP:Iteration 47Q (3292.169319 sec): 3 clusters Score: Raw -1689622.401499 + Penalty 1897.905618 = -1687724.495881 nChanged 11 SP:Iteration 48Q (3292.201847 sec): 3 clusters Score: Raw -1689624.684401 + Penalty 1897.905618 = -1687726.778782 nChanged 8 SP:Iteration 49Q (3292.234467 sec): 3 clusters Score: Raw -1689625.937948 + Penalty 1897.905618 = -1687728.032330 nChanged 6 SP:Iteration 50Q (3292.266806 sec): 3 clusters Score: Raw -1689627.663469 + Penalty 1897.905618 = -1687729.757850 nChanged 6 SP:Iteration 51Q (3292.299253 sec): 3 clusters Score: Raw -1689629.235942 + Penalty 1897.905618 = -1687731.330323 nChanged 6 SP:Iteration 52Q (3292.331690 sec): 3 clusters Score: Raw -1689630.114325 + Penalty 1897.905618 = -1687732.208707 nChanged 3 SP:Iteration 53Q (3292.364183 sec): 3 clusters Score: Raw -1689630.465196 + Penalty 1897.905618 = -1687732.559578 nChanged 3 SP:Iteration 54Q (3292.396599 sec): 3 clusters Score: Raw -1689631.093559 + Penalty 1897.905618 = -1687733.187941 nChanged 5 SP:Iteration 55Q (3292.428985 sec): 3 clusters Score: Raw -1689631.836018 + Penalty 1897.905618 = -1687733.930399 nChanged 4 SP:Iteration 56Q (3292.461463 sec): 3 clusters Score: Raw -1689632.990603 + Penalty 1897.905618 = -1687735.084984 nChanged 5 SP:Iteration 57Q (3292.525072 sec): 3 clusters Score: Raw -1689633.940044 + Penalty 1897.905618 = -1687736.034425 nChanged 4 SP:Iteration 58Q (3292.556800 sec): 3 clusters Score: Raw -1689634.624757 + Penalty 1897.905618 = -1687736.719138 nChanged 5 SP:Iteration 59Q (3292.589572 sec): 3 clusters Score: Raw -1689635.733977 + Penalty 1897.905618 = -1687737.828358 nChanged 1 SP:Iteration 60F (3292.627393 sec): 3 clusters Score: Raw -1689635.775521 + Penalty 1897.905618 = -1687737.869902 nChanged 0 Trying to split cluster 20 (6451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3292.645973 sec): 2 clusters Score: Raw -548793.825952 + Penalty 833.339091 = -547960.486860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3292.667374 sec): 3 clusters Score: Raw -545126.808902 + Penalty 1666.678183 = -543460.130719 nChanged 2832 SP:Iteration 1F (3292.688450 sec): 3 clusters Score: Raw -546716.389559 + Penalty 1666.678183 = -545049.711376 nChanged 416 SP:Iteration 2F (3292.709471 sec): 3 clusters Score: Raw -546933.200913 + Penalty 1666.678183 = -545266.522730 nChanged 364 SP:Iteration 3F (3292.730290 sec): 3 clusters Score: Raw -547145.314961 + Penalty 1666.678183 = -545478.636778 nChanged 348 SP:Iteration 4F (3292.751204 sec): 3 clusters Score: Raw -547326.100619 + Penalty 1666.678183 = -545659.422436 nChanged 301 SP:Iteration 5Q (3292.772063 sec): 3 clusters Score: Raw -547450.629236 + Penalty 1666.678183 = -545783.951053 nChanged 230 SP:Iteration 6Q (3292.792848 sec): 3 clusters Score: Raw -547544.299450 + Penalty 1666.678183 = -545877.621267 nChanged 207 SP:Iteration 7Q (3292.813491 sec): 3 clusters Score: Raw -547623.105790 + Penalty 1666.678183 = -545956.427607 nChanged 190 SP:Iteration 8Q (3292.834039 sec): 3 clusters Score: Raw -547708.889756 + Penalty 1666.678183 = -546042.211573 nChanged 183 SP:Iteration 9Q (3292.854932 sec): 3 clusters Score: Raw -547795.928556 + Penalty 1666.678183 = -546129.250373 nChanged 171 SP:Iteration 10Q (3292.875422 sec): 3 clusters Score: Raw -547871.319585 + Penalty 1666.678183 = -546204.641402 nChanged 180 SP:Iteration 11Q (3292.896383 sec): 3 clusters Score: Raw -547951.584595 + Penalty 1666.678183 = -546284.906412 nChanged 172 SP:Iteration 12Q (3292.916978 sec): 3 clusters Score: Raw -548024.942905 + Penalty 1666.678183 = -546358.264722 nChanged 162 SP:Iteration 13Q (3292.937754 sec): 3 clusters Score: Raw -548085.810121 + Penalty 1666.678183 = -546419.131939 nChanged 142 SP:Iteration 14Q (3292.958399 sec): 3 clusters Score: Raw -548131.465400 + Penalty 1666.678183 = -546464.787217 nChanged 120 SP:Iteration 15Q (3292.978945 sec): 3 clusters Score: Raw -548171.071546 + Penalty 1666.678183 = -546504.393363 nChanged 107 SP:Iteration 16Q (3293.036179 sec): 3 clusters Score: Raw -548202.490922 + Penalty 1666.678183 = -546535.812739 nChanged 89 SP:Iteration 17Q (3293.091809 sec): 3 clusters Score: Raw -548228.910240 + Penalty 1666.678183 = -546562.232058 nChanged 86 SP:Iteration 18Q (3293.144523 sec): 3 clusters Score: Raw -548256.167029 + Penalty 1666.678183 = -546589.488846 nChanged 83 SP:Iteration 19Q (3293.210236 sec): 3 clusters Score: Raw -548279.250662 + Penalty 1666.678183 = -546612.572479 nChanged 75 SP:Iteration 20F (3293.246277 sec): 3 clusters Score: Raw -548296.317344 + Penalty 1666.678183 = -546629.639161 nChanged 53 SP:Iteration 21Q (3293.300027 sec): 3 clusters Score: Raw -548310.412477 + Penalty 1666.678183 = -546643.734295 nChanged 61 SP:Iteration 22Q (3293.354775 sec): 3 clusters Score: Raw -548326.617446 + Penalty 1666.678183 = -546659.939263 nChanged 57 SP:Iteration 23Q (3293.410307 sec): 3 clusters Score: Raw -548340.807904 + Penalty 1666.678183 = -546674.129721 nChanged 47 SP:Iteration 24Q (3293.463901 sec): 3 clusters Score: Raw -548353.906831 + Penalty 1666.678183 = -546687.228648 nChanged 53 SP:Iteration 25Q (3293.517819 sec): 3 clusters Score: Raw -548368.727766 + Penalty 1666.678183 = -546702.049583 nChanged 55 SP:Iteration 26Q (3293.586032 sec): 3 clusters Score: Raw -548383.178291 + Penalty 1666.678183 = -546716.500108 nChanged 57 SP:Iteration 27Q (3293.619478 sec): 3 clusters Score: Raw -548400.607305 + Penalty 1666.678183 = -546733.929122 nChanged 64 SP:Iteration 28Q (3293.673898 sec): 3 clusters Score: Raw -548419.196618 + Penalty 1666.678183 = -546752.518435 nChanged 52 SP:Iteration 29Q (3293.730188 sec): 3 clusters Score: Raw -548433.166832 + Penalty 1666.678183 = -546766.488649 nChanged 47 SP:Iteration 30Q (3293.782484 sec): 3 clusters Score: Raw -548443.805744 + Penalty 1666.678183 = -546777.127561 nChanged 49 SP:Iteration 31Q (3293.837149 sec): 3 clusters Score: Raw -548455.247447 + Penalty 1666.678183 = -546788.569264 nChanged 45 SP:Iteration 32Q (3293.893183 sec): 3 clusters Score: Raw -548468.267030 + Penalty 1666.678183 = -546801.588848 nChanged 50 SP:Iteration 33Q (3293.945713 sec): 3 clusters Score: Raw -548483.832351 + Penalty 1666.678183 = -546817.154168 nChanged 58 SP:Iteration 34Q (3294.000629 sec): 3 clusters Score: Raw -548503.244888 + Penalty 1666.678183 = -546836.566705 nChanged 68 SP:Iteration 35Q (3294.055960 sec): 3 clusters Score: Raw -548524.816649 + Penalty 1666.678183 = -546858.138466 nChanged 66 SP:Iteration 36Q (3294.109594 sec): 3 clusters Score: Raw -548540.495142 + Penalty 1666.678183 = -546873.816959 nChanged 56 SP:Iteration 37Q (3294.164472 sec): 3 clusters Score: Raw -548553.307182 + Penalty 1666.678183 = -546886.629000 nChanged 53 SP:Iteration 38Q (3294.220489 sec): 3 clusters Score: Raw -548565.914573 + Penalty 1666.678183 = -546899.236390 nChanged 50 SP:Iteration 39Q (3294.273095 sec): 3 clusters Score: Raw -548576.843543 + Penalty 1666.678183 = -546910.165360 nChanged 45 SP:Iteration 40F (3294.323640 sec): 3 clusters Score: Raw -548587.076813 + Penalty 1666.678183 = -546920.398630 nChanged 46 SP:Iteration 41Q (3294.374886 sec): 3 clusters Score: Raw -548596.028465 + Penalty 1666.678183 = -546929.350282 nChanged 40 SP:Iteration 42Q (3294.426559 sec): 3 clusters Score: Raw -548603.640519 + Penalty 1666.678183 = -546936.962336 nChanged 30 SP:Iteration 43Q (3294.469777 sec): 3 clusters Score: Raw -548610.858498 + Penalty 1666.678183 = -546944.180315 nChanged 34 SP:Iteration 44Q (3294.490151 sec): 3 clusters Score: Raw -548618.726602 + Penalty 1666.678183 = -546952.048419 nChanged 39 SP:Iteration 45Q (3294.510725 sec): 3 clusters Score: Raw -548625.925702 + Penalty 1666.678183 = -546959.247519 nChanged 43 SP:Iteration 46Q (3294.531216 sec): 3 clusters Score: Raw -548633.526193 + Penalty 1666.678183 = -546966.848010 nChanged 37 SP:Iteration 47Q (3294.551785 sec): 3 clusters Score: Raw -548640.543555 + Penalty 1666.678183 = -546973.865372 nChanged 36 SP:Iteration 48Q (3294.572396 sec): 3 clusters Score: Raw -548649.082508 + Penalty 1666.678183 = -546982.404325 nChanged 45 SP:Iteration 49Q (3294.593012 sec): 3 clusters Score: Raw -548659.753735 + Penalty 1666.678183 = -546993.075552 nChanged 41 SP:Iteration 50Q (3294.613235 sec): 3 clusters Score: Raw -548669.985402 + Penalty 1666.678183 = -547003.307219 nChanged 48 SP:Iteration 51Q (3294.633568 sec): 3 clusters Score: Raw -548682.056634 + Penalty 1666.678183 = -547015.378452 nChanged 50 SP:Iteration 52Q (3294.654077 sec): 3 clusters Score: Raw -548695.365083 + Penalty 1666.678183 = -547028.686900 nChanged 46 SP:Iteration 53Q (3294.674638 sec): 3 clusters Score: Raw -548708.335113 + Penalty 1666.678183 = -547041.656930 nChanged 50 SP:Iteration 54Q (3294.695114 sec): 3 clusters Score: Raw -548721.845473 + Penalty 1666.678183 = -547055.167290 nChanged 37 SP:Iteration 55Q (3294.715406 sec): 3 clusters Score: Raw -548730.759552 + Penalty 1666.678183 = -547064.081370 nChanged 45 SP:Iteration 56Q (3294.735569 sec): 3 clusters Score: Raw -548741.775630 + Penalty 1666.678183 = -547075.097447 nChanged 39 SP:Iteration 57Q (3294.756171 sec): 3 clusters Score: Raw -548749.812309 + Penalty 1666.678183 = -547083.134127 nChanged 43 SP:Iteration 58Q (3294.776320 sec): 3 clusters Score: Raw -548758.905846 + Penalty 1666.678183 = -547092.227663 nChanged 45 SP:Iteration 59Q (3294.796720 sec): 3 clusters Score: Raw -548769.489652 + Penalty 1666.678183 = -547102.811469 nChanged 37 SP:Iteration 60F (3294.817622 sec): 3 clusters Score: Raw -548776.300213 + Penalty 1666.678183 = -547109.622031 nChanged 32 SP:Iteration 61Q (3294.837685 sec): 3 clusters Score: Raw -548781.734476 + Penalty 1666.678183 = -547115.056293 nChanged 32 SP:Iteration 62Q (3294.858019 sec): 3 clusters Score: Raw -548788.048693 + Penalty 1666.678183 = -547121.370510 nChanged 31 SP:Iteration 63Q (3294.878475 sec): 3 clusters Score: Raw -548795.201133 + Penalty 1666.678183 = -547128.522950 nChanged 28 SP:Iteration 64Q (3294.898874 sec): 3 clusters Score: Raw -548800.247283 + Penalty 1666.678183 = -547133.569100 nChanged 29 SP:Iteration 65Q (3294.919281 sec): 3 clusters Score: Raw -548806.519488 + Penalty 1666.678183 = -547139.841305 nChanged 43 SP:Iteration 66Q (3294.939385 sec): 3 clusters Score: Raw -548817.474728 + Penalty 1666.678183 = -547150.796545 nChanged 47 SP:Iteration 67Q (3294.959639 sec): 3 clusters Score: Raw -548829.942892 + Penalty 1666.678183 = -547163.264709 nChanged 40 SP:Iteration 68Q (3294.979671 sec): 3 clusters Score: Raw -548841.211423 + Penalty 1666.678183 = -547174.533240 nChanged 42 SP:Iteration 69Q (3294.999985 sec): 3 clusters Score: Raw -548853.052094 + Penalty 1666.678183 = -547186.373911 nChanged 39 SP:Iteration 70Q (3295.019919 sec): 3 clusters Score: Raw -548863.304068 + Penalty 1666.678183 = -547196.625885 nChanged 26 SP:Iteration 71Q (3295.039864 sec): 3 clusters Score: Raw -548870.578164 + Penalty 1666.678183 = -547203.899981 nChanged 23 SP:Iteration 72Q (3295.060110 sec): 3 clusters Score: Raw -548879.545313 + Penalty 1666.678183 = -547212.867130 nChanged 24 SP:Iteration 73Q (3295.080279 sec): 3 clusters Score: Raw -548886.806242 + Penalty 1666.678183 = -547220.128059 nChanged 25 SP:Iteration 74Q (3295.100518 sec): 3 clusters Score: Raw -548894.813151 + Penalty 1666.678183 = -547228.134968 nChanged 30 SP:Iteration 75Q (3295.120601 sec): 3 clusters Score: Raw -548901.948101 + Penalty 1666.678183 = -547235.269918 nChanged 26 SP:Iteration 76Q (3295.140600 sec): 3 clusters Score: Raw -548907.950005 + Penalty 1666.678183 = -547241.271822 nChanged 24 SP:Iteration 77Q (3295.160781 sec): 3 clusters Score: Raw -548912.513437 + Penalty 1666.678183 = -547245.835254 nChanged 21 SP:Iteration 78Q (3295.181040 sec): 3 clusters Score: Raw -548918.019365 + Penalty 1666.678183 = -547251.341182 nChanged 29 SP:Iteration 79Q (3295.201127 sec): 3 clusters Score: Raw -548923.975521 + Penalty 1666.678183 = -547257.297338 nChanged 18 SP:Iteration 80F (3295.222084 sec): 3 clusters Score: Raw -548927.846219 + Penalty 1666.678183 = -547261.168036 nChanged 20 SP:Iteration 81Q (3295.241871 sec): 3 clusters Score: Raw -548931.444627 + Penalty 1666.678183 = -547264.766444 nChanged 15 SP:Iteration 82Q (3295.262000 sec): 3 clusters Score: Raw -548934.079341 + Penalty 1666.678183 = -547267.401158 nChanged 20 SP:Iteration 83Q (3295.282206 sec): 3 clusters Score: Raw -548937.999100 + Penalty 1666.678183 = -547271.320917 nChanged 11 SP:Iteration 84Q (3295.302161 sec): 3 clusters Score: Raw -548940.442863 + Penalty 1666.678183 = -547273.764680 nChanged 12 SP:Iteration 85Q (3295.321987 sec): 3 clusters Score: Raw -548943.159219 + Penalty 1666.678183 = -547276.481036 nChanged 13 SP:Iteration 86Q (3295.341948 sec): 3 clusters Score: Raw -548945.787445 + Penalty 1666.678183 = -547279.109262 nChanged 14 SP:Iteration 87Q (3295.361916 sec): 3 clusters Score: Raw -548948.221335 + Penalty 1666.678183 = -547281.543152 nChanged 17 SP:Iteration 88Q (3295.381605 sec): 3 clusters Score: Raw -548952.261798 + Penalty 1666.678183 = -547285.583615 nChanged 21 SP:Iteration 89Q (3295.401453 sec): 3 clusters Score: Raw -548957.716197 + Penalty 1666.678183 = -547291.038015 nChanged 18 SP:Iteration 90Q (3295.421294 sec): 3 clusters Score: Raw -548963.188993 + Penalty 1666.678183 = -547296.510810 nChanged 29 SP:Iteration 91Q (3295.441271 sec): 3 clusters Score: Raw -548971.621684 + Penalty 1666.678183 = -547304.943501 nChanged 25 SP:Iteration 92Q (3295.460848 sec): 3 clusters Score: Raw -548978.228946 + Penalty 1666.678183 = -547311.550763 nChanged 22 SP:Iteration 93Q (3295.480716 sec): 3 clusters Score: Raw -548982.460604 + Penalty 1666.678183 = -547315.782421 nChanged 19 SP:Iteration 94Q (3295.500576 sec): 3 clusters Score: Raw -548985.508279 + Penalty 1666.678183 = -547318.830096 nChanged 13 SP:Iteration 95Q (3295.520606 sec): 3 clusters Score: Raw -548988.403881 + Penalty 1666.678183 = -547321.725698 nChanged 14 SP:Iteration 96Q (3295.540567 sec): 3 clusters Score: Raw -548991.750729 + Penalty 1666.678183 = -547325.072546 nChanged 11 SP:Iteration 97Q (3295.560378 sec): 3 clusters Score: Raw -548993.427538 + Penalty 1666.678183 = -547326.749355 nChanged 13 SP:Iteration 98Q (3295.580256 sec): 3 clusters Score: Raw -548995.470418 + Penalty 1666.678183 = -547328.792235 nChanged 9 SP:Iteration 99Q (3295.600088 sec): 3 clusters Score: Raw -548996.885815 + Penalty 1666.678183 = -547330.207632 nChanged 9 SP:Iteration 100F (3295.620907 sec): 3 clusters Score: Raw -548998.980679 + Penalty 1666.678183 = -547332.302496 nChanged 6 SP:Iteration 101Q (3295.640857 sec): 3 clusters Score: Raw -549000.923525 + Penalty 1666.678183 = -547334.245342 nChanged 11 SP:Iteration 102Q (3295.660805 sec): 3 clusters Score: Raw -549003.223358 + Penalty 1666.678183 = -547336.545175 nChanged 10 SP:Iteration 103Q (3295.680588 sec): 3 clusters Score: Raw -549004.927211 + Penalty 1666.678183 = -547338.249028 nChanged 7 SP:Iteration 104Q (3295.700455 sec): 3 clusters Score: Raw -549006.218368 + Penalty 1666.678183 = -547339.540185 nChanged 7 SP:Iteration 105Q (3295.720067 sec): 3 clusters Score: Raw -549008.064236 + Penalty 1666.678183 = -547341.386053 nChanged 10 SP:Iteration 106Q (3295.739860 sec): 3 clusters Score: Raw -549009.967612 + Penalty 1666.678183 = -547343.289429 nChanged 9 SP:Iteration 107Q (3295.759515 sec): 3 clusters Score: Raw -549011.915871 + Penalty 1666.678183 = -547345.237689 nChanged 6 SP:Iteration 108Q (3295.779389 sec): 3 clusters Score: Raw -549013.163579 + Penalty 1666.678183 = -547346.485396 nChanged 6 SP:Iteration 109Q (3295.799208 sec): 3 clusters Score: Raw -549015.007635 + Penalty 1666.678183 = -547348.329452 nChanged 7 SP:Iteration 110Q (3295.818987 sec): 3 clusters Score: Raw -549015.841577 + Penalty 1666.678183 = -547349.163395 nChanged 2 SP:Iteration 111Q (3295.838640 sec): 3 clusters Score: Raw -549016.169598 + Penalty 1666.678183 = -547349.491415 nChanged 4 SP:Iteration 112Q (3295.858419 sec): 3 clusters Score: Raw -549017.316580 + Penalty 1666.678183 = -547350.638397 nChanged 3 SP:Iteration 113Q (3295.878149 sec): 3 clusters Score: Raw -549017.891339 + Penalty 1666.678183 = -547351.213156 nChanged 5 SP:Iteration 114Q (3295.897827 sec): 3 clusters Score: Raw -549018.605838 + Penalty 1666.678183 = -547351.927655 nChanged 3 SP:Iteration 115Q (3295.917721 sec): 3 clusters Score: Raw -549019.438616 + Penalty 1666.678183 = -547352.760433 nChanged 9 SP:Iteration 116Q (3295.937433 sec): 3 clusters Score: Raw -549022.057185 + Penalty 1666.678183 = -547355.379002 nChanged 5 SP:Iteration 117Q (3295.957217 sec): 3 clusters Score: Raw -549023.706388 + Penalty 1666.678183 = -547357.028205 nChanged 5 SP:Iteration 118Q (3295.976984 sec): 3 clusters Score: Raw -549025.636906 + Penalty 1666.678183 = -547358.958723 nChanged 4 SP:Iteration 119Q (3295.996844 sec): 3 clusters Score: Raw -549026.617947 + Penalty 1666.678183 = -547359.939764 nChanged 8 SP:Iteration 120F (3296.017695 sec): 3 clusters Score: Raw -549028.586213 + Penalty 1666.678183 = -547361.908030 nChanged 6 SP:Iteration 121Q (3296.037414 sec): 3 clusters Score: Raw -549030.108752 + Penalty 1666.678183 = -547363.430569 nChanged 6 SP:Iteration 122Q (3296.057397 sec): 3 clusters Score: Raw -549031.616174 + Penalty 1666.678183 = -547364.937991 nChanged 5 SP:Iteration 123Q (3296.077340 sec): 3 clusters Score: Raw -549032.531375 + Penalty 1666.678183 = -547365.853192 nChanged 6 SP:Iteration 124Q (3296.096805 sec): 3 clusters Score: Raw -549033.623555 + Penalty 1666.678183 = -547366.945372 nChanged 4 SP:Iteration 125Q (3296.116630 sec): 3 clusters Score: Raw -549034.035213 + Penalty 1666.678183 = -547367.357030 nChanged 6 SP:Iteration 126Q (3296.136252 sec): 3 clusters Score: Raw -549034.660934 + Penalty 1666.678183 = -547367.982751 nChanged 4 SP:Iteration 127Q (3296.155946 sec): 3 clusters Score: Raw -549035.476006 + Penalty 1666.678183 = -547368.797823 nChanged 1 SP:Iteration 128Q (3296.175739 sec): 3 clusters Score: Raw -549035.520582 + Penalty 1666.678183 = -547368.842399 nChanged 0 SP:Iteration 129F (3296.196794 sec): 3 clusters Score: Raw -549035.520582 + Penalty 1666.678183 = -547368.842399 nChanged 0 Trying to split cluster 21 (12670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3296.222249 sec): 2 clusters Score: Raw -1122433.801100 + Penalty 897.464266 = -1121536.336834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3296.252112 sec): 3 clusters Score: Raw -1114699.344076 + Penalty 1794.928532 = -1112904.415544 nChanged 5774 SP:Iteration 1F (3296.280245 sec): 3 clusters Score: Raw -1117884.493558 + Penalty 1794.928532 = -1116089.565026 nChanged 698 SP:Iteration 2F (3296.308227 sec): 3 clusters Score: Raw -1118193.530042 + Penalty 1794.928532 = -1116398.601510 nChanged 684 SP:Iteration 3F (3296.336383 sec): 3 clusters Score: Raw -1118557.024366 + Penalty 1794.928532 = -1116762.095834 nChanged 699 SP:Iteration 4F (3296.364532 sec): 3 clusters Score: Raw -1118963.967430 + Penalty 1794.928532 = -1117169.038898 nChanged 699 SP:Iteration 5F (3296.392766 sec): 3 clusters Score: Raw -1119430.873812 + Penalty 1794.928532 = -1117635.945280 nChanged 722 SP:Iteration 6F (3296.420800 sec): 3 clusters Score: Raw -1120000.623084 + Penalty 1794.928532 = -1118205.694552 nChanged 689 SP:Iteration 7F (3296.448745 sec): 3 clusters Score: Raw -1120541.929412 + Penalty 1794.928532 = -1118747.000880 nChanged 566 SP:Iteration 8Q (3296.476674 sec): 3 clusters Score: Raw -1120882.420798 + Penalty 1794.928532 = -1119087.492266 nChanged 390 SP:Iteration 9Q (3296.504017 sec): 3 clusters Score: Raw -1121068.956031 + Penalty 1794.928532 = -1119274.027499 nChanged 279 SP:Iteration 10Q (3296.530977 sec): 3 clusters Score: Raw -1121177.622071 + Penalty 1794.928532 = -1119382.693539 nChanged 227 SP:Iteration 11Q (3296.558016 sec): 3 clusters Score: Raw -1121269.480244 + Penalty 1794.928532 = -1119474.551712 nChanged 206 SP:Iteration 12Q (3296.584561 sec): 3 clusters Score: Raw -1121350.731295 + Penalty 1794.928532 = -1119555.802763 nChanged 208 SP:Iteration 13Q (3296.611024 sec): 3 clusters Score: Raw -1121430.431812 + Penalty 1794.928532 = -1119635.503280 nChanged 190 SP:Iteration 14Q (3296.637425 sec): 3 clusters Score: Raw -1121501.919913 + Penalty 1794.928532 = -1119706.991381 nChanged 184 SP:Iteration 15Q (3296.663602 sec): 3 clusters Score: Raw -1121572.692991 + Penalty 1794.928532 = -1119777.764459 nChanged 163 SP:Iteration 16Q (3296.689688 sec): 3 clusters Score: Raw -1121641.628403 + Penalty 1794.928532 = -1119846.699871 nChanged 177 SP:Iteration 17Q (3296.715681 sec): 3 clusters Score: Raw -1121728.572378 + Penalty 1794.928532 = -1119933.643846 nChanged 178 SP:Iteration 18Q (3296.741469 sec): 3 clusters Score: Raw -1121813.638785 + Penalty 1794.928532 = -1120018.710253 nChanged 150 SP:Iteration 19Q (3296.767332 sec): 3 clusters Score: Raw -1121885.473433 + Penalty 1794.928532 = -1120090.544901 nChanged 153 SP:Iteration 20F (3296.795338 sec): 3 clusters Score: Raw -1121955.119366 + Penalty 1794.928532 = -1120160.190834 nChanged 129 SP:Iteration 21Q (3296.820821 sec): 3 clusters Score: Raw -1122009.080310 + Penalty 1794.928532 = -1120214.151779 nChanged 115 SP:Iteration 22Q (3296.846108 sec): 3 clusters Score: Raw -1122062.593210 + Penalty 1794.928532 = -1120267.664678 nChanged 112 SP:Iteration 23Q (3296.871262 sec): 3 clusters Score: Raw -1122118.266850 + Penalty 1794.928532 = -1120323.338318 nChanged 105 SP:Iteration 24Q (3296.896395 sec): 3 clusters Score: Raw -1122180.256803 + Penalty 1794.928532 = -1120385.328271 nChanged 88 SP:Iteration 25Q (3296.921420 sec): 3 clusters Score: Raw -1122232.663552 + Penalty 1794.928532 = -1120437.735020 nChanged 77 SP:Iteration 26Q (3296.946260 sec): 3 clusters Score: Raw -1122274.897784 + Penalty 1794.928532 = -1120479.969253 nChanged 65 SP:Iteration 27Q (3296.971040 sec): 3 clusters Score: Raw -1122306.952601 + Penalty 1794.928532 = -1120512.024069 nChanged 58 SP:Iteration 28Q (3296.995775 sec): 3 clusters Score: Raw -1122336.548526 + Penalty 1794.928532 = -1120541.619994 nChanged 51 SP:Iteration 29Q (3297.020448 sec): 3 clusters Score: Raw -1122365.720097 + Penalty 1794.928532 = -1120570.791565 nChanged 47 SP:Iteration 30Q (3297.045115 sec): 3 clusters Score: Raw -1122399.908878 + Penalty 1794.928532 = -1120604.980346 nChanged 45 SP:Iteration 31Q (3297.069769 sec): 3 clusters Score: Raw -1122435.369577 + Penalty 1794.928532 = -1120640.441046 nChanged 34 SP:Iteration 32Q (3297.094280 sec): 3 clusters Score: Raw -1122467.852466 + Penalty 1794.928532 = -1120672.923934 nChanged 44 SP:Iteration 33Q (3297.118608 sec): 3 clusters Score: Raw -1122500.854780 + Penalty 1794.928532 = -1120705.926248 nChanged 44 SP:Iteration 34Q (3297.142843 sec): 3 clusters Score: Raw -1122526.627913 + Penalty 1794.928532 = -1120731.699381 nChanged 27 SP:Iteration 35Q (3297.167031 sec): 3 clusters Score: Raw -1122543.959026 + Penalty 1794.928532 = -1120749.030494 nChanged 27 SP:Iteration 36Q (3297.191360 sec): 3 clusters Score: Raw -1122555.698358 + Penalty 1794.928532 = -1120760.769826 nChanged 12 SP:Iteration 37Q (3297.215629 sec): 3 clusters Score: Raw -1122561.697326 + Penalty 1794.928532 = -1120766.768794 nChanged 10 SP:Iteration 38Q (3297.240039 sec): 3 clusters Score: Raw -1122567.169221 + Penalty 1794.928532 = -1120772.240689 nChanged 11 SP:Iteration 39Q (3297.264249 sec): 3 clusters Score: Raw -1122573.170785 + Penalty 1794.928532 = -1120778.242253 nChanged 12 SP:Iteration 40F (3297.292073 sec): 3 clusters Score: Raw -1122576.860653 + Penalty 1794.928532 = -1120781.932122 nChanged 5 SP:Iteration 41Q (3297.316284 sec): 3 clusters Score: Raw -1122580.824417 + Penalty 1794.928532 = -1120785.895885 nChanged 4 SP:Iteration 42Q (3297.340469 sec): 3 clusters Score: Raw -1122583.999188 + Penalty 1794.928532 = -1120789.070656 nChanged 1 SP:Iteration 43Q (3297.364520 sec): 3 clusters Score: Raw -1122584.766191 + Penalty 1794.928532 = -1120789.837659 nChanged 2 SP:Iteration 44Q (3297.388583 sec): 3 clusters Score: Raw -1122585.861694 + Penalty 1794.928532 = -1120790.933162 nChanged 4 SP:Iteration 45Q (3297.412592 sec): 3 clusters Score: Raw -1122587.787084 + Penalty 1794.928532 = -1120792.858552 nChanged 4 SP:Iteration 46Q (3297.436677 sec): 3 clusters Score: Raw -1122589.780359 + Penalty 1794.928532 = -1120794.851827 nChanged 5 SP:Iteration 47Q (3297.460648 sec): 3 clusters Score: Raw -1122593.097207 + Penalty 1794.928532 = -1120798.168675 nChanged 4 SP:Iteration 48Q (3297.484763 sec): 3 clusters Score: Raw -1122595.125850 + Penalty 1794.928532 = -1120800.197318 nChanged 2 SP:Iteration 49Q (3297.508993 sec): 3 clusters Score: Raw -1122596.151659 + Penalty 1794.928532 = -1120801.223127 nChanged 3 SP:Iteration 50Q (3297.533048 sec): 3 clusters Score: Raw -1122597.172567 + Penalty 1794.928532 = -1120802.244035 nChanged 0 SP:Iteration 51F (3297.560941 sec): 3 clusters Score: Raw -1122597.172567 + Penalty 1794.928532 = -1120802.244035 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3297.577192 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3297.590796 sec): 3 clusters Score: Raw -286622.485576 + Penalty 1545.493112 = -285076.992464 nChanged 1448 SP:Iteration 1F (3297.603264 sec): 3 clusters Score: Raw -287449.802959 + Penalty 1545.493112 = -285904.309847 nChanged 270 SP:Iteration 2F (3297.615855 sec): 3 clusters Score: Raw -287622.315168 + Penalty 1545.493112 = -286076.822056 nChanged 234 SP:Iteration 3F (3297.628423 sec): 3 clusters Score: Raw -287776.435434 + Penalty 1545.493112 = -286230.942323 nChanged 209 SP:Iteration 4F (3297.640896 sec): 3 clusters Score: Raw -287932.508154 + Penalty 1545.493112 = -286387.015042 nChanged 197 SP:Iteration 5F (3297.653408 sec): 3 clusters Score: Raw -288067.143470 + Penalty 1545.493112 = -286521.650359 nChanged 173 SP:Iteration 6F (3297.665941 sec): 3 clusters Score: Raw -288190.546426 + Penalty 1545.493112 = -286645.053314 nChanged 146 SP:Iteration 7Q (3297.678384 sec): 3 clusters Score: Raw -288293.770214 + Penalty 1545.493112 = -286748.277102 nChanged 111 SP:Iteration 8Q (3297.690724 sec): 3 clusters Score: Raw -288374.931900 + Penalty 1545.493112 = -286829.438788 nChanged 97 SP:Iteration 9Q (3297.703217 sec): 3 clusters Score: Raw -288454.863236 + Penalty 1545.493112 = -286909.370124 nChanged 84 SP:Iteration 10Q (3297.715544 sec): 3 clusters Score: Raw -288521.437494 + Penalty 1545.493112 = -286975.944383 nChanged 75 SP:Iteration 11Q (3297.727799 sec): 3 clusters Score: Raw -288587.121321 + Penalty 1545.493112 = -287041.628209 nChanged 83 SP:Iteration 12Q (3297.740150 sec): 3 clusters Score: Raw -288663.652488 + Penalty 1545.493112 = -287118.159376 nChanged 74 SP:Iteration 13Q (3297.752451 sec): 3 clusters Score: Raw -288731.894528 + Penalty 1545.493112 = -287186.401416 nChanged 77 SP:Iteration 14Q (3297.764719 sec): 3 clusters Score: Raw -288809.885918 + Penalty 1545.493112 = -287264.392806 nChanged 70 SP:Iteration 15Q (3297.776945 sec): 3 clusters Score: Raw -288855.730582 + Penalty 1545.493112 = -287310.237471 nChanged 58 SP:Iteration 16Q (3297.789122 sec): 3 clusters Score: Raw -288891.449100 + Penalty 1545.493112 = -287345.955988 nChanged 45 SP:Iteration 17Q (3297.801191 sec): 3 clusters Score: Raw -288918.706366 + Penalty 1545.493112 = -287373.213254 nChanged 30 SP:Iteration 18Q (3297.813298 sec): 3 clusters Score: Raw -288929.831640 + Penalty 1545.493112 = -287384.338528 nChanged 17 SP:Iteration 19Q (3297.825403 sec): 3 clusters Score: Raw -288934.239390 + Penalty 1545.493112 = -287388.746278 nChanged 10 SP:Iteration 20F (3297.837739 sec): 3 clusters Score: Raw -288936.515017 + Penalty 1545.493112 = -287391.021905 nChanged 9 SP:Iteration 21Q (3297.849905 sec): 3 clusters Score: Raw -288939.147321 + Penalty 1545.493112 = -287393.654210 nChanged 8 SP:Iteration 22Q (3297.861985 sec): 3 clusters Score: Raw -288941.040907 + Penalty 1545.493112 = -287395.547795 nChanged 6 SP:Iteration 23Q (3297.874115 sec): 3 clusters Score: Raw -288943.256863 + Penalty 1545.493112 = -287397.763752 nChanged 6 SP:Iteration 24Q (3297.885968 sec): 3 clusters Score: Raw -288945.048053 + Penalty 1545.493112 = -287399.554942 nChanged 3 SP:Iteration 25Q (3297.897905 sec): 3 clusters Score: Raw -288945.668019 + Penalty 1545.493112 = -287400.174908 nChanged 2 SP:Iteration 26Q (3297.909799 sec): 3 clusters Score: Raw -288945.997446 + Penalty 1545.493112 = -287400.504334 nChanged 2 SP:Iteration 27Q (3297.921766 sec): 3 clusters Score: Raw -288947.184421 + Penalty 1545.493112 = -287401.691310 nChanged 2 SP:Iteration 28Q (3297.933777 sec): 3 clusters Score: Raw -288947.388248 + Penalty 1545.493112 = -287401.895136 nChanged 3 SP:Iteration 29Q (3297.945751 sec): 3 clusters Score: Raw -288948.175298 + Penalty 1545.493112 = -287402.682186 nChanged 4 SP:Iteration 30Q (3297.957811 sec): 3 clusters Score: Raw -288949.101267 + Penalty 1545.493112 = -287403.608156 nChanged 3 SP:Iteration 31Q (3297.969811 sec): 3 clusters Score: Raw -288949.584044 + Penalty 1545.493112 = -287404.090932 nChanged 3 SP:Iteration 32Q (3297.981824 sec): 3 clusters Score: Raw -288950.126754 + Penalty 1545.493112 = -287404.633642 nChanged 2 SP:Iteration 33Q (3297.993833 sec): 3 clusters Score: Raw -288950.478168 + Penalty 1545.493112 = -287404.985056 nChanged 3 SP:Iteration 34Q (3298.005798 sec): 3 clusters Score: Raw -288950.828137 + Penalty 1545.493112 = -287405.335025 nChanged 1 SP:Iteration 35Q (3298.017967 sec): 3 clusters Score: Raw -288951.267976 + Penalty 1545.493112 = -287405.774865 nChanged 6 SP:Iteration 36Q (3298.030087 sec): 3 clusters Score: Raw -288953.377797 + Penalty 1545.493112 = -287407.884685 nChanged 6 SP:Iteration 37Q (3298.042187 sec): 3 clusters Score: Raw -288954.749187 + Penalty 1545.493112 = -287409.256075 nChanged 5 SP:Iteration 38Q (3298.054313 sec): 3 clusters Score: Raw -288956.193692 + Penalty 1545.493112 = -287410.700580 nChanged 4 SP:Iteration 39Q (3298.066229 sec): 3 clusters Score: Raw -288957.465383 + Penalty 1545.493112 = -287411.972271 nChanged 3 SP:Iteration 40F (3298.078602 sec): 3 clusters Score: Raw -288958.235788 + Penalty 1545.493112 = -287412.742676 nChanged 0 Trying to split cluster 23 (1644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3298.093656 sec): 2 clusters Score: Raw -124578.552708 + Penalty 703.464320 = -123875.088388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3298.100475 sec): 3 clusters Score: Raw -123804.520848 + Penalty 1406.928639 = -122397.592208 nChanged 622 SP:Iteration 1F (3298.106640 sec): 3 clusters Score: Raw -124316.873323 + Penalty 1406.928639 = -122909.944683 nChanged 186 SP:Iteration 2F (3298.112887 sec): 3 clusters Score: Raw -124517.866236 + Penalty 1406.928639 = -123110.937597 nChanged 128 SP:Iteration 3F (3298.119090 sec): 3 clusters Score: Raw -124672.887386 + Penalty 1406.928639 = -123265.958747 nChanged 98 SP:Iteration 4F (3298.125291 sec): 3 clusters Score: Raw -124773.006346 + Penalty 1406.928639 = -123366.077706 nChanged 70 SP:Iteration 5Q (3298.131437 sec): 3 clusters Score: Raw -124833.132281 + Penalty 1406.928639 = -123426.203642 nChanged 45 SP:Iteration 6Q (3298.137593 sec): 3 clusters Score: Raw -124860.171477 + Penalty 1406.928639 = -123453.242837 nChanged 37 SP:Iteration 7Q (3298.143712 sec): 3 clusters Score: Raw -124886.180300 + Penalty 1406.928639 = -123479.251660 nChanged 28 SP:Iteration 8Q (3298.149830 sec): 3 clusters Score: Raw -124905.717146 + Penalty 1406.928639 = -123498.788507 nChanged 27 SP:Iteration 9Q (3298.155910 sec): 3 clusters Score: Raw -124930.198541 + Penalty 1406.928639 = -123523.269902 nChanged 33 SP:Iteration 10Q (3298.161928 sec): 3 clusters Score: Raw -124968.548396 + Penalty 1406.928639 = -123561.619757 nChanged 46 SP:Iteration 11Q (3298.167978 sec): 3 clusters Score: Raw -125013.688232 + Penalty 1406.928639 = -123606.759593 nChanged 31 SP:Iteration 12Q (3298.174060 sec): 3 clusters Score: Raw -125047.455219 + Penalty 1406.928639 = -123640.526580 nChanged 27 SP:Iteration 13Q (3298.180075 sec): 3 clusters Score: Raw -125074.190011 + Penalty 1406.928639 = -123667.261372 nChanged 20 SP:Iteration 14Q (3298.186073 sec): 3 clusters Score: Raw -125090.712995 + Penalty 1406.928639 = -123683.784355 nChanged 16 SP:Iteration 15Q (3298.191997 sec): 3 clusters Score: Raw -125103.177154 + Penalty 1406.928639 = -123696.248515 nChanged 14 SP:Iteration 16Q (3298.197974 sec): 3 clusters Score: Raw -125113.960666 + Penalty 1406.928639 = -123707.032027 nChanged 12 SP:Iteration 17Q (3298.203942 sec): 3 clusters Score: Raw -125122.981506 + Penalty 1406.928639 = -123716.052867 nChanged 7 SP:Iteration 18Q (3298.209953 sec): 3 clusters Score: Raw -125127.998020 + Penalty 1406.928639 = -123721.069381 nChanged 6 SP:Iteration 19Q (3298.215916 sec): 3 clusters Score: Raw -125136.430041 + Penalty 1406.928639 = -123729.501402 nChanged 8 SP:Iteration 20F (3298.222050 sec): 3 clusters Score: Raw -125144.210465 + Penalty 1406.928639 = -123737.281826 nChanged 11 SP:Iteration 21Q (3298.228022 sec): 3 clusters Score: Raw -125151.166492 + Penalty 1406.928639 = -123744.237853 nChanged 3 SP:Iteration 22Q (3298.233985 sec): 3 clusters Score: Raw -125152.310759 + Penalty 1406.928639 = -123745.382120 nChanged 0 SP:Iteration 23F (3298.240156 sec): 3 clusters Score: Raw -125152.310759 + Penalty 1406.928639 = -123745.382120 nChanged 0 Trying to split cluster 24 (273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3298.251941 sec): 2 clusters Score: Raw -16056.900529 + Penalty 532.899821 = -15524.000708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3298.253677 sec): 3 clusters Score: Raw -16117.922697 + Penalty 1065.799641 = -15052.123056 nChanged 74 SP:Iteration 1F (3298.255211 sec): 3 clusters Score: Raw -16319.300496 + Penalty 1065.799641 = -15253.500855 nChanged 24 SP:Iteration 2F (3298.256727 sec): 3 clusters Score: Raw -16435.969509 + Penalty 1065.799641 = -15370.169867 nChanged 20 SP:Iteration 3F (3298.258252 sec): 3 clusters Score: Raw -16606.577911 + Penalty 1065.799641 = -15540.778270 nChanged 25 SP:Iteration 4F (3298.259774 sec): 3 clusters Score: Raw -16728.286867 + Penalty 1065.799641 = -15662.487226 nChanged 11 SP:Iteration 5Q (3298.261223 sec): 3 clusters Score: Raw -16773.944537 + Penalty 1065.799641 = -15708.144895 nChanged 3 SP:Iteration 6Q (3298.262670 sec): 3 clusters Score: Raw -16794.150971 + Penalty 1065.799641 = -15728.351330 nChanged 1 SP:Iteration 7Q (3298.264103 sec): 3 clusters Score: Raw -16798.106433 + Penalty 1065.799641 = -15732.306792 nChanged 0 SP:Iteration 8F (3298.265623 sec): 3 clusters Score: Raw -16798.106433 + Penalty 1065.799641 = -15732.306792 nChanged 0 Score: Raw -69585024.493834 + Penalty 59620.935958 = -69525403.557876 Splitting cluster 24 changes total score from -69525948.613136 to -69525403.557876 So it's not getting split. Trying to split cluster 25 (2567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3317.220533 sec): 2 clusters Score: Raw -217748.810958 + Penalty 745.796852 = -217003.014106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3317.230735 sec): 3 clusters Score: Raw -216444.968554 + Penalty 1491.593704 = -214953.374850 nChanged 1012 SP:Iteration 1F (3317.240148 sec): 3 clusters Score: Raw -217053.353286 + Penalty 1491.593704 = -215561.759582 nChanged 196 SP:Iteration 2F (3317.249611 sec): 3 clusters Score: Raw -217194.356219 + Penalty 1491.593704 = -215702.762514 nChanged 156 SP:Iteration 3F (3317.259027 sec): 3 clusters Score: Raw -217286.962892 + Penalty 1491.593704 = -215795.369188 nChanged 142 SP:Iteration 4F (3317.268381 sec): 3 clusters Score: Raw -217384.272430 + Penalty 1491.593704 = -215892.678726 nChanged 135 SP:Iteration 5F (3317.277853 sec): 3 clusters Score: Raw -217475.089473 + Penalty 1491.593704 = -215983.495769 nChanged 106 SP:Iteration 6Q (3317.287282 sec): 3 clusters Score: Raw -217544.035891 + Penalty 1491.593704 = -216052.442187 nChanged 91 SP:Iteration 7Q (3317.296715 sec): 3 clusters Score: Raw -217602.383492 + Penalty 1491.593704 = -216110.789788 nChanged 93 SP:Iteration 8Q (3317.306161 sec): 3 clusters Score: Raw -217661.651470 + Penalty 1491.593704 = -216170.057765 nChanged 83 SP:Iteration 9Q (3317.315872 sec): 3 clusters Score: Raw -217718.560755 + Penalty 1491.593704 = -216226.967051 nChanged 75 SP:Iteration 10Q (3317.325255 sec): 3 clusters Score: Raw -217771.097584 + Penalty 1491.593704 = -216279.503880 nChanged 63 SP:Iteration 11Q (3317.334579 sec): 3 clusters Score: Raw -217816.288294 + Penalty 1491.593704 = -216324.694590 nChanged 50 SP:Iteration 12Q (3317.343815 sec): 3 clusters Score: Raw -217846.565717 + Penalty 1491.593704 = -216354.972012 nChanged 31 SP:Iteration 13Q (3317.353028 sec): 3 clusters Score: Raw -217860.103462 + Penalty 1491.593704 = -216368.509757 nChanged 23 SP:Iteration 14Q (3317.362246 sec): 3 clusters Score: Raw -217874.011773 + Penalty 1491.593704 = -216382.418069 nChanged 24 SP:Iteration 15Q (3317.371505 sec): 3 clusters Score: Raw -217883.083886 + Penalty 1491.593704 = -216391.490182 nChanged 17 SP:Iteration 16Q (3317.380641 sec): 3 clusters Score: Raw -217889.362205 + Penalty 1491.593704 = -216397.768501 nChanged 13 SP:Iteration 17Q (3317.389863 sec): 3 clusters Score: Raw -217894.537098 + Penalty 1491.593704 = -216402.943394 nChanged 12 SP:Iteration 18Q (3317.399178 sec): 3 clusters Score: Raw -217899.490765 + Penalty 1491.593704 = -216407.897061 nChanged 13 SP:Iteration 19Q (3317.408463 sec): 3 clusters Score: Raw -217904.883715 + Penalty 1491.593704 = -216413.290011 nChanged 12 SP:Iteration 20F (3317.417749 sec): 3 clusters Score: Raw -217909.331786 + Penalty 1491.593704 = -216417.738082 nChanged 10 SP:Iteration 21Q (3317.427035 sec): 3 clusters Score: Raw -217913.828503 + Penalty 1491.593704 = -216422.234799 nChanged 5 SP:Iteration 22Q (3317.436383 sec): 3 clusters Score: Raw -217915.905660 + Penalty 1491.593704 = -216424.311955 nChanged 4 SP:Iteration 23Q (3317.445577 sec): 3 clusters Score: Raw -217919.409072 + Penalty 1491.593704 = -216427.815367 nChanged 11 SP:Iteration 24Q (3317.454849 sec): 3 clusters Score: Raw -217923.198585 + Penalty 1491.593704 = -216431.604880 nChanged 4 SP:Iteration 25Q (3317.464076 sec): 3 clusters Score: Raw -217924.188306 + Penalty 1491.593704 = -216432.594601 nChanged 5 SP:Iteration 26Q (3317.473252 sec): 3 clusters Score: Raw -217926.929510 + Penalty 1491.593704 = -216435.335806 nChanged 3 SP:Iteration 27Q (3317.482418 sec): 3 clusters Score: Raw -217927.499781 + Penalty 1491.593704 = -216435.906077 nChanged 1 SP:Iteration 28Q (3317.491669 sec): 3 clusters Score: Raw -217927.810320 + Penalty 1491.593704 = -216436.216616 nChanged 3 SP:Iteration 29Q (3317.500972 sec): 3 clusters Score: Raw -217929.139214 + Penalty 1491.593704 = -216437.545510 nChanged 4 SP:Iteration 30Q (3317.510126 sec): 3 clusters Score: Raw -217930.235559 + Penalty 1491.593704 = -216438.641855 nChanged 2 SP:Iteration 31Q (3317.519373 sec): 3 clusters Score: Raw -217930.553282 + Penalty 1491.593704 = -216438.959577 nChanged 2 SP:Iteration 32Q (3317.528673 sec): 3 clusters Score: Raw -217931.114074 + Penalty 1491.593704 = -216439.520369 nChanged 4 SP:Iteration 33Q (3317.537914 sec): 3 clusters Score: Raw -217932.123214 + Penalty 1491.593704 = -216440.529510 nChanged 3 SP:Iteration 34Q (3317.547165 sec): 3 clusters Score: Raw -217933.109981 + Penalty 1491.593704 = -216441.516276 nChanged 2 SP:Iteration 35Q (3317.556414 sec): 3 clusters Score: Raw -217933.420030 + Penalty 1491.593704 = -216441.826326 nChanged 2 SP:Iteration 36Q (3317.565625 sec): 3 clusters Score: Raw -217933.940884 + Penalty 1491.593704 = -216442.347180 nChanged 1 SP:Iteration 37Q (3317.574862 sec): 3 clusters Score: Raw -217934.364236 + Penalty 1491.593704 = -216442.770531 nChanged 2 SP:Iteration 38Q (3317.584112 sec): 3 clusters Score: Raw -217935.464789 + Penalty 1491.593704 = -216443.871085 nChanged 0 SP:Iteration 39F (3317.593553 sec): 3 clusters Score: Raw -217935.464789 + Penalty 1491.593704 = -216443.871085 nChanged 0 Trying to split cluster 26 (22054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3317.626895 sec): 2 clusters Score: Raw -1874332.734903 + Penalty 950.118681 = -1873382.616222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3317.665734 sec): 3 clusters Score: Raw -1860593.637303 + Penalty 1900.237361 = -1858693.399942 nChanged 10150 SP:Iteration 1F (3317.702003 sec): 3 clusters Score: Raw -1866754.304911 + Penalty 1900.237361 = -1864854.067550 nChanged 1295 SP:Iteration 2F (3317.738565 sec): 3 clusters Score: Raw -1867319.530183 + Penalty 1900.237361 = -1865419.292821 nChanged 1177 SP:Iteration 3F (3317.775383 sec): 3 clusters Score: Raw -1867872.040823 + Penalty 1900.237361 = -1865971.803461 nChanged 1153 SP:Iteration 4F (3317.811911 sec): 3 clusters Score: Raw -1868507.777547 + Penalty 1900.237361 = -1866607.540186 nChanged 1221 SP:Iteration 5F (3317.848897 sec): 3 clusters Score: Raw -1869309.553448 + Penalty 1900.237361 = -1867409.316086 nChanged 1270 SP:Iteration 6F (3317.885822 sec): 3 clusters Score: Raw -1870192.680072 + Penalty 1900.237361 = -1868292.442711 nChanged 1135 SP:Iteration 7F (3317.922528 sec): 3 clusters Score: Raw -1870911.152586 + Penalty 1900.237361 = -1869010.915225 nChanged 903 SP:Iteration 8Q (3317.959577 sec): 3 clusters Score: Raw -1871344.840449 + Penalty 1900.237361 = -1869444.603087 nChanged 606 SP:Iteration 9Q (3317.995810 sec): 3 clusters Score: Raw -1871532.288949 + Penalty 1900.237361 = -1869632.051588 nChanged 351 SP:Iteration 10Q (3318.031815 sec): 3 clusters Score: Raw -1871606.491931 + Penalty 1900.237361 = -1869706.254569 nChanged 246 SP:Iteration 11Q (3318.068267 sec): 3 clusters Score: Raw -1871651.784171 + Penalty 1900.237361 = -1869751.546810 nChanged 177 SP:Iteration 12Q (3318.104536 sec): 3 clusters Score: Raw -1871682.377559 + Penalty 1900.237361 = -1869782.140197 nChanged 159 SP:Iteration 13Q (3318.140730 sec): 3 clusters Score: Raw -1871710.124313 + Penalty 1900.237361 = -1869809.886951 nChanged 135 SP:Iteration 14Q (3318.176801 sec): 3 clusters Score: Raw -1871731.740034 + Penalty 1900.237361 = -1869831.502673 nChanged 125 SP:Iteration 15Q (3318.212838 sec): 3 clusters Score: Raw -1871749.758534 + Penalty 1900.237361 = -1869849.521173 nChanged 135 SP:Iteration 16Q (3318.249033 sec): 3 clusters Score: Raw -1871770.632786 + Penalty 1900.237361 = -1869870.395425 nChanged 142 SP:Iteration 17Q (3318.285175 sec): 3 clusters Score: Raw -1871793.641125 + Penalty 1900.237361 = -1869893.403764 nChanged 148 SP:Iteration 18Q (3318.321060 sec): 3 clusters Score: Raw -1871819.114800 + Penalty 1900.237361 = -1869918.877439 nChanged 154 SP:Iteration 19Q (3318.356993 sec): 3 clusters Score: Raw -1871846.138993 + Penalty 1900.237361 = -1869945.901632 nChanged 152 SP:Iteration 20F (3318.393620 sec): 3 clusters Score: Raw -1871873.319141 + Penalty 1900.237361 = -1869973.081780 nChanged 171 SP:Iteration 21Q (3318.429374 sec): 3 clusters Score: Raw -1871906.829565 + Penalty 1900.237361 = -1870006.592203 nChanged 176 SP:Iteration 22Q (3318.464903 sec): 3 clusters Score: Raw -1871944.712321 + Penalty 1900.237361 = -1870044.474960 nChanged 190 SP:Iteration 23Q (3318.500823 sec): 3 clusters Score: Raw -1871988.522012 + Penalty 1900.237361 = -1870088.284651 nChanged 187 SP:Iteration 24Q (3318.536800 sec): 3 clusters Score: Raw -1872032.893251 + Penalty 1900.237361 = -1870132.655889 nChanged 178 SP:Iteration 25Q (3318.572323 sec): 3 clusters Score: Raw -1872067.866197 + Penalty 1900.237361 = -1870167.628835 nChanged 154 SP:Iteration 26Q (3318.607728 sec): 3 clusters Score: Raw -1872097.442616 + Penalty 1900.237361 = -1870197.205255 nChanged 143 SP:Iteration 27Q (3318.643065 sec): 3 clusters Score: Raw -1872126.962814 + Penalty 1900.237361 = -1870226.725452 nChanged 145 SP:Iteration 28Q (3318.678282 sec): 3 clusters Score: Raw -1872154.431425 + Penalty 1900.237361 = -1870254.194064 nChanged 127 SP:Iteration 29Q (3318.713476 sec): 3 clusters Score: Raw -1872179.735104 + Penalty 1900.237361 = -1870279.497743 nChanged 150 SP:Iteration 30Q (3318.748549 sec): 3 clusters Score: Raw -1872210.669005 + Penalty 1900.237361 = -1870310.431644 nChanged 154 SP:Iteration 31Q (3318.783510 sec): 3 clusters Score: Raw -1872238.151909 + Penalty 1900.237361 = -1870337.914548 nChanged 148 SP:Iteration 32Q (3318.818445 sec): 3 clusters Score: Raw -1872268.146010 + Penalty 1900.237361 = -1870367.908649 nChanged 137 SP:Iteration 33Q (3318.854224 sec): 3 clusters Score: Raw -1872297.137603 + Penalty 1900.237361 = -1870396.900241 nChanged 148 SP:Iteration 34Q (3318.889578 sec): 3 clusters Score: Raw -1872328.968124 + Penalty 1900.237361 = -1870428.730762 nChanged 162 SP:Iteration 35Q (3318.924751 sec): 3 clusters Score: Raw -1872365.635852 + Penalty 1900.237361 = -1870465.398491 nChanged 177 SP:Iteration 36Q (3318.959850 sec): 3 clusters Score: Raw -1872415.288978 + Penalty 1900.237361 = -1870515.051617 nChanged 185 SP:Iteration 37Q (3318.994647 sec): 3 clusters Score: Raw -1872468.481533 + Penalty 1900.237361 = -1870568.244172 nChanged 178 SP:Iteration 38Q (3319.029397 sec): 3 clusters Score: Raw -1872518.172000 + Penalty 1900.237361 = -1870617.934639 nChanged 181 SP:Iteration 39Q (3319.064030 sec): 3 clusters Score: Raw -1872575.480764 + Penalty 1900.237361 = -1870675.243403 nChanged 194 SP:Iteration 40F (3319.100450 sec): 3 clusters Score: Raw -1872636.754431 + Penalty 1900.237361 = -1870736.517070 nChanged 198 SP:Iteration 41Q (3319.135354 sec): 3 clusters Score: Raw -1872698.402181 + Penalty 1900.237361 = -1870798.164819 nChanged 195 SP:Iteration 42Q (3319.170546 sec): 3 clusters Score: Raw -1872763.030999 + Penalty 1900.237361 = -1870862.793638 nChanged 208 SP:Iteration 43Q (3319.205184 sec): 3 clusters Score: Raw -1872833.842598 + Penalty 1900.237361 = -1870933.605237 nChanged 206 SP:Iteration 44Q (3319.239654 sec): 3 clusters Score: Raw -1872920.017454 + Penalty 1900.237361 = -1871019.780092 nChanged 210 SP:Iteration 45Q (3319.274373 sec): 3 clusters Score: Raw -1873018.029889 + Penalty 1900.237361 = -1871117.792527 nChanged 197 SP:Iteration 46Q (3319.308789 sec): 3 clusters Score: Raw -1873104.149585 + Penalty 1900.237361 = -1871203.912224 nChanged 212 SP:Iteration 47Q (3319.342819 sec): 3 clusters Score: Raw -1873187.099500 + Penalty 1900.237361 = -1871286.862139 nChanged 207 SP:Iteration 48Q (3319.377123 sec): 3 clusters Score: Raw -1873266.258231 + Penalty 1900.237361 = -1871366.020869 nChanged 196 SP:Iteration 49Q (3319.411395 sec): 3 clusters Score: Raw -1873330.561196 + Penalty 1900.237361 = -1871430.323835 nChanged 179 SP:Iteration 50Q (3319.445442 sec): 3 clusters Score: Raw -1873384.127328 + Penalty 1900.237361 = -1871483.889967 nChanged 184 SP:Iteration 51Q (3319.478988 sec): 3 clusters Score: Raw -1873433.944808 + Penalty 1900.237361 = -1871533.707447 nChanged 173 SP:Iteration 52Q (3319.512610 sec): 3 clusters Score: Raw -1873482.982507 + Penalty 1900.237361 = -1871582.745146 nChanged 159 SP:Iteration 53Q (3319.546044 sec): 3 clusters Score: Raw -1873530.746679 + Penalty 1900.237361 = -1871630.509318 nChanged 164 SP:Iteration 54Q (3319.579410 sec): 3 clusters Score: Raw -1873581.054408 + Penalty 1900.237361 = -1871680.817046 nChanged 162 SP:Iteration 55Q (3319.612469 sec): 3 clusters Score: Raw -1873628.883755 + Penalty 1900.237361 = -1871728.646394 nChanged 143 SP:Iteration 56Q (3319.645507 sec): 3 clusters Score: Raw -1873672.550445 + Penalty 1900.237361 = -1871772.313084 nChanged 152 SP:Iteration 57Q (3319.678605 sec): 3 clusters Score: Raw -1873722.758140 + Penalty 1900.237361 = -1871822.520779 nChanged 153 SP:Iteration 58Q (3319.711562 sec): 3 clusters Score: Raw -1873770.665374 + Penalty 1900.237361 = -1871870.428013 nChanged 137 SP:Iteration 59Q (3319.744277 sec): 3 clusters Score: Raw -1873812.306446 + Penalty 1900.237361 = -1871912.069084 nChanged 118 SP:Iteration 60F (3319.780741 sec): 3 clusters Score: Raw -1873845.618249 + Penalty 1900.237361 = -1871945.380887 nChanged 111 SP:Iteration 61Q (3319.813316 sec): 3 clusters Score: Raw -1873875.799584 + Penalty 1900.237361 = -1871975.562223 nChanged 100 SP:Iteration 62Q (3319.845930 sec): 3 clusters Score: Raw -1873901.699925 + Penalty 1900.237361 = -1872001.462563 nChanged 92 SP:Iteration 63Q (3319.878421 sec): 3 clusters Score: Raw -1873925.592774 + Penalty 1900.237361 = -1872025.355413 nChanged 99 SP:Iteration 64Q (3319.946619 sec): 3 clusters Score: Raw -1873953.496429 + Penalty 1900.237361 = -1872053.259068 nChanged 102 SP:Iteration 65Q (3319.978034 sec): 3 clusters Score: Raw -1873981.751297 + Penalty 1900.237361 = -1872081.513936 nChanged 99 SP:Iteration 66Q (3320.010584 sec): 3 clusters Score: Raw -1874012.357536 + Penalty 1900.237361 = -1872112.120175 nChanged 100 SP:Iteration 67Q (3320.065505 sec): 3 clusters Score: Raw -1874041.864217 + Penalty 1900.237361 = -1872141.626856 nChanged 96 SP:Iteration 68Q (3320.125015 sec): 3 clusters Score: Raw -1874072.033847 + Penalty 1900.237361 = -1872171.796485 nChanged 108 SP:Iteration 69Q (3320.193602 sec): 3 clusters Score: Raw -1874108.427030 + Penalty 1900.237361 = -1872208.189668 nChanged 111 SP:Iteration 70Q (3320.250273 sec): 3 clusters Score: Raw -1874143.688117 + Penalty 1900.237361 = -1872243.450755 nChanged 108 SP:Iteration 71Q (3320.310223 sec): 3 clusters Score: Raw -1874177.465420 + Penalty 1900.237361 = -1872277.228058 nChanged 83 SP:Iteration 72Q (3320.369085 sec): 3 clusters Score: Raw -1874198.027540 + Penalty 1900.237361 = -1872297.790178 nChanged 69 SP:Iteration 73Q (3320.428098 sec): 3 clusters Score: Raw -1874216.440906 + Penalty 1900.237361 = -1872316.203544 nChanged 71 SP:Iteration 74Q (3320.487730 sec): 3 clusters Score: Raw -1874234.766732 + Penalty 1900.237361 = -1872334.529371 nChanged 59 SP:Iteration 75Q (3320.556498 sec): 3 clusters Score: Raw -1874248.779352 + Penalty 1900.237361 = -1872348.541990 nChanged 53 SP:Iteration 76Q (3320.613632 sec): 3 clusters Score: Raw -1874261.540811 + Penalty 1900.237361 = -1872361.303449 nChanged 45 SP:Iteration 77Q (3320.676317 sec): 3 clusters Score: Raw -1874273.702331 + Penalty 1900.237361 = -1872373.464969 nChanged 47 SP:Iteration 78Q (3320.739248 sec): 3 clusters Score: Raw -1874285.311346 + Penalty 1900.237361 = -1872385.073985 nChanged 40 SP:Iteration 79Q (3320.801719 sec): 3 clusters Score: Raw -1874295.155550 + Penalty 1900.237361 = -1872394.918189 nChanged 37 SP:Iteration 80F (3320.869180 sec): 3 clusters Score: Raw -1874305.106753 + Penalty 1900.237361 = -1872404.869392 nChanged 44 SP:Iteration 81Q (3320.948111 sec): 3 clusters Score: Raw -1874316.767707 + Penalty 1900.237361 = -1872416.530346 nChanged 29 SP:Iteration 82Q (3321.007069 sec): 3 clusters Score: Raw -1874325.217257 + Penalty 1900.237361 = -1872424.979895 nChanged 29 SP:Iteration 83Q (3321.075580 sec): 3 clusters Score: Raw -1874333.630204 + Penalty 1900.237361 = -1872433.392843 nChanged 31 SP:Iteration 84Q (3321.138232 sec): 3 clusters Score: Raw -1874343.319273 + Penalty 1900.237361 = -1872443.081911 nChanged 33 SP:Iteration 85Q (3321.201287 sec): 3 clusters Score: Raw -1874352.665003 + Penalty 1900.237361 = -1872452.427642 nChanged 30 SP:Iteration 86Q (3321.265058 sec): 3 clusters Score: Raw -1874360.620620 + Penalty 1900.237361 = -1872460.383259 nChanged 17 SP:Iteration 87Q (3321.328075 sec): 3 clusters Score: Raw -1874364.034044 + Penalty 1900.237361 = -1872463.796683 nChanged 17 SP:Iteration 88Q (3321.391353 sec): 3 clusters Score: Raw -1874368.699023 + Penalty 1900.237361 = -1872468.461662 nChanged 14 SP:Iteration 89Q (3321.455234 sec): 3 clusters Score: Raw -1874371.988586 + Penalty 1900.237361 = -1872471.751225 nChanged 14 SP:Iteration 90Q (3321.518083 sec): 3 clusters Score: Raw -1874375.324784 + Penalty 1900.237361 = -1872475.087423 nChanged 12 SP:Iteration 91Q (3321.559024 sec): 3 clusters Score: Raw -1874379.777943 + Penalty 1900.237361 = -1872479.540581 nChanged 13 SP:Iteration 92Q (3321.590300 sec): 3 clusters Score: Raw -1874383.855145 + Penalty 1900.237361 = -1872483.617783 nChanged 16 SP:Iteration 93Q (3321.621925 sec): 3 clusters Score: Raw -1874389.902637 + Penalty 1900.237361 = -1872489.665276 nChanged 25 SP:Iteration 94Q (3321.653392 sec): 3 clusters Score: Raw -1874397.627251 + Penalty 1900.237361 = -1872497.389890 nChanged 19 SP:Iteration 95Q (3321.685071 sec): 3 clusters Score: Raw -1874402.656819 + Penalty 1900.237361 = -1872502.419457 nChanged 20 SP:Iteration 96Q (3321.716311 sec): 3 clusters Score: Raw -1874408.925994 + Penalty 1900.237361 = -1872508.688633 nChanged 23 SP:Iteration 97Q (3321.747926 sec): 3 clusters Score: Raw -1874413.944119 + Penalty 1900.237361 = -1872513.706758 nChanged 16 SP:Iteration 98Q (3321.779368 sec): 3 clusters Score: Raw -1874417.298924 + Penalty 1900.237361 = -1872517.061563 nChanged 9 SP:Iteration 99Q (3321.810784 sec): 3 clusters Score: Raw -1874419.268496 + Penalty 1900.237361 = -1872519.031135 nChanged 8 SP:Iteration 100F (3321.847205 sec): 3 clusters Score: Raw -1874421.523588 + Penalty 1900.237361 = -1872521.286226 nChanged 10 SP:Iteration 101Q (3321.878919 sec): 3 clusters Score: Raw -1874425.460263 + Penalty 1900.237361 = -1872525.222901 nChanged 16 SP:Iteration 102Q (3321.910450 sec): 3 clusters Score: Raw -1874429.836874 + Penalty 1900.237361 = -1872529.599512 nChanged 17 SP:Iteration 103Q (3321.942011 sec): 3 clusters Score: Raw -1874434.964371 + Penalty 1900.237361 = -1872534.727009 nChanged 20 SP:Iteration 104Q (3321.973441 sec): 3 clusters Score: Raw -1874440.298417 + Penalty 1900.237361 = -1872540.061056 nChanged 18 SP:Iteration 105Q (3322.004973 sec): 3 clusters Score: Raw -1874444.509040 + Penalty 1900.237361 = -1872544.271678 nChanged 15 SP:Iteration 106Q (3322.036309 sec): 3 clusters Score: Raw -1874449.001629 + Penalty 1900.237361 = -1872548.764268 nChanged 16 SP:Iteration 107Q (3322.067780 sec): 3 clusters Score: Raw -1874453.868574 + Penalty 1900.237361 = -1872553.631212 nChanged 14 SP:Iteration 108Q (3322.099206 sec): 3 clusters Score: Raw -1874457.150097 + Penalty 1900.237361 = -1872556.912735 nChanged 6 SP:Iteration 109Q (3322.130707 sec): 3 clusters Score: Raw -1874458.805211 + Penalty 1900.237361 = -1872558.567849 nChanged 7 SP:Iteration 110Q (3322.162066 sec): 3 clusters Score: Raw -1874460.051364 + Penalty 1900.237361 = -1872559.814003 nChanged 4 SP:Iteration 111Q (3322.193347 sec): 3 clusters Score: Raw -1874460.552771 + Penalty 1900.237361 = -1872560.315410 nChanged 4 SP:Iteration 112Q (3322.224677 sec): 3 clusters Score: Raw -1874461.096503 + Penalty 1900.237361 = -1872560.859141 nChanged 1 SP:Iteration 113Q (3322.255952 sec): 3 clusters Score: Raw -1874461.217783 + Penalty 1900.237361 = -1872560.980421 nChanged 1 SP:Iteration 114Q (3322.287296 sec): 3 clusters Score: Raw -1874461.631659 + Penalty 1900.237361 = -1872561.394298 nChanged 5 SP:Iteration 115Q (3322.318688 sec): 3 clusters Score: Raw -1874462.733026 + Penalty 1900.237361 = -1872562.495665 nChanged 6 SP:Iteration 116Q (3322.349975 sec): 3 clusters Score: Raw -1874464.464105 + Penalty 1900.237361 = -1872564.226744 nChanged 5 SP:Iteration 117Q (3322.381219 sec): 3 clusters Score: Raw -1874465.673429 + Penalty 1900.237361 = -1872565.436067 nChanged 6 SP:Iteration 118Q (3322.412551 sec): 3 clusters Score: Raw -1874467.249232 + Penalty 1900.237361 = -1872567.011871 nChanged 6 SP:Iteration 119Q (3322.444050 sec): 3 clusters Score: Raw -1874468.836678 + Penalty 1900.237361 = -1872568.599316 nChanged 4 SP:Iteration 120F (3322.480463 sec): 3 clusters Score: Raw -1874469.824042 + Penalty 1900.237361 = -1872569.586681 nChanged 3 SP:Iteration 121Q (3322.512035 sec): 3 clusters Score: Raw -1874470.488558 + Penalty 1900.237361 = -1872570.251197 nChanged 3 SP:Iteration 122Q (3322.543361 sec): 3 clusters Score: Raw -1874471.035912 + Penalty 1900.237361 = -1872570.798550 nChanged 1 SP:Iteration 123Q (3322.574700 sec): 3 clusters Score: Raw -1874471.384377 + Penalty 1900.237361 = -1872571.147016 nChanged 2 SP:Iteration 124Q (3322.605994 sec): 3 clusters Score: Raw -1874471.852876 + Penalty 1900.237361 = -1872571.615515 nChanged 2 SP:Iteration 125Q (3322.637278 sec): 3 clusters Score: Raw -1874472.110812 + Penalty 1900.237361 = -1872571.873451 nChanged 1 SP:Iteration 126Q (3322.668548 sec): 3 clusters Score: Raw -1874472.312257 + Penalty 1900.237361 = -1872572.074896 nChanged 0 SP:Iteration 127F (3322.704751 sec): 3 clusters Score: Raw -1874472.312257 + Penalty 1900.237361 = -1872572.074896 nChanged 0 Trying to split cluster 27 (29521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.742906 sec): 2 clusters Score: Raw -2616387.050066 + Penalty 977.821430 = -2615409.228636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.790908 sec): 3 clusters Score: Raw -2597755.604344 + Penalty 1955.642859 = -2595799.961485 nChanged 13780 SP:Iteration 1F (3322.835193 sec): 3 clusters Score: Raw -2605974.637999 + Penalty 1955.642859 = -2604018.995140 nChanged 1727 SP:Iteration 2F (3322.879859 sec): 3 clusters Score: Raw -2606798.048114 + Penalty 1955.642859 = -2604842.405255 nChanged 1950 SP:Iteration 3F (3322.924302 sec): 3 clusters Score: Raw -2607922.049651 + Penalty 1955.642859 = -2605966.406792 nChanged 2087 SP:Iteration 4F (3322.968780 sec): 3 clusters Score: Raw -2609311.569998 + Penalty 1955.642859 = -2607355.927139 nChanged 2117 SP:Iteration 5F (3323.013321 sec): 3 clusters Score: Raw -2610901.376687 + Penalty 1955.642859 = -2608945.733828 nChanged 1868 SP:Iteration 6F (3323.058013 sec): 3 clusters Score: Raw -2612378.114253 + Penalty 1955.642859 = -2610422.471394 nChanged 1594 SP:Iteration 7F (3323.102641 sec): 3 clusters Score: Raw -2613752.270139 + Penalty 1955.642859 = -2611796.627280 nChanged 1230 SP:Iteration 8Q (3323.147230 sec): 3 clusters Score: Raw -2614880.811895 + Penalty 1955.642859 = -2612925.169036 nChanged 798 SP:Iteration 9Q (3323.190781 sec): 3 clusters Score: Raw -2615606.851089 + Penalty 1955.642859 = -2613651.208230 nChanged 474 SP:Iteration 10Q (3323.232209 sec): 3 clusters Score: Raw -2615981.052753 + Penalty 1955.642859 = -2614025.409894 nChanged 304 SP:Iteration 11Q (3323.271933 sec): 3 clusters Score: Raw -2616193.336065 + Penalty 1955.642859 = -2614237.693206 nChanged 168 SP:Iteration 12Q (3323.310522 sec): 3 clusters Score: Raw -2616301.405480 + Penalty 1955.642859 = -2614345.762621 nChanged 107 SP:Iteration 13Q (3323.348747 sec): 3 clusters Score: Raw -2616370.030492 + Penalty 1955.642859 = -2614414.387633 nChanged 75 SP:Iteration 14Q (3323.386822 sec): 3 clusters Score: Raw -2616422.428306 + Penalty 1955.642859 = -2614466.785447 nChanged 56 SP:Iteration 15Q (3323.424217 sec): 3 clusters Score: Raw -2616455.490568 + Penalty 1955.642859 = -2614499.847708 nChanged 40 SP:Iteration 16Q (3323.461562 sec): 3 clusters Score: Raw -2616482.171269 + Penalty 1955.642859 = -2614526.528410 nChanged 30 SP:Iteration 17Q (3323.498824 sec): 3 clusters Score: Raw -2616504.635206 + Penalty 1955.642859 = -2614548.992347 nChanged 23 SP:Iteration 18Q (3323.536012 sec): 3 clusters Score: Raw -2616518.737265 + Penalty 1955.642859 = -2614563.094405 nChanged 11 SP:Iteration 19Q (3323.573285 sec): 3 clusters Score: Raw -2616525.962480 + Penalty 1955.642859 = -2614570.319621 nChanged 6 SP:Iteration 20F (3323.617350 sec): 3 clusters Score: Raw -2616528.272837 + Penalty 1955.642859 = -2614572.629978 nChanged 6 SP:Iteration 21Q (3323.654584 sec): 3 clusters Score: Raw -2616530.592699 + Penalty 1955.642859 = -2614574.949840 nChanged 1 SP:Iteration 22Q (3323.691546 sec): 3 clusters Score: Raw -2616531.119464 + Penalty 1955.642859 = -2614575.476605 nChanged 1 SP:Iteration 23Q (3323.734976 sec): 3 clusters Score: Raw -2616532.603723 + Penalty 1955.642859 = -2614576.960864 nChanged 3 SP:Iteration 24Q (3323.772018 sec): 3 clusters Score: Raw -2616536.125798 + Penalty 1955.642859 = -2614580.482938 nChanged 9 SP:Iteration 25Q (3323.809550 sec): 3 clusters Score: Raw -2616541.950578 + Penalty 1955.642859 = -2614586.307719 nChanged 10 SP:Iteration 26Q (3323.846653 sec): 3 clusters Score: Raw -2616549.759973 + Penalty 1955.642859 = -2614594.117114 nChanged 5 SP:Iteration 27Q (3323.883808 sec): 3 clusters Score: Raw -2616556.623229 + Penalty 1955.642859 = -2614600.980370 nChanged 10 SP:Iteration 28Q (3323.920690 sec): 3 clusters Score: Raw -2616562.636897 + Penalty 1955.642859 = -2614606.994038 nChanged 5 SP:Iteration 29Q (3323.957851 sec): 3 clusters Score: Raw -2616566.282570 + Penalty 1955.642859 = -2614610.639711 nChanged 7 SP:Iteration 30Q (3323.994726 sec): 3 clusters Score: Raw -2616569.805867 + Penalty 1955.642859 = -2614614.163008 nChanged 3 SP:Iteration 31Q (3324.031898 sec): 3 clusters Score: Raw -2616571.657442 + Penalty 1955.642859 = -2614616.014583 nChanged 2 SP:Iteration 32Q (3324.069330 sec): 3 clusters Score: Raw -2616574.372732 + Penalty 1955.642859 = -2614618.729873 nChanged 4 SP:Iteration 33Q (3324.106624 sec): 3 clusters Score: Raw -2616576.355158 + Penalty 1955.642859 = -2614620.712299 nChanged 2 SP:Iteration 34Q (3324.143662 sec): 3 clusters Score: Raw -2616577.490279 + Penalty 1955.642859 = -2614621.847420 nChanged 2 SP:Iteration 35Q (3324.180872 sec): 3 clusters Score: Raw -2616578.914787 + Penalty 1955.642859 = -2614623.271928 nChanged 0 SP:Iteration 36F (3324.224822 sec): 3 clusters Score: Raw -2616578.914787 + Penalty 1955.642859 = -2614623.271928 nChanged 0 Trying to split cluster 28 (4167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3324.239684 sec): 2 clusters Score: Raw -358938.608215 + Penalty 791.820405 = -358146.787810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3324.255951 sec): 3 clusters Score: Raw -356658.903360 + Penalty 1583.640810 = -355075.262550 nChanged 1776 SP:Iteration 1F (3324.270897 sec): 3 clusters Score: Raw -357653.807824 + Penalty 1583.640810 = -356070.167014 nChanged 296 SP:Iteration 2F (3324.285878 sec): 3 clusters Score: Raw -357829.862204 + Penalty 1583.640810 = -356246.221394 nChanged 266 SP:Iteration 3F (3324.300763 sec): 3 clusters Score: Raw -357983.765581 + Penalty 1583.640810 = -356400.124771 nChanged 232 SP:Iteration 4F (3324.315719 sec): 3 clusters Score: Raw -358132.878529 + Penalty 1583.640810 = -356549.237719 nChanged 218 SP:Iteration 5F (3324.330625 sec): 3 clusters Score: Raw -358280.664164 + Penalty 1583.640810 = -356697.023354 nChanged 209 SP:Iteration 6F (3324.345565 sec): 3 clusters Score: Raw -358433.554735 + Penalty 1583.640810 = -356849.913925 nChanged 235 SP:Iteration 7F (3324.360484 sec): 3 clusters Score: Raw -358597.369656 + Penalty 1583.640810 = -357013.728847 nChanged 191 SP:Iteration 8Q (3324.375353 sec): 3 clusters Score: Raw -358722.163254 + Penalty 1583.640810 = -357138.522444 nChanged 162 SP:Iteration 9Q (3324.390233 sec): 3 clusters Score: Raw -358815.356727 + Penalty 1583.640810 = -357231.715917 nChanged 116 SP:Iteration 10Q (3324.405036 sec): 3 clusters Score: Raw -358868.555177 + Penalty 1583.640810 = -357284.914367 nChanged 77 SP:Iteration 11Q (3324.419865 sec): 3 clusters Score: Raw -358898.246422 + Penalty 1583.640810 = -357314.605612 nChanged 53 SP:Iteration 12Q (3324.434628 sec): 3 clusters Score: Raw -358919.809588 + Penalty 1583.640810 = -357336.168778 nChanged 46 SP:Iteration 13Q (3324.449440 sec): 3 clusters Score: Raw -358932.825245 + Penalty 1583.640810 = -357349.184435 nChanged 45 SP:Iteration 14Q (3324.464185 sec): 3 clusters Score: Raw -358945.021601 + Penalty 1583.640810 = -357361.380791 nChanged 33 SP:Iteration 15Q (3324.478947 sec): 3 clusters Score: Raw -358954.824563 + Penalty 1583.640810 = -357371.183753 nChanged 32 SP:Iteration 16Q (3324.493664 sec): 3 clusters Score: Raw -358961.677312 + Penalty 1583.640810 = -357378.036502 nChanged 26 SP:Iteration 17Q (3324.508383 sec): 3 clusters Score: Raw -358966.938054 + Penalty 1583.640810 = -357383.297244 nChanged 15 SP:Iteration 18Q (3324.522947 sec): 3 clusters Score: Raw -358970.387206 + Penalty 1583.640810 = -357386.746396 nChanged 17 SP:Iteration 19Q (3324.537327 sec): 3 clusters Score: Raw -358973.840608 + Penalty 1583.640810 = -357390.199798 nChanged 9 SP:Iteration 20F (3324.552105 sec): 3 clusters Score: Raw -358975.421406 + Penalty 1583.640810 = -357391.780596 nChanged 11 SP:Iteration 21Q (3324.566705 sec): 3 clusters Score: Raw -358977.229877 + Penalty 1583.640810 = -357393.589067 nChanged 11 SP:Iteration 22Q (3324.581154 sec): 3 clusters Score: Raw -358979.015223 + Penalty 1583.640810 = -357395.374413 nChanged 12 SP:Iteration 23Q (3324.595678 sec): 3 clusters Score: Raw -358981.367684 + Penalty 1583.640810 = -357397.726874 nChanged 7 SP:Iteration 24Q (3324.610157 sec): 3 clusters Score: Raw -358982.371430 + Penalty 1583.640810 = -357398.730620 nChanged 3 SP:Iteration 25Q (3324.624813 sec): 3 clusters Score: Raw -358983.124326 + Penalty 1583.640810 = -357399.483517 nChanged 2 SP:Iteration 26Q (3324.639427 sec): 3 clusters Score: Raw -358983.602561 + Penalty 1583.640810 = -357399.961751 nChanged 3 SP:Iteration 27Q (3324.677031 sec): 3 clusters Score: Raw -358983.994113 + Penalty 1583.640810 = -357400.353303 nChanged 1 SP:Iteration 28Q (3324.715084 sec): 3 clusters Score: Raw -358984.129480 + Penalty 1583.640810 = -357400.488670 nChanged 2 SP:Iteration 29Q (3324.729791 sec): 3 clusters Score: Raw -358984.306483 + Penalty 1583.640810 = -357400.665673 nChanged 1 SP:Iteration 30Q (3324.744452 sec): 3 clusters Score: Raw -358984.508204 + Penalty 1583.640810 = -357400.867394 nChanged 4 SP:Iteration 31Q (3324.759115 sec): 3 clusters Score: Raw -358985.103187 + Penalty 1583.640810 = -357401.462377 nChanged 4 SP:Iteration 32Q (3324.773773 sec): 3 clusters Score: Raw -358985.671736 + Penalty 1583.640810 = -357402.030926 nChanged 4 SP:Iteration 33Q (3324.788292 sec): 3 clusters Score: Raw -358986.342442 + Penalty 1583.640810 = -357402.701632 nChanged 5 SP:Iteration 34Q (3324.802989 sec): 3 clusters Score: Raw -358986.996725 + Penalty 1583.640810 = -357403.355915 nChanged 4 SP:Iteration 35Q (3324.817472 sec): 3 clusters Score: Raw -358987.471312 + Penalty 1583.640810 = -357403.830502 nChanged 3 SP:Iteration 36Q (3324.831855 sec): 3 clusters Score: Raw -358987.808796 + Penalty 1583.640810 = -357404.167986 nChanged 3 SP:Iteration 37Q (3324.846427 sec): 3 clusters Score: Raw -358988.152998 + Penalty 1583.640810 = -357404.512188 nChanged 2 SP:Iteration 38Q (3324.860960 sec): 3 clusters Score: Raw -358988.602688 + Penalty 1583.640810 = -357404.961878 nChanged 1 SP:Iteration 39Q (3324.875502 sec): 3 clusters Score: Raw -358988.701487 + Penalty 1583.640810 = -357405.060678 nChanged 1 SP:Iteration 40F (3324.890309 sec): 3 clusters Score: Raw -358988.978878 + Penalty 1583.640810 = -357405.338068 nChanged 1 SP:Iteration 41Q (3324.904843 sec): 3 clusters Score: Raw -358989.052130 + Penalty 1583.640810 = -357405.411321 nChanged 0 SP:Iteration 42F (3324.919373 sec): 3 clusters Score: Raw -358989.052130 + Penalty 1583.640810 = -357405.411321 nChanged 0 Trying to split cluster 29 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3324.933889 sec): 2 clusters Score: Raw -65831.648598 + Penalty 652.852170 = -65178.796428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3324.938300 sec): 3 clusters Score: Raw -65525.232447 + Penalty 1305.704339 = -64219.528108 nChanged 363 SP:Iteration 1F (3324.942219 sec): 3 clusters Score: Raw -66234.313683 + Penalty 1305.704339 = -64928.609344 nChanged 141 SP:Iteration 2F (3324.946096 sec): 3 clusters Score: Raw -66538.179657 + Penalty 1305.704339 = -65232.475318 nChanged 68 SP:Iteration 3F (3324.950053 sec): 3 clusters Score: Raw -66758.421994 + Penalty 1305.704339 = -65452.717655 nChanged 45 SP:Iteration 4Q (3324.953902 sec): 3 clusters Score: Raw -66837.938146 + Penalty 1305.704339 = -65532.233807 nChanged 21 SP:Iteration 5Q (3324.957663 sec): 3 clusters Score: Raw -66872.452280 + Penalty 1305.704339 = -65566.747941 nChanged 13 SP:Iteration 6Q (3324.961363 sec): 3 clusters Score: Raw -66888.464756 + Penalty 1305.704339 = -65582.760417 nChanged 7 SP:Iteration 7Q (3324.965072 sec): 3 clusters Score: Raw -66899.137611 + Penalty 1305.704339 = -65593.433272 nChanged 6 SP:Iteration 8Q (3324.968790 sec): 3 clusters Score: Raw -66920.703871 + Penalty 1305.704339 = -65614.999531 nChanged 9 SP:Iteration 9Q (3324.972475 sec): 3 clusters Score: Raw -66936.003700 + Penalty 1305.704339 = -65630.299361 nChanged 5 SP:Iteration 10Q (3324.976165 sec): 3 clusters Score: Raw -66944.422804 + Penalty 1305.704339 = -65638.718465 nChanged 2 SP:Iteration 11Q (3324.979842 sec): 3 clusters Score: Raw -66946.690544 + Penalty 1305.704339 = -65640.986204 nChanged 3 SP:Iteration 12Q (3324.983493 sec): 3 clusters Score: Raw -66949.078092 + Penalty 1305.704339 = -65643.373753 nChanged 3 SP:Iteration 13Q (3324.987281 sec): 3 clusters Score: Raw -66952.038538 + Penalty 1305.704339 = -65646.334199 nChanged 2 SP:Iteration 14Q (3324.990985 sec): 3 clusters Score: Raw -66953.656530 + Penalty 1305.704339 = -65647.952191 nChanged 1 SP:Iteration 15Q (3324.994636 sec): 3 clusters Score: Raw -66954.373483 + Penalty 1305.704339 = -65648.669143 nChanged 0 SP:Iteration 16F (3324.998549 sec): 3 clusters Score: Raw -66954.373483 + Penalty 1305.704339 = -65648.669143 nChanged 0 Score: Raw -69585406.012815 + Penalty 59620.935958 = -69525785.076857 Splitting cluster 29 changes total score from -69525948.613136 to -69525785.076857 So it's not getting split. Trying to split cluster 30 (7255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3342.221731 sec): 2 clusters Score: Raw -596835.123463 + Penalty 844.497386 = -595990.626077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3342.243521 sec): 3 clusters Score: Raw -592663.681405 + Penalty 1688.994771 = -590974.686633 nChanged 3176 SP:Iteration 1F (3342.264767 sec): 3 clusters Score: Raw -594647.939756 + Penalty 1688.994771 = -592958.944985 nChanged 640 SP:Iteration 2F (3342.285913 sec): 3 clusters Score: Raw -595236.657186 + Penalty 1688.994771 = -593547.662414 nChanged 609 SP:Iteration 3F (3342.307372 sec): 3 clusters Score: Raw -595780.577127 + Penalty 1688.994771 = -594091.582355 nChanged 578 SP:Iteration 4F (3342.328663 sec): 3 clusters Score: Raw -596254.506425 + Penalty 1688.994771 = -594565.511654 nChanged 466 SP:Iteration 5F (3342.350039 sec): 3 clusters Score: Raw -596564.481248 + Penalty 1688.994771 = -594875.486477 nChanged 353 SP:Iteration 6Q (3342.371486 sec): 3 clusters Score: Raw -596800.753240 + Penalty 1688.994771 = -595111.758468 nChanged 282 SP:Iteration 7Q (3342.392712 sec): 3 clusters Score: Raw -596957.859717 + Penalty 1688.994771 = -595268.864945 nChanged 173 SP:Iteration 8Q (3342.414133 sec): 3 clusters Score: Raw -597033.218144 + Penalty 1688.994771 = -595344.223373 nChanged 144 SP:Iteration 9Q (3342.435390 sec): 3 clusters Score: Raw -597090.566385 + Penalty 1688.994771 = -595401.571613 nChanged 118 SP:Iteration 10Q (3342.456673 sec): 3 clusters Score: Raw -597135.689530 + Penalty 1688.994771 = -595446.694759 nChanged 107 SP:Iteration 11Q (3342.477729 sec): 3 clusters Score: Raw -597176.387575 + Penalty 1688.994771 = -595487.392803 nChanged 97 SP:Iteration 12Q (3342.499117 sec): 3 clusters Score: Raw -597208.345371 + Penalty 1688.994771 = -595519.350600 nChanged 80 SP:Iteration 13Q (3342.520293 sec): 3 clusters Score: Raw -597232.007493 + Penalty 1688.994771 = -595543.012722 nChanged 74 SP:Iteration 14Q (3342.541365 sec): 3 clusters Score: Raw -597253.318716 + Penalty 1688.994771 = -595564.323944 nChanged 64 SP:Iteration 15Q (3342.562099 sec): 3 clusters Score: Raw -597273.308020 + Penalty 1688.994771 = -595584.313249 nChanged 67 SP:Iteration 16Q (3342.583348 sec): 3 clusters Score: Raw -597295.137542 + Penalty 1688.994771 = -595606.142771 nChanged 65 SP:Iteration 17Q (3342.604356 sec): 3 clusters Score: Raw -597317.835887 + Penalty 1688.994771 = -595628.841115 nChanged 70 SP:Iteration 18Q (3342.625422 sec): 3 clusters Score: Raw -597342.371885 + Penalty 1688.994771 = -595653.377114 nChanged 70 SP:Iteration 19Q (3342.646154 sec): 3 clusters Score: Raw -597366.961921 + Penalty 1688.994771 = -595677.967150 nChanged 64 SP:Iteration 20F (3342.667549 sec): 3 clusters Score: Raw -597386.119530 + Penalty 1688.994771 = -595697.124758 nChanged 52 SP:Iteration 21Q (3342.688167 sec): 3 clusters Score: Raw -597400.151311 + Penalty 1688.994771 = -595711.156540 nChanged 51 SP:Iteration 22Q (3342.708914 sec): 3 clusters Score: Raw -597417.160306 + Penalty 1688.994771 = -595728.165534 nChanged 51 SP:Iteration 23Q (3342.729605 sec): 3 clusters Score: Raw -597435.855845 + Penalty 1688.994771 = -595746.861074 nChanged 45 SP:Iteration 24Q (3342.750471 sec): 3 clusters Score: Raw -597451.503004 + Penalty 1688.994771 = -595762.508232 nChanged 52 SP:Iteration 25Q (3342.770820 sec): 3 clusters Score: Raw -597469.762953 + Penalty 1688.994771 = -595780.768182 nChanged 48 SP:Iteration 26Q (3342.791466 sec): 3 clusters Score: Raw -597486.020869 + Penalty 1688.994771 = -595797.026097 nChanged 51 SP:Iteration 27Q (3342.811901 sec): 3 clusters Score: Raw -597505.850767 + Penalty 1688.994771 = -595816.855996 nChanged 50 SP:Iteration 28Q (3342.832283 sec): 3 clusters Score: Raw -597521.349828 + Penalty 1688.994771 = -595832.355057 nChanged 31 SP:Iteration 29Q (3342.852659 sec): 3 clusters Score: Raw -597530.740336 + Penalty 1688.994771 = -595841.745564 nChanged 33 SP:Iteration 30Q (3342.873205 sec): 3 clusters Score: Raw -597538.953378 + Penalty 1688.994771 = -595849.958606 nChanged 28 SP:Iteration 31Q (3342.893653 sec): 3 clusters Score: Raw -597546.499925 + Penalty 1688.994771 = -595857.505153 nChanged 24 SP:Iteration 32Q (3342.913767 sec): 3 clusters Score: Raw -597553.037553 + Penalty 1688.994771 = -595864.042781 nChanged 28 SP:Iteration 33Q (3342.934030 sec): 3 clusters Score: Raw -597561.955076 + Penalty 1688.994771 = -595872.960305 nChanged 19 SP:Iteration 34Q (3342.954101 sec): 3 clusters Score: Raw -597568.309532 + Penalty 1688.994771 = -595879.314761 nChanged 13 SP:Iteration 35Q (3342.974181 sec): 3 clusters Score: Raw -597572.491005 + Penalty 1688.994771 = -595883.496234 nChanged 12 SP:Iteration 36Q (3342.994328 sec): 3 clusters Score: Raw -597574.556504 + Penalty 1688.994771 = -595885.561733 nChanged 8 SP:Iteration 37Q (3343.014380 sec): 3 clusters Score: Raw -597575.925852 + Penalty 1688.994771 = -595886.931080 nChanged 7 SP:Iteration 38Q (3343.034408 sec): 3 clusters Score: Raw -597576.941858 + Penalty 1688.994771 = -595887.947087 nChanged 2 SP:Iteration 39Q (3343.054592 sec): 3 clusters Score: Raw -597577.226756 + Penalty 1688.994771 = -595888.231984 nChanged 1 SP:Iteration 40F (3343.075942 sec): 3 clusters Score: Raw -597577.347195 + Penalty 1688.994771 = -595888.352424 nChanged 2 SP:Iteration 41Q (3343.095953 sec): 3 clusters Score: Raw -597577.649110 + Penalty 1688.994771 = -595888.654339 nChanged 0 SP:Iteration 42F (3343.117545 sec): 3 clusters Score: Raw -597577.649110 + Penalty 1688.994771 = -595888.654339 nChanged 0 Trying to split cluster 31 (8332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3343.138846 sec): 2 clusters Score: Raw -710725.233561 + Penalty 857.646586 = -709867.586975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3343.162261 sec): 3 clusters Score: Raw -705846.105370 + Penalty 1715.293172 = -704130.812197 nChanged 3663 SP:Iteration 1F (3343.184747 sec): 3 clusters Score: Raw -707981.103921 + Penalty 1715.293172 = -706265.810749 nChanged 593 SP:Iteration 2F (3343.206780 sec): 3 clusters Score: Raw -708297.038200 + Penalty 1715.293172 = -706581.745028 nChanged 505 SP:Iteration 3F (3343.229125 sec): 3 clusters Score: Raw -708581.901319 + Penalty 1715.293172 = -706866.608147 nChanged 484 SP:Iteration 4F (3343.251466 sec): 3 clusters Score: Raw -708922.734414 + Penalty 1715.293172 = -707207.441242 nChanged 503 SP:Iteration 5F (3343.273872 sec): 3 clusters Score: Raw -709338.454818 + Penalty 1715.293172 = -707623.161646 nChanged 545 SP:Iteration 6F (3343.295904 sec): 3 clusters Score: Raw -709847.411105 + Penalty 1715.293172 = -708132.117933 nChanged 508 SP:Iteration 7F (3343.318187 sec): 3 clusters Score: Raw -710274.908473 + Penalty 1715.293172 = -708559.615300 nChanged 377 SP:Iteration 8Q (3343.340541 sec): 3 clusters Score: Raw -710528.083487 + Penalty 1715.293172 = -708812.790315 nChanged 256 SP:Iteration 9Q (3343.362512 sec): 3 clusters Score: Raw -710677.125768 + Penalty 1715.293172 = -708961.832596 nChanged 197 SP:Iteration 10Q (3343.384583 sec): 3 clusters Score: Raw -710811.225771 + Penalty 1715.293172 = -709095.932598 nChanged 175 SP:Iteration 11Q (3343.406478 sec): 3 clusters Score: Raw -710938.702549 + Penalty 1715.293172 = -709223.409377 nChanged 146 SP:Iteration 12Q (3343.428497 sec): 3 clusters Score: Raw -711006.579908 + Penalty 1715.293172 = -709291.286736 nChanged 94 SP:Iteration 13Q (3343.450633 sec): 3 clusters Score: Raw -711037.540354 + Penalty 1715.293172 = -709322.247182 nChanged 73 SP:Iteration 14Q (3343.472812 sec): 3 clusters Score: Raw -711057.749538 + Penalty 1715.293172 = -709342.456365 nChanged 51 SP:Iteration 15Q (3343.494599 sec): 3 clusters Score: Raw -711069.149043 + Penalty 1715.293172 = -709353.855871 nChanged 41 SP:Iteration 16Q (3343.516550 sec): 3 clusters Score: Raw -711078.108648 + Penalty 1715.293172 = -709362.815476 nChanged 31 SP:Iteration 17Q (3343.538390 sec): 3 clusters Score: Raw -711083.643998 + Penalty 1715.293172 = -709368.350826 nChanged 23 SP:Iteration 18Q (3343.559993 sec): 3 clusters Score: Raw -711086.591923 + Penalty 1715.293172 = -709371.298750 nChanged 15 SP:Iteration 19Q (3343.581595 sec): 3 clusters Score: Raw -711088.054393 + Penalty 1715.293172 = -709372.761220 nChanged 7 SP:Iteration 20F (3343.604232 sec): 3 clusters Score: Raw -711088.564111 + Penalty 1715.293172 = -709373.270939 nChanged 4 SP:Iteration 21Q (3343.626099 sec): 3 clusters Score: Raw -711088.905299 + Penalty 1715.293172 = -709373.612127 nChanged 2 SP:Iteration 22Q (3343.648115 sec): 3 clusters Score: Raw -711089.004865 + Penalty 1715.293172 = -709373.711692 nChanged 2 SP:Iteration 23Q (3343.669822 sec): 3 clusters Score: Raw -711089.141558 + Penalty 1715.293172 = -709373.848386 nChanged 0 SP:Iteration 24F (3343.692391 sec): 3 clusters Score: Raw -711089.141558 + Penalty 1715.293172 = -709373.848386 nChanged 0 Trying to split cluster 32 (3285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3343.708366 sec): 2 clusters Score: Raw -284184.547695 + Penalty 769.226583 = -283415.321112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3343.721254 sec): 3 clusters Score: Raw -282437.461524 + Penalty 1538.453167 = -280899.008357 nChanged 1338 SP:Iteration 1F (3343.733135 sec): 3 clusters Score: Raw -283214.282682 + Penalty 1538.453167 = -281675.829515 nChanged 241 SP:Iteration 2F (3343.745041 sec): 3 clusters Score: Raw -283344.374086 + Penalty 1538.453167 = -281805.920919 nChanged 180 SP:Iteration 3F (3343.756857 sec): 3 clusters Score: Raw -283445.733879 + Penalty 1538.453167 = -281907.280712 nChanged 165 SP:Iteration 4F (3343.768679 sec): 3 clusters Score: Raw -283533.578285 + Penalty 1538.453167 = -281995.125118 nChanged 140 SP:Iteration 5Q (3343.780587 sec): 3 clusters Score: Raw -283609.706684 + Penalty 1538.453167 = -282071.253518 nChanged 146 SP:Iteration 6Q (3343.792462 sec): 3 clusters Score: Raw -283691.956977 + Penalty 1538.453167 = -282153.503810 nChanged 128 SP:Iteration 7Q (3343.804211 sec): 3 clusters Score: Raw -283775.055102 + Penalty 1538.453167 = -282236.601935 nChanged 121 SP:Iteration 8Q (3343.816057 sec): 3 clusters Score: Raw -283864.945669 + Penalty 1538.453167 = -282326.492502 nChanged 127 SP:Iteration 9Q (3343.827884 sec): 3 clusters Score: Raw -283968.080688 + Penalty 1538.453167 = -282429.627521 nChanged 102 SP:Iteration 10Q (3343.839523 sec): 3 clusters Score: Raw -284046.440066 + Penalty 1538.453167 = -282507.986899 nChanged 71 SP:Iteration 11Q (3343.851147 sec): 3 clusters Score: Raw -284101.780821 + Penalty 1538.453167 = -282563.327654 nChanged 50 SP:Iteration 12Q (3343.862591 sec): 3 clusters Score: Raw -284140.340143 + Penalty 1538.453167 = -282601.886976 nChanged 38 SP:Iteration 13Q (3343.873936 sec): 3 clusters Score: Raw -284162.191980 + Penalty 1538.453167 = -282623.738813 nChanged 20 SP:Iteration 14Q (3343.885337 sec): 3 clusters Score: Raw -284174.692138 + Penalty 1538.453167 = -282636.238972 nChanged 20 SP:Iteration 15Q (3343.896712 sec): 3 clusters Score: Raw -284185.530564 + Penalty 1538.453167 = -282647.077397 nChanged 17 SP:Iteration 16Q (3343.907965 sec): 3 clusters Score: Raw -284195.077625 + Penalty 1538.453167 = -282656.624459 nChanged 11 SP:Iteration 17Q (3343.919202 sec): 3 clusters Score: Raw -284200.513584 + Penalty 1538.453167 = -282662.060417 nChanged 11 SP:Iteration 18Q (3343.930483 sec): 3 clusters Score: Raw -284205.693312 + Penalty 1538.453167 = -282667.240145 nChanged 10 SP:Iteration 19Q (3343.941807 sec): 3 clusters Score: Raw -284209.424897 + Penalty 1538.453167 = -282670.971730 nChanged 4 SP:Iteration 20F (3343.953536 sec): 3 clusters Score: Raw -284211.380267 + Penalty 1538.453167 = -282672.927100 nChanged 3 SP:Iteration 21Q (3343.964862 sec): 3 clusters Score: Raw -284213.482228 + Penalty 1538.453167 = -282675.029061 nChanged 5 SP:Iteration 22Q (3343.976130 sec): 3 clusters Score: Raw -284215.543889 + Penalty 1538.453167 = -282677.090722 nChanged 5 SP:Iteration 23Q (3343.987417 sec): 3 clusters Score: Raw -284217.569197 + Penalty 1538.453167 = -282679.116030 nChanged 7 SP:Iteration 24Q (3343.998738 sec): 3 clusters Score: Raw -284223.054897 + Penalty 1538.453167 = -282684.601730 nChanged 9 SP:Iteration 25Q (3344.009901 sec): 3 clusters Score: Raw -284229.289559 + Penalty 1538.453167 = -282690.836392 nChanged 7 SP:Iteration 26Q (3344.021133 sec): 3 clusters Score: Raw -284233.766936 + Penalty 1538.453167 = -282695.313769 nChanged 7 SP:Iteration 27Q (3344.032407 sec): 3 clusters Score: Raw -284239.839900 + Penalty 1538.453167 = -282701.386733 nChanged 6 SP:Iteration 28Q (3344.043627 sec): 3 clusters Score: Raw -284243.611656 + Penalty 1538.453167 = -282705.158489 nChanged 3 SP:Iteration 29Q (3344.054846 sec): 3 clusters Score: Raw -284244.981259 + Penalty 1538.453167 = -282706.528092 nChanged 1 SP:Iteration 30Q (3344.066053 sec): 3 clusters Score: Raw -284246.097355 + Penalty 1538.453167 = -282707.644188 nChanged 2 SP:Iteration 31Q (3344.077250 sec): 3 clusters Score: Raw -284247.113590 + Penalty 1538.453167 = -282708.660423 nChanged 1 SP:Iteration 32Q (3344.088431 sec): 3 clusters Score: Raw -284248.137527 + Penalty 1538.453167 = -282709.684360 nChanged 2 SP:Iteration 33Q (3344.099482 sec): 3 clusters Score: Raw -284249.036922 + Penalty 1538.453167 = -282710.583755 nChanged 0 SP:Iteration 34F (3344.111198 sec): 3 clusters Score: Raw -284249.036922 + Penalty 1538.453167 = -282710.583755 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3344.124800 sec): 2 clusters Score: Raw -41685.735332 + Penalty 588.855478 = -41096.879854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3344.127382 sec): 3 clusters Score: Raw -41532.845361 + Penalty 1177.710956 = -40355.134405 nChanged 132 SP:Iteration 1F (3344.129642 sec): 3 clusters Score: Raw -41665.168324 + Penalty 1177.710956 = -40487.457368 nChanged 39 SP:Iteration 2F (3344.131899 sec): 3 clusters Score: Raw -41717.191322 + Penalty 1177.710956 = -40539.480366 nChanged 29 SP:Iteration 3F (3344.134169 sec): 3 clusters Score: Raw -41752.216352 + Penalty 1177.710956 = -40574.505396 nChanged 13 SP:Iteration 4Q (3344.136402 sec): 3 clusters Score: Raw -41770.494823 + Penalty 1177.710956 = -40592.783867 nChanged 9 SP:Iteration 5Q (3344.138648 sec): 3 clusters Score: Raw -41783.091936 + Penalty 1177.710956 = -40605.380980 nChanged 8 SP:Iteration 6Q (3344.140888 sec): 3 clusters Score: Raw -41796.583447 + Penalty 1177.710956 = -40618.872491 nChanged 8 SP:Iteration 7Q (3344.143114 sec): 3 clusters Score: Raw -41810.098881 + Penalty 1177.710956 = -40632.387925 nChanged 7 SP:Iteration 8Q (3344.145346 sec): 3 clusters Score: Raw -41816.845735 + Penalty 1177.710956 = -40639.134779 nChanged 5 SP:Iteration 9Q (3344.147580 sec): 3 clusters Score: Raw -41820.985497 + Penalty 1177.710956 = -40643.274541 nChanged 4 SP:Iteration 10Q (3344.149834 sec): 3 clusters Score: Raw -41828.157148 + Penalty 1177.710956 = -40650.446191 nChanged 3 SP:Iteration 11Q (3344.152056 sec): 3 clusters Score: Raw -41830.543871 + Penalty 1177.710956 = -40652.832915 nChanged 1 SP:Iteration 12Q (3344.154263 sec): 3 clusters Score: Raw -41832.235642 + Penalty 1177.710956 = -40654.524686 nChanged 2 SP:Iteration 13Q (3344.156487 sec): 3 clusters Score: Raw -41833.885084 + Penalty 1177.710956 = -40656.174128 nChanged 1 SP:Iteration 14Q (3344.158791 sec): 3 clusters Score: Raw -41834.934117 + Penalty 1177.710956 = -40657.223161 nChanged 0 SP:Iteration 15F (3344.161013 sec): 3 clusters Score: Raw -41834.934117 + Penalty 1177.710956 = -40657.223161 nChanged 0 Trying to split cluster 34 (1971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3344.176761 sec): 2 clusters Score: Raw -179370.218987 + Penalty 720.698149 = -178649.520838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3344.184841 sec): 3 clusters Score: Raw -178421.774591 + Penalty 1441.396298 = -176980.378292 nChanged 775 SP:Iteration 1F (3344.192247 sec): 3 clusters Score: Raw -178982.825473 + Penalty 1441.396298 = -177541.429175 nChanged 168 SP:Iteration 2F (3344.199518 sec): 3 clusters Score: Raw -179118.630815 + Penalty 1441.396298 = -177677.234516 nChanged 114 SP:Iteration 3F (3344.206961 sec): 3 clusters Score: Raw -179201.008347 + Penalty 1441.396298 = -177759.612049 nChanged 81 SP:Iteration 4Q (3344.214389 sec): 3 clusters Score: Raw -179263.624454 + Penalty 1441.396298 = -177822.228156 nChanged 81 SP:Iteration 5Q (3344.221770 sec): 3 clusters Score: Raw -179324.262825 + Penalty 1441.396298 = -177882.866527 nChanged 67 SP:Iteration 6Q (3344.229066 sec): 3 clusters Score: Raw -179380.879111 + Penalty 1441.396298 = -177939.482812 nChanged 54 SP:Iteration 7Q (3344.236317 sec): 3 clusters Score: Raw -179418.884278 + Penalty 1441.396298 = -177977.487980 nChanged 45 SP:Iteration 8Q (3344.243683 sec): 3 clusters Score: Raw -179449.481149 + Penalty 1441.396298 = -178008.084850 nChanged 44 SP:Iteration 9Q (3344.251032 sec): 3 clusters Score: Raw -179475.642717 + Penalty 1441.396298 = -178034.246419 nChanged 32 SP:Iteration 10Q (3344.258274 sec): 3 clusters Score: Raw -179500.328636 + Penalty 1441.396298 = -178058.932337 nChanged 31 SP:Iteration 11Q (3344.265487 sec): 3 clusters Score: Raw -179522.356786 + Penalty 1441.396298 = -178080.960488 nChanged 29 SP:Iteration 12Q (3344.272702 sec): 3 clusters Score: Raw -179537.738363 + Penalty 1441.396298 = -178096.342065 nChanged 24 SP:Iteration 13Q (3344.280000 sec): 3 clusters Score: Raw -179551.788104 + Penalty 1441.396298 = -178110.391805 nChanged 22 SP:Iteration 14Q (3344.287184 sec): 3 clusters Score: Raw -179570.230027 + Penalty 1441.396298 = -178128.833729 nChanged 26 SP:Iteration 15Q (3344.294432 sec): 3 clusters Score: Raw -179590.664133 + Penalty 1441.396298 = -178149.267835 nChanged 22 SP:Iteration 16Q (3344.301663 sec): 3 clusters Score: Raw -179604.821801 + Penalty 1441.396298 = -178163.425502 nChanged 18 SP:Iteration 17Q (3344.308859 sec): 3 clusters Score: Raw -179613.709628 + Penalty 1441.396298 = -178172.313330 nChanged 13 SP:Iteration 18Q (3344.316091 sec): 3 clusters Score: Raw -179621.570564 + Penalty 1441.396298 = -178180.174266 nChanged 16 SP:Iteration 19Q (3344.323303 sec): 3 clusters Score: Raw -179631.453089 + Penalty 1441.396298 = -178190.056790 nChanged 13 SP:Iteration 20F (3344.330667 sec): 3 clusters Score: Raw -179642.996958 + Penalty 1441.396298 = -178201.600659 nChanged 19 SP:Iteration 21Q (3344.337817 sec): 3 clusters Score: Raw -179657.657125 + Penalty 1441.396298 = -178216.260827 nChanged 17 SP:Iteration 22Q (3344.344967 sec): 3 clusters Score: Raw -179668.110975 + Penalty 1441.396298 = -178226.714677 nChanged 15 SP:Iteration 23Q (3344.352104 sec): 3 clusters Score: Raw -179673.440121 + Penalty 1441.396298 = -178232.043822 nChanged 6 SP:Iteration 24Q (3344.359234 sec): 3 clusters Score: Raw -179674.803962 + Penalty 1441.396298 = -178233.407663 nChanged 5 SP:Iteration 25Q (3344.366410 sec): 3 clusters Score: Raw -179678.313890 + Penalty 1441.396298 = -178236.917592 nChanged 7 SP:Iteration 26Q (3344.373543 sec): 3 clusters Score: Raw -179680.619157 + Penalty 1441.396298 = -178239.222858 nChanged 3 SP:Iteration 27Q (3344.380685 sec): 3 clusters Score: Raw -179682.262728 + Penalty 1441.396298 = -178240.866430 nChanged 1 SP:Iteration 28Q (3344.387793 sec): 3 clusters Score: Raw -179682.861717 + Penalty 1441.396298 = -178241.465419 nChanged 3 SP:Iteration 29Q (3344.394954 sec): 3 clusters Score: Raw -179684.073611 + Penalty 1441.396298 = -178242.677313 nChanged 5 SP:Iteration 30Q (3344.402092 sec): 3 clusters Score: Raw -179685.026807 + Penalty 1441.396298 = -178243.630509 nChanged 2 SP:Iteration 31Q (3344.409304 sec): 3 clusters Score: Raw -179685.775367 + Penalty 1441.396298 = -178244.379069 nChanged 0 SP:Iteration 32F (3344.416596 sec): 3 clusters Score: Raw -179685.775367 + Penalty 1441.396298 = -178244.379069 nChanged 0 Trying to split cluster 35 (5087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3344.435022 sec): 2 clusters Score: Raw -414280.137708 + Penalty 810.772137 = -413469.365571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3344.454190 sec): 3 clusters Score: Raw -411462.051328 + Penalty 1621.544274 = -409840.507054 nChanged 2161 SP:Iteration 1F (3344.472758 sec): 3 clusters Score: Raw -412600.004182 + Penalty 1621.544274 = -410978.459909 nChanged 304 SP:Iteration 2F (3344.491303 sec): 3 clusters Score: Raw -412739.472953 + Penalty 1621.544274 = -411117.928679 nChanged 269 SP:Iteration 3F (3344.509703 sec): 3 clusters Score: Raw -412872.642389 + Penalty 1621.544274 = -411251.098116 nChanged 256 SP:Iteration 4F (3344.528085 sec): 3 clusters Score: Raw -413037.710927 + Penalty 1621.544274 = -411416.166653 nChanged 305 SP:Iteration 5F (3344.546267 sec): 3 clusters Score: Raw -413262.686668 + Penalty 1621.544274 = -411641.142395 nChanged 294 SP:Iteration 6F (3344.564687 sec): 3 clusters Score: Raw -413493.484985 + Penalty 1621.544274 = -411871.940711 nChanged 289 SP:Iteration 7F (3344.583011 sec): 3 clusters Score: Raw -413724.555790 + Penalty 1621.544274 = -412103.011516 nChanged 264 SP:Iteration 8F (3344.601553 sec): 3 clusters Score: Raw -413927.995567 + Penalty 1621.544274 = -412306.451293 nChanged 189 SP:Iteration 9Q (3344.619630 sec): 3 clusters Score: Raw -414059.226920 + Penalty 1621.544274 = -412437.682647 nChanged 145 SP:Iteration 10Q (3344.637771 sec): 3 clusters Score: Raw -414146.114081 + Penalty 1621.544274 = -412524.569808 nChanged 111 SP:Iteration 11Q (3344.655897 sec): 3 clusters Score: Raw -414208.416487 + Penalty 1621.544274 = -412586.872214 nChanged 80 SP:Iteration 12Q (3344.674319 sec): 3 clusters Score: Raw -414253.510172 + Penalty 1621.544274 = -412631.965898 nChanged 68 SP:Iteration 13Q (3344.692626 sec): 3 clusters Score: Raw -414282.570232 + Penalty 1621.544274 = -412661.025959 nChanged 53 SP:Iteration 14Q (3344.711004 sec): 3 clusters Score: Raw -414304.667789 + Penalty 1621.544274 = -412683.123515 nChanged 36 SP:Iteration 15Q (3344.729269 sec): 3 clusters Score: Raw -414317.774413 + Penalty 1621.544274 = -412696.230140 nChanged 24 SP:Iteration 16Q (3344.747544 sec): 3 clusters Score: Raw -414329.136880 + Penalty 1621.544274 = -412707.592606 nChanged 33 SP:Iteration 17Q (3344.765640 sec): 3 clusters Score: Raw -414340.583089 + Penalty 1621.544274 = -412719.038815 nChanged 27 SP:Iteration 18Q (3344.783774 sec): 3 clusters Score: Raw -414350.860002 + Penalty 1621.544274 = -412729.315729 nChanged 31 SP:Iteration 19Q (3344.801761 sec): 3 clusters Score: Raw -414364.481551 + Penalty 1621.544274 = -412742.937278 nChanged 38 SP:Iteration 20F (3344.820179 sec): 3 clusters Score: Raw -414380.213882 + Penalty 1621.544274 = -412758.669608 nChanged 29 SP:Iteration 21Q (3344.838214 sec): 3 clusters Score: Raw -414390.635939 + Penalty 1621.544274 = -412769.091665 nChanged 21 SP:Iteration 22Q (3344.856201 sec): 3 clusters Score: Raw -414399.468516 + Penalty 1621.544274 = -412777.924243 nChanged 26 SP:Iteration 23Q (3344.874159 sec): 3 clusters Score: Raw -414409.099346 + Penalty 1621.544274 = -412787.555072 nChanged 18 SP:Iteration 24Q (3344.891996 sec): 3 clusters Score: Raw -414417.448997 + Penalty 1621.544274 = -412795.904723 nChanged 18 SP:Iteration 25Q (3344.909732 sec): 3 clusters Score: Raw -414430.675842 + Penalty 1621.544274 = -412809.131569 nChanged 25 SP:Iteration 26Q (3344.927515 sec): 3 clusters Score: Raw -414456.497107 + Penalty 1621.544274 = -412834.952834 nChanged 35 SP:Iteration 27Q (3344.945366 sec): 3 clusters Score: Raw -414500.536605 + Penalty 1621.544274 = -412878.992331 nChanged 45 SP:Iteration 28Q (3344.962905 sec): 3 clusters Score: Raw -414553.830078 + Penalty 1621.544274 = -412932.285805 nChanged 38 SP:Iteration 29Q (3344.980029 sec): 3 clusters Score: Raw -414585.673760 + Penalty 1621.544274 = -412964.129486 nChanged 36 SP:Iteration 30Q (3344.997512 sec): 3 clusters Score: Raw -414607.549156 + Penalty 1621.544274 = -412986.004882 nChanged 21 SP:Iteration 31Q (3345.014939 sec): 3 clusters Score: Raw -414625.141618 + Penalty 1621.544274 = -413003.597345 nChanged 19 SP:Iteration 32Q (3345.032324 sec): 3 clusters Score: Raw -414639.616545 + Penalty 1621.544274 = -413018.072272 nChanged 18 SP:Iteration 33Q (3345.049628 sec): 3 clusters Score: Raw -414647.784020 + Penalty 1621.544274 = -413026.239747 nChanged 10 SP:Iteration 34Q (3345.066768 sec): 3 clusters Score: Raw -414652.877940 + Penalty 1621.544274 = -413031.333666 nChanged 11 SP:Iteration 35Q (3345.083852 sec): 3 clusters Score: Raw -414657.121873 + Penalty 1621.544274 = -413035.577599 nChanged 8 SP:Iteration 36Q (3345.105473 sec): 3 clusters Score: Raw -414661.913864 + Penalty 1621.544274 = -413040.369590 nChanged 8 SP:Iteration 37Q (3345.122745 sec): 3 clusters Score: Raw -414666.504969 + Penalty 1621.544274 = -413044.960695 nChanged 11 SP:Iteration 38Q (3345.139990 sec): 3 clusters Score: Raw -414674.066892 + Penalty 1621.544274 = -413052.522618 nChanged 10 SP:Iteration 39Q (3345.157207 sec): 3 clusters Score: Raw -414678.076713 + Penalty 1621.544274 = -413056.532440 nChanged 11 SP:Iteration 40F (3345.175632 sec): 3 clusters Score: Raw -414680.903246 + Penalty 1621.544274 = -413059.358973 nChanged 2 SP:Iteration 41Q (3345.192649 sec): 3 clusters Score: Raw -414681.418447 + Penalty 1621.544274 = -413059.874173 nChanged 2 SP:Iteration 42Q (3345.209651 sec): 3 clusters Score: Raw -414681.645402 + Penalty 1621.544274 = -413060.101128 nChanged 1 SP:Iteration 43Q (3345.226653 sec): 3 clusters Score: Raw -414681.936990 + Penalty 1621.544274 = -413060.392717 nChanged 1 SP:Iteration 44Q (3345.243817 sec): 3 clusters Score: Raw -414682.032416 + Penalty 1621.544274 = -413060.488142 nChanged 0 SP:Iteration 45F (3345.262246 sec): 3 clusters Score: Raw -414682.032416 + Penalty 1621.544274 = -413060.488142 nChanged 0 Trying to split cluster 36 (14834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3345.290286 sec): 2 clusters Score: Raw -1292047.805454 + Penalty 912.444327 = -1291135.361127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3345.320612 sec): 3 clusters Score: Raw -1282930.389115 + Penalty 1824.888653 = -1281105.500462 nChanged 6818 SP:Iteration 1F (3345.350442 sec): 3 clusters Score: Raw -1286853.674025 + Penalty 1824.888653 = -1285028.785372 nChanged 995 SP:Iteration 2F (3345.380240 sec): 3 clusters Score: Raw -1287374.403932 + Penalty 1824.888653 = -1285549.515279 nChanged 1090 SP:Iteration 3F (3345.410101 sec): 3 clusters Score: Raw -1288074.219001 + Penalty 1824.888653 = -1286249.330348 nChanged 1152 SP:Iteration 4F (3345.439913 sec): 3 clusters Score: Raw -1288943.282485 + Penalty 1824.888653 = -1287118.393832 nChanged 1110 SP:Iteration 5F (3345.469668 sec): 3 clusters Score: Raw -1289768.616167 + Penalty 1824.888653 = -1287943.727514 nChanged 939 SP:Iteration 6F (3345.499541 sec): 3 clusters Score: Raw -1290398.566658 + Penalty 1824.888653 = -1288573.678005 nChanged 720 SP:Iteration 7Q (3345.529630 sec): 3 clusters Score: Raw -1290844.936062 + Penalty 1824.888653 = -1289020.047409 nChanged 540 SP:Iteration 8Q (3345.559725 sec): 3 clusters Score: Raw -1291147.920564 + Penalty 1824.888653 = -1289323.031910 nChanged 408 SP:Iteration 9Q (3345.589722 sec): 3 clusters Score: Raw -1291350.814284 + Penalty 1824.888653 = -1289525.925631 nChanged 306 SP:Iteration 10Q (3345.619796 sec): 3 clusters Score: Raw -1291498.933238 + Penalty 1824.888653 = -1289674.044585 nChanged 228 SP:Iteration 11Q (3345.649534 sec): 3 clusters Score: Raw -1291607.414944 + Penalty 1824.888653 = -1289782.526291 nChanged 189 SP:Iteration 12Q (3345.679569 sec): 3 clusters Score: Raw -1291699.072070 + Penalty 1824.888653 = -1289874.183417 nChanged 156 SP:Iteration 13Q (3345.709359 sec): 3 clusters Score: Raw -1291781.899166 + Penalty 1824.888653 = -1289957.010513 nChanged 143 SP:Iteration 14Q (3345.739107 sec): 3 clusters Score: Raw -1291859.312511 + Penalty 1824.888653 = -1290034.423857 nChanged 116 SP:Iteration 15Q (3345.768697 sec): 3 clusters Score: Raw -1291915.340173 + Penalty 1824.888653 = -1290090.451520 nChanged 83 SP:Iteration 16Q (3345.797872 sec): 3 clusters Score: Raw -1291952.294367 + Penalty 1824.888653 = -1290127.405714 nChanged 62 SP:Iteration 17Q (3345.826672 sec): 3 clusters Score: Raw -1291976.468230 + Penalty 1824.888653 = -1290151.579577 nChanged 45 SP:Iteration 18Q (3345.855399 sec): 3 clusters Score: Raw -1292000.201286 + Penalty 1824.888653 = -1290175.312633 nChanged 50 SP:Iteration 19Q (3345.884027 sec): 3 clusters Score: Raw -1292025.108330 + Penalty 1824.888653 = -1290200.219677 nChanged 36 SP:Iteration 20F (3345.914193 sec): 3 clusters Score: Raw -1292042.804369 + Penalty 1824.888653 = -1290217.915716 nChanged 31 SP:Iteration 21Q (3345.942437 sec): 3 clusters Score: Raw -1292059.471475 + Penalty 1824.888653 = -1290234.582821 nChanged 27 SP:Iteration 22Q (3345.970146 sec): 3 clusters Score: Raw -1292078.780356 + Penalty 1824.888653 = -1290253.891702 nChanged 26 SP:Iteration 23Q (3345.997893 sec): 3 clusters Score: Raw -1292096.136663 + Penalty 1824.888653 = -1290271.248010 nChanged 28 SP:Iteration 24Q (3346.025359 sec): 3 clusters Score: Raw -1292113.702083 + Penalty 1824.888653 = -1290288.813430 nChanged 20 SP:Iteration 25Q (3346.052636 sec): 3 clusters Score: Raw -1292127.784195 + Penalty 1824.888653 = -1290302.895542 nChanged 20 SP:Iteration 26Q (3346.079923 sec): 3 clusters Score: Raw -1292148.687006 + Penalty 1824.888653 = -1290323.798353 nChanged 23 SP:Iteration 27Q (3346.107022 sec): 3 clusters Score: Raw -1292167.859200 + Penalty 1824.888653 = -1290342.970547 nChanged 20 SP:Iteration 28Q (3346.133568 sec): 3 clusters Score: Raw -1292184.485727 + Penalty 1824.888653 = -1290359.597073 nChanged 17 SP:Iteration 29Q (3346.159974 sec): 3 clusters Score: Raw -1292198.789189 + Penalty 1824.888653 = -1290373.900536 nChanged 14 SP:Iteration 30Q (3346.186241 sec): 3 clusters Score: Raw -1292208.864816 + Penalty 1824.888653 = -1290383.976163 nChanged 13 SP:Iteration 31Q (3346.212547 sec): 3 clusters Score: Raw -1292218.897842 + Penalty 1824.888653 = -1290394.009189 nChanged 10 SP:Iteration 32Q (3346.254527 sec): 3 clusters Score: Raw -1292225.859081 + Penalty 1824.888653 = -1290400.970428 nChanged 6 SP:Iteration 33Q (3346.280383 sec): 3 clusters Score: Raw -1292229.646829 + Penalty 1824.888653 = -1290404.758176 nChanged 3 SP:Iteration 34Q (3346.307908 sec): 3 clusters Score: Raw -1292231.795659 + Penalty 1824.888653 = -1290406.907006 nChanged 6 SP:Iteration 35Q (3346.333903 sec): 3 clusters Score: Raw -1292235.951815 + Penalty 1824.888653 = -1290411.063162 nChanged 6 SP:Iteration 36Q (3346.361673 sec): 3 clusters Score: Raw -1292239.244415 + Penalty 1824.888653 = -1290414.355762 nChanged 9 SP:Iteration 37Q (3346.387871 sec): 3 clusters Score: Raw -1292245.926263 + Penalty 1824.888653 = -1290421.037610 nChanged 8 SP:Iteration 38Q (3346.413861 sec): 3 clusters Score: Raw -1292252.284177 + Penalty 1824.888653 = -1290427.395524 nChanged 6 SP:Iteration 39Q (3346.439864 sec): 3 clusters Score: Raw -1292257.141424 + Penalty 1824.888653 = -1290432.252771 nChanged 4 SP:Iteration 40F (3346.469546 sec): 3 clusters Score: Raw -1292258.967670 + Penalty 1824.888653 = -1290434.079017 nChanged 1 SP:Iteration 41Q (3346.495600 sec): 3 clusters Score: Raw -1292259.229687 + Penalty 1824.888653 = -1290434.341034 nChanged 0 SP:Iteration 42F (3346.525342 sec): 3 clusters Score: Raw -1292259.229687 + Penalty 1824.888653 = -1290434.341034 nChanged 0 Trying to split cluster 37 (6146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3346.543662 sec): 2 clusters Score: Raw -528251.086939 + Penalty 828.737891 = -527422.349049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3346.564215 sec): 3 clusters Score: Raw -524690.601619 + Penalty 1657.475781 = -523033.125838 nChanged 2746 SP:Iteration 1F (3346.584068 sec): 3 clusters Score: Raw -526209.871432 + Penalty 1657.475781 = -524552.395651 nChanged 393 SP:Iteration 2F (3346.604159 sec): 3 clusters Score: Raw -526374.807095 + Penalty 1657.475781 = -524717.331314 nChanged 328 SP:Iteration 3F (3346.624269 sec): 3 clusters Score: Raw -526517.300345 + Penalty 1657.475781 = -524859.824564 nChanged 305 SP:Iteration 4Q (3346.644406 sec): 3 clusters Score: Raw -526654.694883 + Penalty 1657.475781 = -524997.219102 nChanged 303 SP:Iteration 5Q (3346.664380 sec): 3 clusters Score: Raw -526797.711240 + Penalty 1657.475781 = -525140.235459 nChanged 283 SP:Iteration 6Q (3346.684214 sec): 3 clusters Score: Raw -526946.128093 + Penalty 1657.475781 = -525288.652312 nChanged 307 SP:Iteration 7Q (3346.704225 sec): 3 clusters Score: Raw -527128.391039 + Penalty 1657.475781 = -525470.915258 nChanged 321 SP:Iteration 8F (3346.724204 sec): 3 clusters Score: Raw -527340.758520 + Penalty 1657.475781 = -525683.282739 nChanged 306 SP:Iteration 9Q (3346.744214 sec): 3 clusters Score: Raw -527568.270461 + Penalty 1657.475781 = -525910.794680 nChanged 281 SP:Iteration 10Q (3346.764275 sec): 3 clusters Score: Raw -527775.103395 + Penalty 1657.475781 = -526117.627614 nChanged 219 SP:Iteration 11Q (3346.784246 sec): 3 clusters Score: Raw -527957.432533 + Penalty 1657.475781 = -526299.956752 nChanged 164 SP:Iteration 12Q (3346.804131 sec): 3 clusters Score: Raw -528085.277478 + Penalty 1657.475781 = -526427.801697 nChanged 119 SP:Iteration 13Q (3346.823650 sec): 3 clusters Score: Raw -528179.554974 + Penalty 1657.475781 = -526522.079193 nChanged 90 SP:Iteration 14Q (3346.842881 sec): 3 clusters Score: Raw -528240.293645 + Penalty 1657.475781 = -526582.817864 nChanged 53 SP:Iteration 15Q (3346.862170 sec): 3 clusters Score: Raw -528275.671020 + Penalty 1657.475781 = -526618.195239 nChanged 31 SP:Iteration 16Q (3346.881162 sec): 3 clusters Score: Raw -528300.218255 + Penalty 1657.475781 = -526642.742474 nChanged 32 SP:Iteration 17Q (3346.900066 sec): 3 clusters Score: Raw -528322.886597 + Penalty 1657.475781 = -526665.410816 nChanged 21 SP:Iteration 18Q (3346.918958 sec): 3 clusters Score: Raw -528339.052073 + Penalty 1657.475781 = -526681.576292 nChanged 15 SP:Iteration 19Q (3346.937694 sec): 3 clusters Score: Raw -528351.969855 + Penalty 1657.475781 = -526694.494074 nChanged 11 SP:Iteration 20F (3346.957721 sec): 3 clusters Score: Raw -528360.785002 + Penalty 1657.475781 = -526703.309221 nChanged 11 SP:Iteration 21Q (3346.976443 sec): 3 clusters Score: Raw -528369.996942 + Penalty 1657.475781 = -526712.521161 nChanged 10 SP:Iteration 22Q (3346.995396 sec): 3 clusters Score: Raw -528375.093113 + Penalty 1657.475781 = -526717.617332 nChanged 2 SP:Iteration 23Q (3347.014036 sec): 3 clusters Score: Raw -528376.510038 + Penalty 1657.475781 = -526719.034257 nChanged 1 SP:Iteration 24Q (3347.032725 sec): 3 clusters Score: Raw -528377.532363 + Penalty 1657.475781 = -526720.056582 nChanged 1 SP:Iteration 25Q (3347.051295 sec): 3 clusters Score: Raw -528377.776594 + Penalty 1657.475781 = -526720.300813 nChanged 0 SP:Iteration 26F (3347.107228 sec): 3 clusters Score: Raw -528377.776594 + Penalty 1657.475781 = -526720.300813 nChanged 0 Trying to split cluster 38 (8892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3347.138360 sec): 2 clusters Score: Raw -751743.284609 + Penalty 863.826191 = -750879.458418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3347.171524 sec): 3 clusters Score: Raw -746475.582787 + Penalty 1727.652382 = -744747.930405 nChanged 3961 SP:Iteration 1F (3347.194734 sec): 3 clusters Score: Raw -748596.581804 + Penalty 1727.652382 = -746868.929422 nChanged 493 SP:Iteration 2F (3347.217833 sec): 3 clusters Score: Raw -748803.724341 + Penalty 1727.652382 = -747076.071959 nChanged 463 SP:Iteration 3F (3347.241146 sec): 3 clusters Score: Raw -749037.792449 + Penalty 1727.652382 = -747310.140066 nChanged 464 SP:Iteration 4F (3347.264336 sec): 3 clusters Score: Raw -749336.733414 + Penalty 1727.652382 = -747609.081032 nChanged 451 SP:Iteration 5F (3347.287714 sec): 3 clusters Score: Raw -749606.441364 + Penalty 1727.652382 = -747878.788982 nChanged 423 SP:Iteration 6Q (3347.311080 sec): 3 clusters Score: Raw -749821.920668 + Penalty 1727.652382 = -748094.268286 nChanged 368 SP:Iteration 7Q (3347.334398 sec): 3 clusters Score: Raw -750010.342179 + Penalty 1727.652382 = -748282.689797 nChanged 345 SP:Iteration 8Q (3347.357649 sec): 3 clusters Score: Raw -750160.406188 + Penalty 1727.652382 = -748432.753806 nChanged 314 SP:Iteration 9Q (3347.380734 sec): 3 clusters Score: Raw -750276.119382 + Penalty 1727.652382 = -748548.467000 nChanged 269 SP:Iteration 10Q (3347.403929 sec): 3 clusters Score: Raw -750365.140124 + Penalty 1727.652382 = -748637.487742 nChanged 239 SP:Iteration 11Q (3347.427266 sec): 3 clusters Score: Raw -750445.233026 + Penalty 1727.652382 = -748717.580644 nChanged 222 SP:Iteration 12Q (3347.450074 sec): 3 clusters Score: Raw -750515.969779 + Penalty 1727.652382 = -748788.317397 nChanged 196 SP:Iteration 13Q (3347.473038 sec): 3 clusters Score: Raw -750579.597521 + Penalty 1727.652382 = -748851.945139 nChanged 194 SP:Iteration 14Q (3347.495955 sec): 3 clusters Score: Raw -750641.466044 + Penalty 1727.652382 = -748913.813661 nChanged 178 SP:Iteration 15Q (3347.518962 sec): 3 clusters Score: Raw -750693.423115 + Penalty 1727.652382 = -748965.770732 nChanged 160 SP:Iteration 16Q (3347.541844 sec): 3 clusters Score: Raw -750745.112423 + Penalty 1727.652382 = -749017.460041 nChanged 152 SP:Iteration 17Q (3347.564836 sec): 3 clusters Score: Raw -750788.138799 + Penalty 1727.652382 = -749060.486417 nChanged 119 SP:Iteration 18Q (3347.587635 sec): 3 clusters Score: Raw -750820.850305 + Penalty 1727.652382 = -749093.197922 nChanged 120 SP:Iteration 19Q (3347.610340 sec): 3 clusters Score: Raw -750851.218067 + Penalty 1727.652382 = -749123.565685 nChanged 129 SP:Iteration 20F (3347.633590 sec): 3 clusters Score: Raw -750884.585559 + Penalty 1727.652382 = -749156.933177 nChanged 119 SP:Iteration 21Q (3347.656447 sec): 3 clusters Score: Raw -750914.278664 + Penalty 1727.652382 = -749186.626282 nChanged 115 SP:Iteration 22Q (3347.679078 sec): 3 clusters Score: Raw -750945.707692 + Penalty 1727.652382 = -749218.055309 nChanged 117 SP:Iteration 23Q (3347.701695 sec): 3 clusters Score: Raw -750979.189848 + Penalty 1727.652382 = -749251.537466 nChanged 109 SP:Iteration 24Q (3347.724366 sec): 3 clusters Score: Raw -751011.572783 + Penalty 1727.652382 = -749283.920401 nChanged 110 SP:Iteration 25Q (3347.747012 sec): 3 clusters Score: Raw -751046.772502 + Penalty 1727.652382 = -749319.120120 nChanged 109 SP:Iteration 26Q (3347.769872 sec): 3 clusters Score: Raw -751081.402120 + Penalty 1727.652382 = -749353.749738 nChanged 115 SP:Iteration 27Q (3347.792564 sec): 3 clusters Score: Raw -751113.905555 + Penalty 1727.652382 = -749386.253172 nChanged 98 SP:Iteration 28Q (3347.814952 sec): 3 clusters Score: Raw -751139.357983 + Penalty 1727.652382 = -749411.705601 nChanged 90 SP:Iteration 29Q (3347.837526 sec): 3 clusters Score: Raw -751161.538674 + Penalty 1727.652382 = -749433.886292 nChanged 76 SP:Iteration 30Q (3347.859854 sec): 3 clusters Score: Raw -751182.576834 + Penalty 1727.652382 = -749454.924451 nChanged 85 SP:Iteration 31Q (3347.882351 sec): 3 clusters Score: Raw -751209.356609 + Penalty 1727.652382 = -749481.704227 nChanged 82 SP:Iteration 32Q (3347.904755 sec): 3 clusters Score: Raw -751230.890212 + Penalty 1727.652382 = -749503.237829 nChanged 78 SP:Iteration 33Q (3347.927151 sec): 3 clusters Score: Raw -751255.026310 + Penalty 1727.652382 = -749527.373928 nChanged 89 SP:Iteration 34Q (3347.949420 sec): 3 clusters Score: Raw -751284.895562 + Penalty 1727.652382 = -749557.243180 nChanged 81 SP:Iteration 35Q (3347.971781 sec): 3 clusters Score: Raw -751312.207341 + Penalty 1727.652382 = -749584.554958 nChanged 82 SP:Iteration 36Q (3347.993828 sec): 3 clusters Score: Raw -751343.731618 + Penalty 1727.652382 = -749616.079235 nChanged 91 SP:Iteration 37Q (3348.015823 sec): 3 clusters Score: Raw -751388.382887 + Penalty 1727.652382 = -749660.730505 nChanged 86 SP:Iteration 38Q (3348.037927 sec): 3 clusters Score: Raw -751433.294032 + Penalty 1727.652382 = -749705.641649 nChanged 90 SP:Iteration 39Q (3348.059814 sec): 3 clusters Score: Raw -751485.435998 + Penalty 1727.652382 = -749757.783615 nChanged 92 SP:Iteration 40F (3348.083052 sec): 3 clusters Score: Raw -751531.368544 + Penalty 1727.652382 = -749803.716161 nChanged 85 SP:Iteration 41Q (3348.105084 sec): 3 clusters Score: Raw -751576.985533 + Penalty 1727.652382 = -749849.333150 nChanged 81 SP:Iteration 42Q (3348.127067 sec): 3 clusters Score: Raw -751618.827337 + Penalty 1727.652382 = -749891.174955 nChanged 72 SP:Iteration 43Q (3348.148702 sec): 3 clusters Score: Raw -751657.840107 + Penalty 1727.652382 = -749930.187725 nChanged 55 SP:Iteration 44Q (3348.170597 sec): 3 clusters Score: Raw -751690.603475 + Penalty 1727.652382 = -749962.951092 nChanged 61 SP:Iteration 45Q (3348.192329 sec): 3 clusters Score: Raw -751721.355852 + Penalty 1727.652382 = -749993.703470 nChanged 54 SP:Iteration 46Q (3348.214053 sec): 3 clusters Score: Raw -751748.276232 + Penalty 1727.652382 = -750020.623849 nChanged 65 SP:Iteration 47Q (3348.235652 sec): 3 clusters Score: Raw -751780.542016 + Penalty 1727.652382 = -750052.889634 nChanged 44 SP:Iteration 48Q (3348.257409 sec): 3 clusters Score: Raw -751796.869355 + Penalty 1727.652382 = -750069.216973 nChanged 23 SP:Iteration 49Q (3348.278977 sec): 3 clusters Score: Raw -751803.935258 + Penalty 1727.652382 = -750076.282876 nChanged 23 SP:Iteration 50Q (3348.300413 sec): 3 clusters Score: Raw -751812.632778 + Penalty 1727.652382 = -750084.980396 nChanged 21 SP:Iteration 51Q (3348.321908 sec): 3 clusters Score: Raw -751820.514399 + Penalty 1727.652382 = -750092.862017 nChanged 21 SP:Iteration 52Q (3348.343673 sec): 3 clusters Score: Raw -751826.487829 + Penalty 1727.652382 = -750098.835447 nChanged 26 SP:Iteration 53Q (3348.365149 sec): 3 clusters Score: Raw -751837.200550 + Penalty 1727.652382 = -750109.548167 nChanged 24 SP:Iteration 54Q (3348.386747 sec): 3 clusters Score: Raw -751851.106204 + Penalty 1727.652382 = -750123.453821 nChanged 28 SP:Iteration 55Q (3348.408143 sec): 3 clusters Score: Raw -751867.613460 + Penalty 1727.652382 = -750139.961077 nChanged 26 SP:Iteration 56Q (3348.429637 sec): 3 clusters Score: Raw -751877.897424 + Penalty 1727.652382 = -750150.245042 nChanged 21 SP:Iteration 57Q (3348.450997 sec): 3 clusters Score: Raw -751886.092398 + Penalty 1727.652382 = -750158.440016 nChanged 22 SP:Iteration 58Q (3348.472271 sec): 3 clusters Score: Raw -751895.174368 + Penalty 1727.652382 = -750167.521986 nChanged 15 SP:Iteration 59Q (3348.493595 sec): 3 clusters Score: Raw -751902.326101 + Penalty 1727.652382 = -750174.673719 nChanged 15 SP:Iteration 60F (3348.517022 sec): 3 clusters Score: Raw -751910.277027 + Penalty 1727.652382 = -750182.624645 nChanged 14 SP:Iteration 61Q (3348.538225 sec): 3 clusters Score: Raw -751915.116409 + Penalty 1727.652382 = -750187.464027 nChanged 11 SP:Iteration 62Q (3348.559530 sec): 3 clusters Score: Raw -751921.030097 + Penalty 1727.652382 = -750193.377715 nChanged 20 SP:Iteration 63Q (3348.580753 sec): 3 clusters Score: Raw -751930.086649 + Penalty 1727.652382 = -750202.434267 nChanged 14 SP:Iteration 64Q (3348.602022 sec): 3 clusters Score: Raw -751937.304826 + Penalty 1727.652382 = -750209.652444 nChanged 14 SP:Iteration 65Q (3348.623303 sec): 3 clusters Score: Raw -751942.080442 + Penalty 1727.652382 = -750214.428060 nChanged 11 SP:Iteration 66Q (3348.644533 sec): 3 clusters Score: Raw -751947.618909 + Penalty 1727.652382 = -750219.966527 nChanged 11 SP:Iteration 67Q (3348.665917 sec): 3 clusters Score: Raw -751950.931595 + Penalty 1727.652382 = -750223.279213 nChanged 7 SP:Iteration 68Q (3348.687419 sec): 3 clusters Score: Raw -751953.735003 + Penalty 1727.652382 = -750226.082621 nChanged 8 SP:Iteration 69Q (3348.708571 sec): 3 clusters Score: Raw -751957.497961 + Penalty 1727.652382 = -750229.845578 nChanged 10 SP:Iteration 70Q (3348.730034 sec): 3 clusters Score: Raw -751961.860990 + Penalty 1727.652382 = -750234.208607 nChanged 11 SP:Iteration 71Q (3348.751184 sec): 3 clusters Score: Raw -751965.818531 + Penalty 1727.652382 = -750238.166148 nChanged 9 SP:Iteration 72Q (3348.772608 sec): 3 clusters Score: Raw -751971.798424 + Penalty 1727.652382 = -750244.146042 nChanged 11 SP:Iteration 73Q (3348.794079 sec): 3 clusters Score: Raw -751975.475172 + Penalty 1727.652382 = -750247.822790 nChanged 8 SP:Iteration 74Q (3348.815470 sec): 3 clusters Score: Raw -751978.154708 + Penalty 1727.652382 = -750250.502326 nChanged 3 SP:Iteration 75Q (3348.836606 sec): 3 clusters Score: Raw -751981.009647 + Penalty 1727.652382 = -750253.357264 nChanged 8 SP:Iteration 76Q (3348.858049 sec): 3 clusters Score: Raw -751986.966111 + Penalty 1727.652382 = -750259.313729 nChanged 6 SP:Iteration 77Q (3348.879158 sec): 3 clusters Score: Raw -751990.584475 + Penalty 1727.652382 = -750262.932092 nChanged 4 SP:Iteration 78Q (3348.900408 sec): 3 clusters Score: Raw -751992.803863 + Penalty 1727.652382 = -750265.151481 nChanged 7 SP:Iteration 79Q (3348.921409 sec): 3 clusters Score: Raw -751996.470019 + Penalty 1727.652382 = -750268.817637 nChanged 4 SP:Iteration 80F (3348.944566 sec): 3 clusters Score: Raw -751997.762175 + Penalty 1727.652382 = -750270.109793 nChanged 4 SP:Iteration 81Q (3348.965653 sec): 3 clusters Score: Raw -751998.682089 + Penalty 1727.652382 = -750271.029706 nChanged 2 SP:Iteration 82Q (3348.986712 sec): 3 clusters Score: Raw -751999.337656 + Penalty 1727.652382 = -750271.685274 nChanged 2 SP:Iteration 83Q (3349.008061 sec): 3 clusters Score: Raw -752000.437314 + Penalty 1727.652382 = -750272.784932 nChanged 3 SP:Iteration 84Q (3349.029172 sec): 3 clusters Score: Raw -752002.375650 + Penalty 1727.652382 = -750274.723268 nChanged 8 SP:Iteration 85Q (3349.050592 sec): 3 clusters Score: Raw -752005.110862 + Penalty 1727.652382 = -750277.458480 nChanged 5 SP:Iteration 86Q (3349.071951 sec): 3 clusters Score: Raw -752006.594079 + Penalty 1727.652382 = -750278.941697 nChanged 3 SP:Iteration 87Q (3349.093040 sec): 3 clusters Score: Raw -752008.006811 + Penalty 1727.652382 = -750280.354429 nChanged 3 SP:Iteration 88Q (3349.114215 sec): 3 clusters Score: Raw -752009.536322 + Penalty 1727.652382 = -750281.883939 nChanged 5 SP:Iteration 89Q (3349.135371 sec): 3 clusters Score: Raw -752012.156377 + Penalty 1727.652382 = -750284.503995 nChanged 4 SP:Iteration 90Q (3349.156578 sec): 3 clusters Score: Raw -752013.406459 + Penalty 1727.652382 = -750285.754077 nChanged 3 SP:Iteration 91Q (3349.177704 sec): 3 clusters Score: Raw -752014.970626 + Penalty 1727.652382 = -750287.318244 nChanged 2 SP:Iteration 92Q (3349.198918 sec): 3 clusters Score: Raw -752017.601076 + Penalty 1727.652382 = -750289.948694 nChanged 6 SP:Iteration 93Q (3349.220160 sec): 3 clusters Score: Raw -752020.828130 + Penalty 1727.652382 = -750293.175748 nChanged 6 SP:Iteration 94Q (3349.241149 sec): 3 clusters Score: Raw -752024.717428 + Penalty 1727.652382 = -750297.065046 nChanged 7 SP:Iteration 95Q (3349.262355 sec): 3 clusters Score: Raw -752027.751046 + Penalty 1727.652382 = -750300.098664 nChanged 7 SP:Iteration 96Q (3349.283691 sec): 3 clusters Score: Raw -752029.329286 + Penalty 1727.652382 = -750301.676903 nChanged 1 SP:Iteration 97Q (3349.304909 sec): 3 clusters Score: Raw -752029.563828 + Penalty 1727.652382 = -750301.911446 nChanged 0 SP:Iteration 98F (3349.328160 sec): 3 clusters Score: Raw -752029.563828 + Penalty 1727.652382 = -750301.911446 nChanged 0 Trying to split cluster 39 (1463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3349.342954 sec): 2 clusters Score: Raw -119290.928505 + Penalty 692.383218 = -118598.545287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3349.349168 sec): 3 clusters Score: Raw -118643.472643 + Penalty 1384.766436 = -117258.706207 nChanged 542 SP:Iteration 1F (3349.355000 sec): 3 clusters Score: Raw -119054.258552 + Penalty 1384.766436 = -117669.492116 nChanged 141 SP:Iteration 2F (3349.360654 sec): 3 clusters Score: Raw -119188.914434 + Penalty 1384.766436 = -117804.147998 nChanged 107 SP:Iteration 3F (3349.366268 sec): 3 clusters Score: Raw -119300.234069 + Penalty 1384.766436 = -117915.467633 nChanged 108 SP:Iteration 4F (3349.371847 sec): 3 clusters Score: Raw -119438.039702 + Penalty 1384.766436 = -118053.273265 nChanged 98 SP:Iteration 5F (3349.377474 sec): 3 clusters Score: Raw -119543.019640 + Penalty 1384.766436 = -118158.253204 nChanged 72 SP:Iteration 6Q (3349.383151 sec): 3 clusters Score: Raw -119637.506868 + Penalty 1384.766436 = -118252.740432 nChanged 46 SP:Iteration 7Q (3349.388657 sec): 3 clusters Score: Raw -119685.184626 + Penalty 1384.766436 = -118300.418190 nChanged 28 SP:Iteration 8Q (3349.394170 sec): 3 clusters Score: Raw -119711.720273 + Penalty 1384.766436 = -118326.953837 nChanged 24 SP:Iteration 9Q (3349.399697 sec): 3 clusters Score: Raw -119730.667025 + Penalty 1384.766436 = -118345.900589 nChanged 11 SP:Iteration 10Q (3349.405198 sec): 3 clusters Score: Raw -119737.695279 + Penalty 1384.766436 = -118352.928843 nChanged 6 SP:Iteration 11Q (3349.410785 sec): 3 clusters Score: Raw -119740.768744 + Penalty 1384.766436 = -118356.002308 nChanged 1 SP:Iteration 12Q (3349.416374 sec): 3 clusters Score: Raw -119741.219820 + Penalty 1384.766436 = -118356.453384 nChanged 1 SP:Iteration 13Q (3349.421898 sec): 3 clusters Score: Raw -119741.451845 + Penalty 1384.766436 = -118356.685408 nChanged 0 SP:Iteration 14F (3349.427420 sec): 3 clusters Score: Raw -119741.451845 + Penalty 1384.766436 = -118356.685408 nChanged 0 Trying to split cluster 40 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3349.440119 sec): 2 clusters Score: Raw -33828.661483 + Penalty 585.714696 = -33242.946787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3349.442699 sec): 3 clusters Score: Raw -33710.783399 + Penalty 1171.429392 = -32539.354007 nChanged 151 SP:Iteration 1F (3349.444907 sec): 3 clusters Score: Raw -33916.769647 + Penalty 1171.429392 = -32745.340255 nChanged 59 SP:Iteration 2F (3349.447123 sec): 3 clusters Score: Raw -34057.205211 + Penalty 1171.429392 = -32885.775819 nChanged 44 SP:Iteration 3F (3349.449313 sec): 3 clusters Score: Raw -34224.396713 + Penalty 1171.429392 = -33052.967320 nChanged 29 SP:Iteration 4F (3349.451514 sec): 3 clusters Score: Raw -34316.739597 + Penalty 1171.429392 = -33145.310205 nChanged 18 SP:Iteration 5Q (3349.453646 sec): 3 clusters Score: Raw -34353.232823 + Penalty 1171.429392 = -33181.803430 nChanged 7 SP:Iteration 6Q (3349.455756 sec): 3 clusters Score: Raw -34363.316042 + Penalty 1171.429392 = -33191.886649 nChanged 3 SP:Iteration 7Q (3349.457887 sec): 3 clusters Score: Raw -34368.514535 + Penalty 1171.429392 = -33197.085143 nChanged 1 SP:Iteration 8Q (3349.459991 sec): 3 clusters Score: Raw -34371.255287 + Penalty 1171.429392 = -33199.825895 nChanged 0 SP:Iteration 9F (3349.462154 sec): 3 clusters Score: Raw -34371.255287 + Penalty 1171.429392 = -33199.825895 nChanged 0 Trying to split cluster 41 (93113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3349.567270 sec): 2 clusters Score: Raw -7916440.094209 + Penalty 1086.949063 = -7915353.145146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3349.686567 sec): 3 clusters Score: Raw -7855292.654372 + Penalty 2173.898127 = -7853118.756245 nChanged 44997 SP:Iteration 1F (3349.803497 sec): 3 clusters Score: Raw -7882955.937027 + Penalty 2173.898127 = -7880782.038900 nChanged 4234 SP:Iteration 2Q (3349.930505 sec): 3 clusters Score: Raw -7884380.310376 + Penalty 2173.898127 = -7882206.412249 nChanged 4441 SP:Iteration 3Q (3350.057553 sec): 3 clusters Score: Raw -7886095.379560 + Penalty 2173.898127 = -7883921.481433 nChanged 4666 SP:Iteration 4F (3350.174558 sec): 3 clusters Score: Raw -7888176.818224 + Penalty 2173.898127 = -7886002.920097 nChanged 4817 SP:Iteration 5F (3350.291902 sec): 3 clusters Score: Raw -7890650.721924 + Penalty 2173.898127 = -7888476.823797 nChanged 4938 SP:Iteration 6F (3350.410064 sec): 3 clusters Score: Raw -7893573.646690 + Penalty 2173.898127 = -7891399.748563 nChanged 4903 SP:Iteration 7F (3350.527343 sec): 3 clusters Score: Raw -7896738.562780 + Penalty 2173.898127 = -7894564.664653 nChanged 4675 SP:Iteration 8F (3350.644800 sec): 3 clusters Score: Raw -7899759.063271 + Penalty 2173.898127 = -7897585.165145 nChanged 4039 SP:Iteration 9Q (3350.808018 sec): 3 clusters Score: Raw -7901753.271676 + Penalty 2173.898127 = -7899579.373549 nChanged 2817 SP:Iteration 10Q (3350.933131 sec): 3 clusters Score: Raw -7902620.255698 + Penalty 2173.898127 = -7900446.357571 nChanged 1729 SP:Iteration 11Q (3351.056680 sec): 3 clusters Score: Raw -7903024.142591 + Penalty 2173.898127 = -7900850.244464 nChanged 1229 SP:Iteration 12Q (3351.215188 sec): 3 clusters Score: Raw -7903279.232587 + Penalty 2173.898127 = -7901105.334461 nChanged 1068 SP:Iteration 13Q (3351.345315 sec): 3 clusters Score: Raw -7903497.386346 + Penalty 2173.898127 = -7901323.488219 nChanged 1090 SP:Iteration 14Q (3351.467754 sec): 3 clusters Score: Raw -7903727.898845 + Penalty 2173.898127 = -7901554.000718 nChanged 1121 SP:Iteration 15Q (3351.589903 sec): 3 clusters Score: Raw -7903969.291461 + Penalty 2173.898127 = -7901795.393334 nChanged 1197 SP:Iteration 16Q (3351.711473 sec): 3 clusters Score: Raw -7904254.297463 + Penalty 2173.898127 = -7902080.399336 nChanged 1302 SP:Iteration 17Q (3351.833547 sec): 3 clusters Score: Raw -7904577.515849 + Penalty 2173.898127 = -7902403.617723 nChanged 1328 SP:Iteration 18Q (3351.958877 sec): 3 clusters Score: Raw -7904907.534732 + Penalty 2173.898127 = -7902733.636605 nChanged 1373 SP:Iteration 19Q (3352.108517 sec): 3 clusters Score: Raw -7905263.865669 + Penalty 2173.898127 = -7903089.967542 nChanged 1433 SP:Iteration 20F (3352.225538 sec): 3 clusters Score: Raw -7905662.638782 + Penalty 2173.898127 = -7903488.740655 nChanged 1527 SP:Iteration 21Q (3352.345424 sec): 3 clusters Score: Raw -7906114.276176 + Penalty 2173.898127 = -7903940.378050 nChanged 1518 SP:Iteration 22Q (3352.464482 sec): 3 clusters Score: Raw -7906589.474281 + Penalty 2173.898127 = -7904415.576154 nChanged 1567 SP:Iteration 23Q (3352.582705 sec): 3 clusters Score: Raw -7907095.256601 + Penalty 2173.898127 = -7904921.358475 nChanged 1543 SP:Iteration 24Q (3352.700373 sec): 3 clusters Score: Raw -7907627.091285 + Penalty 2173.898127 = -7905453.193159 nChanged 1588 SP:Iteration 25Q (3352.817292 sec): 3 clusters Score: Raw -7908225.285118 + Penalty 2173.898127 = -7906051.386991 nChanged 1619 SP:Iteration 26Q (3352.933100 sec): 3 clusters Score: Raw -7908869.496283 + Penalty 2173.898127 = -7906695.598157 nChanged 1567 SP:Iteration 27Q (3353.047930 sec): 3 clusters Score: Raw -7909511.084049 + Penalty 2173.898127 = -7907337.185923 nChanged 1545 SP:Iteration 28Q (3353.161719 sec): 3 clusters Score: Raw -7910207.206984 + Penalty 2173.898127 = -7908033.308858 nChanged 1589 SP:Iteration 29Q (3353.274517 sec): 3 clusters Score: Raw -7911009.053550 + Penalty 2173.898127 = -7908835.155423 nChanged 1483 SP:Iteration 30Q (3353.385965 sec): 3 clusters Score: Raw -7911794.165909 + Penalty 2173.898127 = -7909620.267782 nChanged 1353 SP:Iteration 31Q (3353.496022 sec): 3 clusters Score: Raw -7912526.863954 + Penalty 2173.898127 = -7910352.965827 nChanged 1200 SP:Iteration 32Q (3353.604432 sec): 3 clusters Score: Raw -7913173.116461 + Penalty 2173.898127 = -7910999.218334 nChanged 1094 SP:Iteration 33Q (3353.711364 sec): 3 clusters Score: Raw -7913739.852825 + Penalty 2173.898127 = -7911565.954699 nChanged 977 SP:Iteration 34Q (3353.817624 sec): 3 clusters Score: Raw -7914220.967049 + Penalty 2173.898127 = -7912047.068923 nChanged 836 SP:Iteration 35Q (3353.922866 sec): 3 clusters Score: Raw -7914601.407007 + Penalty 2173.898127 = -7912427.508880 nChanged 729 SP:Iteration 36Q (3354.027097 sec): 3 clusters Score: Raw -7914920.144803 + Penalty 2173.898127 = -7912746.246676 nChanged 642 SP:Iteration 37Q (3354.130681 sec): 3 clusters Score: Raw -7915177.103025 + Penalty 2173.898127 = -7913003.204898 nChanged 543 SP:Iteration 38Q (3354.233664 sec): 3 clusters Score: Raw -7915391.371599 + Penalty 2173.898127 = -7913217.473473 nChanged 505 SP:Iteration 39Q (3354.336043 sec): 3 clusters Score: Raw -7915595.975038 + Penalty 2173.898127 = -7913422.076911 nChanged 444 SP:Iteration 40F (3354.453289 sec): 3 clusters Score: Raw -7915798.456336 + Penalty 2173.898127 = -7913624.558209 nChanged 408 SP:Iteration 41Q (3354.554784 sec): 3 clusters Score: Raw -7915970.182221 + Penalty 2173.898127 = -7913796.284095 nChanged 348 SP:Iteration 42Q (3354.654247 sec): 3 clusters Score: Raw -7916107.458677 + Penalty 2173.898127 = -7913933.560550 nChanged 266 SP:Iteration 43Q (3354.753605 sec): 3 clusters Score: Raw -7916211.980147 + Penalty 2173.898127 = -7914038.082020 nChanged 232 SP:Iteration 44Q (3354.852287 sec): 3 clusters Score: Raw -7916298.116033 + Penalty 2173.898127 = -7914124.217906 nChanged 187 SP:Iteration 45Q (3354.950593 sec): 3 clusters Score: Raw -7916370.666298 + Penalty 2173.898127 = -7914196.768171 nChanged 181 SP:Iteration 46Q (3355.048259 sec): 3 clusters Score: Raw -7916429.308763 + Penalty 2173.898127 = -7914255.410636 nChanged 149 SP:Iteration 47Q (3355.145908 sec): 3 clusters Score: Raw -7916472.966627 + Penalty 2173.898127 = -7914299.068501 nChanged 128 SP:Iteration 48Q (3355.243291 sec): 3 clusters Score: Raw -7916510.724518 + Penalty 2173.898127 = -7914336.826391 nChanged 94 SP:Iteration 49Q (3355.340528 sec): 3 clusters Score: Raw -7916537.062326 + Penalty 2173.898127 = -7914363.164200 nChanged 77 SP:Iteration 50Q (3355.437849 sec): 3 clusters Score: Raw -7916557.024580 + Penalty 2173.898127 = -7914383.126454 nChanged 71 SP:Iteration 51Q (3355.534955 sec): 3 clusters Score: Raw -7916575.734623 + Penalty 2173.898127 = -7914401.836496 nChanged 64 SP:Iteration 52Q (3355.632547 sec): 3 clusters Score: Raw -7916590.433917 + Penalty 2173.898127 = -7914416.535791 nChanged 43 SP:Iteration 53Q (3355.729522 sec): 3 clusters Score: Raw -7916599.419357 + Penalty 2173.898127 = -7914425.521230 nChanged 35 SP:Iteration 54Q (3355.826465 sec): 3 clusters Score: Raw -7916607.470833 + Penalty 2173.898127 = -7914433.572706 nChanged 38 SP:Iteration 55Q (3355.923455 sec): 3 clusters Score: Raw -7916615.544184 + Penalty 2173.898127 = -7914441.646058 nChanged 27 SP:Iteration 56Q (3356.020559 sec): 3 clusters Score: Raw -7916622.084838 + Penalty 2173.898127 = -7914448.186711 nChanged 27 SP:Iteration 57Q (3356.117524 sec): 3 clusters Score: Raw -7916626.713279 + Penalty 2173.898127 = -7914452.815152 nChanged 20 SP:Iteration 58Q (3356.214578 sec): 3 clusters Score: Raw -7916631.002576 + Penalty 2173.898127 = -7914457.104449 nChanged 17 SP:Iteration 59Q (3356.312292 sec): 3 clusters Score: Raw -7916634.274428 + Penalty 2173.898127 = -7914460.376302 nChanged 17 SP:Iteration 60F (3356.428472 sec): 3 clusters Score: Raw -7916638.960194 + Penalty 2173.898127 = -7914465.062067 nChanged 20 SP:Iteration 61Q (3356.526018 sec): 3 clusters Score: Raw -7916644.785861 + Penalty 2173.898127 = -7914470.887734 nChanged 27 SP:Iteration 62Q (3356.623110 sec): 3 clusters Score: Raw -7916651.078740 + Penalty 2173.898127 = -7914477.180614 nChanged 34 SP:Iteration 63Q (3356.719927 sec): 3 clusters Score: Raw -7916659.429891 + Penalty 2173.898127 = -7914485.531764 nChanged 26 SP:Iteration 64Q (3356.817385 sec): 3 clusters Score: Raw -7916664.512033 + Penalty 2173.898127 = -7914490.613906 nChanged 20 SP:Iteration 65Q (3356.914506 sec): 3 clusters Score: Raw -7916670.080095 + Penalty 2173.898127 = -7914496.181968 nChanged 19 SP:Iteration 66Q (3357.011971 sec): 3 clusters Score: Raw -7916673.684446 + Penalty 2173.898127 = -7914499.786319 nChanged 14 SP:Iteration 67Q (3357.109418 sec): 3 clusters Score: Raw -7916676.253244 + Penalty 2173.898127 = -7914502.355117 nChanged 12 SP:Iteration 68Q (3357.206565 sec): 3 clusters Score: Raw -7916678.549384 + Penalty 2173.898127 = -7914504.651257 nChanged 9 SP:Iteration 69Q (3357.303155 sec): 3 clusters Score: Raw -7916680.872511 + Penalty 2173.898127 = -7914506.974384 nChanged 12 SP:Iteration 70Q (3357.400131 sec): 3 clusters Score: Raw -7916683.612618 + Penalty 2173.898127 = -7914509.714491 nChanged 8 SP:Iteration 71Q (3357.497416 sec): 3 clusters Score: Raw -7916684.852065 + Penalty 2173.898127 = -7914510.953938 nChanged 4 SP:Iteration 72Q (3357.594943 sec): 3 clusters Score: Raw -7916685.411444 + Penalty 2173.898127 = -7914511.513317 nChanged 4 SP:Iteration 73Q (3357.692020 sec): 3 clusters Score: Raw -7916685.857441 + Penalty 2173.898127 = -7914511.959315 nChanged 5 SP:Iteration 74Q (3357.788950 sec): 3 clusters Score: Raw -7916686.728702 + Penalty 2173.898127 = -7914512.830576 nChanged 2 SP:Iteration 75Q (3357.886318 sec): 3 clusters Score: Raw -7916687.153844 + Penalty 2173.898127 = -7914513.255717 nChanged 3 SP:Iteration 76Q (3357.983996 sec): 3 clusters Score: Raw -7916687.858199 + Penalty 2173.898127 = -7914513.960072 nChanged 3 SP:Iteration 77Q (3358.081124 sec): 3 clusters Score: Raw -7916688.365447 + Penalty 2173.898127 = -7914514.467320 nChanged 2 SP:Iteration 78Q (3358.178615 sec): 3 clusters Score: Raw -7916688.688757 + Penalty 2173.898127 = -7914514.790630 nChanged 3 SP:Iteration 79Q (3358.300531 sec): 3 clusters Score: Raw -7916689.228198 + Penalty 2173.898127 = -7914515.330071 nChanged 3 SP:Iteration 80F (3358.415687 sec): 3 clusters Score: Raw -7916689.629592 + Penalty 2173.898127 = -7914515.731465 nChanged 1 SP:Iteration 81Q (3358.512571 sec): 3 clusters Score: Raw -7916689.741324 + Penalty 2173.898127 = -7914515.843197 nChanged 1 SP:Iteration 82Q (3358.609512 sec): 3 clusters Score: Raw -7916689.796024 + Penalty 2173.898127 = -7914515.897897 nChanged 0 SP:Iteration 83F (3358.724452 sec): 3 clusters Score: Raw -7916689.796024 + Penalty 2173.898127 = -7914515.897897 nChanged 0 Trying to split cluster 42 (3892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3358.746376 sec): 2 clusters Score: Raw -286039.350382 + Penalty 785.334452 = -285254.015930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3358.760786 sec): 3 clusters Score: Raw -283911.146322 + Penalty 1570.668904 = -282340.477418 nChanged 1687 SP:Iteration 1F (3358.774529 sec): 3 clusters Score: Raw -284990.192235 + Penalty 1570.668904 = -283419.523330 nChanged 324 SP:Iteration 2F (3358.788411 sec): 3 clusters Score: Raw -285216.425569 + Penalty 1570.668904 = -283645.756665 nChanged 278 SP:Iteration 3F (3358.802258 sec): 3 clusters Score: Raw -285486.297362 + Penalty 1570.668904 = -283915.628458 nChanged 297 SP:Iteration 4F (3358.816082 sec): 3 clusters Score: Raw -285830.209261 + Penalty 1570.668904 = -284259.540357 nChanged 272 SP:Iteration 5F (3358.829932 sec): 3 clusters Score: Raw -286153.513562 + Penalty 1570.668904 = -284582.844658 nChanged 232 SP:Iteration 6F (3358.843601 sec): 3 clusters Score: Raw -286376.804551 + Penalty 1570.668904 = -284806.135647 nChanged 151 SP:Iteration 7Q (3358.857460 sec): 3 clusters Score: Raw -286495.096656 + Penalty 1570.668904 = -284924.427751 nChanged 98 SP:Iteration 8Q (3358.871172 sec): 3 clusters Score: Raw -286559.176660 + Penalty 1570.668904 = -284988.507756 nChanged 81 SP:Iteration 9Q (3358.884858 sec): 3 clusters Score: Raw -286609.662020 + Penalty 1570.668904 = -285038.993116 nChanged 55 SP:Iteration 10Q (3358.898621 sec): 3 clusters Score: Raw -286639.604113 + Penalty 1570.668904 = -285068.935209 nChanged 27 SP:Iteration 11Q (3358.912303 sec): 3 clusters Score: Raw -286650.923598 + Penalty 1570.668904 = -285080.254694 nChanged 21 SP:Iteration 12Q (3358.925898 sec): 3 clusters Score: Raw -286662.072793 + Penalty 1570.668904 = -285091.403889 nChanged 21 SP:Iteration 13Q (3358.939592 sec): 3 clusters Score: Raw -286671.897344 + Penalty 1570.668904 = -285101.228439 nChanged 18 SP:Iteration 14Q (3358.953299 sec): 3 clusters Score: Raw -286678.955894 + Penalty 1570.668904 = -285108.286989 nChanged 16 SP:Iteration 15Q (3358.966970 sec): 3 clusters Score: Raw -286685.172237 + Penalty 1570.668904 = -285114.503333 nChanged 8 SP:Iteration 16Q (3358.980589 sec): 3 clusters Score: Raw -286689.984369 + Penalty 1570.668904 = -285119.315465 nChanged 8 SP:Iteration 17Q (3358.994220 sec): 3 clusters Score: Raw -286691.895421 + Penalty 1570.668904 = -285121.226517 nChanged 2 SP:Iteration 18Q (3359.007685 sec): 3 clusters Score: Raw -286692.032625 + Penalty 1570.668904 = -285121.363721 nChanged 0 SP:Iteration 19F (3359.021335 sec): 3 clusters Score: Raw -286692.032625 + Penalty 1570.668904 = -285121.363721 nChanged 0 Trying to split cluster 43 (3694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.038201 sec): 2 clusters Score: Raw -324668.027825 + Penalty 780.374190 = -323887.653635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.052525 sec): 3 clusters Score: Raw -322689.541154 + Penalty 1560.748381 = -321128.792773 nChanged 1552 SP:Iteration 1F (3359.065761 sec): 3 clusters Score: Raw -323538.826245 + Penalty 1560.748381 = -321978.077865 nChanged 256 SP:Iteration 2F (3359.079028 sec): 3 clusters Score: Raw -323688.819935 + Penalty 1560.748381 = -322128.071554 nChanged 223 SP:Iteration 3F (3359.092249 sec): 3 clusters Score: Raw -323820.292449 + Penalty 1560.748381 = -322259.544068 nChanged 202 SP:Iteration 4F (3359.105335 sec): 3 clusters Score: Raw -323951.241216 + Penalty 1560.748381 = -322390.492835 nChanged 196 SP:Iteration 5F (3359.118388 sec): 3 clusters Score: Raw -324081.775742 + Penalty 1560.748381 = -322521.027362 nChanged 178 SP:Iteration 6Q (3359.131597 sec): 3 clusters Score: Raw -324201.933215 + Penalty 1560.748381 = -322641.184835 nChanged 160 SP:Iteration 7Q (3359.144822 sec): 3 clusters Score: Raw -324327.754914 + Penalty 1560.748381 = -322767.006533 nChanged 156 SP:Iteration 8Q (3359.157995 sec): 3 clusters Score: Raw -324467.360516 + Penalty 1560.748381 = -322906.612135 nChanged 119 SP:Iteration 9Q (3359.171149 sec): 3 clusters Score: Raw -324569.811193 + Penalty 1560.748381 = -323009.062812 nChanged 99 SP:Iteration 10Q (3359.184096 sec): 3 clusters Score: Raw -324645.420308 + Penalty 1560.748381 = -323084.671927 nChanged 66 SP:Iteration 11Q (3359.197071 sec): 3 clusters Score: Raw -324689.790890 + Penalty 1560.748381 = -323129.042510 nChanged 50 SP:Iteration 12Q (3359.209859 sec): 3 clusters Score: Raw -324721.039596 + Penalty 1560.748381 = -323160.291215 nChanged 41 SP:Iteration 13Q (3359.222702 sec): 3 clusters Score: Raw -324745.581515 + Penalty 1560.748381 = -323184.833134 nChanged 42 SP:Iteration 14Q (3359.235574 sec): 3 clusters Score: Raw -324767.174122 + Penalty 1560.748381 = -323206.425742 nChanged 19 SP:Iteration 15Q (3359.248213 sec): 3 clusters Score: Raw -324778.453908 + Penalty 1560.748381 = -323217.705527 nChanged 21 SP:Iteration 16Q (3359.260856 sec): 3 clusters Score: Raw -324785.353249 + Penalty 1560.748381 = -323224.604869 nChanged 16 SP:Iteration 17Q (3359.273477 sec): 3 clusters Score: Raw -324789.970390 + Penalty 1560.748381 = -323229.222010 nChanged 13 SP:Iteration 18Q (3359.286202 sec): 3 clusters Score: Raw -324794.672452 + Penalty 1560.748381 = -323233.924072 nChanged 8 SP:Iteration 19Q (3359.298935 sec): 3 clusters Score: Raw -324797.480854 + Penalty 1560.748381 = -323236.732473 nChanged 13 SP:Iteration 20F (3359.312078 sec): 3 clusters Score: Raw -324803.043947 + Penalty 1560.748381 = -323242.295566 nChanged 11 SP:Iteration 21Q (3359.324710 sec): 3 clusters Score: Raw -324807.796641 + Penalty 1560.748381 = -323247.048260 nChanged 7 SP:Iteration 22Q (3359.337290 sec): 3 clusters Score: Raw -324810.731443 + Penalty 1560.748381 = -323249.983062 nChanged 8 SP:Iteration 23Q (3359.350015 sec): 3 clusters Score: Raw -324814.631888 + Penalty 1560.748381 = -323253.883508 nChanged 5 SP:Iteration 24Q (3359.362720 sec): 3 clusters Score: Raw -324816.336390 + Penalty 1560.748381 = -323255.588010 nChanged 6 SP:Iteration 25Q (3359.375292 sec): 3 clusters Score: Raw -324818.744715 + Penalty 1560.748381 = -323257.996334 nChanged 8 SP:Iteration 26Q (3359.387834 sec): 3 clusters Score: Raw -324821.183306 + Penalty 1560.748381 = -323260.434925 nChanged 4 SP:Iteration 27Q (3359.400538 sec): 3 clusters Score: Raw -324822.274544 + Penalty 1560.748381 = -323261.526164 nChanged 7 SP:Iteration 28Q (3359.413073 sec): 3 clusters Score: Raw -324825.640635 + Penalty 1560.748381 = -323264.892254 nChanged 7 SP:Iteration 29Q (3359.425786 sec): 3 clusters Score: Raw -324827.219567 + Penalty 1560.748381 = -323266.471186 nChanged 4 SP:Iteration 30Q (3359.438326 sec): 3 clusters Score: Raw -324828.341664 + Penalty 1560.748381 = -323267.593284 nChanged 7 SP:Iteration 31Q (3359.450965 sec): 3 clusters Score: Raw -324829.754146 + Penalty 1560.748381 = -323269.005765 nChanged 5 SP:Iteration 32Q (3359.463517 sec): 3 clusters Score: Raw -324830.660618 + Penalty 1560.748381 = -323269.912237 nChanged 5 SP:Iteration 33Q (3359.476054 sec): 3 clusters Score: Raw -324832.343171 + Penalty 1560.748381 = -323271.594790 nChanged 5 SP:Iteration 34Q (3359.488702 sec): 3 clusters Score: Raw -324835.232961 + Penalty 1560.748381 = -323274.484581 nChanged 6 SP:Iteration 35Q (3359.501210 sec): 3 clusters Score: Raw -324836.730549 + Penalty 1560.748381 = -323275.982169 nChanged 4 SP:Iteration 36Q (3359.513826 sec): 3 clusters Score: Raw -324837.961670 + Penalty 1560.748381 = -323277.213290 nChanged 3 SP:Iteration 37Q (3359.526505 sec): 3 clusters Score: Raw -324838.931625 + Penalty 1560.748381 = -323278.183245 nChanged 2 SP:Iteration 38Q (3359.538999 sec): 3 clusters Score: Raw -324839.343550 + Penalty 1560.748381 = -323278.595169 nChanged 2 SP:Iteration 39Q (3359.551637 sec): 3 clusters Score: Raw -324840.610436 + Penalty 1560.748381 = -323279.862056 nChanged 3 SP:Iteration 40F (3359.564751 sec): 3 clusters Score: Raw -324841.178605 + Penalty 1560.748381 = -323280.430224 nChanged 2 SP:Iteration 41Q (3359.577188 sec): 3 clusters Score: Raw -324841.483997 + Penalty 1560.748381 = -323280.735616 nChanged 0 SP:Iteration 42F (3359.590317 sec): 3 clusters Score: Raw -324841.483997 + Penalty 1560.748381 = -323280.735616 nChanged 0 Trying to split cluster 44 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.630297 sec): 2 clusters Score: Raw -1502616.368164 + Penalty 924.414656 = -1501691.953508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.674180 sec): 3 clusters Score: Raw -1492304.772787 + Penalty 1848.829312 = -1490455.943476 nChanged 7738 SP:Iteration 1F (3359.707060 sec): 3 clusters Score: Raw -1496814.102246 + Penalty 1848.829312 = -1494965.272934 nChanged 1035 SP:Iteration 2F (3359.739842 sec): 3 clusters Score: Raw -1497361.859250 + Penalty 1848.829312 = -1495513.029938 nChanged 1142 SP:Iteration 3F (3359.772484 sec): 3 clusters Score: Raw -1498155.475785 + Penalty 1848.829312 = -1496306.646474 nChanged 1315 SP:Iteration 4F (3359.805608 sec): 3 clusters Score: Raw -1499301.994432 + Penalty 1848.829312 = -1497453.165120 nChanged 1404 SP:Iteration 5F (3359.838300 sec): 3 clusters Score: Raw -1500517.034603 + Penalty 1848.829312 = -1498668.205291 nChanged 1163 SP:Iteration 6F (3359.871341 sec): 3 clusters Score: Raw -1501512.220930 + Penalty 1848.829312 = -1499663.391619 nChanged 788 SP:Iteration 7Q (3359.904601 sec): 3 clusters Score: Raw -1502134.865364 + Penalty 1848.829312 = -1500286.036052 nChanged 548 SP:Iteration 8Q (3359.937270 sec): 3 clusters Score: Raw -1502483.483842 + Penalty 1848.829312 = -1500634.654530 nChanged 348 SP:Iteration 9Q (3359.969545 sec): 3 clusters Score: Raw -1502646.678611 + Penalty 1848.829312 = -1500797.849299 nChanged 231 SP:Iteration 10Q (3360.001167 sec): 3 clusters Score: Raw -1502743.227950 + Penalty 1848.829312 = -1500894.398638 nChanged 183 SP:Iteration 11Q (3360.032413 sec): 3 clusters Score: Raw -1502809.983409 + Penalty 1848.829312 = -1500961.154097 nChanged 134 SP:Iteration 12Q (3360.063405 sec): 3 clusters Score: Raw -1502853.649149 + Penalty 1848.829312 = -1501004.819837 nChanged 113 SP:Iteration 13Q (3360.094237 sec): 3 clusters Score: Raw -1502882.725164 + Penalty 1848.829312 = -1501033.895853 nChanged 98 SP:Iteration 14Q (3360.124870 sec): 3 clusters Score: Raw -1502906.787161 + Penalty 1848.829312 = -1501057.957850 nChanged 96 SP:Iteration 15Q (3360.155672 sec): 3 clusters Score: Raw -1502929.723674 + Penalty 1848.829312 = -1501080.894363 nChanged 81 SP:Iteration 16Q (3360.186362 sec): 3 clusters Score: Raw -1502949.584016 + Penalty 1848.829312 = -1501100.754704 nChanged 72 SP:Iteration 17Q (3360.216802 sec): 3 clusters Score: Raw -1502964.436177 + Penalty 1848.829312 = -1501115.606865 nChanged 72 SP:Iteration 18Q (3360.247122 sec): 3 clusters Score: Raw -1502977.830402 + Penalty 1848.829312 = -1501129.001090 nChanged 74 SP:Iteration 19Q (3360.277555 sec): 3 clusters Score: Raw -1502992.326518 + Penalty 1848.829312 = -1501143.497206 nChanged 62 SP:Iteration 20F (3360.310303 sec): 3 clusters Score: Raw -1503006.696565 + Penalty 1848.829312 = -1501157.867253 nChanged 78 SP:Iteration 21Q (3360.340835 sec): 3 clusters Score: Raw -1503026.720699 + Penalty 1848.829312 = -1501177.891388 nChanged 65 SP:Iteration 22Q (3360.371428 sec): 3 clusters Score: Raw -1503043.463193 + Penalty 1848.829312 = -1501194.633882 nChanged 61 SP:Iteration 23Q (3360.401511 sec): 3 clusters Score: Raw -1503057.138958 + Penalty 1848.829312 = -1501208.309646 nChanged 56 SP:Iteration 24Q (3360.431934 sec): 3 clusters Score: Raw -1503071.298458 + Penalty 1848.829312 = -1501222.469146 nChanged 56 SP:Iteration 25Q (3360.462246 sec): 3 clusters Score: Raw -1503086.622490 + Penalty 1848.829312 = -1501237.793178 nChanged 54 SP:Iteration 26Q (3360.492361 sec): 3 clusters Score: Raw -1503100.082517 + Penalty 1848.829312 = -1501251.253205 nChanged 52 SP:Iteration 27Q (3360.522438 sec): 3 clusters Score: Raw -1503110.415502 + Penalty 1848.829312 = -1501261.586191 nChanged 42 SP:Iteration 28Q (3360.574954 sec): 3 clusters Score: Raw -1503118.752313 + Penalty 1848.829312 = -1501269.923001 nChanged 39 SP:Iteration 29Q (3360.604869 sec): 3 clusters Score: Raw -1503124.643680 + Penalty 1848.829312 = -1501275.814368 nChanged 35 SP:Iteration 30Q (3360.634907 sec): 3 clusters Score: Raw -1503127.812920 + Penalty 1848.829312 = -1501278.983609 nChanged 19 SP:Iteration 31Q (3360.664769 sec): 3 clusters Score: Raw -1503130.001415 + Penalty 1848.829312 = -1501281.172103 nChanged 14 SP:Iteration 32Q (3360.694777 sec): 3 clusters Score: Raw -1503131.367440 + Penalty 1848.829312 = -1501282.538128 nChanged 22 SP:Iteration 33Q (3360.724543 sec): 3 clusters Score: Raw -1503133.537081 + Penalty 1848.829312 = -1501284.707769 nChanged 12 SP:Iteration 34Q (3360.754452 sec): 3 clusters Score: Raw -1503134.276471 + Penalty 1848.829312 = -1501285.447159 nChanged 4 SP:Iteration 35Q (3360.784360 sec): 3 clusters Score: Raw -1503134.700514 + Penalty 1848.829312 = -1501285.871203 nChanged 7 SP:Iteration 36Q (3360.814111 sec): 3 clusters Score: Raw -1503135.702750 + Penalty 1848.829312 = -1501286.873438 nChanged 12 SP:Iteration 37Q (3360.843867 sec): 3 clusters Score: Raw -1503136.677912 + Penalty 1848.829312 = -1501287.848600 nChanged 14 SP:Iteration 38Q (3360.873467 sec): 3 clusters Score: Raw -1503137.860862 + Penalty 1848.829312 = -1501289.031550 nChanged 15 SP:Iteration 39Q (3360.903315 sec): 3 clusters Score: Raw -1503139.433607 + Penalty 1848.829312 = -1501290.604296 nChanged 16 SP:Iteration 40F (3360.940429 sec): 3 clusters Score: Raw -1503141.174870 + Penalty 1848.829312 = -1501292.345558 nChanged 15 SP:Iteration 41Q (3360.970342 sec): 3 clusters Score: Raw -1503142.655721 + Penalty 1848.829312 = -1501293.826410 nChanged 10 SP:Iteration 42Q (3361.000057 sec): 3 clusters Score: Raw -1503143.802918 + Penalty 1848.829312 = -1501294.973607 nChanged 11 SP:Iteration 43Q (3361.029600 sec): 3 clusters Score: Raw -1503144.831686 + Penalty 1848.829312 = -1501296.002374 nChanged 11 SP:Iteration 44Q (3361.059057 sec): 3 clusters Score: Raw -1503146.558880 + Penalty 1848.829312 = -1501297.729568 nChanged 15 SP:Iteration 45Q (3361.088764 sec): 3 clusters Score: Raw -1503148.330441 + Penalty 1848.829312 = -1501299.501129 nChanged 12 SP:Iteration 46Q (3361.118269 sec): 3 clusters Score: Raw -1503149.248715 + Penalty 1848.829312 = -1501300.419403 nChanged 7 SP:Iteration 47Q (3361.160766 sec): 3 clusters Score: Raw -1503149.833913 + Penalty 1848.829312 = -1501301.004602 nChanged 6 SP:Iteration 48Q (3361.190292 sec): 3 clusters Score: Raw -1503150.370657 + Penalty 1848.829312 = -1501301.541345 nChanged 6 SP:Iteration 49Q (3361.220327 sec): 3 clusters Score: Raw -1503151.159278 + Penalty 1848.829312 = -1501302.329966 nChanged 5 SP:Iteration 50Q (3361.250407 sec): 3 clusters Score: Raw -1503151.609714 + Penalty 1848.829312 = -1501302.780402 nChanged 6 SP:Iteration 51Q (3361.280081 sec): 3 clusters Score: Raw -1503152.117850 + Penalty 1848.829312 = -1501303.288538 nChanged 6 SP:Iteration 52Q (3361.309561 sec): 3 clusters Score: Raw -1503152.681737 + Penalty 1848.829312 = -1501303.852425 nChanged 10 SP:Iteration 53Q (3361.339095 sec): 3 clusters Score: Raw -1503153.593539 + Penalty 1848.829312 = -1501304.764227 nChanged 6 SP:Iteration 54Q (3361.368763 sec): 3 clusters Score: Raw -1503153.926222 + Penalty 1848.829312 = -1501305.096910 nChanged 5 SP:Iteration 55Q (3361.398165 sec): 3 clusters Score: Raw -1503154.366225 + Penalty 1848.829312 = -1501305.536913 nChanged 5 SP:Iteration 56Q (3361.427773 sec): 3 clusters Score: Raw -1503154.902248 + Penalty 1848.829312 = -1501306.072936 nChanged 3 SP:Iteration 57Q (3361.457255 sec): 3 clusters Score: Raw -1503155.107699 + Penalty 1848.829312 = -1501306.278387 nChanged 2 SP:Iteration 58Q (3361.486731 sec): 3 clusters Score: Raw -1503155.340574 + Penalty 1848.829312 = -1501306.511263 nChanged 3 SP:Iteration 59Q (3361.516191 sec): 3 clusters Score: Raw -1503155.754236 + Penalty 1848.829312 = -1501306.924925 nChanged 1 SP:Iteration 60F (3361.548717 sec): 3 clusters Score: Raw -1503155.774342 + Penalty 1848.829312 = -1501306.945030 nChanged 0 Trying to split cluster 45 (1251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3361.562829 sec): 2 clusters Score: Raw -92565.265351 + Penalty 677.511358 = -91887.753992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3361.568242 sec): 3 clusters Score: Raw -92036.152825 + Penalty 1355.022717 = -90681.130108 nChanged 442 SP:Iteration 1F (3361.573241 sec): 3 clusters Score: Raw -92368.842405 + Penalty 1355.022717 = -91013.819688 nChanged 110 SP:Iteration 2F (3361.578148 sec): 3 clusters Score: Raw -92484.630378 + Penalty 1355.022717 = -91129.607661 nChanged 82 SP:Iteration 3F (3361.583058 sec): 3 clusters Score: Raw -92589.235113 + Penalty 1355.022717 = -91234.212396 nChanged 71 SP:Iteration 4F (3361.587957 sec): 3 clusters Score: Raw -92668.541220 + Penalty 1355.022717 = -91313.518503 nChanged 51 SP:Iteration 5Q (3361.592788 sec): 3 clusters Score: Raw -92729.922316 + Penalty 1355.022717 = -91374.899599 nChanged 49 SP:Iteration 6Q (3361.597630 sec): 3 clusters Score: Raw -92781.046691 + Penalty 1355.022717 = -91426.023974 nChanged 41 SP:Iteration 7Q (3361.602483 sec): 3 clusters Score: Raw -92818.392409 + Penalty 1355.022717 = -91463.369692 nChanged 32 SP:Iteration 8Q (3361.607283 sec): 3 clusters Score: Raw -92846.114416 + Penalty 1355.022717 = -91491.091699 nChanged 28 SP:Iteration 9Q (3361.612074 sec): 3 clusters Score: Raw -92870.074469 + Penalty 1355.022717 = -91515.051752 nChanged 23 SP:Iteration 10Q (3361.616825 sec): 3 clusters Score: Raw -92889.087580 + Penalty 1355.022717 = -91534.064863 nChanged 26 SP:Iteration 11Q (3361.621611 sec): 3 clusters Score: Raw -92917.058160 + Penalty 1355.022717 = -91562.035443 nChanged 29 SP:Iteration 12Q (3361.626361 sec): 3 clusters Score: Raw -92950.160436 + Penalty 1355.022717 = -91595.137719 nChanged 26 SP:Iteration 13Q (3361.631111 sec): 3 clusters Score: Raw -92971.504679 + Penalty 1355.022717 = -91616.481962 nChanged 15 SP:Iteration 14Q (3361.635942 sec): 3 clusters Score: Raw -92979.995856 + Penalty 1355.022717 = -91624.973139 nChanged 7 SP:Iteration 15Q (3361.640707 sec): 3 clusters Score: Raw -92985.498987 + Penalty 1355.022717 = -91630.476270 nChanged 9 SP:Iteration 16Q (3361.645402 sec): 3 clusters Score: Raw -92993.146647 + Penalty 1355.022717 = -91638.123930 nChanged 6 SP:Iteration 17Q (3361.650078 sec): 3 clusters Score: Raw -92997.287602 + Penalty 1355.022717 = -91642.264885 nChanged 8 SP:Iteration 18Q (3361.654809 sec): 3 clusters Score: Raw -93000.719974 + Penalty 1355.022717 = -91645.697257 nChanged 2 SP:Iteration 19Q (3361.659553 sec): 3 clusters Score: Raw -93001.373144 + Penalty 1355.022717 = -91646.350427 nChanged 0 SP:Iteration 20F (3361.664415 sec): 3 clusters Score: Raw -93001.373144 + Penalty 1355.022717 = -91646.350427 nChanged 0 Iteration 259Q (3370.544422 sec): 46 clusters Score: Raw -69584287.970818 + Penalty 58324.828655 = -69525963.142164 nChanged 451 Iteration 260F (3387.553623 sec): 46 clusters Score: Raw -69584301.080481 + Penalty 58324.828655 = -69525976.251827 nChanged 444 Iteration 261Q (3396.393759 sec): 46 clusters Score: Raw -69584314.286586 + Penalty 58324.828655 = -69525989.457931 nChanged 435 Iteration 262Q (3405.223975 sec): 46 clusters Score: Raw -69584327.422505 + Penalty 58324.828655 = -69526002.593850 nChanged 470 Iteration 263Q (3414.088376 sec): 46 clusters Score: Raw -69584343.716546 + Penalty 58324.828655 = -69526018.887892 nChanged 469 Iteration 264Q (3422.884273 sec): 46 clusters Score: Raw -69584359.708392 + Penalty 58324.828655 = -69526034.879738 nChanged 441 Iteration 265Q (3431.715460 sec): 46 clusters Score: Raw -69584374.459842 + Penalty 58324.828655 = -69526049.631188 nChanged 469 Iteration 266Q (3440.616483 sec): 46 clusters Score: Raw -69584389.503958 + Penalty 58324.828655 = -69526064.675303 nChanged 454 Iteration 267Q (3449.427794 sec): 46 clusters Score: Raw -69584406.194993 + Penalty 58324.828655 = -69526081.366338 nChanged 441 Iteration 268Q (3458.251094 sec): 46 clusters Score: Raw -69584425.939516 + Penalty 58324.828655 = -69526101.110862 nChanged 447 Iteration 269Q (3467.064750 sec): 46 clusters Score: Raw -69584447.531153 + Penalty 58324.828655 = -69526122.702498 nChanged 421 Iteration 270Q (3475.864634 sec): 46 clusters Score: Raw -69584471.749821 + Penalty 58324.828655 = -69526146.921167 nChanged 393 Iteration 271Q (3484.688420 sec): 46 clusters Score: Raw -69584501.006797 + Penalty 58324.828655 = -69526176.178142 nChanged 416 Iteration 272Q (3493.479137 sec): 46 clusters Score: Raw -69584537.527371 + Penalty 58324.828655 = -69526212.698716 nChanged 452 Iteration 273Q (3502.353517 sec): 46 clusters Score: Raw -69584575.517305 + Penalty 58324.828655 = -69526250.688650 nChanged 427 Iteration 274Q (3511.153958 sec): 46 clusters Score: Raw -69584607.181151 + Penalty 58324.828655 = -69526282.352497 nChanged 408 Iteration 275Q (3520.012655 sec): 46 clusters Score: Raw -69584638.764430 + Penalty 58324.828655 = -69526313.935776 nChanged 411 Iteration 276Q (3528.834712 sec): 46 clusters Score: Raw -69584672.724925 + Penalty 58324.828655 = -69526347.896270 nChanged 423 Iteration 277Q (3537.653382 sec): 46 clusters Score: Raw -69584707.159443 + Penalty 58324.828655 = -69526382.330788 nChanged 464 Iteration 278Q (3546.578066 sec): 46 clusters Score: Raw -69584743.056101 + Penalty 58324.828655 = -69526418.227447 nChanged 401 Iteration 279Q (3555.428425 sec): 46 clusters Score: Raw -69584773.853908 + Penalty 58324.828655 = -69526449.025253 nChanged 383 Iteration 280F (3572.446548 sec): 46 clusters Score: Raw -69584806.644826 + Penalty 58324.828655 = -69526481.816171 nChanged 413 Iteration 281Q (3581.395897 sec): 46 clusters Score: Raw -69584835.183783 + Penalty 58324.828655 = -69526510.355128 nChanged 402 Iteration 282Q (3590.190376 sec): 46 clusters Score: Raw -69584853.593048 + Penalty 58324.828655 = -69526528.764393 nChanged 363 Iteration 283Q (3599.056903 sec): 46 clusters Score: Raw -69584868.131221 + Penalty 58324.828655 = -69526543.302567 nChanged 346 Iteration 284Q (3607.897924 sec): 46 clusters Score: Raw -69584879.809848 + Penalty 58324.828655 = -69526554.981193 nChanged 316 Iteration 285Q (3616.729955 sec): 46 clusters Score: Raw -69584888.456111 + Penalty 58324.828655 = -69526563.627457 nChanged 299 Iteration 286Q (3625.573573 sec): 46 clusters Score: Raw -69584897.598618 + Penalty 58324.828655 = -69526572.769963 nChanged 271 Iteration 287Q (3634.484805 sec): 46 clusters Score: Raw -69584905.569518 + Penalty 58324.828655 = -69526580.740863 nChanged 283 Iteration 288Q (3643.282960 sec): 46 clusters Score: Raw -69584913.569565 + Penalty 58324.828655 = -69526588.740911 nChanged 296 Iteration 289Q (3652.189227 sec): 46 clusters Score: Raw -69584922.107771 + Penalty 58324.828655 = -69526597.279116 nChanged 312 Iteration 290Q (3661.124030 sec): 46 clusters Score: Raw -69584928.872981 + Penalty 58324.828655 = -69526604.044327 nChanged 277 Iteration 291Q (3669.941039 sec): 46 clusters Score: Raw -69584934.781153 + Penalty 58324.828655 = -69526609.952498 nChanged 274 Iteration 292Q (3678.743642 sec): 46 clusters Score: Raw -69584940.497301 + Penalty 58324.828655 = -69526615.668646 nChanged 264 Iteration 293Q (3687.599947 sec): 46 clusters Score: Raw -69584945.513007 + Penalty 58324.828655 = -69526620.684352 nChanged 264 Iteration 294Q (3696.464649 sec): 46 clusters Score: Raw -69584950.638864 + Penalty 58324.828655 = -69526625.810209 nChanged 280 Iteration 295Q (3705.597731 sec): 46 clusters Score: Raw -69584956.339808 + Penalty 58324.828655 = -69526631.511154 nChanged 286 Iteration 296Q (3714.604232 sec): 46 clusters Score: Raw -69584962.269487 + Penalty 58324.828655 = -69526637.440832 nChanged 286 Iteration 297Q (3723.746464 sec): 46 clusters Score: Raw -69584968.190761 + Penalty 58324.828655 = -69526643.362106 nChanged 287 Iteration 298Q (3732.869849 sec): 46 clusters Score: Raw -69584974.692102 + Penalty 58324.828655 = -69526649.863448 nChanged 281 Writing temp clu file Because OldScore, -69526643.362106, is greater than current (better) Score,-69526649.863448 Compute initial score before splitting: Score: Raw -69584974.692102 + Penalty 58324.828655 = -69526649.863448 Trying to split cluster 1 (238372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3733.254106 sec): 2 clusters Score: Raw -20700839.238211 + Penalty 1176.250837 = -20699662.987374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3733.561964 sec): 3 clusters Score: Raw -20540485.613753 + Penalty 2352.501674 = -20538133.112079 nChanged 116461 SP:Iteration 1F (3733.875524 sec): 3 clusters Score: Raw -20616941.771962 + Penalty 2352.501674 = -20614589.270288 nChanged 13431 SP:Iteration 2F (3734.189229 sec): 3 clusters Score: Raw -20623238.087729 + Penalty 2352.501674 = -20620885.586055 nChanged 15507 SP:Iteration 3F (3734.478289 sec): 3 clusters Score: Raw -20631760.721541 + Penalty 2352.501674 = -20629408.219868 nChanged 16621 SP:Iteration 4F (3734.786653 sec): 3 clusters Score: Raw -20642014.305210 + Penalty 2352.501674 = -20639661.803536 nChanged 16543 SP:Iteration 5F (3735.099879 sec): 3 clusters Score: Raw -20653593.740848 + Penalty 2352.501674 = -20651241.239174 nChanged 15917 SP:Iteration 6F (3735.412746 sec): 3 clusters Score: Raw -20666202.786211 + Penalty 2352.501674 = -20663850.284538 nChanged 14779 SP:Iteration 7F (3735.721999 sec): 3 clusters Score: Raw -20679435.652298 + Penalty 2352.501674 = -20677083.150624 nChanged 11458 SP:Iteration 8Q (3736.040281 sec): 3 clusters Score: Raw -20690123.672408 + Penalty 2352.501674 = -20687771.170735 nChanged 7067 SP:Iteration 9Q (3736.342590 sec): 3 clusters Score: Raw -20696544.408510 + Penalty 2352.501674 = -20694191.906836 nChanged 3346 SP:Iteration 10Q (3736.655797 sec): 3 clusters Score: Raw -20699361.250572 + Penalty 2352.501674 = -20697008.748898 nChanged 1288 SP:Iteration 11Q (3736.942628 sec): 3 clusters Score: Raw -20700414.402859 + Penalty 2352.501674 = -20698061.901185 nChanged 442 SP:Iteration 12Q (3737.206936 sec): 3 clusters Score: Raw -20700786.725155 + Penalty 2352.501674 = -20698434.223481 nChanged 155 SP:Iteration 13Q (3737.473417 sec): 3 clusters Score: Raw -20700938.467598 + Penalty 2352.501674 = -20698585.965924 nChanged 86 SP:Iteration 14Q (3737.737011 sec): 3 clusters Score: Raw -20700997.791897 + Penalty 2352.501674 = -20698645.290224 nChanged 55 SP:Iteration 15Q (3737.999492 sec): 3 clusters Score: Raw -20701026.683772 + Penalty 2352.501674 = -20698674.182098 nChanged 32 SP:Iteration 16Q (3738.259686 sec): 3 clusters Score: Raw -20701048.872760 + Penalty 2352.501674 = -20698696.371086 nChanged 32 SP:Iteration 17Q (3738.522725 sec): 3 clusters Score: Raw -20701072.271640 + Penalty 2352.501674 = -20698719.769966 nChanged 27 SP:Iteration 18Q (3738.785880 sec): 3 clusters Score: Raw -20701095.284125 + Penalty 2352.501674 = -20698742.782451 nChanged 26 SP:Iteration 19Q (3739.047498 sec): 3 clusters Score: Raw -20701108.092569 + Penalty 2352.501674 = -20698755.590895 nChanged 22 SP:Iteration 20F (3739.344790 sec): 3 clusters Score: Raw -20701121.945858 + Penalty 2352.501674 = -20698769.444184 nChanged 19 SP:Iteration 21Q (3739.606507 sec): 3 clusters Score: Raw -20701132.454024 + Penalty 2352.501674 = -20698779.952350 nChanged 20 SP:Iteration 22Q (3739.860295 sec): 3 clusters Score: Raw -20701144.184608 + Penalty 2352.501674 = -20698791.682935 nChanged 20 SP:Iteration 23Q (3740.122775 sec): 3 clusters Score: Raw -20701159.375996 + Penalty 2352.501674 = -20698806.874322 nChanged 20 SP:Iteration 24Q (3740.353754 sec): 3 clusters Score: Raw -20701189.926181 + Penalty 2352.501674 = -20698837.424507 nChanged 28 SP:Iteration 25Q (3740.608819 sec): 3 clusters Score: Raw -20701211.248817 + Penalty 2352.501674 = -20698858.747144 nChanged 23 SP:Iteration 26Q (3740.851974 sec): 3 clusters Score: Raw -20701224.225184 + Penalty 2352.501674 = -20698871.723510 nChanged 22 SP:Iteration 27Q (3741.105835 sec): 3 clusters Score: Raw -20701238.114545 + Penalty 2352.501674 = -20698885.612872 nChanged 27 SP:Iteration 28Q (3741.367081 sec): 3 clusters Score: Raw -20701255.676650 + Penalty 2352.501674 = -20698903.174976 nChanged 18 SP:Iteration 29Q (3741.627119 sec): 3 clusters Score: Raw -20701263.025807 + Penalty 2352.501674 = -20698910.524133 nChanged 13 SP:Iteration 30Q (3741.882827 sec): 3 clusters Score: Raw -20701268.639633 + Penalty 2352.501674 = -20698916.137959 nChanged 14 SP:Iteration 31Q (3742.135022 sec): 3 clusters Score: Raw -20701274.087385 + Penalty 2352.501674 = -20698921.585711 nChanged 5 SP:Iteration 32Q (3742.396592 sec): 3 clusters Score: Raw -20701275.628096 + Penalty 2352.501674 = -20698923.126422 nChanged 7 SP:Iteration 33Q (3742.656673 sec): 3 clusters Score: Raw -20701278.309402 + Penalty 2352.501674 = -20698925.807728 nChanged 9 SP:Iteration 34Q (3742.913791 sec): 3 clusters Score: Raw -20701281.592548 + Penalty 2352.501674 = -20698929.090874 nChanged 7 SP:Iteration 35Q (3743.173213 sec): 3 clusters Score: Raw -20701283.751657 + Penalty 2352.501674 = -20698931.249983 nChanged 7 SP:Iteration 36Q (3743.433760 sec): 3 clusters Score: Raw -20701286.250046 + Penalty 2352.501674 = -20698933.748372 nChanged 4 SP:Iteration 37Q (3743.695825 sec): 3 clusters Score: Raw -20701287.234877 + Penalty 2352.501674 = -20698934.733203 nChanged 3 SP:Iteration 38Q (3743.957795 sec): 3 clusters Score: Raw -20701288.014805 + Penalty 2352.501674 = -20698935.513131 nChanged 0 SP:Iteration 39F (3744.269266 sec): 3 clusters Score: Raw -20701288.014805 + Penalty 2352.501674 = -20698935.513131 nChanged 0 Trying to split cluster 2 (6160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3744.291171 sec): 2 clusters Score: Raw -484343.113092 + Penalty 828.954045 = -483514.159047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3744.345241 sec): 3 clusters Score: Raw -480871.360789 + Penalty 1657.908091 = -479213.452698 nChanged 2618 SP:Iteration 1F (3744.399876 sec): 3 clusters Score: Raw -482260.043101 + Penalty 1657.908091 = -480602.135010 nChanged 373 SP:Iteration 2F (3744.453350 sec): 3 clusters Score: Raw -482429.391325 + Penalty 1657.908091 = -480771.483234 nChanged 341 SP:Iteration 3F (3744.508530 sec): 3 clusters Score: Raw -482567.429526 + Penalty 1657.908091 = -480909.521436 nChanged 284 SP:Iteration 4Q (3744.563466 sec): 3 clusters Score: Raw -482686.130003 + Penalty 1657.908091 = -481028.221913 nChanged 275 SP:Iteration 5Q (3744.617274 sec): 3 clusters Score: Raw -482846.265270 + Penalty 1657.908091 = -481188.357179 nChanged 304 SP:Iteration 6Q (3744.670859 sec): 3 clusters Score: Raw -483078.502632 + Penalty 1657.908091 = -481420.594542 nChanged 342 SP:Iteration 7F (3744.720945 sec): 3 clusters Score: Raw -483349.065044 + Penalty 1657.908091 = -481691.156954 nChanged 358 SP:Iteration 8F (3744.783394 sec): 3 clusters Score: Raw -483597.157186 + Penalty 1657.908091 = -481939.249095 nChanged 307 SP:Iteration 9Q (3744.825718 sec): 3 clusters Score: Raw -483784.492574 + Penalty 1657.908091 = -482126.584484 nChanged 278 SP:Iteration 10Q (3744.883571 sec): 3 clusters Score: Raw -483951.376491 + Penalty 1657.908091 = -482293.468400 nChanged 244 SP:Iteration 11Q (3744.927238 sec): 3 clusters Score: Raw -484093.279487 + Penalty 1657.908091 = -482435.371397 nChanged 197 SP:Iteration 12Q (3744.972319 sec): 3 clusters Score: Raw -484190.478207 + Penalty 1657.908091 = -482532.570116 nChanged 162 SP:Iteration 13Q (3745.020637 sec): 3 clusters Score: Raw -484281.132835 + Penalty 1657.908091 = -482623.224744 nChanged 141 SP:Iteration 14Q (3745.069328 sec): 3 clusters Score: Raw -484351.689873 + Penalty 1657.908091 = -482693.781782 nChanged 109 SP:Iteration 15Q (3745.119883 sec): 3 clusters Score: Raw -484389.020840 + Penalty 1657.908091 = -482731.112750 nChanged 58 SP:Iteration 16Q (3745.175615 sec): 3 clusters Score: Raw -484405.655084 + Penalty 1657.908091 = -482747.746994 nChanged 46 SP:Iteration 17Q (3745.219849 sec): 3 clusters Score: Raw -484418.237931 + Penalty 1657.908091 = -482760.329841 nChanged 48 SP:Iteration 18Q (3745.273812 sec): 3 clusters Score: Raw -484430.235584 + Penalty 1657.908091 = -482772.327493 nChanged 38 SP:Iteration 19Q (3745.337916 sec): 3 clusters Score: Raw -484437.691577 + Penalty 1657.908091 = -482779.783486 nChanged 33 SP:Iteration 20F (3745.377378 sec): 3 clusters Score: Raw -484447.352630 + Penalty 1657.908091 = -482789.444540 nChanged 32 SP:Iteration 21Q (3745.426283 sec): 3 clusters Score: Raw -484455.390913 + Penalty 1657.908091 = -482797.482822 nChanged 33 SP:Iteration 22Q (3745.475896 sec): 3 clusters Score: Raw -484463.177299 + Penalty 1657.908091 = -482805.269208 nChanged 26 SP:Iteration 23Q (3745.528087 sec): 3 clusters Score: Raw -484469.221182 + Penalty 1657.908091 = -482811.313091 nChanged 27 SP:Iteration 24Q (3745.582368 sec): 3 clusters Score: Raw -484476.615657 + Penalty 1657.908091 = -482818.707566 nChanged 23 SP:Iteration 25Q (3745.643783 sec): 3 clusters Score: Raw -484480.477517 + Penalty 1657.908091 = -482822.569426 nChanged 20 SP:Iteration 26Q (3745.691960 sec): 3 clusters Score: Raw -484483.176670 + Penalty 1657.908091 = -482825.268579 nChanged 13 SP:Iteration 27Q (3745.734033 sec): 3 clusters Score: Raw -484485.486556 + Penalty 1657.908091 = -482827.578465 nChanged 9 SP:Iteration 28Q (3745.782603 sec): 3 clusters Score: Raw -484487.164531 + Penalty 1657.908091 = -482829.256440 nChanged 9 SP:Iteration 29Q (3745.839240 sec): 3 clusters Score: Raw -484488.154527 + Penalty 1657.908091 = -482830.246437 nChanged 5 SP:Iteration 30Q (3745.880032 sec): 3 clusters Score: Raw -484488.877897 + Penalty 1657.908091 = -482830.969806 nChanged 5 SP:Iteration 31Q (3745.938460 sec): 3 clusters Score: Raw -484489.740404 + Penalty 1657.908091 = -482831.832313 nChanged 8 SP:Iteration 32Q (3745.978558 sec): 3 clusters Score: Raw -484490.760640 + Penalty 1657.908091 = -482832.852549 nChanged 6 SP:Iteration 33Q (3746.029081 sec): 3 clusters Score: Raw -484491.537578 + Penalty 1657.908091 = -482833.629488 nChanged 6 SP:Iteration 34Q (3746.081819 sec): 3 clusters Score: Raw -484492.312737 + Penalty 1657.908091 = -482834.404646 nChanged 8 SP:Iteration 35Q (3746.130068 sec): 3 clusters Score: Raw -484493.951947 + Penalty 1657.908091 = -482836.043856 nChanged 8 SP:Iteration 36Q (3746.195476 sec): 3 clusters Score: Raw -484495.397733 + Penalty 1657.908091 = -482837.489643 nChanged 6 SP:Iteration 37Q (3746.239497 sec): 3 clusters Score: Raw -484496.470479 + Penalty 1657.908091 = -482838.562388 nChanged 12 SP:Iteration 38Q (3746.294526 sec): 3 clusters Score: Raw -484498.072378 + Penalty 1657.908091 = -482840.164287 nChanged 8 SP:Iteration 39Q (3746.349365 sec): 3 clusters Score: Raw -484499.392537 + Penalty 1657.908091 = -482841.484447 nChanged 7 SP:Iteration 40F (3746.404603 sec): 3 clusters Score: Raw -484499.987348 + Penalty 1657.908091 = -482842.079257 nChanged 2 SP:Iteration 41Q (3746.458565 sec): 3 clusters Score: Raw -484500.053145 + Penalty 1657.908091 = -482842.145055 nChanged 0 SP:Iteration 42F (3746.525948 sec): 3 clusters Score: Raw -484500.053145 + Penalty 1657.908091 = -482842.145055 nChanged 0 Trying to split cluster 3 (24293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3746.561908 sec): 2 clusters Score: Raw -2101070.461964 + Penalty 959.304635 = -2100111.157329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3746.650603 sec): 3 clusters Score: Raw -2085837.011327 + Penalty 1918.609269 = -2083918.402058 nChanged 11326 SP:Iteration 1F (3746.719395 sec): 3 clusters Score: Raw -2092403.600777 + Penalty 1918.609269 = -2090484.991508 nChanged 1089 SP:Iteration 2Q (3746.797638 sec): 3 clusters Score: Raw -2092808.129138 + Penalty 1918.609269 = -2090889.519869 nChanged 1125 SP:Iteration 3Q (3746.866954 sec): 3 clusters Score: Raw -2093256.620100 + Penalty 1918.609269 = -2091338.010830 nChanged 1184 SP:Iteration 4Q (3746.940374 sec): 3 clusters Score: Raw -2093792.849742 + Penalty 1918.609269 = -2091874.240473 nChanged 1215 SP:Iteration 5F (3747.017803 sec): 3 clusters Score: Raw -2094392.768499 + Penalty 1918.609269 = -2092474.159229 nChanged 1292 SP:Iteration 6F (3747.096143 sec): 3 clusters Score: Raw -2095096.899948 + Penalty 1918.609269 = -2093178.290679 nChanged 1302 SP:Iteration 7F (3747.164497 sec): 3 clusters Score: Raw -2095885.001675 + Penalty 1918.609269 = -2093966.392406 nChanged 1235 SP:Iteration 8F (3747.222945 sec): 3 clusters Score: Raw -2096646.506040 + Penalty 1918.609269 = -2094727.896771 nChanged 1105 SP:Iteration 9Q (3747.298334 sec): 3 clusters Score: Raw -2097278.638000 + Penalty 1918.609269 = -2095360.028731 nChanged 881 SP:Iteration 10Q (3747.384107 sec): 3 clusters Score: Raw -2097688.567593 + Penalty 1918.609269 = -2095769.958324 nChanged 709 SP:Iteration 11Q (3747.452884 sec): 3 clusters Score: Raw -2097944.933358 + Penalty 1918.609269 = -2096026.324089 nChanged 498 SP:Iteration 12Q (3747.519595 sec): 3 clusters Score: Raw -2098094.005046 + Penalty 1918.609269 = -2096175.395777 nChanged 390 SP:Iteration 13Q (3747.597062 sec): 3 clusters Score: Raw -2098221.333137 + Penalty 1918.609269 = -2096302.723868 nChanged 412 SP:Iteration 14Q (3747.673601 sec): 3 clusters Score: Raw -2098358.804177 + Penalty 1918.609269 = -2096440.194908 nChanged 405 SP:Iteration 15Q (3747.748945 sec): 3 clusters Score: Raw -2098498.050537 + Penalty 1918.609269 = -2096579.441268 nChanged 414 SP:Iteration 16Q (3747.805165 sec): 3 clusters Score: Raw -2098659.045918 + Penalty 1918.609269 = -2096740.436648 nChanged 429 SP:Iteration 17Q (3747.877042 sec): 3 clusters Score: Raw -2098830.401560 + Penalty 1918.609269 = -2096911.792291 nChanged 425 SP:Iteration 18Q (3747.947265 sec): 3 clusters Score: Raw -2099041.686407 + Penalty 1918.609269 = -2097123.077137 nChanged 443 SP:Iteration 19Q (3748.011762 sec): 3 clusters Score: Raw -2099287.260467 + Penalty 1918.609269 = -2097368.651198 nChanged 509 SP:Iteration 20F (3748.081515 sec): 3 clusters Score: Raw -2099599.931033 + Penalty 1918.609269 = -2097681.321763 nChanged 502 SP:Iteration 21Q (3748.157498 sec): 3 clusters Score: Raw -2099974.748320 + Penalty 1918.609269 = -2098056.139051 nChanged 516 SP:Iteration 22Q (3748.220328 sec): 3 clusters Score: Raw -2100382.093808 + Penalty 1918.609269 = -2098463.484539 nChanged 481 SP:Iteration 23Q (3748.292642 sec): 3 clusters Score: Raw -2100743.545874 + Penalty 1918.609269 = -2098824.936605 nChanged 437 SP:Iteration 24Q (3748.368078 sec): 3 clusters Score: Raw -2101025.605664 + Penalty 1918.609269 = -2099106.996395 nChanged 363 SP:Iteration 25Q (3748.432956 sec): 3 clusters Score: Raw -2101212.661579 + Penalty 1918.609269 = -2099294.052310 nChanged 296 SP:Iteration 26Q (3748.507827 sec): 3 clusters Score: Raw -2101316.767915 + Penalty 1918.609269 = -2099398.158646 nChanged 201 SP:Iteration 27Q (3748.576647 sec): 3 clusters Score: Raw -2101364.107403 + Penalty 1918.609269 = -2099445.498134 nChanged 134 SP:Iteration 28Q (3748.650510 sec): 3 clusters Score: Raw -2101390.300646 + Penalty 1918.609269 = -2099471.691377 nChanged 106 SP:Iteration 29Q (3748.716299 sec): 3 clusters Score: Raw -2101405.789189 + Penalty 1918.609269 = -2099487.179920 nChanged 75 SP:Iteration 30Q (3748.785102 sec): 3 clusters Score: Raw -2101415.214113 + Penalty 1918.609269 = -2099496.604844 nChanged 60 SP:Iteration 31Q (3748.849141 sec): 3 clusters Score: Raw -2101422.536879 + Penalty 1918.609269 = -2099503.927610 nChanged 56 SP:Iteration 32Q (3748.920943 sec): 3 clusters Score: Raw -2101428.453639 + Penalty 1918.609269 = -2099509.844369 nChanged 42 SP:Iteration 33Q (3748.994047 sec): 3 clusters Score: Raw -2101432.418612 + Penalty 1918.609269 = -2099513.809343 nChanged 37 SP:Iteration 34Q (3749.056608 sec): 3 clusters Score: Raw -2101437.023788 + Penalty 1918.609269 = -2099518.414519 nChanged 39 SP:Iteration 35Q (3749.130425 sec): 3 clusters Score: Raw -2101440.141608 + Penalty 1918.609269 = -2099521.532339 nChanged 25 SP:Iteration 36Q (3749.199621 sec): 3 clusters Score: Raw -2101441.976530 + Penalty 1918.609269 = -2099523.367261 nChanged 22 SP:Iteration 37Q (3749.273910 sec): 3 clusters Score: Raw -2101443.570505 + Penalty 1918.609269 = -2099524.961236 nChanged 22 SP:Iteration 38Q (3749.342569 sec): 3 clusters Score: Raw -2101444.935024 + Penalty 1918.609269 = -2099526.325755 nChanged 14 SP:Iteration 39Q (3749.414952 sec): 3 clusters Score: Raw -2101445.504880 + Penalty 1918.609269 = -2099526.895611 nChanged 4 SP:Iteration 40F (3749.483152 sec): 3 clusters Score: Raw -2101446.437440 + Penalty 1918.609269 = -2099527.828171 nChanged 5 SP:Iteration 41Q (3749.558149 sec): 3 clusters Score: Raw -2101446.563593 + Penalty 1918.609269 = -2099527.954324 nChanged 3 SP:Iteration 42Q (3749.631784 sec): 3 clusters Score: Raw -2101446.627609 + Penalty 1918.609269 = -2099528.018340 nChanged 1 SP:Iteration 43Q (3749.705358 sec): 3 clusters Score: Raw -2101446.647108 + Penalty 1918.609269 = -2099528.037838 nChanged 0 SP:Iteration 44F (3749.768146 sec): 3 clusters Score: Raw -2101446.647108 + Penalty 1918.609269 = -2099528.037838 nChanged 0 Trying to split cluster 4 (44775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3749.834673 sec): 2 clusters Score: Raw -3639266.059672 + Penalty 1017.393497 = -3638248.666176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3749.942495 sec): 3 clusters Score: Raw -3610212.228928 + Penalty 2034.786993 = -3608177.441935 nChanged 21317 SP:Iteration 1F (3750.039369 sec): 3 clusters Score: Raw -3622666.089218 + Penalty 2034.786993 = -3620631.302225 nChanged 2186 SP:Iteration 2Q (3750.133594 sec): 3 clusters Score: Raw -3623381.047593 + Penalty 2034.786993 = -3621346.260600 nChanged 2266 SP:Iteration 3F (3750.233188 sec): 3 clusters Score: Raw -3624333.439729 + Penalty 2034.786993 = -3622298.652736 nChanged 2561 SP:Iteration 4F (3750.327034 sec): 3 clusters Score: Raw -3625662.274613 + Penalty 2034.786993 = -3623627.487620 nChanged 2831 SP:Iteration 5F (3750.416623 sec): 3 clusters Score: Raw -3627430.205941 + Penalty 2034.786993 = -3625395.418948 nChanged 3051 SP:Iteration 6F (3750.515858 sec): 3 clusters Score: Raw -3629595.716190 + Penalty 2034.786993 = -3627560.929197 nChanged 3025 SP:Iteration 7F (3750.615045 sec): 3 clusters Score: Raw -3631983.805535 + Penalty 2034.786993 = -3629949.018542 nChanged 2765 SP:Iteration 8F (3750.710296 sec): 3 clusters Score: Raw -3634284.681433 + Penalty 2034.786993 = -3632249.894440 nChanged 2271 SP:Iteration 9F (3750.806398 sec): 3 clusters Score: Raw -3636225.450972 + Penalty 2034.786993 = -3634190.663979 nChanged 1697 SP:Iteration 10Q (3750.905952 sec): 3 clusters Score: Raw -3637630.559685 + Penalty 2034.786993 = -3635595.772692 nChanged 1095 SP:Iteration 11Q (3750.996254 sec): 3 clusters Score: Raw -3638501.208668 + Penalty 2034.786993 = -3636466.421675 nChanged 637 SP:Iteration 12Q (3751.093895 sec): 3 clusters Score: Raw -3638984.171820 + Penalty 2034.786993 = -3636949.384827 nChanged 370 SP:Iteration 13Q (3751.173232 sec): 3 clusters Score: Raw -3639266.256857 + Penalty 2034.786993 = -3637231.469864 nChanged 183 SP:Iteration 14Q (3751.258302 sec): 3 clusters Score: Raw -3639404.074126 + Penalty 2034.786993 = -3637369.287133 nChanged 115 SP:Iteration 15Q (3751.340118 sec): 3 clusters Score: Raw -3639495.009148 + Penalty 2034.786993 = -3637460.222155 nChanged 76 SP:Iteration 16Q (3751.429835 sec): 3 clusters Score: Raw -3639551.862049 + Penalty 2034.786993 = -3637517.075056 nChanged 35 SP:Iteration 17Q (3751.508697 sec): 3 clusters Score: Raw -3639576.385515 + Penalty 2034.786993 = -3637541.598522 nChanged 26 SP:Iteration 18Q (3751.595751 sec): 3 clusters Score: Raw -3639592.074780 + Penalty 2034.786993 = -3637557.287787 nChanged 21 SP:Iteration 19Q (3751.684321 sec): 3 clusters Score: Raw -3639601.419936 + Penalty 2034.786993 = -3637566.632943 nChanged 15 SP:Iteration 20F (3751.783098 sec): 3 clusters Score: Raw -3639606.919586 + Penalty 2034.786993 = -3637572.132593 nChanged 8 SP:Iteration 21Q (3751.869326 sec): 3 clusters Score: Raw -3639611.729800 + Penalty 2034.786993 = -3637576.942807 nChanged 9 SP:Iteration 22Q (3751.955845 sec): 3 clusters Score: Raw -3639617.628518 + Penalty 2034.786993 = -3637582.841525 nChanged 9 SP:Iteration 23Q (3752.037940 sec): 3 clusters Score: Raw -3639621.593974 + Penalty 2034.786993 = -3637586.806981 nChanged 8 SP:Iteration 24Q (3752.127308 sec): 3 clusters Score: Raw -3639624.647004 + Penalty 2034.786993 = -3637589.860010 nChanged 7 SP:Iteration 25Q (3752.208559 sec): 3 clusters Score: Raw -3639629.046258 + Penalty 2034.786993 = -3637594.259265 nChanged 7 SP:Iteration 26Q (3752.298273 sec): 3 clusters Score: Raw -3639634.999095 + Penalty 2034.786993 = -3637600.212102 nChanged 9 SP:Iteration 27Q (3752.373446 sec): 3 clusters Score: Raw -3639639.902259 + Penalty 2034.786993 = -3637605.115266 nChanged 6 SP:Iteration 28Q (3752.462734 sec): 3 clusters Score: Raw -3639642.996621 + Penalty 2034.786993 = -3637608.209628 nChanged 4 SP:Iteration 29Q (3752.551856 sec): 3 clusters Score: Raw -3639644.574952 + Penalty 2034.786993 = -3637609.787959 nChanged 6 SP:Iteration 30Q (3752.638763 sec): 3 clusters Score: Raw -3639649.305060 + Penalty 2034.786993 = -3637614.518067 nChanged 6 SP:Iteration 31Q (3752.719640 sec): 3 clusters Score: Raw -3639652.451447 + Penalty 2034.786993 = -3637617.664453 nChanged 2 SP:Iteration 32Q (3752.802700 sec): 3 clusters Score: Raw -3639653.180169 + Penalty 2034.786993 = -3637618.393176 nChanged 2 SP:Iteration 33Q (3752.888675 sec): 3 clusters Score: Raw -3639653.690504 + Penalty 2034.786993 = -3637618.903511 nChanged 1 SP:Iteration 34Q (3752.966087 sec): 3 clusters Score: Raw -3639653.987382 + Penalty 2034.786993 = -3637619.200389 nChanged 0 SP:Iteration 35F (3753.068601 sec): 3 clusters Score: Raw -3639653.987382 + Penalty 2034.786993 = -3637619.200389 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3753.087620 sec): 2 clusters Score: Raw -310976.082248 + Penalty 778.478023 = -310197.604225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3753.130936 sec): 3 clusters Score: Raw -309047.642709 + Penalty 1556.956047 = -307490.686662 nChanged 1512 SP:Iteration 1F (3753.183507 sec): 3 clusters Score: Raw -309905.383560 + Penalty 1556.956047 = -308348.427513 nChanged 294 SP:Iteration 2F (3753.236585 sec): 3 clusters Score: Raw -310117.389910 + Penalty 1556.956047 = -308560.433863 nChanged 274 SP:Iteration 3F (3753.289861 sec): 3 clusters Score: Raw -310336.188879 + Penalty 1556.956047 = -308779.232832 nChanged 229 SP:Iteration 4F (3753.342410 sec): 3 clusters Score: Raw -310534.063187 + Penalty 1556.956047 = -308977.107141 nChanged 214 SP:Iteration 5F (3753.387733 sec): 3 clusters Score: Raw -310711.783319 + Penalty 1556.956047 = -309154.827272 nChanged 192 SP:Iteration 6F (3753.438050 sec): 3 clusters Score: Raw -310851.807168 + Penalty 1556.956047 = -309294.851121 nChanged 148 SP:Iteration 7Q (3753.479575 sec): 3 clusters Score: Raw -310938.625948 + Penalty 1556.956047 = -309381.669901 nChanged 111 SP:Iteration 8Q (3753.527693 sec): 3 clusters Score: Raw -310996.815991 + Penalty 1556.956047 = -309439.859944 nChanged 80 SP:Iteration 9Q (3753.591640 sec): 3 clusters Score: Raw -311032.124808 + Penalty 1556.956047 = -309475.168761 nChanged 52 SP:Iteration 10Q (3753.627140 sec): 3 clusters Score: Raw -311055.174646 + Penalty 1556.956047 = -309498.218599 nChanged 47 SP:Iteration 11Q (3753.679092 sec): 3 clusters Score: Raw -311078.725951 + Penalty 1556.956047 = -309521.769904 nChanged 48 SP:Iteration 12Q (3753.730395 sec): 3 clusters Score: Raw -311100.036647 + Penalty 1556.956047 = -309543.080600 nChanged 43 SP:Iteration 13Q (3753.773444 sec): 3 clusters Score: Raw -311116.832641 + Penalty 1556.956047 = -309559.876594 nChanged 37 SP:Iteration 14Q (3753.835919 sec): 3 clusters Score: Raw -311131.811814 + Penalty 1556.956047 = -309574.855767 nChanged 28 SP:Iteration 15Q (3753.867289 sec): 3 clusters Score: Raw -311145.242636 + Penalty 1556.956047 = -309588.286590 nChanged 30 SP:Iteration 16Q (3753.919866 sec): 3 clusters Score: Raw -311162.316777 + Penalty 1556.956047 = -309605.360730 nChanged 34 SP:Iteration 17Q (3753.973888 sec): 3 clusters Score: Raw -311183.739834 + Penalty 1556.956047 = -309626.783787 nChanged 39 SP:Iteration 18Q (3754.014792 sec): 3 clusters Score: Raw -311208.656770 + Penalty 1556.956047 = -309651.700723 nChanged 30 SP:Iteration 19Q (3754.062805 sec): 3 clusters Score: Raw -311220.525919 + Penalty 1556.956047 = -309663.569872 nChanged 25 SP:Iteration 20F (3754.112685 sec): 3 clusters Score: Raw -311229.475577 + Penalty 1556.956047 = -309672.519530 nChanged 21 SP:Iteration 21Q (3754.153884 sec): 3 clusters Score: Raw -311238.185002 + Penalty 1556.956047 = -309681.228955 nChanged 21 SP:Iteration 22Q (3754.203125 sec): 3 clusters Score: Raw -311248.831636 + Penalty 1556.956047 = -309691.875589 nChanged 21 SP:Iteration 23Q (3754.254755 sec): 3 clusters Score: Raw -311256.945900 + Penalty 1556.956047 = -309699.989853 nChanged 14 SP:Iteration 24Q (3754.305409 sec): 3 clusters Score: Raw -311261.238824 + Penalty 1556.956047 = -309704.282778 nChanged 14 SP:Iteration 25Q (3754.357618 sec): 3 clusters Score: Raw -311269.025730 + Penalty 1556.956047 = -309712.069683 nChanged 20 SP:Iteration 26Q (3754.410627 sec): 3 clusters Score: Raw -311278.757804 + Penalty 1556.956047 = -309721.801757 nChanged 19 SP:Iteration 27Q (3754.453224 sec): 3 clusters Score: Raw -311286.655673 + Penalty 1556.956047 = -309729.699626 nChanged 20 SP:Iteration 28Q (3754.505307 sec): 3 clusters Score: Raw -311296.933053 + Penalty 1556.956047 = -309739.977006 nChanged 21 SP:Iteration 29Q (3754.564608 sec): 3 clusters Score: Raw -311304.661044 + Penalty 1556.956047 = -309747.704997 nChanged 13 SP:Iteration 30Q (3754.609160 sec): 3 clusters Score: Raw -311309.815118 + Penalty 1556.956047 = -309752.859071 nChanged 15 SP:Iteration 31Q (3754.662512 sec): 3 clusters Score: Raw -311314.160471 + Penalty 1556.956047 = -309757.204424 nChanged 13 SP:Iteration 32Q (3754.715429 sec): 3 clusters Score: Raw -311319.390653 + Penalty 1556.956047 = -309762.434606 nChanged 19 SP:Iteration 33Q (3754.767813 sec): 3 clusters Score: Raw -311327.437667 + Penalty 1556.956047 = -309770.481620 nChanged 12 SP:Iteration 34Q (3754.820230 sec): 3 clusters Score: Raw -311330.777958 + Penalty 1556.956047 = -309773.821911 nChanged 8 SP:Iteration 35Q (3754.866659 sec): 3 clusters Score: Raw -311333.717867 + Penalty 1556.956047 = -309776.761820 nChanged 11 SP:Iteration 36Q (3754.919373 sec): 3 clusters Score: Raw -311338.086522 + Penalty 1556.956047 = -309781.130475 nChanged 16 SP:Iteration 37Q (3754.971205 sec): 3 clusters Score: Raw -311344.954109 + Penalty 1556.956047 = -309787.998062 nChanged 13 SP:Iteration 38Q (3755.024025 sec): 3 clusters Score: Raw -311350.894914 + Penalty 1556.956047 = -309793.938868 nChanged 9 SP:Iteration 39Q (3755.073246 sec): 3 clusters Score: Raw -311357.310956 + Penalty 1556.956047 = -309800.354910 nChanged 14 SP:Iteration 40F (3755.125384 sec): 3 clusters Score: Raw -311364.419050 + Penalty 1556.956047 = -309807.463003 nChanged 13 SP:Iteration 41Q (3755.178038 sec): 3 clusters Score: Raw -311370.262436 + Penalty 1556.956047 = -309813.306389 nChanged 12 SP:Iteration 42Q (3755.230789 sec): 3 clusters Score: Raw -311374.548812 + Penalty 1556.956047 = -309817.592765 nChanged 13 SP:Iteration 43Q (3755.282918 sec): 3 clusters Score: Raw -311378.445681 + Penalty 1556.956047 = -309821.489634 nChanged 7 SP:Iteration 44Q (3755.335202 sec): 3 clusters Score: Raw -311381.065836 + Penalty 1556.956047 = -309824.109789 nChanged 5 SP:Iteration 45Q (3755.387188 sec): 3 clusters Score: Raw -311382.690762 + Penalty 1556.956047 = -309825.734715 nChanged 5 SP:Iteration 46Q (3755.439688 sec): 3 clusters Score: Raw -311384.959093 + Penalty 1556.956047 = -309828.003046 nChanged 3 SP:Iteration 47Q (3755.492413 sec): 3 clusters Score: Raw -311386.158914 + Penalty 1556.956047 = -309829.202867 nChanged 1 SP:Iteration 48Q (3755.544432 sec): 3 clusters Score: Raw -311386.366426 + Penalty 1556.956047 = -309829.410379 nChanged 1 SP:Iteration 49Q (3755.597895 sec): 3 clusters Score: Raw -311386.445254 + Penalty 1556.956047 = -309829.489207 nChanged 1 SP:Iteration 50Q (3755.639001 sec): 3 clusters Score: Raw -311386.561579 + Penalty 1556.956047 = -309829.605532 nChanged 0 SP:Iteration 51F (3755.686179 sec): 3 clusters Score: Raw -311386.561579 + Penalty 1556.956047 = -309829.605532 nChanged 0 Trying to split cluster 6 (15400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3755.736811 sec): 2 clusters Score: Raw -1326704.704004 + Penalty 916.001665 = -1325788.702339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3755.792809 sec): 3 clusters Score: Raw -1317284.518250 + Penalty 1832.003330 = -1315452.514920 nChanged 7046 SP:Iteration 1F (3755.850257 sec): 3 clusters Score: Raw -1321384.600064 + Penalty 1832.003330 = -1319552.596734 nChanged 760 SP:Iteration 2Q (3755.910899 sec): 3 clusters Score: Raw -1321714.433694 + Penalty 1832.003330 = -1319882.430364 nChanged 779 SP:Iteration 3F (3755.976580 sec): 3 clusters Score: Raw -1322109.546403 + Penalty 1832.003330 = -1320277.543073 nChanged 825 SP:Iteration 4F (3756.050678 sec): 3 clusters Score: Raw -1322620.767299 + Penalty 1832.003330 = -1320788.763969 nChanged 943 SP:Iteration 5F (3756.096146 sec): 3 clusters Score: Raw -1323229.476840 + Penalty 1832.003330 = -1321397.473511 nChanged 876 SP:Iteration 6F (3756.162590 sec): 3 clusters Score: Raw -1323746.920248 + Penalty 1832.003330 = -1321914.916918 nChanged 786 SP:Iteration 7F (3756.226083 sec): 3 clusters Score: Raw -1324159.579867 + Penalty 1832.003330 = -1322327.576537 nChanged 660 SP:Iteration 8Q (3756.291678 sec): 3 clusters Score: Raw -1324460.889356 + Penalty 1832.003330 = -1322628.886026 nChanged 495 SP:Iteration 9Q (3756.357986 sec): 3 clusters Score: Raw -1324652.540639 + Penalty 1832.003330 = -1322820.537309 nChanged 407 SP:Iteration 10Q (3756.424484 sec): 3 clusters Score: Raw -1324796.642541 + Penalty 1832.003330 = -1322964.639212 nChanged 355 SP:Iteration 11Q (3756.490444 sec): 3 clusters Score: Raw -1324907.304558 + Penalty 1832.003330 = -1323075.301228 nChanged 292 SP:Iteration 12Q (3756.556109 sec): 3 clusters Score: Raw -1325000.731214 + Penalty 1832.003330 = -1323168.727884 nChanged 296 SP:Iteration 13Q (3756.622865 sec): 3 clusters Score: Raw -1325091.835579 + Penalty 1832.003330 = -1323259.832249 nChanged 242 SP:Iteration 14Q (3756.687072 sec): 3 clusters Score: Raw -1325166.328392 + Penalty 1832.003330 = -1323334.325062 nChanged 229 SP:Iteration 15Q (3756.744913 sec): 3 clusters Score: Raw -1325237.269578 + Penalty 1832.003330 = -1323405.266248 nChanged 224 SP:Iteration 16Q (3756.817496 sec): 3 clusters Score: Raw -1325303.443145 + Penalty 1832.003330 = -1323471.439815 nChanged 203 SP:Iteration 17Q (3756.871428 sec): 3 clusters Score: Raw -1325362.947376 + Penalty 1832.003330 = -1323530.944046 nChanged 204 SP:Iteration 18Q (3756.936550 sec): 3 clusters Score: Raw -1325420.766834 + Penalty 1832.003330 = -1323588.763504 nChanged 183 SP:Iteration 19Q (3757.000327 sec): 3 clusters Score: Raw -1325465.144505 + Penalty 1832.003330 = -1323633.141175 nChanged 170 SP:Iteration 20F (3757.067363 sec): 3 clusters Score: Raw -1325509.469396 + Penalty 1832.003330 = -1323677.466066 nChanged 159 SP:Iteration 21Q (3757.132484 sec): 3 clusters Score: Raw -1325556.108322 + Penalty 1832.003330 = -1323724.104992 nChanged 170 SP:Iteration 22Q (3757.199276 sec): 3 clusters Score: Raw -1325605.539640 + Penalty 1832.003330 = -1323773.536311 nChanged 180 SP:Iteration 23Q (3757.264947 sec): 3 clusters Score: Raw -1325653.889920 + Penalty 1832.003330 = -1323821.886590 nChanged 164 SP:Iteration 24Q (3757.331337 sec): 3 clusters Score: Raw -1325690.794598 + Penalty 1832.003330 = -1323858.791269 nChanged 150 SP:Iteration 25Q (3757.386591 sec): 3 clusters Score: Raw -1325720.852896 + Penalty 1832.003330 = -1323888.849566 nChanged 142 SP:Iteration 26Q (3757.451575 sec): 3 clusters Score: Raw -1325752.705648 + Penalty 1832.003330 = -1323920.702318 nChanged 139 SP:Iteration 27Q (3757.513626 sec): 3 clusters Score: Raw -1325784.202691 + Penalty 1832.003330 = -1323952.199361 nChanged 143 SP:Iteration 28Q (3757.568509 sec): 3 clusters Score: Raw -1325814.154795 + Penalty 1832.003330 = -1323982.151465 nChanged 146 SP:Iteration 29Q (3757.629410 sec): 3 clusters Score: Raw -1325847.755820 + Penalty 1832.003330 = -1324015.752490 nChanged 142 SP:Iteration 30Q (3757.689999 sec): 3 clusters Score: Raw -1325877.536293 + Penalty 1832.003330 = -1324045.532963 nChanged 136 SP:Iteration 31Q (3757.750920 sec): 3 clusters Score: Raw -1325906.181819 + Penalty 1832.003330 = -1324074.178489 nChanged 127 SP:Iteration 32Q (3757.807332 sec): 3 clusters Score: Raw -1325931.051818 + Penalty 1832.003330 = -1324099.048488 nChanged 111 SP:Iteration 33Q (3757.868391 sec): 3 clusters Score: Raw -1325951.954414 + Penalty 1832.003330 = -1324119.951084 nChanged 122 SP:Iteration 34Q (3757.937204 sec): 3 clusters Score: Raw -1325974.690728 + Penalty 1832.003330 = -1324142.687398 nChanged 113 SP:Iteration 35Q (3757.987316 sec): 3 clusters Score: Raw -1325990.980999 + Penalty 1832.003330 = -1324158.977669 nChanged 94 SP:Iteration 36Q (3758.042515 sec): 3 clusters Score: Raw -1326005.298136 + Penalty 1832.003330 = -1324173.294807 nChanged 83 SP:Iteration 37Q (3758.103392 sec): 3 clusters Score: Raw -1326016.180063 + Penalty 1832.003330 = -1324184.176734 nChanged 70 SP:Iteration 38Q (3758.166189 sec): 3 clusters Score: Raw -1326025.194641 + Penalty 1832.003330 = -1324193.191312 nChanged 70 SP:Iteration 39Q (3758.231161 sec): 3 clusters Score: Raw -1326033.721611 + Penalty 1832.003330 = -1324201.718282 nChanged 69 SP:Iteration 40F (3758.291679 sec): 3 clusters Score: Raw -1326043.517604 + Penalty 1832.003330 = -1324211.514274 nChanged 75 SP:Iteration 41Q (3758.357113 sec): 3 clusters Score: Raw -1326052.607685 + Penalty 1832.003330 = -1324220.604355 nChanged 62 SP:Iteration 42Q (3758.432664 sec): 3 clusters Score: Raw -1326060.342808 + Penalty 1832.003330 = -1324228.339478 nChanged 59 SP:Iteration 43Q (3758.487184 sec): 3 clusters Score: Raw -1326066.707582 + Penalty 1832.003330 = -1324234.704252 nChanged 55 SP:Iteration 44Q (3758.551958 sec): 3 clusters Score: Raw -1326073.286213 + Penalty 1832.003330 = -1324241.282884 nChanged 61 SP:Iteration 45Q (3758.591061 sec): 3 clusters Score: Raw -1326080.326525 + Penalty 1832.003330 = -1324248.323195 nChanged 62 SP:Iteration 46Q (3758.619593 sec): 3 clusters Score: Raw -1326088.390955 + Penalty 1832.003330 = -1324256.387625 nChanged 66 SP:Iteration 47Q (3758.676794 sec): 3 clusters Score: Raw -1326097.053118 + Penalty 1832.003330 = -1324265.049788 nChanged 68 SP:Iteration 48Q (3758.734555 sec): 3 clusters Score: Raw -1326106.716764 + Penalty 1832.003330 = -1324274.713434 nChanged 81 SP:Iteration 49Q (3758.800737 sec): 3 clusters Score: Raw -1326118.152407 + Penalty 1832.003330 = -1324286.149077 nChanged 64 SP:Iteration 50Q (3758.857355 sec): 3 clusters Score: Raw -1326130.374945 + Penalty 1832.003330 = -1324298.371615 nChanged 86 SP:Iteration 51Q (3758.912480 sec): 3 clusters Score: Raw -1326149.199926 + Penalty 1832.003330 = -1324317.196596 nChanged 97 SP:Iteration 52Q (3758.972134 sec): 3 clusters Score: Raw -1326168.496467 + Penalty 1832.003330 = -1324336.493137 nChanged 87 SP:Iteration 53Q (3759.036964 sec): 3 clusters Score: Raw -1326184.491619 + Penalty 1832.003330 = -1324352.488289 nChanged 96 SP:Iteration 54Q (3759.101715 sec): 3 clusters Score: Raw -1326199.638906 + Penalty 1832.003330 = -1324367.635576 nChanged 93 SP:Iteration 55Q (3759.154659 sec): 3 clusters Score: Raw -1326215.511297 + Penalty 1832.003330 = -1324383.507967 nChanged 81 SP:Iteration 56Q (3759.214799 sec): 3 clusters Score: Raw -1326228.753188 + Penalty 1832.003330 = -1324396.749859 nChanged 67 SP:Iteration 57Q (3759.267236 sec): 3 clusters Score: Raw -1326244.145140 + Penalty 1832.003330 = -1324412.141810 nChanged 73 SP:Iteration 58Q (3759.331707 sec): 3 clusters Score: Raw -1326254.508326 + Penalty 1832.003330 = -1324422.504996 nChanged 69 SP:Iteration 59Q (3759.397022 sec): 3 clusters Score: Raw -1326264.108404 + Penalty 1832.003330 = -1324432.105074 nChanged 69 SP:Iteration 60F (3759.448194 sec): 3 clusters Score: Raw -1326275.291489 + Penalty 1832.003330 = -1324443.288159 nChanged 77 SP:Iteration 61Q (3759.512273 sec): 3 clusters Score: Raw -1326290.476540 + Penalty 1832.003330 = -1324458.473210 nChanged 83 SP:Iteration 62Q (3759.577111 sec): 3 clusters Score: Raw -1326307.614482 + Penalty 1832.003330 = -1324475.611153 nChanged 107 SP:Iteration 63Q (3759.641540 sec): 3 clusters Score: Raw -1326330.370622 + Penalty 1832.003330 = -1324498.367293 nChanged 102 SP:Iteration 64Q (3759.703340 sec): 3 clusters Score: Raw -1326352.180844 + Penalty 1832.003330 = -1324520.177514 nChanged 103 SP:Iteration 65Q (3759.755499 sec): 3 clusters Score: Raw -1326371.587881 + Penalty 1832.003330 = -1324539.584552 nChanged 99 SP:Iteration 66Q (3759.815788 sec): 3 clusters Score: Raw -1326392.979184 + Penalty 1832.003330 = -1324560.975854 nChanged 106 SP:Iteration 67Q (3759.859748 sec): 3 clusters Score: Raw -1326412.683653 + Penalty 1832.003330 = -1324580.680323 nChanged 93 SP:Iteration 68Q (3759.924967 sec): 3 clusters Score: Raw -1326428.525527 + Penalty 1832.003330 = -1324596.522197 nChanged 90 SP:Iteration 69Q (3759.987180 sec): 3 clusters Score: Raw -1326445.779904 + Penalty 1832.003330 = -1324613.776575 nChanged 89 SP:Iteration 70Q (3760.051857 sec): 3 clusters Score: Raw -1326461.828106 + Penalty 1832.003330 = -1324629.824777 nChanged 65 SP:Iteration 71Q (3760.110947 sec): 3 clusters Score: Raw -1326470.266562 + Penalty 1832.003330 = -1324638.263232 nChanged 56 SP:Iteration 72Q (3760.168316 sec): 3 clusters Score: Raw -1326476.159633 + Penalty 1832.003330 = -1324644.156303 nChanged 39 SP:Iteration 73Q (3760.215874 sec): 3 clusters Score: Raw -1326479.609225 + Penalty 1832.003330 = -1324647.605895 nChanged 35 SP:Iteration 74Q (3760.280226 sec): 3 clusters Score: Raw -1326482.812137 + Penalty 1832.003330 = -1324650.808807 nChanged 30 SP:Iteration 75Q (3760.314065 sec): 3 clusters Score: Raw -1326485.429153 + Penalty 1832.003330 = -1324653.425823 nChanged 33 SP:Iteration 76Q (3760.342004 sec): 3 clusters Score: Raw -1326488.180881 + Penalty 1832.003330 = -1324656.177551 nChanged 30 SP:Iteration 77Q (3760.370361 sec): 3 clusters Score: Raw -1326491.104329 + Penalty 1832.003330 = -1324659.101000 nChanged 26 SP:Iteration 78Q (3760.398597 sec): 3 clusters Score: Raw -1326492.902386 + Penalty 1832.003330 = -1324660.899056 nChanged 28 SP:Iteration 79Q (3760.426942 sec): 3 clusters Score: Raw -1326495.196912 + Penalty 1832.003330 = -1324663.193582 nChanged 22 SP:Iteration 80F (3760.456551 sec): 3 clusters Score: Raw -1326496.555925 + Penalty 1832.003330 = -1324664.552596 nChanged 15 SP:Iteration 81Q (3760.484803 sec): 3 clusters Score: Raw -1326497.768530 + Penalty 1832.003330 = -1324665.765200 nChanged 8 SP:Iteration 82Q (3760.548600 sec): 3 clusters Score: Raw -1326498.446994 + Penalty 1832.003330 = -1324666.443664 nChanged 9 SP:Iteration 83Q (3760.602995 sec): 3 clusters Score: Raw -1326498.837251 + Penalty 1832.003330 = -1324666.833921 nChanged 3 SP:Iteration 84Q (3760.641455 sec): 3 clusters Score: Raw -1326498.965385 + Penalty 1832.003330 = -1324666.962055 nChanged 1 SP:Iteration 85Q (3760.707142 sec): 3 clusters Score: Raw -1326499.041225 + Penalty 1832.003330 = -1324667.037895 nChanged 2 SP:Iteration 86Q (3760.742274 sec): 3 clusters Score: Raw -1326499.103500 + Penalty 1832.003330 = -1324667.100170 nChanged 2 SP:Iteration 87Q (3760.810040 sec): 3 clusters Score: Raw -1326499.155098 + Penalty 1832.003330 = -1324667.151768 nChanged 1 SP:Iteration 88Q (3760.837776 sec): 3 clusters Score: Raw -1326499.216280 + Penalty 1832.003330 = -1324667.212951 nChanged 1 SP:Iteration 89Q (3760.866019 sec): 3 clusters Score: Raw -1326499.233962 + Penalty 1832.003330 = -1324667.230632 nChanged 2 SP:Iteration 90Q (3760.894272 sec): 3 clusters Score: Raw -1326499.294667 + Penalty 1832.003330 = -1324667.291337 nChanged 1 SP:Iteration 91Q (3760.922693 sec): 3 clusters Score: Raw -1326499.350496 + Penalty 1832.003330 = -1324667.347166 nChanged 1 SP:Iteration 92Q (3760.980919 sec): 3 clusters Score: Raw -1326499.400356 + Penalty 1832.003330 = -1324667.397027 nChanged 2 SP:Iteration 93Q (3761.008629 sec): 3 clusters Score: Raw -1326499.521293 + Penalty 1832.003330 = -1324667.517963 nChanged 3 SP:Iteration 94Q (3761.036992 sec): 3 clusters Score: Raw -1326499.707022 + Penalty 1832.003330 = -1324667.703693 nChanged 1 SP:Iteration 95Q (3761.067260 sec): 3 clusters Score: Raw -1326499.750191 + Penalty 1832.003330 = -1324667.746862 nChanged 2 SP:Iteration 96Q (3761.095630 sec): 3 clusters Score: Raw -1326499.811693 + Penalty 1832.003330 = -1324667.808363 nChanged 2 SP:Iteration 97Q (3761.136394 sec): 3 clusters Score: Raw -1326499.895891 + Penalty 1832.003330 = -1324667.892561 nChanged 0 SP:Iteration 98F (3761.190915 sec): 3 clusters Score: Raw -1326499.895891 + Penalty 1832.003330 = -1324667.892561 nChanged 0 Trying to split cluster 7 (112291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3761.302721 sec): 2 clusters Score: Raw -9800801.003992 + Penalty 1104.740655 = -9799696.263338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3761.480119 sec): 3 clusters Score: Raw -9726498.421843 + Penalty 2209.481309 = -9724288.940534 nChanged 54434 SP:Iteration 1F (3761.644302 sec): 3 clusters Score: Raw -9759264.638900 + Penalty 2209.481309 = -9757055.157591 nChanged 5647 SP:Iteration 2F (3761.808109 sec): 3 clusters Score: Raw -9761710.086577 + Penalty 2209.481309 = -9759500.605268 nChanged 7424 SP:Iteration 3F (3761.965540 sec): 3 clusters Score: Raw -9766109.692166 + Penalty 2209.481309 = -9763900.210857 nChanged 9283 SP:Iteration 4F (3762.112763 sec): 3 clusters Score: Raw -9773386.170023 + Penalty 2209.481309 = -9771176.688713 nChanged 10267 SP:Iteration 5F (3762.259288 sec): 3 clusters Score: Raw -9783270.849802 + Penalty 2209.481309 = -9781061.368493 nChanged 8845 SP:Iteration 6F (3762.413414 sec): 3 clusters Score: Raw -9792445.899141 + Penalty 2209.481309 = -9790236.417832 nChanged 5350 SP:Iteration 7Q (3762.571326 sec): 3 clusters Score: Raw -9797908.551142 + Penalty 2209.481309 = -9795699.069833 nChanged 2289 SP:Iteration 8Q (3762.749332 sec): 3 clusters Score: Raw -9800075.433664 + Penalty 2209.481309 = -9797865.952355 nChanged 693 SP:Iteration 9Q (3762.882289 sec): 3 clusters Score: Raw -9800691.598146 + Penalty 2209.481309 = -9798482.116837 nChanged 213 SP:Iteration 10Q (3763.017130 sec): 3 clusters Score: Raw -9800885.311094 + Penalty 2209.481309 = -9798675.829785 nChanged 56 SP:Iteration 11Q (3763.137395 sec): 3 clusters Score: Raw -9800949.233459 + Penalty 2209.481309 = -9798739.752150 nChanged 32 SP:Iteration 12Q (3763.295582 sec): 3 clusters Score: Raw -9801000.278646 + Penalty 2209.481309 = -9798790.797337 nChanged 20 SP:Iteration 13Q (3763.448725 sec): 3 clusters Score: Raw -9801025.976120 + Penalty 2209.481309 = -9798816.494811 nChanged 14 SP:Iteration 14Q (3763.588484 sec): 3 clusters Score: Raw -9801038.876962 + Penalty 2209.481309 = -9798829.395653 nChanged 7 SP:Iteration 15Q (3763.736946 sec): 3 clusters Score: Raw -9801046.190225 + Penalty 2209.481309 = -9798836.708915 nChanged 4 SP:Iteration 16Q (3763.885342 sec): 3 clusters Score: Raw -9801048.081815 + Penalty 2209.481309 = -9798838.600505 nChanged 4 SP:Iteration 17Q (3764.033946 sec): 3 clusters Score: Raw -9801049.375872 + Penalty 2209.481309 = -9798839.894563 nChanged 3 SP:Iteration 18Q (3764.188494 sec): 3 clusters Score: Raw -9801050.166859 + Penalty 2209.481309 = -9798840.685550 nChanged 0 SP:Iteration 19F (3764.361042 sec): 3 clusters Score: Raw -9801050.166859 + Penalty 2209.481309 = -9798840.685550 nChanged 0 Trying to split cluster 8 (10877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3764.391422 sec): 2 clusters Score: Raw -932661.890160 + Penalty 882.968546 = -931778.921614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3764.443942 sec): 3 clusters Score: Raw -926178.544835 + Penalty 1765.937092 = -924412.607743 nChanged 4858 SP:Iteration 1F (3764.504777 sec): 3 clusters Score: Raw -928972.705181 + Penalty 1765.937092 = -927206.768089 nChanged 658 SP:Iteration 2F (3764.566569 sec): 3 clusters Score: Raw -929276.758525 + Penalty 1765.937092 = -927510.821433 nChanged 597 SP:Iteration 3F (3764.619695 sec): 3 clusters Score: Raw -929605.694951 + Penalty 1765.937092 = -927839.757859 nChanged 589 SP:Iteration 4F (3764.680357 sec): 3 clusters Score: Raw -930019.295628 + Penalty 1765.937092 = -928253.358536 nChanged 581 SP:Iteration 5F (3764.740731 sec): 3 clusters Score: Raw -930432.987327 + Penalty 1765.937092 = -928667.050235 nChanged 577 SP:Iteration 6F (3764.808754 sec): 3 clusters Score: Raw -930813.378554 + Penalty 1765.937092 = -929047.441462 nChanged 496 SP:Iteration 7Q (3764.863099 sec): 3 clusters Score: Raw -931122.759311 + Penalty 1765.937092 = -929356.822220 nChanged 427 SP:Iteration 8Q (3764.936901 sec): 3 clusters Score: Raw -931356.316532 + Penalty 1765.937092 = -929590.379440 nChanged 338 SP:Iteration 9Q (3764.993901 sec): 3 clusters Score: Raw -931521.031672 + Penalty 1765.937092 = -929755.094581 nChanged 279 SP:Iteration 10Q (3765.059973 sec): 3 clusters Score: Raw -931648.293243 + Penalty 1765.937092 = -929882.356151 nChanged 218 SP:Iteration 11Q (3765.119044 sec): 3 clusters Score: Raw -931746.652865 + Penalty 1765.937092 = -929980.715773 nChanged 208 SP:Iteration 12Q (3765.170808 sec): 3 clusters Score: Raw -931838.404044 + Penalty 1765.937092 = -930072.466952 nChanged 167 SP:Iteration 13Q (3765.224736 sec): 3 clusters Score: Raw -931915.666403 + Penalty 1765.937092 = -930149.729311 nChanged 171 SP:Iteration 14Q (3765.293397 sec): 3 clusters Score: Raw -931994.969629 + Penalty 1765.937092 = -930229.032537 nChanged 187 SP:Iteration 15Q (3765.355818 sec): 3 clusters Score: Raw -932091.370844 + Penalty 1765.937092 = -930325.433752 nChanged 162 SP:Iteration 16Q (3765.418672 sec): 3 clusters Score: Raw -932179.229960 + Penalty 1765.937092 = -930413.292868 nChanged 149 SP:Iteration 17Q (3765.481760 sec): 3 clusters Score: Raw -932264.187230 + Penalty 1765.937092 = -930498.250138 nChanged 141 SP:Iteration 18Q (3765.541753 sec): 3 clusters Score: Raw -932337.582007 + Penalty 1765.937092 = -930571.644915 nChanged 135 SP:Iteration 19Q (3765.592323 sec): 3 clusters Score: Raw -932401.008219 + Penalty 1765.937092 = -930635.071127 nChanged 111 SP:Iteration 20F (3765.654926 sec): 3 clusters Score: Raw -932450.332530 + Penalty 1765.937092 = -930684.395438 nChanged 101 SP:Iteration 21Q (3765.724917 sec): 3 clusters Score: Raw -932491.705265 + Penalty 1765.937092 = -930725.768173 nChanged 92 SP:Iteration 22Q (3765.785684 sec): 3 clusters Score: Raw -932522.846317 + Penalty 1765.937092 = -930756.909225 nChanged 92 SP:Iteration 23Q (3765.847061 sec): 3 clusters Score: Raw -932550.044078 + Penalty 1765.937092 = -930784.106986 nChanged 71 SP:Iteration 24Q (3765.903086 sec): 3 clusters Score: Raw -932568.170301 + Penalty 1765.937092 = -930802.233210 nChanged 60 SP:Iteration 25Q (3765.965745 sec): 3 clusters Score: Raw -932586.981458 + Penalty 1765.937092 = -930821.044366 nChanged 65 SP:Iteration 26Q (3766.029774 sec): 3 clusters Score: Raw -932606.388651 + Penalty 1765.937092 = -930840.451559 nChanged 55 SP:Iteration 27Q (3766.085839 sec): 3 clusters Score: Raw -932621.865241 + Penalty 1765.937092 = -930855.928149 nChanged 50 SP:Iteration 28Q (3766.143710 sec): 3 clusters Score: Raw -932636.767596 + Penalty 1765.937092 = -930870.830504 nChanged 47 SP:Iteration 29Q (3766.188932 sec): 3 clusters Score: Raw -932650.696463 + Penalty 1765.937092 = -930884.759371 nChanged 40 SP:Iteration 30Q (3766.255496 sec): 3 clusters Score: Raw -932663.108082 + Penalty 1765.937092 = -930897.170990 nChanged 39 SP:Iteration 31Q (3766.316727 sec): 3 clusters Score: Raw -932674.244532 + Penalty 1765.937092 = -930908.307440 nChanged 38 SP:Iteration 32Q (3766.373491 sec): 3 clusters Score: Raw -932684.665877 + Penalty 1765.937092 = -930918.728785 nChanged 41 SP:Iteration 33Q (3766.435822 sec): 3 clusters Score: Raw -932698.415526 + Penalty 1765.937092 = -930932.478434 nChanged 40 SP:Iteration 34Q (3766.485438 sec): 3 clusters Score: Raw -932708.813234 + Penalty 1765.937092 = -930942.876143 nChanged 34 SP:Iteration 35Q (3766.546781 sec): 3 clusters Score: Raw -932718.580940 + Penalty 1765.937092 = -930952.643848 nChanged 35 SP:Iteration 36Q (3766.603684 sec): 3 clusters Score: Raw -932729.457237 + Penalty 1765.937092 = -930963.520145 nChanged 38 SP:Iteration 37Q (3766.660469 sec): 3 clusters Score: Raw -932745.958569 + Penalty 1765.937092 = -930980.021477 nChanged 42 SP:Iteration 38Q (3766.718069 sec): 3 clusters Score: Raw -932762.164229 + Penalty 1765.937092 = -930996.227137 nChanged 34 SP:Iteration 39Q (3766.777521 sec): 3 clusters Score: Raw -932773.091560 + Penalty 1765.937092 = -931007.154468 nChanged 26 SP:Iteration 40F (3766.848441 sec): 3 clusters Score: Raw -932780.049060 + Penalty 1765.937092 = -931014.111968 nChanged 22 SP:Iteration 41Q (3766.909511 sec): 3 clusters Score: Raw -932787.861185 + Penalty 1765.937092 = -931021.924093 nChanged 25 SP:Iteration 42Q (3766.963516 sec): 3 clusters Score: Raw -932794.321051 + Penalty 1765.937092 = -931028.383959 nChanged 15 SP:Iteration 43Q (3767.028722 sec): 3 clusters Score: Raw -932800.151954 + Penalty 1765.937092 = -931034.214862 nChanged 18 SP:Iteration 44Q (3767.088332 sec): 3 clusters Score: Raw -932806.168950 + Penalty 1765.937092 = -931040.231858 nChanged 13 SP:Iteration 45Q (3767.147566 sec): 3 clusters Score: Raw -932810.338548 + Penalty 1765.937092 = -931044.401456 nChanged 16 SP:Iteration 46Q (3767.204926 sec): 3 clusters Score: Raw -932815.778294 + Penalty 1765.937092 = -931049.841202 nChanged 13 SP:Iteration 47Q (3767.253053 sec): 3 clusters Score: Raw -932818.764989 + Penalty 1765.937092 = -931052.827897 nChanged 8 SP:Iteration 48Q (3767.308771 sec): 3 clusters Score: Raw -932820.798167 + Penalty 1765.937092 = -931054.861075 nChanged 9 SP:Iteration 49Q (3767.369261 sec): 3 clusters Score: Raw -932822.910192 + Penalty 1765.937092 = -931056.973100 nChanged 6 SP:Iteration 50Q (3767.435762 sec): 3 clusters Score: Raw -932824.661858 + Penalty 1765.937092 = -931058.724766 nChanged 7 SP:Iteration 51Q (3767.477862 sec): 3 clusters Score: Raw -932825.930792 + Penalty 1765.937092 = -931059.993700 nChanged 5 SP:Iteration 52Q (3767.548200 sec): 3 clusters Score: Raw -932826.805631 + Penalty 1765.937092 = -931060.868539 nChanged 5 SP:Iteration 53Q (3767.598623 sec): 3 clusters Score: Raw -932827.562203 + Penalty 1765.937092 = -931061.625111 nChanged 3 SP:Iteration 54Q (3767.669384 sec): 3 clusters Score: Raw -932828.284756 + Penalty 1765.937092 = -931062.347664 nChanged 5 SP:Iteration 55Q (3767.723879 sec): 3 clusters Score: Raw -932829.281411 + Penalty 1765.937092 = -931063.344319 nChanged 3 SP:Iteration 56Q (3767.783554 sec): 3 clusters Score: Raw -932829.799840 + Penalty 1765.937092 = -931063.862748 nChanged 1 SP:Iteration 57Q (3767.845409 sec): 3 clusters Score: Raw -932830.223626 + Penalty 1765.937092 = -931064.286534 nChanged 3 SP:Iteration 58Q (3767.906551 sec): 3 clusters Score: Raw -932831.060289 + Penalty 1765.937092 = -931065.123197 nChanged 2 SP:Iteration 59Q (3767.952217 sec): 3 clusters Score: Raw -932831.515228 + Penalty 1765.937092 = -931065.578136 nChanged 5 SP:Iteration 60F (3768.015832 sec): 3 clusters Score: Raw -932832.588344 + Penalty 1765.937092 = -931066.651252 nChanged 4 SP:Iteration 61Q (3768.086659 sec): 3 clusters Score: Raw -932834.256666 + Penalty 1765.937092 = -931068.319574 nChanged 3 SP:Iteration 62Q (3768.148229 sec): 3 clusters Score: Raw -932835.647611 + Penalty 1765.937092 = -931069.710519 nChanged 5 SP:Iteration 63Q (3768.205002 sec): 3 clusters Score: Raw -932837.136628 + Penalty 1765.937092 = -931071.199536 nChanged 3 SP:Iteration 64Q (3768.264560 sec): 3 clusters Score: Raw -932838.447341 + Penalty 1765.937092 = -931072.510249 nChanged 2 SP:Iteration 65Q (3768.325842 sec): 3 clusters Score: Raw -932838.698450 + Penalty 1765.937092 = -931072.761358 nChanged 0 SP:Iteration 66F (3768.388826 sec): 3 clusters Score: Raw -932838.698450 + Penalty 1765.937092 = -931072.761358 nChanged 0 Trying to split cluster 9 (3673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3768.419217 sec): 2 clusters Score: Raw -306523.205097 + Penalty 779.832584 = -305743.372513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.461608 sec): 3 clusters Score: Raw -304558.916907 + Penalty 1559.665169 = -302999.251739 nChanged 1527 SP:Iteration 1F (3768.514631 sec): 3 clusters Score: Raw -305359.405128 + Penalty 1559.665169 = -303799.739960 nChanged 295 SP:Iteration 2F (3768.561680 sec): 3 clusters Score: Raw -305522.833621 + Penalty 1559.665169 = -303963.168453 nChanged 229 SP:Iteration 3F (3768.609663 sec): 3 clusters Score: Raw -305645.733358 + Penalty 1559.665169 = -304086.068189 nChanged 196 SP:Iteration 4F (3768.662954 sec): 3 clusters Score: Raw -305769.386908 + Penalty 1559.665169 = -304209.721740 nChanged 160 SP:Iteration 5Q (3768.726575 sec): 3 clusters Score: Raw -305854.237887 + Penalty 1559.665169 = -304294.572718 nChanged 139 SP:Iteration 6Q (3768.771244 sec): 3 clusters Score: Raw -305933.357329 + Penalty 1559.665169 = -304373.692160 nChanged 123 SP:Iteration 7Q (3768.835880 sec): 3 clusters Score: Raw -305997.132670 + Penalty 1559.665169 = -304437.467501 nChanged 118 SP:Iteration 8Q (3768.878690 sec): 3 clusters Score: Raw -306077.297316 + Penalty 1559.665169 = -304517.632148 nChanged 127 SP:Iteration 9Q (3768.928671 sec): 3 clusters Score: Raw -306173.828091 + Penalty 1559.665169 = -304614.162922 nChanged 118 SP:Iteration 10Q (3768.992520 sec): 3 clusters Score: Raw -306248.713314 + Penalty 1559.665169 = -304689.048145 nChanged 105 SP:Iteration 11Q (3769.047018 sec): 3 clusters Score: Raw -306306.019047 + Penalty 1559.665169 = -304746.353878 nChanged 81 SP:Iteration 12Q (3769.099720 sec): 3 clusters Score: Raw -306342.103392 + Penalty 1559.665169 = -304782.438223 nChanged 58 SP:Iteration 13Q (3769.150113 sec): 3 clusters Score: Raw -306363.467765 + Penalty 1559.665169 = -304803.802597 nChanged 49 SP:Iteration 14Q (3769.194161 sec): 3 clusters Score: Raw -306385.812175 + Penalty 1559.665169 = -304826.147007 nChanged 41 SP:Iteration 15Q (3769.246965 sec): 3 clusters Score: Raw -306410.229373 + Penalty 1559.665169 = -304850.564204 nChanged 39 SP:Iteration 16Q (3769.300181 sec): 3 clusters Score: Raw -306428.726886 + Penalty 1559.665169 = -304869.061717 nChanged 21 SP:Iteration 17Q (3769.356994 sec): 3 clusters Score: Raw -306439.298209 + Penalty 1559.665169 = -304879.633040 nChanged 24 SP:Iteration 18Q (3769.395831 sec): 3 clusters Score: Raw -306447.386506 + Penalty 1559.665169 = -304887.721337 nChanged 22 SP:Iteration 19Q (3769.448282 sec): 3 clusters Score: Raw -306456.701037 + Penalty 1559.665169 = -304897.035868 nChanged 23 SP:Iteration 20F (3769.500908 sec): 3 clusters Score: Raw -306465.623598 + Penalty 1559.665169 = -304905.958429 nChanged 15 SP:Iteration 21Q (3769.546770 sec): 3 clusters Score: Raw -306470.504167 + Penalty 1559.665169 = -304910.838999 nChanged 10 SP:Iteration 22Q (3769.610741 sec): 3 clusters Score: Raw -306474.347415 + Penalty 1559.665169 = -304914.682246 nChanged 8 SP:Iteration 23Q (3769.662510 sec): 3 clusters Score: Raw -306476.570864 + Penalty 1559.665169 = -304916.905695 nChanged 6 SP:Iteration 24Q (3769.701088 sec): 3 clusters Score: Raw -306479.016316 + Penalty 1559.665169 = -304919.351147 nChanged 6 SP:Iteration 25Q (3769.765081 sec): 3 clusters Score: Raw -306481.578338 + Penalty 1559.665169 = -304921.913170 nChanged 5 SP:Iteration 26Q (3769.808006 sec): 3 clusters Score: Raw -306483.650153 + Penalty 1559.665169 = -304923.984984 nChanged 6 SP:Iteration 27Q (3769.852830 sec): 3 clusters Score: Raw -306485.164147 + Penalty 1559.665169 = -304925.498979 nChanged 6 SP:Iteration 28Q (3769.905132 sec): 3 clusters Score: Raw -306487.114111 + Penalty 1559.665169 = -304927.448943 nChanged 11 SP:Iteration 29Q (3769.957438 sec): 3 clusters Score: Raw -306491.864570 + Penalty 1559.665169 = -304932.199401 nChanged 20 SP:Iteration 30Q (3770.009129 sec): 3 clusters Score: Raw -306500.572167 + Penalty 1559.665169 = -304940.906998 nChanged 13 SP:Iteration 31Q (3770.058650 sec): 3 clusters Score: Raw -306507.818137 + Penalty 1559.665169 = -304948.152968 nChanged 19 SP:Iteration 32Q (3770.107196 sec): 3 clusters Score: Raw -306518.198815 + Penalty 1559.665169 = -304958.533646 nChanged 17 SP:Iteration 33Q (3770.165831 sec): 3 clusters Score: Raw -306524.638237 + Penalty 1559.665169 = -304964.973068 nChanged 10 SP:Iteration 34Q (3770.208299 sec): 3 clusters Score: Raw -306527.776074 + Penalty 1559.665169 = -304968.110905 nChanged 8 SP:Iteration 35Q (3770.257207 sec): 3 clusters Score: Raw -306530.199449 + Penalty 1559.665169 = -304970.534280 nChanged 7 SP:Iteration 36Q (3770.305144 sec): 3 clusters Score: Raw -306531.752354 + Penalty 1559.665169 = -304972.087186 nChanged 6 SP:Iteration 37Q (3770.356735 sec): 3 clusters Score: Raw -306533.553567 + Penalty 1559.665169 = -304973.888398 nChanged 9 SP:Iteration 38Q (3770.396621 sec): 3 clusters Score: Raw -306535.808492 + Penalty 1559.665169 = -304976.143323 nChanged 6 SP:Iteration 39Q (3770.446375 sec): 3 clusters Score: Raw -306536.927234 + Penalty 1559.665169 = -304977.262065 nChanged 4 SP:Iteration 40F (3770.499201 sec): 3 clusters Score: Raw -306538.399585 + Penalty 1559.665169 = -304978.734416 nChanged 3 SP:Iteration 41Q (3770.552366 sec): 3 clusters Score: Raw -306538.948020 + Penalty 1559.665169 = -304979.282852 nChanged 0 SP:Iteration 42F (3770.606264 sec): 3 clusters Score: Raw -306538.948020 + Penalty 1559.665169 = -304979.282852 nChanged 0 Trying to split cluster 10 (2321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3770.645612 sec): 2 clusters Score: Raw -193582.723862 + Penalty 736.226574 = -192846.497289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3770.687864 sec): 3 clusters Score: Raw -192435.579400 + Penalty 1472.453147 = -190963.126253 nChanged 935 SP:Iteration 1F (3770.727720 sec): 3 clusters Score: Raw -193020.884499 + Penalty 1472.453147 = -191548.431352 nChanged 183 SP:Iteration 2F (3770.772347 sec): 3 clusters Score: Raw -193160.959206 + Penalty 1472.453147 = -191688.506059 nChanged 142 SP:Iteration 3F (3770.813959 sec): 3 clusters Score: Raw -193276.278685 + Penalty 1472.453147 = -191803.825538 nChanged 121 SP:Iteration 4F (3770.864391 sec): 3 clusters Score: Raw -193359.601019 + Penalty 1472.453147 = -191887.147871 nChanged 96 SP:Iteration 5Q (3770.911140 sec): 3 clusters Score: Raw -193439.974658 + Penalty 1472.453147 = -191967.521511 nChanged 93 SP:Iteration 6Q (3770.973533 sec): 3 clusters Score: Raw -193515.698640 + Penalty 1472.453147 = -192043.245492 nChanged 86 SP:Iteration 7Q (3771.003122 sec): 3 clusters Score: Raw -193584.094607 + Penalty 1472.453147 = -192111.641460 nChanged 76 SP:Iteration 8Q (3771.053768 sec): 3 clusters Score: Raw -193637.973676 + Penalty 1472.453147 = -192165.520529 nChanged 75 SP:Iteration 9Q (3771.100008 sec): 3 clusters Score: Raw -193685.026022 + Penalty 1472.453147 = -192212.572875 nChanged 48 SP:Iteration 10Q (3771.151498 sec): 3 clusters Score: Raw -193711.811420 + Penalty 1472.453147 = -192239.358273 nChanged 43 SP:Iteration 11Q (3771.201986 sec): 3 clusters Score: Raw -193729.842246 + Penalty 1472.453147 = -192257.389099 nChanged 41 SP:Iteration 12Q (3771.249763 sec): 3 clusters Score: Raw -193750.861034 + Penalty 1472.453147 = -192278.407887 nChanged 34 SP:Iteration 13Q (3771.308562 sec): 3 clusters Score: Raw -193764.561421 + Penalty 1472.453147 = -192292.108274 nChanged 20 SP:Iteration 14Q (3771.351150 sec): 3 clusters Score: Raw -193771.572264 + Penalty 1472.453147 = -192299.119117 nChanged 15 SP:Iteration 15Q (3771.390976 sec): 3 clusters Score: Raw -193778.802785 + Penalty 1472.453147 = -192306.349637 nChanged 17 SP:Iteration 16Q (3771.453421 sec): 3 clusters Score: Raw -193785.737905 + Penalty 1472.453147 = -192313.284757 nChanged 16 SP:Iteration 17Q (3771.484224 sec): 3 clusters Score: Raw -193792.091586 + Penalty 1472.453147 = -192319.638439 nChanged 24 SP:Iteration 18Q (3771.535133 sec): 3 clusters Score: Raw -193802.506584 + Penalty 1472.453147 = -192330.053437 nChanged 23 SP:Iteration 19Q (3771.579303 sec): 3 clusters Score: Raw -193814.331912 + Penalty 1472.453147 = -192341.878765 nChanged 20 SP:Iteration 20F (3771.630867 sec): 3 clusters Score: Raw -193824.819557 + Penalty 1472.453147 = -192352.366410 nChanged 19 SP:Iteration 21Q (3771.671301 sec): 3 clusters Score: Raw -193832.750799 + Penalty 1472.453147 = -192360.297652 nChanged 18 SP:Iteration 22Q (3771.717182 sec): 3 clusters Score: Raw -193841.391643 + Penalty 1472.453147 = -192368.938496 nChanged 20 SP:Iteration 23Q (3771.767825 sec): 3 clusters Score: Raw -193850.155079 + Penalty 1472.453147 = -192377.701931 nChanged 18 SP:Iteration 24Q (3771.809629 sec): 3 clusters Score: Raw -193858.956966 + Penalty 1472.453147 = -192386.503818 nChanged 16 SP:Iteration 25Q (3771.860354 sec): 3 clusters Score: Raw -193864.976470 + Penalty 1472.453147 = -192392.523323 nChanged 10 SP:Iteration 26Q (3771.924109 sec): 3 clusters Score: Raw -193868.162980 + Penalty 1472.453147 = -192395.709833 nChanged 8 SP:Iteration 27Q (3771.955614 sec): 3 clusters Score: Raw -193870.565416 + Penalty 1472.453147 = -192398.112269 nChanged 12 SP:Iteration 28Q (3772.002626 sec): 3 clusters Score: Raw -193873.590041 + Penalty 1472.453147 = -192401.136893 nChanged 10 SP:Iteration 29Q (3772.052315 sec): 3 clusters Score: Raw -193877.238806 + Penalty 1472.453147 = -192404.785659 nChanged 12 SP:Iteration 30Q (3772.103200 sec): 3 clusters Score: Raw -193883.171037 + Penalty 1472.453147 = -192410.717890 nChanged 14 SP:Iteration 31Q (3772.154101 sec): 3 clusters Score: Raw -193890.669339 + Penalty 1472.453147 = -192418.216192 nChanged 13 SP:Iteration 32Q (3772.216916 sec): 3 clusters Score: Raw -193900.349465 + Penalty 1472.453147 = -192427.896318 nChanged 15 SP:Iteration 33Q (3772.268298 sec): 3 clusters Score: Raw -193908.616988 + Penalty 1472.453147 = -192436.163841 nChanged 17 SP:Iteration 34Q (3772.306507 sec): 3 clusters Score: Raw -193915.984200 + Penalty 1472.453147 = -192443.531053 nChanged 19 SP:Iteration 35Q (3772.356988 sec): 3 clusters Score: Raw -193924.198151 + Penalty 1472.453147 = -192451.745003 nChanged 11 SP:Iteration 36Q (3772.407567 sec): 3 clusters Score: Raw -193928.304763 + Penalty 1472.453147 = -192455.851616 nChanged 8 SP:Iteration 37Q (3772.425356 sec): 3 clusters Score: Raw -193932.667480 + Penalty 1472.453147 = -192460.214333 nChanged 13 SP:Iteration 38Q (3772.469516 sec): 3 clusters Score: Raw -193938.146227 + Penalty 1472.453147 = -192465.693080 nChanged 12 SP:Iteration 39Q (3772.519946 sec): 3 clusters Score: Raw -193944.421125 + Penalty 1472.453147 = -192471.967978 nChanged 15 SP:Iteration 40F (3772.570598 sec): 3 clusters Score: Raw -193950.844843 + Penalty 1472.453147 = -192478.391696 nChanged 14 SP:Iteration 41Q (3772.614742 sec): 3 clusters Score: Raw -193955.263648 + Penalty 1472.453147 = -192482.810501 nChanged 7 SP:Iteration 42Q (3772.665409 sec): 3 clusters Score: Raw -193957.254599 + Penalty 1472.453147 = -192484.801451 nChanged 8 SP:Iteration 43Q (3772.711370 sec): 3 clusters Score: Raw -193960.066766 + Penalty 1472.453147 = -192487.613618 nChanged 7 SP:Iteration 44Q (3772.761775 sec): 3 clusters Score: Raw -193962.413935 + Penalty 1472.453147 = -192489.960788 nChanged 4 SP:Iteration 45Q (3772.814542 sec): 3 clusters Score: Raw -193963.596688 + Penalty 1472.453147 = -192491.143541 nChanged 4 SP:Iteration 46Q (3772.865340 sec): 3 clusters Score: Raw -193965.515639 + Penalty 1472.453147 = -192493.062492 nChanged 3 SP:Iteration 47Q (3772.919710 sec): 3 clusters Score: Raw -193966.330006 + Penalty 1472.453147 = -192493.876859 nChanged 4 SP:Iteration 48Q (3772.959935 sec): 3 clusters Score: Raw -193967.538944 + Penalty 1472.453147 = -192495.085797 nChanged 3 SP:Iteration 49Q (3773.003449 sec): 3 clusters Score: Raw -193968.506464 + Penalty 1472.453147 = -192496.053317 nChanged 2 SP:Iteration 50Q (3773.044799 sec): 3 clusters Score: Raw -193969.347855 + Penalty 1472.453147 = -192496.894708 nChanged 4 SP:Iteration 51Q (3773.093025 sec): 3 clusters Score: Raw -193971.336581 + Penalty 1472.453147 = -192498.883434 nChanged 5 SP:Iteration 52Q (3773.125340 sec): 3 clusters Score: Raw -193973.171244 + Penalty 1472.453147 = -192500.718097 nChanged 4 SP:Iteration 53Q (3773.171411 sec): 3 clusters Score: Raw -193974.335270 + Penalty 1472.453147 = -192501.882123 nChanged 3 SP:Iteration 54Q (3773.230747 sec): 3 clusters Score: Raw -193975.396079 + Penalty 1472.453147 = -192502.942932 nChanged 2 SP:Iteration 55Q (3773.282167 sec): 3 clusters Score: Raw -193975.736428 + Penalty 1472.453147 = -192503.283281 nChanged 0 SP:Iteration 56F (3773.331314 sec): 3 clusters Score: Raw -193975.736428 + Penalty 1472.453147 = -192503.283281 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3773.363822 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3773.416330 sec): 3 clusters Score: Raw -231539.350505 + Penalty 1490.554639 = -230048.795866 nChanged 997 SP:Iteration 1F (3773.457775 sec): 3 clusters Score: Raw -232172.795817 + Penalty 1490.554639 = -230682.241178 nChanged 232 SP:Iteration 2F (3773.522892 sec): 3 clusters Score: Raw -232361.354266 + Penalty 1490.554639 = -230870.799627 nChanged 196 SP:Iteration 3F (3773.573703 sec): 3 clusters Score: Raw -232496.725452 + Penalty 1490.554639 = -231006.170813 nChanged 144 SP:Iteration 4F (3773.615831 sec): 3 clusters Score: Raw -232586.877003 + Penalty 1490.554639 = -231096.322363 nChanged 94 SP:Iteration 5Q (3773.666648 sec): 3 clusters Score: Raw -232644.966647 + Penalty 1490.554639 = -231154.412008 nChanged 80 SP:Iteration 6Q (3773.718045 sec): 3 clusters Score: Raw -232685.780025 + Penalty 1490.554639 = -231195.225386 nChanged 66 SP:Iteration 7Q (3773.761867 sec): 3 clusters Score: Raw -232714.612648 + Penalty 1490.554639 = -231224.058008 nChanged 52 SP:Iteration 8Q (3773.806194 sec): 3 clusters Score: Raw -232738.795530 + Penalty 1490.554639 = -231248.240891 nChanged 39 SP:Iteration 9Q (3773.855706 sec): 3 clusters Score: Raw -232760.917185 + Penalty 1490.554639 = -231270.362546 nChanged 46 SP:Iteration 10Q (3773.891985 sec): 3 clusters Score: Raw -232786.081709 + Penalty 1490.554639 = -231295.527070 nChanged 39 SP:Iteration 11Q (3773.938226 sec): 3 clusters Score: Raw -232800.675200 + Penalty 1490.554639 = -231310.120560 nChanged 37 SP:Iteration 12Q (3773.976363 sec): 3 clusters Score: Raw -232816.425756 + Penalty 1490.554639 = -231325.871116 nChanged 36 SP:Iteration 13Q (3774.034576 sec): 3 clusters Score: Raw -232829.891318 + Penalty 1490.554639 = -231339.336679 nChanged 36 SP:Iteration 14Q (3774.076919 sec): 3 clusters Score: Raw -232842.734081 + Penalty 1490.554639 = -231352.179442 nChanged 32 SP:Iteration 15Q (3774.128415 sec): 3 clusters Score: Raw -232857.256840 + Penalty 1490.554639 = -231366.702200 nChanged 28 SP:Iteration 16Q (3774.170946 sec): 3 clusters Score: Raw -232874.690700 + Penalty 1490.554639 = -231384.136061 nChanged 39 SP:Iteration 17Q (3774.223603 sec): 3 clusters Score: Raw -232896.504762 + Penalty 1490.554639 = -231405.950123 nChanged 39 SP:Iteration 18Q (3774.275452 sec): 3 clusters Score: Raw -232917.239825 + Penalty 1490.554639 = -231426.685186 nChanged 32 SP:Iteration 19Q (3774.326552 sec): 3 clusters Score: Raw -232931.291842 + Penalty 1490.554639 = -231440.737203 nChanged 26 SP:Iteration 20F (3774.378324 sec): 3 clusters Score: Raw -232942.687919 + Penalty 1490.554639 = -231452.133280 nChanged 19 SP:Iteration 21Q (3774.431224 sec): 3 clusters Score: Raw -232950.890791 + Penalty 1490.554639 = -231460.336152 nChanged 21 SP:Iteration 22Q (3774.478051 sec): 3 clusters Score: Raw -232957.345419 + Penalty 1490.554639 = -231466.790780 nChanged 15 SP:Iteration 23Q (3774.530733 sec): 3 clusters Score: Raw -232961.964024 + Penalty 1490.554639 = -231471.409385 nChanged 13 SP:Iteration 24Q (3774.581405 sec): 3 clusters Score: Raw -232965.879339 + Penalty 1490.554639 = -231475.324700 nChanged 9 SP:Iteration 25Q (3774.633922 sec): 3 clusters Score: Raw -232971.048665 + Penalty 1490.554639 = -231480.494025 nChanged 8 SP:Iteration 26Q (3774.686796 sec): 3 clusters Score: Raw -232974.352002 + Penalty 1490.554639 = -231483.797362 nChanged 15 SP:Iteration 27Q (3774.739750 sec): 3 clusters Score: Raw -232979.589701 + Penalty 1490.554639 = -231489.035062 nChanged 10 SP:Iteration 28Q (3774.791850 sec): 3 clusters Score: Raw -232982.885494 + Penalty 1490.554639 = -231492.330855 nChanged 8 SP:Iteration 29Q (3774.841782 sec): 3 clusters Score: Raw -232987.031216 + Penalty 1490.554639 = -231496.476576 nChanged 12 SP:Iteration 30Q (3774.894323 sec): 3 clusters Score: Raw -232992.754199 + Penalty 1490.554639 = -231502.199559 nChanged 11 SP:Iteration 31Q (3774.947048 sec): 3 clusters Score: Raw -232997.945620 + Penalty 1490.554639 = -231507.390980 nChanged 9 SP:Iteration 32Q (3774.999718 sec): 3 clusters Score: Raw -233000.859272 + Penalty 1490.554639 = -231510.304632 nChanged 6 SP:Iteration 33Q (3775.053107 sec): 3 clusters Score: Raw -233002.759205 + Penalty 1490.554639 = -231512.204566 nChanged 8 SP:Iteration 34Q (3775.100714 sec): 3 clusters Score: Raw -233005.733293 + Penalty 1490.554639 = -231515.178654 nChanged 10 SP:Iteration 35Q (3775.160729 sec): 3 clusters Score: Raw -233009.809500 + Penalty 1490.554639 = -231519.254861 nChanged 9 SP:Iteration 36Q (3775.215311 sec): 3 clusters Score: Raw -233011.840953 + Penalty 1490.554639 = -231521.286314 nChanged 9 SP:Iteration 37Q (3775.266756 sec): 3 clusters Score: Raw -233013.699249 + Penalty 1490.554639 = -231523.144609 nChanged 10 SP:Iteration 38Q (3775.318130 sec): 3 clusters Score: Raw -233016.953474 + Penalty 1490.554639 = -231526.398835 nChanged 13 SP:Iteration 39Q (3775.370722 sec): 3 clusters Score: Raw -233020.958368 + Penalty 1490.554639 = -231530.403729 nChanged 9 SP:Iteration 40F (3775.411529 sec): 3 clusters Score: Raw -233023.328938 + Penalty 1490.554639 = -231532.774299 nChanged 8 SP:Iteration 41Q (3775.470079 sec): 3 clusters Score: Raw -233025.006816 + Penalty 1490.554639 = -231534.452177 nChanged 5 SP:Iteration 42Q (3775.513577 sec): 3 clusters Score: Raw -233026.031158 + Penalty 1490.554639 = -231535.476519 nChanged 0 SP:Iteration 43F (3775.559868 sec): 3 clusters Score: Raw -233026.031158 + Penalty 1490.554639 = -231535.476519 nChanged 0 Trying to split cluster 12 (3301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3775.599751 sec): 2 clusters Score: Raw -274426.086600 + Penalty 769.688170 = -273656.398431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3775.637633 sec): 3 clusters Score: Raw -272695.730351 + Penalty 1539.376339 = -271156.354012 nChanged 1370 SP:Iteration 1F (3775.695292 sec): 3 clusters Score: Raw -273460.216651 + Penalty 1539.376339 = -271920.840312 nChanged 230 SP:Iteration 2F (3775.751490 sec): 3 clusters Score: Raw -273611.354968 + Penalty 1539.376339 = -272071.978629 nChanged 209 SP:Iteration 3F (3775.803814 sec): 3 clusters Score: Raw -273759.883119 + Penalty 1539.376339 = -272220.506780 nChanged 187 SP:Iteration 4F (3775.856532 sec): 3 clusters Score: Raw -273861.806438 + Penalty 1539.376339 = -272322.430099 nChanged 131 SP:Iteration 5Q (3775.905595 sec): 3 clusters Score: Raw -273934.436474 + Penalty 1539.376339 = -272395.060135 nChanged 114 SP:Iteration 6Q (3775.958879 sec): 3 clusters Score: Raw -273984.077006 + Penalty 1539.376339 = -272444.700667 nChanged 97 SP:Iteration 7Q (3776.000494 sec): 3 clusters Score: Raw -274039.924720 + Penalty 1539.376339 = -272500.548381 nChanged 107 SP:Iteration 8Q (3776.052214 sec): 3 clusters Score: Raw -274112.730038 + Penalty 1539.376339 = -272573.353699 nChanged 110 SP:Iteration 9Q (3776.088004 sec): 3 clusters Score: Raw -274196.000261 + Penalty 1539.376339 = -272656.623922 nChanged 122 SP:Iteration 10Q (3776.135192 sec): 3 clusters Score: Raw -274267.667645 + Penalty 1539.376339 = -272728.291306 nChanged 92 SP:Iteration 11Q (3776.172974 sec): 3 clusters Score: Raw -274311.688654 + Penalty 1539.376339 = -272772.312315 nChanged 58 SP:Iteration 12Q (3776.185140 sec): 3 clusters Score: Raw -274335.376833 + Penalty 1539.376339 = -272796.000494 nChanged 45 SP:Iteration 13Q (3776.196991 sec): 3 clusters Score: Raw -274353.568796 + Penalty 1539.376339 = -272814.192457 nChanged 47 SP:Iteration 14Q (3776.208892 sec): 3 clusters Score: Raw -274369.358928 + Penalty 1539.376339 = -272829.982589 nChanged 30 SP:Iteration 15Q (3776.220735 sec): 3 clusters Score: Raw -274380.786104 + Penalty 1539.376339 = -272841.409765 nChanged 25 SP:Iteration 16Q (3776.235841 sec): 3 clusters Score: Raw -274386.307992 + Penalty 1539.376339 = -272846.931653 nChanged 20 SP:Iteration 17Q (3776.247627 sec): 3 clusters Score: Raw -274391.324651 + Penalty 1539.376339 = -272851.948312 nChanged 16 SP:Iteration 18Q (3776.259457 sec): 3 clusters Score: Raw -274396.513773 + Penalty 1539.376339 = -272857.137434 nChanged 21 SP:Iteration 19Q (3776.271288 sec): 3 clusters Score: Raw -274403.726042 + Penalty 1539.376339 = -272864.349703 nChanged 23 SP:Iteration 20F (3776.283123 sec): 3 clusters Score: Raw -274412.741862 + Penalty 1539.376339 = -272873.365523 nChanged 31 SP:Iteration 21Q (3776.320861 sec): 3 clusters Score: Raw -274427.477894 + Penalty 1539.376339 = -272888.101555 nChanged 35 SP:Iteration 22Q (3776.372106 sec): 3 clusters Score: Raw -274441.671484 + Penalty 1539.376339 = -272902.295145 nChanged 37 SP:Iteration 23Q (3776.415780 sec): 3 clusters Score: Raw -274457.639384 + Penalty 1539.376339 = -272918.263045 nChanged 26 SP:Iteration 24Q (3776.459800 sec): 3 clusters Score: Raw -274469.930788 + Penalty 1539.376339 = -272930.554449 nChanged 21 SP:Iteration 25Q (3776.505935 sec): 3 clusters Score: Raw -274478.275193 + Penalty 1539.376339 = -272938.898854 nChanged 20 SP:Iteration 26Q (3776.555203 sec): 3 clusters Score: Raw -274486.041769 + Penalty 1539.376339 = -272946.665430 nChanged 21 SP:Iteration 27Q (3776.604541 sec): 3 clusters Score: Raw -274495.093398 + Penalty 1539.376339 = -272955.717059 nChanged 19 SP:Iteration 28Q (3776.657510 sec): 3 clusters Score: Raw -274503.366020 + Penalty 1539.376339 = -272963.989681 nChanged 20 SP:Iteration 29Q (3776.708720 sec): 3 clusters Score: Raw -274515.030055 + Penalty 1539.376339 = -272975.653716 nChanged 16 SP:Iteration 30Q (3776.758197 sec): 3 clusters Score: Raw -274523.885689 + Penalty 1539.376339 = -272984.509350 nChanged 21 SP:Iteration 31Q (3776.806829 sec): 3 clusters Score: Raw -274534.823640 + Penalty 1539.376339 = -272995.447301 nChanged 28 SP:Iteration 32Q (3776.860954 sec): 3 clusters Score: Raw -274546.826937 + Penalty 1539.376339 = -273007.450598 nChanged 24 SP:Iteration 33Q (3776.900436 sec): 3 clusters Score: Raw -274556.406089 + Penalty 1539.376339 = -273017.029749 nChanged 20 SP:Iteration 34Q (3776.955735 sec): 3 clusters Score: Raw -274564.650961 + Penalty 1539.376339 = -273025.274622 nChanged 17 SP:Iteration 35Q (3777.012308 sec): 3 clusters Score: Raw -274571.681297 + Penalty 1539.376339 = -273032.304958 nChanged 20 SP:Iteration 36Q (3777.064565 sec): 3 clusters Score: Raw -274579.657645 + Penalty 1539.376339 = -273040.281306 nChanged 21 SP:Iteration 37Q (3777.105275 sec): 3 clusters Score: Raw -274587.933348 + Penalty 1539.376339 = -273048.557009 nChanged 11 SP:Iteration 38Q (3777.157786 sec): 3 clusters Score: Raw -274592.994827 + Penalty 1539.376339 = -273053.618488 nChanged 18 SP:Iteration 39Q (3777.210267 sec): 3 clusters Score: Raw -274602.565347 + Penalty 1539.376339 = -273063.189008 nChanged 17 SP:Iteration 40F (3777.262358 sec): 3 clusters Score: Raw -274609.892220 + Penalty 1539.376339 = -273070.515881 nChanged 18 SP:Iteration 41Q (3777.310868 sec): 3 clusters Score: Raw -274616.655958 + Penalty 1539.376339 = -273077.279619 nChanged 17 SP:Iteration 42Q (3777.363145 sec): 3 clusters Score: Raw -274623.445499 + Penalty 1539.376339 = -273084.069160 nChanged 22 SP:Iteration 43Q (3777.415495 sec): 3 clusters Score: Raw -274632.410514 + Penalty 1539.376339 = -273093.034175 nChanged 19 SP:Iteration 44Q (3777.467941 sec): 3 clusters Score: Raw -274643.647269 + Penalty 1539.376339 = -273104.270930 nChanged 18 SP:Iteration 45Q (3777.520759 sec): 3 clusters Score: Raw -274654.119523 + Penalty 1539.376339 = -273114.743184 nChanged 21 SP:Iteration 46Q (3777.572508 sec): 3 clusters Score: Raw -274667.111005 + Penalty 1539.376339 = -273127.734666 nChanged 18 SP:Iteration 47Q (3777.623788 sec): 3 clusters Score: Raw -274678.405200 + Penalty 1539.376339 = -273139.028861 nChanged 19 SP:Iteration 48Q (3777.676559 sec): 3 clusters Score: Raw -274690.178586 + Penalty 1539.376339 = -273150.802247 nChanged 22 SP:Iteration 49Q (3777.717538 sec): 3 clusters Score: Raw -274710.614110 + Penalty 1539.376339 = -273171.237771 nChanged 29 SP:Iteration 50Q (3777.769147 sec): 3 clusters Score: Raw -274734.006784 + Penalty 1539.376339 = -273194.630445 nChanged 18 SP:Iteration 51Q (3777.817832 sec): 3 clusters Score: Raw -274743.184012 + Penalty 1539.376339 = -273203.807673 nChanged 13 SP:Iteration 52Q (3777.859190 sec): 3 clusters Score: Raw -274748.873020 + Penalty 1539.376339 = -273209.496681 nChanged 13 SP:Iteration 53Q (3777.912576 sec): 3 clusters Score: Raw -274753.031998 + Penalty 1539.376339 = -273213.655659 nChanged 7 SP:Iteration 54Q (3777.957517 sec): 3 clusters Score: Raw -274756.949686 + Penalty 1539.376339 = -273217.573347 nChanged 11 SP:Iteration 55Q (3778.009751 sec): 3 clusters Score: Raw -274761.764581 + Penalty 1539.376339 = -273222.388242 nChanged 9 SP:Iteration 56Q (3778.052720 sec): 3 clusters Score: Raw -274766.153179 + Penalty 1539.376339 = -273226.776840 nChanged 5 SP:Iteration 57Q (3778.102479 sec): 3 clusters Score: Raw -274767.790096 + Penalty 1539.376339 = -273228.413757 nChanged 2 SP:Iteration 58Q (3778.150622 sec): 3 clusters Score: Raw -274768.373084 + Penalty 1539.376339 = -273228.996745 nChanged 1 SP:Iteration 59Q (3778.200481 sec): 3 clusters Score: Raw -274768.528489 + Penalty 1539.376339 = -273229.152150 nChanged 0 SP:Iteration 60F (3778.251780 sec): 3 clusters Score: Raw -274768.528489 + Penalty 1539.376339 = -273229.152150 nChanged 0 Trying to split cluster 13 (4864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3778.295008 sec): 2 clusters Score: Raw -374883.515676 + Penalty 806.513560 = -374077.002116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3778.339017 sec): 3 clusters Score: Raw -372145.219821 + Penalty 1613.027120 = -370532.192700 nChanged 2102 SP:Iteration 1F (3778.392764 sec): 3 clusters Score: Raw -373375.063101 + Penalty 1613.027120 = -371762.035980 nChanged 358 SP:Iteration 2F (3778.449343 sec): 3 clusters Score: Raw -373609.542653 + Penalty 1613.027120 = -371996.515532 nChanged 338 SP:Iteration 3F (3778.494013 sec): 3 clusters Score: Raw -373840.005742 + Penalty 1613.027120 = -372226.978622 nChanged 294 SP:Iteration 4F (3778.549407 sec): 3 clusters Score: Raw -374033.260490 + Penalty 1613.027120 = -372420.233369 nChanged 246 SP:Iteration 5F (3778.598588 sec): 3 clusters Score: Raw -374186.556544 + Penalty 1613.027120 = -372573.529423 nChanged 215 SP:Iteration 6Q (3778.651896 sec): 3 clusters Score: Raw -374327.339842 + Penalty 1613.027120 = -372714.312721 nChanged 199 SP:Iteration 7Q (3778.705299 sec): 3 clusters Score: Raw -374458.905039 + Penalty 1613.027120 = -372845.877918 nChanged 173 SP:Iteration 8Q (3778.758447 sec): 3 clusters Score: Raw -374579.238326 + Penalty 1613.027120 = -372966.211206 nChanged 161 SP:Iteration 9Q (3778.811779 sec): 3 clusters Score: Raw -374692.707653 + Penalty 1613.027120 = -373079.680532 nChanged 135 SP:Iteration 10Q (3778.865096 sec): 3 clusters Score: Raw -374775.786012 + Penalty 1613.027120 = -373162.758891 nChanged 104 SP:Iteration 11Q (3778.918196 sec): 3 clusters Score: Raw -374833.195862 + Penalty 1613.027120 = -373220.168742 nChanged 87 SP:Iteration 12Q (3778.962931 sec): 3 clusters Score: Raw -374870.560444 + Penalty 1613.027120 = -373257.533323 nChanged 58 SP:Iteration 13Q (3779.015751 sec): 3 clusters Score: Raw -374889.720992 + Penalty 1613.027120 = -373276.693872 nChanged 58 SP:Iteration 14Q (3779.068691 sec): 3 clusters Score: Raw -374907.481930 + Penalty 1613.027120 = -373294.454809 nChanged 41 SP:Iteration 15Q (3779.121651 sec): 3 clusters Score: Raw -374919.449030 + Penalty 1613.027120 = -373306.421909 nChanged 33 SP:Iteration 16Q (3779.175232 sec): 3 clusters Score: Raw -374928.460628 + Penalty 1613.027120 = -373315.433507 nChanged 36 SP:Iteration 17Q (3779.229982 sec): 3 clusters Score: Raw -374937.088431 + Penalty 1613.027120 = -373324.061311 nChanged 22 SP:Iteration 18Q (3779.280573 sec): 3 clusters Score: Raw -374941.809273 + Penalty 1613.027120 = -373328.782152 nChanged 25 SP:Iteration 19Q (3779.334018 sec): 3 clusters Score: Raw -374948.479550 + Penalty 1613.027120 = -373335.452429 nChanged 23 SP:Iteration 20F (3779.389339 sec): 3 clusters Score: Raw -374953.763097 + Penalty 1613.027120 = -373340.735977 nChanged 16 SP:Iteration 21Q (3779.444023 sec): 3 clusters Score: Raw -374956.408424 + Penalty 1613.027120 = -373343.381304 nChanged 20 SP:Iteration 22Q (3779.497949 sec): 3 clusters Score: Raw -374959.780069 + Penalty 1613.027120 = -373346.752949 nChanged 13 SP:Iteration 23Q (3779.538932 sec): 3 clusters Score: Raw -374962.292190 + Penalty 1613.027120 = -373349.265069 nChanged 14 SP:Iteration 24Q (3779.591977 sec): 3 clusters Score: Raw -374964.690807 + Penalty 1613.027120 = -373351.663687 nChanged 9 SP:Iteration 25Q (3779.644529 sec): 3 clusters Score: Raw -374965.957109 + Penalty 1613.027120 = -373352.929989 nChanged 8 SP:Iteration 26Q (3779.697739 sec): 3 clusters Score: Raw -374968.006238 + Penalty 1613.027120 = -373354.979117 nChanged 12 SP:Iteration 27Q (3779.751011 sec): 3 clusters Score: Raw -374970.869679 + Penalty 1613.027120 = -373357.842559 nChanged 14 SP:Iteration 28Q (3779.804010 sec): 3 clusters Score: Raw -374973.380940 + Penalty 1613.027120 = -373360.353820 nChanged 17 SP:Iteration 29Q (3779.845234 sec): 3 clusters Score: Raw -374977.379879 + Penalty 1613.027120 = -373364.352759 nChanged 22 SP:Iteration 30Q (3779.898440 sec): 3 clusters Score: Raw -374984.686604 + Penalty 1613.027120 = -373371.659483 nChanged 18 SP:Iteration 31Q (3779.951458 sec): 3 clusters Score: Raw -374988.773324 + Penalty 1613.027120 = -373375.746204 nChanged 25 SP:Iteration 32Q (3780.004417 sec): 3 clusters Score: Raw -374994.726668 + Penalty 1613.027120 = -373381.699548 nChanged 27 SP:Iteration 33Q (3780.057496 sec): 3 clusters Score: Raw -375001.347569 + Penalty 1613.027120 = -373388.320449 nChanged 24 SP:Iteration 34Q (3780.110695 sec): 3 clusters Score: Raw -375007.845025 + Penalty 1613.027120 = -373394.817904 nChanged 19 SP:Iteration 35Q (3780.163877 sec): 3 clusters Score: Raw -375012.469739 + Penalty 1613.027120 = -373399.442619 nChanged 15 SP:Iteration 36Q (3780.216953 sec): 3 clusters Score: Raw -375016.852050 + Penalty 1613.027120 = -373403.824929 nChanged 16 SP:Iteration 37Q (3780.270820 sec): 3 clusters Score: Raw -375019.804326 + Penalty 1613.027120 = -373406.777206 nChanged 14 SP:Iteration 38Q (3780.324504 sec): 3 clusters Score: Raw -375022.707252 + Penalty 1613.027120 = -373409.680132 nChanged 13 SP:Iteration 39Q (3780.378282 sec): 3 clusters Score: Raw -375025.181046 + Penalty 1613.027120 = -373412.153925 nChanged 9 SP:Iteration 40F (3780.432675 sec): 3 clusters Score: Raw -375027.126793 + Penalty 1613.027120 = -373414.099673 nChanged 8 SP:Iteration 41Q (3780.480332 sec): 3 clusters Score: Raw -375028.422173 + Penalty 1613.027120 = -373415.395053 nChanged 5 SP:Iteration 42Q (3780.536277 sec): 3 clusters Score: Raw -375029.390729 + Penalty 1613.027120 = -373416.363609 nChanged 8 SP:Iteration 43Q (3780.592703 sec): 3 clusters Score: Raw -375031.640895 + Penalty 1613.027120 = -373418.613774 nChanged 6 SP:Iteration 44Q (3780.646431 sec): 3 clusters Score: Raw -375033.589133 + Penalty 1613.027120 = -373420.562012 nChanged 7 SP:Iteration 45Q (3780.701497 sec): 3 clusters Score: Raw -375035.174507 + Penalty 1613.027120 = -373422.147387 nChanged 10 SP:Iteration 46Q (3780.756630 sec): 3 clusters Score: Raw -375037.141892 + Penalty 1613.027120 = -373424.114771 nChanged 9 SP:Iteration 47Q (3780.810290 sec): 3 clusters Score: Raw -375039.193447 + Penalty 1613.027120 = -373426.166326 nChanged 12 SP:Iteration 48Q (3780.865797 sec): 3 clusters Score: Raw -375041.627814 + Penalty 1613.027120 = -373428.600693 nChanged 9 SP:Iteration 49Q (3780.917943 sec): 3 clusters Score: Raw -375044.060972 + Penalty 1613.027120 = -373431.033851 nChanged 10 SP:Iteration 50Q (3780.974010 sec): 3 clusters Score: Raw -375046.166533 + Penalty 1613.027120 = -373433.139412 nChanged 9 SP:Iteration 51Q (3781.030117 sec): 3 clusters Score: Raw -375047.606283 + Penalty 1613.027120 = -373434.579162 nChanged 7 SP:Iteration 52Q (3781.086594 sec): 3 clusters Score: Raw -375048.866363 + Penalty 1613.027120 = -373435.839242 nChanged 0 SP:Iteration 53F (3781.143546 sec): 3 clusters Score: Raw -375048.866363 + Penalty 1613.027120 = -373435.839242 nChanged 0 Trying to split cluster 14 (28218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3781.200349 sec): 2 clusters Score: Raw -2384223.700320 + Penalty 973.532958 = -2383250.167361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3781.286975 sec): 3 clusters Score: Raw -2366502.061119 + Penalty 1947.065917 = -2364554.995202 nChanged 13123 SP:Iteration 1F (3781.358669 sec): 3 clusters Score: Raw -2374295.431700 + Penalty 1947.065917 = -2372348.365783 nChanged 1665 SP:Iteration 2F (3781.449907 sec): 3 clusters Score: Raw -2375074.655403 + Penalty 1947.065917 = -2373127.589486 nChanged 1812 SP:Iteration 3F (3781.522653 sec): 3 clusters Score: Raw -2376100.993385 + Penalty 1947.065917 = -2374153.927468 nChanged 1927 SP:Iteration 4F (3781.613386 sec): 3 clusters Score: Raw -2377315.115235 + Penalty 1947.065917 = -2375368.049318 nChanged 1847 SP:Iteration 5F (3781.684538 sec): 3 clusters Score: Raw -2378681.388735 + Penalty 1947.065917 = -2376734.322819 nChanged 1800 SP:Iteration 6F (3781.772700 sec): 3 clusters Score: Raw -2380102.177461 + Penalty 1947.065917 = -2378155.111544 nChanged 1472 SP:Iteration 7F (3781.854473 sec): 3 clusters Score: Raw -2381240.579793 + Penalty 1947.065917 = -2379293.513876 nChanged 1105 SP:Iteration 8Q (3781.940513 sec): 3 clusters Score: Raw -2382063.196442 + Penalty 1947.065917 = -2380116.130525 nChanged 906 SP:Iteration 9Q (3782.013863 sec): 3 clusters Score: Raw -2382751.411615 + Penalty 1947.065917 = -2380804.345699 nChanged 735 SP:Iteration 10Q (3782.092767 sec): 3 clusters Score: Raw -2383260.419946 + Penalty 1947.065917 = -2381313.354029 nChanged 503 SP:Iteration 11Q (3782.175561 sec): 3 clusters Score: Raw -2383592.964372 + Penalty 1947.065917 = -2381645.898455 nChanged 348 SP:Iteration 12Q (3782.258269 sec): 3 clusters Score: Raw -2383815.725180 + Penalty 1947.065917 = -2381868.659263 nChanged 281 SP:Iteration 13Q (3782.340481 sec): 3 clusters Score: Raw -2383995.921107 + Penalty 1947.065917 = -2382048.855190 nChanged 233 SP:Iteration 14Q (3782.421639 sec): 3 clusters Score: Raw -2384138.923660 + Penalty 1947.065917 = -2382191.857743 nChanged 169 SP:Iteration 15Q (3782.502504 sec): 3 clusters Score: Raw -2384230.775107 + Penalty 1947.065917 = -2382283.709190 nChanged 129 SP:Iteration 16Q (3782.582892 sec): 3 clusters Score: Raw -2384309.163002 + Penalty 1947.065917 = -2382362.097086 nChanged 112 SP:Iteration 17Q (3782.662466 sec): 3 clusters Score: Raw -2384362.335647 + Penalty 1947.065917 = -2382415.269731 nChanged 79 SP:Iteration 18Q (3782.736843 sec): 3 clusters Score: Raw -2384394.978629 + Penalty 1947.065917 = -2382447.912712 nChanged 51 SP:Iteration 19Q (3782.813570 sec): 3 clusters Score: Raw -2384413.646618 + Penalty 1947.065917 = -2382466.580702 nChanged 55 SP:Iteration 20F (3782.894530 sec): 3 clusters Score: Raw -2384428.763270 + Penalty 1947.065917 = -2382481.697353 nChanged 40 SP:Iteration 21Q (3782.967654 sec): 3 clusters Score: Raw -2384439.969628 + Penalty 1947.065917 = -2382492.903711 nChanged 30 SP:Iteration 22Q (3783.042074 sec): 3 clusters Score: Raw -2384448.433446 + Penalty 1947.065917 = -2382501.367529 nChanged 27 SP:Iteration 23Q (3783.121968 sec): 3 clusters Score: Raw -2384455.135087 + Penalty 1947.065917 = -2382508.069170 nChanged 22 SP:Iteration 24Q (3783.199010 sec): 3 clusters Score: Raw -2384461.106185 + Penalty 1947.065917 = -2382514.040269 nChanged 19 SP:Iteration 25Q (3783.279044 sec): 3 clusters Score: Raw -2384465.534188 + Penalty 1947.065917 = -2382518.468271 nChanged 22 SP:Iteration 26Q (3783.360083 sec): 3 clusters Score: Raw -2384471.157522 + Penalty 1947.065917 = -2382524.091605 nChanged 24 SP:Iteration 27Q (3783.437935 sec): 3 clusters Score: Raw -2384477.872100 + Penalty 1947.065917 = -2382530.806184 nChanged 21 SP:Iteration 28Q (3783.506771 sec): 3 clusters Score: Raw -2384485.466618 + Penalty 1947.065917 = -2382538.400701 nChanged 30 SP:Iteration 29Q (3783.566735 sec): 3 clusters Score: Raw -2384493.185738 + Penalty 1947.065917 = -2382546.119822 nChanged 23 SP:Iteration 30Q (3783.637792 sec): 3 clusters Score: Raw -2384498.137633 + Penalty 1947.065917 = -2382551.071716 nChanged 12 SP:Iteration 31Q (3783.714686 sec): 3 clusters Score: Raw -2384500.354401 + Penalty 1947.065917 = -2382553.288484 nChanged 12 SP:Iteration 32Q (3783.786280 sec): 3 clusters Score: Raw -2384503.489438 + Penalty 1947.065917 = -2382556.423521 nChanged 12 SP:Iteration 33Q (3783.863514 sec): 3 clusters Score: Raw -2384506.746930 + Penalty 1947.065917 = -2382559.681014 nChanged 13 SP:Iteration 34Q (3783.942366 sec): 3 clusters Score: Raw -2384509.039838 + Penalty 1947.065917 = -2382561.973922 nChanged 12 SP:Iteration 35Q (3784.030228 sec): 3 clusters Score: Raw -2384511.325950 + Penalty 1947.065917 = -2382564.260033 nChanged 20 SP:Iteration 36Q (3784.109346 sec): 3 clusters Score: Raw -2384515.957018 + Penalty 1947.065917 = -2382568.891101 nChanged 16 SP:Iteration 37Q (3784.169698 sec): 3 clusters Score: Raw -2384519.630667 + Penalty 1947.065917 = -2382572.564751 nChanged 16 SP:Iteration 38Q (3784.240934 sec): 3 clusters Score: Raw -2384523.294040 + Penalty 1947.065917 = -2382576.228123 nChanged 12 SP:Iteration 39Q (3784.328701 sec): 3 clusters Score: Raw -2384524.794574 + Penalty 1947.065917 = -2382577.728658 nChanged 6 SP:Iteration 40F (3784.412934 sec): 3 clusters Score: Raw -2384526.063020 + Penalty 1947.065917 = -2382578.997103 nChanged 6 SP:Iteration 41Q (3784.489080 sec): 3 clusters Score: Raw -2384527.575121 + Penalty 1947.065917 = -2382580.509204 nChanged 5 SP:Iteration 42Q (3784.565033 sec): 3 clusters Score: Raw -2384529.152491 + Penalty 1947.065917 = -2382582.086574 nChanged 5 SP:Iteration 43Q (3784.629425 sec): 3 clusters Score: Raw -2384529.933899 + Penalty 1947.065917 = -2382582.867982 nChanged 4 SP:Iteration 44Q (3784.715665 sec): 3 clusters Score: Raw -2384530.681312 + Penalty 1947.065917 = -2382583.615395 nChanged 8 SP:Iteration 45Q (3784.785221 sec): 3 clusters Score: Raw -2384531.563066 + Penalty 1947.065917 = -2382584.497149 nChanged 1 SP:Iteration 46Q (3784.862386 sec): 3 clusters Score: Raw -2384531.634839 + Penalty 1947.065917 = -2382584.568922 nChanged 0 SP:Iteration 47F (3784.946700 sec): 3 clusters Score: Raw -2384531.634839 + Penalty 1947.065917 = -2382584.568922 nChanged 0 Trying to split cluster 15 (8690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3784.983513 sec): 2 clusters Score: Raw -737900.403506 + Penalty 861.643181 = -737038.760325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.040279 sec): 3 clusters Score: Raw -732794.267616 + Penalty 1723.286361 = -731070.981254 nChanged 3880 SP:Iteration 1F (3785.094178 sec): 3 clusters Score: Raw -734938.652099 + Penalty 1723.286361 = -733215.365737 nChanged 546 SP:Iteration 2F (3785.143662 sec): 3 clusters Score: Raw -735205.376428 + Penalty 1723.286361 = -733482.090066 nChanged 498 SP:Iteration 3F (3785.202816 sec): 3 clusters Score: Raw -735449.694562 + Penalty 1723.286361 = -733726.408200 nChanged 498 SP:Iteration 4F (3785.266833 sec): 3 clusters Score: Raw -735682.519397 + Penalty 1723.286361 = -733959.233035 nChanged 443 SP:Iteration 5F (3785.316298 sec): 3 clusters Score: Raw -735901.690871 + Penalty 1723.286361 = -734178.404510 nChanged 406 SP:Iteration 6Q (3785.377170 sec): 3 clusters Score: Raw -736112.577747 + Penalty 1723.286361 = -734389.291386 nChanged 388 SP:Iteration 7Q (3785.435840 sec): 3 clusters Score: Raw -736317.556107 + Penalty 1723.286361 = -734594.269746 nChanged 345 SP:Iteration 8Q (3785.503614 sec): 3 clusters Score: Raw -736478.257147 + Penalty 1723.286361 = -734754.970785 nChanged 326 SP:Iteration 9Q (3785.562794 sec): 3 clusters Score: Raw -736640.367500 + Penalty 1723.286361 = -734917.081138 nChanged 296 SP:Iteration 10Q (3785.612912 sec): 3 clusters Score: Raw -736787.340690 + Penalty 1723.286361 = -735064.054329 nChanged 284 SP:Iteration 11Q (3785.673503 sec): 3 clusters Score: Raw -736936.550152 + Penalty 1723.286361 = -735213.263791 nChanged 260 SP:Iteration 12Q (3785.735700 sec): 3 clusters Score: Raw -737075.501771 + Penalty 1723.286361 = -735352.215410 nChanged 245 SP:Iteration 13Q (3785.791182 sec): 3 clusters Score: Raw -737218.614581 + Penalty 1723.286361 = -735495.328220 nChanged 228 SP:Iteration 14Q (3785.851625 sec): 3 clusters Score: Raw -737355.104130 + Penalty 1723.286361 = -735631.817768 nChanged 208 SP:Iteration 15Q (3785.911912 sec): 3 clusters Score: Raw -737498.383272 + Penalty 1723.286361 = -735775.096910 nChanged 191 SP:Iteration 16Q (3785.969314 sec): 3 clusters Score: Raw -737647.016011 + Penalty 1723.286361 = -735923.729650 nChanged 155 SP:Iteration 17Q (3786.026245 sec): 3 clusters Score: Raw -737775.798563 + Penalty 1723.286361 = -736052.512202 nChanged 130 SP:Iteration 18Q (3786.078876 sec): 3 clusters Score: Raw -737871.520900 + Penalty 1723.286361 = -736148.234538 nChanged 106 SP:Iteration 19Q (3786.130749 sec): 3 clusters Score: Raw -737947.030132 + Penalty 1723.286361 = -736223.743770 nChanged 79 SP:Iteration 20F (3786.194983 sec): 3 clusters Score: Raw -737995.361334 + Penalty 1723.286361 = -736272.074972 nChanged 67 SP:Iteration 21Q (3786.235515 sec): 3 clusters Score: Raw -738040.595324 + Penalty 1723.286361 = -736317.308962 nChanged 62 SP:Iteration 22Q (3786.286195 sec): 3 clusters Score: Raw -738078.846690 + Penalty 1723.286361 = -736355.560328 nChanged 35 SP:Iteration 23Q (3786.336260 sec): 3 clusters Score: Raw -738095.794675 + Penalty 1723.286361 = -736372.508314 nChanged 24 SP:Iteration 24Q (3786.381694 sec): 3 clusters Score: Raw -738108.570493 + Penalty 1723.286361 = -736385.284132 nChanged 26 SP:Iteration 25Q (3786.426574 sec): 3 clusters Score: Raw -738123.281402 + Penalty 1723.286361 = -736399.995041 nChanged 16 SP:Iteration 26Q (3786.478148 sec): 3 clusters Score: Raw -738131.961615 + Penalty 1723.286361 = -736408.675254 nChanged 20 SP:Iteration 27Q (3786.517113 sec): 3 clusters Score: Raw -738141.821441 + Penalty 1723.286361 = -736418.535079 nChanged 22 SP:Iteration 28Q (3786.567149 sec): 3 clusters Score: Raw -738151.880396 + Penalty 1723.286361 = -736428.594035 nChanged 15 SP:Iteration 29Q (3786.633790 sec): 3 clusters Score: Raw -738157.754940 + Penalty 1723.286361 = -736434.468578 nChanged 17 SP:Iteration 30Q (3786.677376 sec): 3 clusters Score: Raw -738166.839381 + Penalty 1723.286361 = -736443.553019 nChanged 15 SP:Iteration 31Q (3786.729149 sec): 3 clusters Score: Raw -738176.178951 + Penalty 1723.286361 = -736452.892589 nChanged 8 SP:Iteration 32Q (3786.780826 sec): 3 clusters Score: Raw -738180.481471 + Penalty 1723.286361 = -736457.195109 nChanged 6 SP:Iteration 33Q (3786.832236 sec): 3 clusters Score: Raw -738182.214121 + Penalty 1723.286361 = -736458.927760 nChanged 5 SP:Iteration 34Q (3786.893757 sec): 3 clusters Score: Raw -738183.864730 + Penalty 1723.286361 = -736460.578369 nChanged 7 SP:Iteration 35Q (3786.935310 sec): 3 clusters Score: Raw -738186.226068 + Penalty 1723.286361 = -736462.939707 nChanged 4 SP:Iteration 36Q (3786.986856 sec): 3 clusters Score: Raw -738187.676027 + Penalty 1723.286361 = -736464.389665 nChanged 5 SP:Iteration 37Q (3787.037902 sec): 3 clusters Score: Raw -738189.688110 + Penalty 1723.286361 = -736466.401748 nChanged 7 SP:Iteration 38Q (3787.085834 sec): 3 clusters Score: Raw -738191.505195 + Penalty 1723.286361 = -736468.218834 nChanged 4 SP:Iteration 39Q (3787.137366 sec): 3 clusters Score: Raw -738193.157848 + Penalty 1723.286361 = -736469.871486 nChanged 6 SP:Iteration 40F (3787.200736 sec): 3 clusters Score: Raw -738196.050542 + Penalty 1723.286361 = -736472.764180 nChanged 7 SP:Iteration 41Q (3787.248207 sec): 3 clusters Score: Raw -738200.156201 + Penalty 1723.286361 = -736476.869839 nChanged 12 SP:Iteration 42Q (3787.305198 sec): 3 clusters Score: Raw -738207.122144 + Penalty 1723.286361 = -736483.835782 nChanged 12 SP:Iteration 43Q (3787.361355 sec): 3 clusters Score: Raw -738215.672460 + Penalty 1723.286361 = -736492.386098 nChanged 9 SP:Iteration 44Q (3787.417630 sec): 3 clusters Score: Raw -738221.491863 + Penalty 1723.286361 = -736498.205501 nChanged 13 SP:Iteration 45Q (3787.474099 sec): 3 clusters Score: Raw -738229.635410 + Penalty 1723.286361 = -736506.349048 nChanged 11 SP:Iteration 46Q (3787.531017 sec): 3 clusters Score: Raw -738234.059736 + Penalty 1723.286361 = -736510.773374 nChanged 7 SP:Iteration 47Q (3787.587341 sec): 3 clusters Score: Raw -738236.500422 + Penalty 1723.286361 = -736513.214060 nChanged 3 SP:Iteration 48Q (3787.644890 sec): 3 clusters Score: Raw -738238.988265 + Penalty 1723.286361 = -736515.701903 nChanged 5 SP:Iteration 49Q (3787.713268 sec): 3 clusters Score: Raw -738242.691937 + Penalty 1723.286361 = -736519.405575 nChanged 8 SP:Iteration 50Q (3787.769795 sec): 3 clusters Score: Raw -738246.175040 + Penalty 1723.286361 = -736522.888678 nChanged 6 SP:Iteration 51Q (3787.815724 sec): 3 clusters Score: Raw -738250.320880 + Penalty 1723.286361 = -736527.034519 nChanged 6 SP:Iteration 52Q (3787.867887 sec): 3 clusters Score: Raw -738253.270293 + Penalty 1723.286361 = -736529.983931 nChanged 4 SP:Iteration 53Q (3787.926514 sec): 3 clusters Score: Raw -738255.537690 + Penalty 1723.286361 = -736532.251328 nChanged 1 SP:Iteration 54Q (3787.982443 sec): 3 clusters Score: Raw -738255.850242 + Penalty 1723.286361 = -736532.563881 nChanged 1 SP:Iteration 55Q (3788.033278 sec): 3 clusters Score: Raw -738256.075713 + Penalty 1723.286361 = -736532.789352 nChanged 2 SP:Iteration 56Q (3788.097210 sec): 3 clusters Score: Raw -738257.244588 + Penalty 1723.286361 = -736533.958226 nChanged 6 SP:Iteration 57Q (3788.141345 sec): 3 clusters Score: Raw -738261.475910 + Penalty 1723.286361 = -736538.189548 nChanged 3 SP:Iteration 58Q (3788.196026 sec): 3 clusters Score: Raw -738263.977280 + Penalty 1723.286361 = -736540.690918 nChanged 3 SP:Iteration 59Q (3788.262827 sec): 3 clusters Score: Raw -738265.056141 + Penalty 1723.286361 = -736541.769779 nChanged 2 SP:Iteration 60F (3788.310342 sec): 3 clusters Score: Raw -738266.136350 + Penalty 1723.286361 = -736542.849988 nChanged 4 SP:Iteration 61Q (3788.363500 sec): 3 clusters Score: Raw -738269.811419 + Penalty 1723.286361 = -736546.525058 nChanged 6 SP:Iteration 62Q (3788.423532 sec): 3 clusters Score: Raw -738274.534924 + Penalty 1723.286361 = -736551.248563 nChanged 7 SP:Iteration 63Q (3788.483654 sec): 3 clusters Score: Raw -738277.693394 + Penalty 1723.286361 = -736554.407033 nChanged 2 SP:Iteration 64Q (3788.532747 sec): 3 clusters Score: Raw -738278.337714 + Penalty 1723.286361 = -736555.051352 nChanged 1 SP:Iteration 65Q (3788.594462 sec): 3 clusters Score: Raw -738278.709435 + Penalty 1723.286361 = -736555.423073 nChanged 0 SP:Iteration 66F (3788.654486 sec): 3 clusters Score: Raw -738278.709435 + Penalty 1723.286361 = -736555.423073 nChanged 0 Trying to split cluster 16 (35422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3788.714257 sec): 2 clusters Score: Raw -2882428.053760 + Penalty 995.133396 = -2881432.920365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3788.806210 sec): 3 clusters Score: Raw -2859800.557997 + Penalty 1990.266791 = -2857810.291206 nChanged 16629 SP:Iteration 1F (3788.889653 sec): 3 clusters Score: Raw -2869790.788689 + Penalty 1990.266791 = -2867800.521898 nChanged 1693 SP:Iteration 2Q (3788.988906 sec): 3 clusters Score: Raw -2870379.295311 + Penalty 1990.266791 = -2868389.028520 nChanged 1762 SP:Iteration 3Q (3789.085332 sec): 3 clusters Score: Raw -2871027.091939 + Penalty 1990.266791 = -2869036.825148 nChanged 1832 SP:Iteration 4F (3789.178135 sec): 3 clusters Score: Raw -2871782.980274 + Penalty 1990.266791 = -2869792.713482 nChanged 1937 SP:Iteration 5F (3789.268659 sec): 3 clusters Score: Raw -2872756.696638 + Penalty 1990.266791 = -2870766.429846 nChanged 2168 SP:Iteration 6F (3789.364774 sec): 3 clusters Score: Raw -2874093.113851 + Penalty 1990.266791 = -2872102.847060 nChanged 2346 SP:Iteration 7F (3789.458479 sec): 3 clusters Score: Raw -2875854.541110 + Penalty 1990.266791 = -2873864.274318 nChanged 2369 SP:Iteration 8F (3789.551945 sec): 3 clusters Score: Raw -2877854.652401 + Penalty 1990.266791 = -2875864.385610 nChanged 2114 SP:Iteration 9F (3789.644880 sec): 3 clusters Score: Raw -2879817.254771 + Penalty 1990.266791 = -2877826.987980 nChanged 1545 SP:Iteration 10Q (3789.740657 sec): 3 clusters Score: Raw -2881227.412702 + Penalty 1990.266791 = -2879237.145911 nChanged 848 SP:Iteration 11Q (3789.827019 sec): 3 clusters Score: Raw -2881961.265284 + Penalty 1990.266791 = -2879970.998493 nChanged 385 SP:Iteration 12Q (3789.917050 sec): 3 clusters Score: Raw -2882283.906119 + Penalty 1990.266791 = -2880293.639327 nChanged 166 SP:Iteration 13Q (3789.999322 sec): 3 clusters Score: Raw -2882417.489303 + Penalty 1990.266791 = -2880427.222511 nChanged 67 SP:Iteration 14Q (3790.084868 sec): 3 clusters Score: Raw -2882487.113179 + Penalty 1990.266791 = -2880496.846388 nChanged 32 SP:Iteration 15Q (3790.173163 sec): 3 clusters Score: Raw -2882518.831498 + Penalty 1990.266791 = -2880528.564707 nChanged 14 SP:Iteration 16Q (3790.253733 sec): 3 clusters Score: Raw -2882534.706010 + Penalty 1990.266791 = -2880544.439218 nChanged 12 SP:Iteration 17Q (3790.335792 sec): 3 clusters Score: Raw -2882547.833710 + Penalty 1990.266791 = -2880557.566919 nChanged 6 SP:Iteration 18Q (3790.419898 sec): 3 clusters Score: Raw -2882557.894191 + Penalty 1990.266791 = -2880567.627400 nChanged 5 SP:Iteration 19Q (3790.502919 sec): 3 clusters Score: Raw -2882564.404519 + Penalty 1990.266791 = -2880574.137727 nChanged 1 SP:Iteration 20F (3790.598539 sec): 3 clusters Score: Raw -2882565.132558 + Penalty 1990.266791 = -2880574.865767 nChanged 0 Trying to split cluster 17 (6723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3790.638164 sec): 2 clusters Score: Raw -578093.552540 + Penalty 837.262527 = -577256.290013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3790.684263 sec): 3 clusters Score: Raw -574208.862539 + Penalty 1674.525055 = -572534.337484 nChanged 2941 SP:Iteration 1F (3790.738971 sec): 3 clusters Score: Raw -575886.030013 + Penalty 1674.525055 = -574211.504958 nChanged 485 SP:Iteration 2F (3790.803067 sec): 3 clusters Score: Raw -576160.118462 + Penalty 1674.525055 = -574485.593407 nChanged 456 SP:Iteration 3F (3790.849654 sec): 3 clusters Score: Raw -576412.952992 + Penalty 1674.525055 = -574738.427937 nChanged 420 SP:Iteration 4F (3790.897865 sec): 3 clusters Score: Raw -576681.676956 + Penalty 1674.525055 = -575007.151901 nChanged 419 SP:Iteration 5F (3790.966618 sec): 3 clusters Score: Raw -576957.935196 + Penalty 1674.525055 = -575283.410141 nChanged 384 SP:Iteration 6F (3791.013305 sec): 3 clusters Score: Raw -577226.775637 + Penalty 1674.525055 = -575552.250583 nChanged 349 SP:Iteration 7F (3791.064219 sec): 3 clusters Score: Raw -577468.097262 + Penalty 1674.525055 = -575793.572208 nChanged 278 SP:Iteration 8Q (3791.116436 sec): 3 clusters Score: Raw -577632.983689 + Penalty 1674.525055 = -575958.458634 nChanged 217 SP:Iteration 9Q (3791.175148 sec): 3 clusters Score: Raw -577749.432593 + Penalty 1674.525055 = -576074.907538 nChanged 171 SP:Iteration 10Q (3791.222719 sec): 3 clusters Score: Raw -577833.649945 + Penalty 1674.525055 = -576159.124890 nChanged 127 SP:Iteration 11Q (3791.287440 sec): 3 clusters Score: Raw -577890.172337 + Penalty 1674.525055 = -576215.647282 nChanged 100 SP:Iteration 12Q (3791.335970 sec): 3 clusters Score: Raw -577925.637538 + Penalty 1674.525055 = -576251.112483 nChanged 78 SP:Iteration 13Q (3791.403664 sec): 3 clusters Score: Raw -577947.624835 + Penalty 1674.525055 = -576273.099780 nChanged 62 SP:Iteration 14Q (3791.451171 sec): 3 clusters Score: Raw -577972.440822 + Penalty 1674.525055 = -576297.915767 nChanged 69 SP:Iteration 15Q (3791.502506 sec): 3 clusters Score: Raw -577996.445742 + Penalty 1674.525055 = -576321.920687 nChanged 55 SP:Iteration 16Q (3791.559578 sec): 3 clusters Score: Raw -578012.659935 + Penalty 1674.525055 = -576338.134880 nChanged 48 SP:Iteration 17Q (3791.628965 sec): 3 clusters Score: Raw -578026.111935 + Penalty 1674.525055 = -576351.586880 nChanged 50 SP:Iteration 18Q (3791.675284 sec): 3 clusters Score: Raw -578043.044509 + Penalty 1674.525055 = -576368.519454 nChanged 51 SP:Iteration 19Q (3791.733154 sec): 3 clusters Score: Raw -578057.774068 + Penalty 1674.525055 = -576383.249013 nChanged 46 SP:Iteration 20F (3791.791041 sec): 3 clusters Score: Raw -578068.270768 + Penalty 1674.525055 = -576393.745713 nChanged 42 SP:Iteration 21Q (3791.847378 sec): 3 clusters Score: Raw -578076.715256 + Penalty 1674.525055 = -576402.190201 nChanged 33 SP:Iteration 22Q (3791.905699 sec): 3 clusters Score: Raw -578084.104592 + Penalty 1674.525055 = -576409.579538 nChanged 22 SP:Iteration 23Q (3791.974864 sec): 3 clusters Score: Raw -578087.877844 + Penalty 1674.525055 = -576413.352789 nChanged 19 SP:Iteration 24Q (3792.017341 sec): 3 clusters Score: Raw -578092.169222 + Penalty 1674.525055 = -576417.644167 nChanged 21 SP:Iteration 25Q (3792.065193 sec): 3 clusters Score: Raw -578097.375230 + Penalty 1674.525055 = -576422.850175 nChanged 22 SP:Iteration 26Q (3792.134778 sec): 3 clusters Score: Raw -578102.741523 + Penalty 1674.525055 = -576428.216469 nChanged 22 SP:Iteration 27Q (3792.188933 sec): 3 clusters Score: Raw -578106.239245 + Penalty 1674.525055 = -576431.714190 nChanged 22 SP:Iteration 28Q (3792.242948 sec): 3 clusters Score: Raw -578110.364539 + Penalty 1674.525055 = -576435.839484 nChanged 16 SP:Iteration 29Q (3792.284329 sec): 3 clusters Score: Raw -578112.402870 + Penalty 1674.525055 = -576437.877815 nChanged 11 SP:Iteration 30Q (3792.338277 sec): 3 clusters Score: Raw -578114.251496 + Penalty 1674.525055 = -576439.726441 nChanged 7 SP:Iteration 31Q (3792.401670 sec): 3 clusters Score: Raw -578115.091998 + Penalty 1674.525055 = -576440.566943 nChanged 7 SP:Iteration 32Q (3792.443901 sec): 3 clusters Score: Raw -578116.130605 + Penalty 1674.525055 = -576441.605550 nChanged 8 SP:Iteration 33Q (3792.506552 sec): 3 clusters Score: Raw -578117.434743 + Penalty 1674.525055 = -576442.909688 nChanged 5 SP:Iteration 34Q (3792.545758 sec): 3 clusters Score: Raw -578118.224744 + Penalty 1674.525055 = -576443.699689 nChanged 6 SP:Iteration 35Q (3792.604554 sec): 3 clusters Score: Raw -578119.241539 + Penalty 1674.525055 = -576444.716484 nChanged 6 SP:Iteration 36Q (3792.646318 sec): 3 clusters Score: Raw -578119.916785 + Penalty 1674.525055 = -576445.391730 nChanged 7 SP:Iteration 37Q (3792.698843 sec): 3 clusters Score: Raw -578121.421098 + Penalty 1674.525055 = -576446.896043 nChanged 10 SP:Iteration 38Q (3792.762730 sec): 3 clusters Score: Raw -578124.451894 + Penalty 1674.525055 = -576449.926840 nChanged 14 SP:Iteration 39Q (3792.814699 sec): 3 clusters Score: Raw -578127.369197 + Penalty 1674.525055 = -576452.844142 nChanged 12 SP:Iteration 40F (3792.857310 sec): 3 clusters Score: Raw -578129.192275 + Penalty 1674.525055 = -576454.667221 nChanged 8 SP:Iteration 41Q (3792.917497 sec): 3 clusters Score: Raw -578130.876363 + Penalty 1674.525055 = -576456.351308 nChanged 10 SP:Iteration 42Q (3792.977674 sec): 3 clusters Score: Raw -578131.953253 + Penalty 1674.525055 = -576457.428198 nChanged 4 SP:Iteration 43Q (3793.024594 sec): 3 clusters Score: Raw -578132.404211 + Penalty 1674.525055 = -576457.879156 nChanged 4 SP:Iteration 44Q (3793.079957 sec): 3 clusters Score: Raw -578133.001119 + Penalty 1674.525055 = -576458.476064 nChanged 4 SP:Iteration 45Q (3793.141575 sec): 3 clusters Score: Raw -578133.968940 + Penalty 1674.525055 = -576459.443885 nChanged 5 SP:Iteration 46Q (3793.199894 sec): 3 clusters Score: Raw -578134.562393 + Penalty 1674.525055 = -576460.037338 nChanged 2 SP:Iteration 47Q (3793.247019 sec): 3 clusters Score: Raw -578134.715797 + Penalty 1674.525055 = -576460.190742 nChanged 1 SP:Iteration 48Q (3793.297476 sec): 3 clusters Score: Raw -578134.839781 + Penalty 1674.525055 = -576460.314727 nChanged 1 SP:Iteration 49Q (3793.346298 sec): 3 clusters Score: Raw -578134.895841 + Penalty 1674.525055 = -576460.370786 nChanged 0 SP:Iteration 50F (3793.402867 sec): 3 clusters Score: Raw -578134.895841 + Penalty 1674.525055 = -576460.370786 nChanged 0 Trying to split cluster 18 (2644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3793.432478 sec): 2 clusters Score: Raw -215575.165388 + Penalty 748.604579 = -214826.560809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3793.479700 sec): 3 clusters Score: Raw -214208.597820 + Penalty 1497.209158 = -212711.388662 nChanged 1053 SP:Iteration 1F (3793.527956 sec): 3 clusters Score: Raw -214798.136041 + Penalty 1497.209158 = -213300.926883 nChanged 190 SP:Iteration 2F (3793.579941 sec): 3 clusters Score: Raw -214893.600053 + Penalty 1497.209158 = -213396.390895 nChanged 114 SP:Iteration 3Q (3793.631861 sec): 3 clusters Score: Raw -214962.464880 + Penalty 1497.209158 = -213465.255722 nChanged 128 SP:Iteration 4Q (3793.681348 sec): 3 clusters Score: Raw -215031.795153 + Penalty 1497.209158 = -213534.585995 nChanged 117 SP:Iteration 5Q (3793.733223 sec): 3 clusters Score: Raw -215113.251620 + Penalty 1497.209158 = -213616.042462 nChanged 116 SP:Iteration 6Q (3793.780806 sec): 3 clusters Score: Raw -215183.319366 + Penalty 1497.209158 = -213686.110208 nChanged 96 SP:Iteration 7Q (3793.831933 sec): 3 clusters Score: Raw -215240.397233 + Penalty 1497.209158 = -213743.188075 nChanged 88 SP:Iteration 8Q (3793.882723 sec): 3 clusters Score: Raw -215299.214813 + Penalty 1497.209158 = -213802.005654 nChanged 85 SP:Iteration 9Q (3793.944634 sec): 3 clusters Score: Raw -215354.685416 + Penalty 1497.209158 = -213857.476258 nChanged 81 SP:Iteration 10Q (3793.980327 sec): 3 clusters Score: Raw -215419.644633 + Penalty 1497.209158 = -213922.435475 nChanged 85 SP:Iteration 11Q (3794.032059 sec): 3 clusters Score: Raw -215483.907146 + Penalty 1497.209158 = -213986.697988 nChanged 63 SP:Iteration 12Q (3794.083683 sec): 3 clusters Score: Raw -215524.380210 + Penalty 1497.209158 = -214027.171052 nChanged 53 SP:Iteration 13Q (3794.134773 sec): 3 clusters Score: Raw -215562.583977 + Penalty 1497.209158 = -214065.374819 nChanged 48 SP:Iteration 14Q (3794.188181 sec): 3 clusters Score: Raw -215596.375915 + Penalty 1497.209158 = -214099.166757 nChanged 43 SP:Iteration 15Q (3794.236783 sec): 3 clusters Score: Raw -215625.182481 + Penalty 1497.209158 = -214127.973323 nChanged 41 SP:Iteration 16Q (3794.286358 sec): 3 clusters Score: Raw -215650.535935 + Penalty 1497.209158 = -214153.326777 nChanged 31 SP:Iteration 17Q (3794.337811 sec): 3 clusters Score: Raw -215670.797222 + Penalty 1497.209158 = -214173.588064 nChanged 43 SP:Iteration 18Q (3794.389248 sec): 3 clusters Score: Raw -215700.041369 + Penalty 1497.209158 = -214202.832211 nChanged 45 SP:Iteration 19Q (3794.440500 sec): 3 clusters Score: Raw -215730.241406 + Penalty 1497.209158 = -214233.032248 nChanged 38 SP:Iteration 20F (3794.491927 sec): 3 clusters Score: Raw -215752.233538 + Penalty 1497.209158 = -214255.024379 nChanged 37 SP:Iteration 21Q (3794.552683 sec): 3 clusters Score: Raw -215777.735853 + Penalty 1497.209158 = -214280.526695 nChanged 40 SP:Iteration 22Q (3794.587126 sec): 3 clusters Score: Raw -215804.478939 + Penalty 1497.209158 = -214307.269781 nChanged 33 SP:Iteration 23Q (3794.637800 sec): 3 clusters Score: Raw -215823.807566 + Penalty 1497.209158 = -214326.598407 nChanged 28 SP:Iteration 24Q (3794.688219 sec): 3 clusters Score: Raw -215842.655768 + Penalty 1497.209158 = -214345.446610 nChanged 31 SP:Iteration 25Q (3794.736678 sec): 3 clusters Score: Raw -215857.722334 + Penalty 1497.209158 = -214360.513176 nChanged 22 SP:Iteration 26Q (3794.780823 sec): 3 clusters Score: Raw -215871.476543 + Penalty 1497.209158 = -214374.267385 nChanged 14 SP:Iteration 27Q (3794.831579 sec): 3 clusters Score: Raw -215881.179106 + Penalty 1497.209158 = -214383.969948 nChanged 18 SP:Iteration 28Q (3794.882824 sec): 3 clusters Score: Raw -215889.662414 + Penalty 1497.209158 = -214392.453256 nChanged 19 SP:Iteration 29Q (3794.933502 sec): 3 clusters Score: Raw -215902.656329 + Penalty 1497.209158 = -214405.447171 nChanged 22 SP:Iteration 30Q (3794.980239 sec): 3 clusters Score: Raw -215920.356224 + Penalty 1497.209158 = -214423.147066 nChanged 23 SP:Iteration 31Q (3795.031001 sec): 3 clusters Score: Raw -215943.320333 + Penalty 1497.209158 = -214446.111175 nChanged 21 SP:Iteration 32Q (3795.082492 sec): 3 clusters Score: Raw -215963.492105 + Penalty 1497.209158 = -214466.282947 nChanged 20 SP:Iteration 33Q (3795.132993 sec): 3 clusters Score: Raw -215986.120318 + Penalty 1497.209158 = -214488.911160 nChanged 16 SP:Iteration 34Q (3795.183606 sec): 3 clusters Score: Raw -215996.604078 + Penalty 1497.209158 = -214499.394920 nChanged 13 SP:Iteration 35Q (3795.234292 sec): 3 clusters Score: Raw -216005.678058 + Penalty 1497.209158 = -214508.468899 nChanged 15 SP:Iteration 36Q (3795.271495 sec): 3 clusters Score: Raw -216011.818711 + Penalty 1497.209158 = -214514.609553 nChanged 12 SP:Iteration 37Q (3795.322260 sec): 3 clusters Score: Raw -216016.416018 + Penalty 1497.209158 = -214519.206860 nChanged 5 SP:Iteration 38Q (3795.372630 sec): 3 clusters Score: Raw -216017.575244 + Penalty 1497.209158 = -214520.366086 nChanged 2 SP:Iteration 39Q (3795.423009 sec): 3 clusters Score: Raw -216017.810415 + Penalty 1497.209158 = -214520.601257 nChanged 0 SP:Iteration 40F (3795.467449 sec): 3 clusters Score: Raw -216017.810415 + Penalty 1497.209158 = -214520.601257 nChanged 0 Trying to split cluster 19 (22205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3795.516726 sec): 2 clusters Score: Raw -1725080.687490 + Penalty 950.766913 = -1724129.920577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3795.586326 sec): 3 clusters Score: Raw -1711348.471803 + Penalty 1901.533826 = -1709446.937977 nChanged 10316 SP:Iteration 1F (3795.659672 sec): 3 clusters Score: Raw -1717313.107090 + Penalty 1901.533826 = -1715411.573264 nChanged 1097 SP:Iteration 2Q (3795.735681 sec): 3 clusters Score: Raw -1717741.529427 + Penalty 1901.533826 = -1715839.995601 nChanged 1093 SP:Iteration 3Q (3795.812077 sec): 3 clusters Score: Raw -1718245.851160 + Penalty 1901.533826 = -1716344.317334 nChanged 1173 SP:Iteration 4F (3795.870594 sec): 3 clusters Score: Raw -1718843.740319 + Penalty 1901.533826 = -1716942.206493 nChanged 1246 SP:Iteration 5F (3795.934916 sec): 3 clusters Score: Raw -1719568.324794 + Penalty 1901.533826 = -1717666.790968 nChanged 1255 SP:Iteration 6F (3796.007494 sec): 3 clusters Score: Raw -1720356.872571 + Penalty 1901.533826 = -1718455.338745 nChanged 1147 SP:Iteration 7F (3796.086903 sec): 3 clusters Score: Raw -1721060.871612 + Penalty 1901.533826 = -1719159.337786 nChanged 1073 SP:Iteration 8Q (3796.160733 sec): 3 clusters Score: Raw -1721685.410149 + Penalty 1901.533826 = -1719783.876323 nChanged 938 SP:Iteration 9Q (3796.249960 sec): 3 clusters Score: Raw -1722221.371806 + Penalty 1901.533826 = -1720319.837981 nChanged 784 SP:Iteration 10Q (3796.327014 sec): 3 clusters Score: Raw -1722588.171958 + Penalty 1901.533826 = -1720686.638132 nChanged 605 SP:Iteration 11Q (3796.404951 sec): 3 clusters Score: Raw -1722820.711012 + Penalty 1901.533826 = -1720919.177186 nChanged 484 SP:Iteration 12Q (3796.482597 sec): 3 clusters Score: Raw -1722999.379975 + Penalty 1901.533826 = -1721097.846149 nChanged 391 SP:Iteration 13Q (3796.559878 sec): 3 clusters Score: Raw -1723130.733626 + Penalty 1901.533826 = -1721229.199800 nChanged 366 SP:Iteration 14Q (3796.628784 sec): 3 clusters Score: Raw -1723247.075199 + Penalty 1901.533826 = -1721345.541373 nChanged 306 SP:Iteration 15Q (3796.713227 sec): 3 clusters Score: Raw -1723342.356801 + Penalty 1901.533826 = -1721440.822975 nChanged 300 SP:Iteration 16Q (3796.789623 sec): 3 clusters Score: Raw -1723437.196686 + Penalty 1901.533826 = -1721535.662860 nChanged 273 SP:Iteration 17Q (3796.864552 sec): 3 clusters Score: Raw -1723530.654610 + Penalty 1901.533826 = -1721629.120784 nChanged 271 SP:Iteration 18Q (3796.932682 sec): 3 clusters Score: Raw -1723612.609289 + Penalty 1901.533826 = -1721711.075463 nChanged 276 SP:Iteration 19Q (3797.012763 sec): 3 clusters Score: Raw -1723706.991568 + Penalty 1901.533826 = -1721805.457742 nChanged 286 SP:Iteration 20F (3797.090555 sec): 3 clusters Score: Raw -1723799.649785 + Penalty 1901.533826 = -1721898.115960 nChanged 272 SP:Iteration 21Q (3797.166334 sec): 3 clusters Score: Raw -1723886.572801 + Penalty 1901.533826 = -1721985.038975 nChanged 257 SP:Iteration 22Q (3797.241164 sec): 3 clusters Score: Raw -1723969.510391 + Penalty 1901.533826 = -1722067.976565 nChanged 238 SP:Iteration 23Q (3797.316492 sec): 3 clusters Score: Raw -1724049.761327 + Penalty 1901.533826 = -1722148.227501 nChanged 244 SP:Iteration 24Q (3797.391541 sec): 3 clusters Score: Raw -1724129.254342 + Penalty 1901.533826 = -1722227.720516 nChanged 217 SP:Iteration 25Q (3797.466623 sec): 3 clusters Score: Raw -1724202.106636 + Penalty 1901.533826 = -1722300.572811 nChanged 223 SP:Iteration 26Q (3797.541234 sec): 3 clusters Score: Raw -1724278.822444 + Penalty 1901.533826 = -1722377.288618 nChanged 215 SP:Iteration 27Q (3797.605179 sec): 3 clusters Score: Raw -1724351.370582 + Penalty 1901.533826 = -1722449.836757 nChanged 205 SP:Iteration 28Q (3797.678973 sec): 3 clusters Score: Raw -1724430.371383 + Penalty 1901.533826 = -1722528.837557 nChanged 217 SP:Iteration 29Q (3797.760681 sec): 3 clusters Score: Raw -1724522.102503 + Penalty 1901.533826 = -1722620.568677 nChanged 208 SP:Iteration 30Q (3797.834588 sec): 3 clusters Score: Raw -1724605.482670 + Penalty 1901.533826 = -1722703.948844 nChanged 195 SP:Iteration 31Q (3797.898893 sec): 3 clusters Score: Raw -1724697.558987 + Penalty 1901.533826 = -1722796.025161 nChanged 181 SP:Iteration 32Q (3797.974955 sec): 3 clusters Score: Raw -1724794.925505 + Penalty 1901.533826 = -1722893.391679 nChanged 179 SP:Iteration 33Q (3798.048441 sec): 3 clusters Score: Raw -1724892.212035 + Penalty 1901.533826 = -1722990.678210 nChanged 150 SP:Iteration 34Q (3798.124408 sec): 3 clusters Score: Raw -1724974.532789 + Penalty 1901.533826 = -1723072.998963 nChanged 127 SP:Iteration 35Q (3798.195540 sec): 3 clusters Score: Raw -1725043.968959 + Penalty 1901.533826 = -1723142.435133 nChanged 101 SP:Iteration 36Q (3798.265787 sec): 3 clusters Score: Raw -1725097.029559 + Penalty 1901.533826 = -1723195.495734 nChanged 77 SP:Iteration 37Q (3798.326088 sec): 3 clusters Score: Raw -1725134.462334 + Penalty 1901.533826 = -1723232.928508 nChanged 64 SP:Iteration 38Q (3798.363337 sec): 3 clusters Score: Raw -1725167.978581 + Penalty 1901.533826 = -1723266.444756 nChanged 52 SP:Iteration 39Q (3798.436242 sec): 3 clusters Score: Raw -1725196.102857 + Penalty 1901.533826 = -1723294.569031 nChanged 34 SP:Iteration 40F (3798.517715 sec): 3 clusters Score: Raw -1725215.144885 + Penalty 1901.533826 = -1723313.611059 nChanged 30 SP:Iteration 41Q (3798.550155 sec): 3 clusters Score: Raw -1725232.178293 + Penalty 1901.533826 = -1723330.644467 nChanged 24 SP:Iteration 42Q (3798.585333 sec): 3 clusters Score: Raw -1725245.267316 + Penalty 1901.533826 = -1723343.733490 nChanged 20 SP:Iteration 43Q (3798.620416 sec): 3 clusters Score: Raw -1725253.034053 + Penalty 1901.533826 = -1723351.500227 nChanged 14 SP:Iteration 44Q (3798.702365 sec): 3 clusters Score: Raw -1725259.049834 + Penalty 1901.533826 = -1723357.516008 nChanged 15 SP:Iteration 45Q (3798.774681 sec): 3 clusters Score: Raw -1725265.853483 + Penalty 1901.533826 = -1723364.319657 nChanged 15 SP:Iteration 46Q (3798.836908 sec): 3 clusters Score: Raw -1725274.162026 + Penalty 1901.533826 = -1723372.628200 nChanged 13 SP:Iteration 47Q (3798.906116 sec): 3 clusters Score: Raw -1725282.079922 + Penalty 1901.533826 = -1723380.546096 nChanged 17 SP:Iteration 48Q (3798.971240 sec): 3 clusters Score: Raw -1725291.594103 + Penalty 1901.533826 = -1723390.060277 nChanged 12 SP:Iteration 49Q (3799.044200 sec): 3 clusters Score: Raw -1725297.443883 + Penalty 1901.533826 = -1723395.910057 nChanged 10 SP:Iteration 50Q (3799.106497 sec): 3 clusters Score: Raw -1725301.579349 + Penalty 1901.533826 = -1723400.045524 nChanged 3 SP:Iteration 51Q (3799.178861 sec): 3 clusters Score: Raw -1725303.358578 + Penalty 1901.533826 = -1723401.824752 nChanged 3 SP:Iteration 52Q (3799.250982 sec): 3 clusters Score: Raw -1725305.355096 + Penalty 1901.533826 = -1723403.821271 nChanged 7 SP:Iteration 53Q (3799.319609 sec): 3 clusters Score: Raw -1725309.011539 + Penalty 1901.533826 = -1723407.477713 nChanged 6 SP:Iteration 54Q (3799.388222 sec): 3 clusters Score: Raw -1725312.764067 + Penalty 1901.533826 = -1723411.230241 nChanged 7 SP:Iteration 55Q (3799.462785 sec): 3 clusters Score: Raw -1725316.897112 + Penalty 1901.533826 = -1723415.363286 nChanged 4 SP:Iteration 56Q (3799.535338 sec): 3 clusters Score: Raw -1725318.172590 + Penalty 1901.533826 = -1723416.638764 nChanged 3 SP:Iteration 57Q (3799.608049 sec): 3 clusters Score: Raw -1725320.141554 + Penalty 1901.533826 = -1723418.607728 nChanged 3 SP:Iteration 58Q (3799.680586 sec): 3 clusters Score: Raw -1725322.255116 + Penalty 1901.533826 = -1723420.721290 nChanged 5 SP:Iteration 59Q (3799.753330 sec): 3 clusters Score: Raw -1725324.086796 + Penalty 1901.533826 = -1723422.552970 nChanged 1 SP:Iteration 60F (3799.822079 sec): 3 clusters Score: Raw -1725324.243434 + Penalty 1901.533826 = -1723422.709608 nChanged 0 Trying to split cluster 20 (6453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3799.865258 sec): 2 clusters Score: Raw -548963.221759 + Penalty 833.368540 = -548129.853219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3799.922289 sec): 3 clusters Score: Raw -545264.748913 + Penalty 1666.737079 = -543598.011834 nChanged 2828 SP:Iteration 1F (3799.974353 sec): 3 clusters Score: Raw -546936.672908 + Penalty 1666.737079 = -545269.935829 nChanged 508 SP:Iteration 2F (3800.032168 sec): 3 clusters Score: Raw -547290.207783 + Penalty 1666.737079 = -545623.470704 nChanged 459 SP:Iteration 3F (3800.078347 sec): 3 clusters Score: Raw -547594.457796 + Penalty 1666.737079 = -545927.720716 nChanged 421 SP:Iteration 4F (3800.135496 sec): 3 clusters Score: Raw -547873.164978 + Penalty 1666.737079 = -546206.427898 nChanged 349 SP:Iteration 5F (3800.192288 sec): 3 clusters Score: Raw -548147.005429 + Penalty 1666.737079 = -546480.268350 nChanged 310 SP:Iteration 6Q (3800.258373 sec): 3 clusters Score: Raw -548371.078832 + Penalty 1666.737079 = -546704.341753 nChanged 244 SP:Iteration 7Q (3800.312242 sec): 3 clusters Score: Raw -548538.686968 + Penalty 1666.737079 = -546871.949889 nChanged 201 SP:Iteration 8Q (3800.371557 sec): 3 clusters Score: Raw -548679.603000 + Penalty 1666.737079 = -547012.865920 nChanged 168 SP:Iteration 9Q (3800.429004 sec): 3 clusters Score: Raw -548784.298584 + Penalty 1666.737079 = -547117.561505 nChanged 119 SP:Iteration 10Q (3800.474270 sec): 3 clusters Score: Raw -548860.223158 + Penalty 1666.737079 = -547193.486079 nChanged 98 SP:Iteration 11Q (3800.503091 sec): 3 clusters Score: Raw -548912.216536 + Penalty 1666.737079 = -547245.479457 nChanged 78 SP:Iteration 12Q (3800.568989 sec): 3 clusters Score: Raw -548952.479801 + Penalty 1666.737079 = -547285.742722 nChanged 62 SP:Iteration 13Q (3800.617605 sec): 3 clusters Score: Raw -548983.785432 + Penalty 1666.737079 = -547317.048353 nChanged 55 SP:Iteration 14Q (3800.682228 sec): 3 clusters Score: Raw -549011.793658 + Penalty 1666.737079 = -547345.056579 nChanged 43 SP:Iteration 15Q (3800.725776 sec): 3 clusters Score: Raw -549030.951672 + Penalty 1666.737079 = -547364.214593 nChanged 39 SP:Iteration 16Q (3800.794083 sec): 3 clusters Score: Raw -549051.186196 + Penalty 1666.737079 = -547384.449116 nChanged 39 SP:Iteration 17Q (3800.839443 sec): 3 clusters Score: Raw -549073.245168 + Penalty 1666.737079 = -547406.508089 nChanged 46 SP:Iteration 18Q (3800.893757 sec): 3 clusters Score: Raw -549100.208457 + Penalty 1666.737079 = -547433.471378 nChanged 59 SP:Iteration 19Q (3800.944889 sec): 3 clusters Score: Raw -549143.194441 + Penalty 1666.737079 = -547476.457362 nChanged 50 SP:Iteration 20F (3801.001127 sec): 3 clusters Score: Raw -549174.744352 + Penalty 1666.737079 = -547508.007273 nChanged 39 SP:Iteration 21Q (3801.055896 sec): 3 clusters Score: Raw -549194.974155 + Penalty 1666.737079 = -547528.237076 nChanged 34 SP:Iteration 22Q (3801.112029 sec): 3 clusters Score: Raw -549212.517631 + Penalty 1666.737079 = -547545.780552 nChanged 23 SP:Iteration 23Q (3801.164524 sec): 3 clusters Score: Raw -549226.165216 + Penalty 1666.737079 = -547559.428136 nChanged 23 SP:Iteration 24Q (3801.220406 sec): 3 clusters Score: Raw -549238.486699 + Penalty 1666.737079 = -547571.749619 nChanged 21 SP:Iteration 25Q (3801.278971 sec): 3 clusters Score: Raw -549248.402318 + Penalty 1666.737079 = -547581.665238 nChanged 19 SP:Iteration 26Q (3801.323480 sec): 3 clusters Score: Raw -549259.776827 + Penalty 1666.737079 = -547593.039747 nChanged 14 SP:Iteration 27Q (3801.376738 sec): 3 clusters Score: Raw -549266.520539 + Penalty 1666.737079 = -547599.783459 nChanged 10 SP:Iteration 28Q (3801.426630 sec): 3 clusters Score: Raw -549270.138229 + Penalty 1666.737079 = -547603.401149 nChanged 8 SP:Iteration 29Q (3801.483160 sec): 3 clusters Score: Raw -549272.807168 + Penalty 1666.737079 = -547606.070089 nChanged 6 SP:Iteration 30Q (3801.527217 sec): 3 clusters Score: Raw -549275.833055 + Penalty 1666.737079 = -547609.095976 nChanged 7 SP:Iteration 31Q (3801.584008 sec): 3 clusters Score: Raw -549278.911354 + Penalty 1666.737079 = -547612.174275 nChanged 7 SP:Iteration 32Q (3801.649287 sec): 3 clusters Score: Raw -549282.255800 + Penalty 1666.737079 = -547615.518721 nChanged 4 SP:Iteration 33Q (3801.688829 sec): 3 clusters Score: Raw -549283.778465 + Penalty 1666.737079 = -547617.041385 nChanged 3 SP:Iteration 34Q (3801.738278 sec): 3 clusters Score: Raw -549284.335064 + Penalty 1666.737079 = -547617.597984 nChanged 1 SP:Iteration 35Q (3801.792443 sec): 3 clusters Score: Raw -549284.620259 + Penalty 1666.737079 = -547617.883180 nChanged 0 SP:Iteration 36F (3801.846440 sec): 3 clusters Score: Raw -549284.620259 + Penalty 1666.737079 = -547617.883180 nChanged 0 Trying to split cluster 21 (12706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3801.886563 sec): 2 clusters Score: Raw -1125547.754847 + Penalty 897.733812 = -1124650.021035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3801.940794 sec): 3 clusters Score: Raw -1117904.810987 + Penalty 1795.467624 = -1116109.343363 nChanged 5827 SP:Iteration 1F (3802.005563 sec): 3 clusters Score: Raw -1121421.950943 + Penalty 1795.467624 = -1119626.483318 nChanged 792 SP:Iteration 2F (3802.070259 sec): 3 clusters Score: Raw -1121857.179260 + Penalty 1795.467624 = -1120061.711636 nChanged 796 SP:Iteration 3F (3802.134240 sec): 3 clusters Score: Raw -1122393.800617 + Penalty 1795.467624 = -1120598.332992 nChanged 775 SP:Iteration 4F (3802.198629 sec): 3 clusters Score: Raw -1122977.103746 + Penalty 1795.467624 = -1121181.636122 nChanged 705 SP:Iteration 5F (3802.252132 sec): 3 clusters Score: Raw -1123516.876945 + Penalty 1795.467624 = -1121721.409320 nChanged 660 SP:Iteration 6F (3802.326956 sec): 3 clusters Score: Raw -1123956.775602 + Penalty 1795.467624 = -1122161.307977 nChanged 531 SP:Iteration 7Q (3802.374041 sec): 3 clusters Score: Raw -1124226.470092 + Penalty 1795.467624 = -1122431.002468 nChanged 403 SP:Iteration 8Q (3802.448800 sec): 3 clusters Score: Raw -1124382.774860 + Penalty 1795.467624 = -1122587.307236 nChanged 336 SP:Iteration 9Q (3802.499141 sec): 3 clusters Score: Raw -1124512.952728 + Penalty 1795.467624 = -1122717.485104 nChanged 254 SP:Iteration 10Q (3802.558482 sec): 3 clusters Score: Raw -1124597.383720 + Penalty 1795.467624 = -1122801.916096 nChanged 204 SP:Iteration 11Q (3802.616772 sec): 3 clusters Score: Raw -1124669.069532 + Penalty 1795.467624 = -1122873.601908 nChanged 211 SP:Iteration 12Q (3802.680587 sec): 3 clusters Score: Raw -1124747.342282 + Penalty 1795.467624 = -1122951.874658 nChanged 199 SP:Iteration 13Q (3802.741875 sec): 3 clusters Score: Raw -1124809.172738 + Penalty 1795.467624 = -1123013.705113 nChanged 170 SP:Iteration 14Q (3802.802624 sec): 3 clusters Score: Raw -1124854.873681 + Penalty 1795.467624 = -1123059.406057 nChanged 138 SP:Iteration 15Q (3802.863160 sec): 3 clusters Score: Raw -1124889.394361 + Penalty 1795.467624 = -1123093.926737 nChanged 135 SP:Iteration 16Q (3802.924545 sec): 3 clusters Score: Raw -1124922.579456 + Penalty 1795.467624 = -1123127.111832 nChanged 128 SP:Iteration 17Q (3802.983904 sec): 3 clusters Score: Raw -1124951.617174 + Penalty 1795.467624 = -1123156.149549 nChanged 122 SP:Iteration 18Q (3803.043910 sec): 3 clusters Score: Raw -1124978.073101 + Penalty 1795.467624 = -1123182.605476 nChanged 113 SP:Iteration 19Q (3803.092996 sec): 3 clusters Score: Raw -1124999.256121 + Penalty 1795.467624 = -1123203.788496 nChanged 99 SP:Iteration 20F (3803.153702 sec): 3 clusters Score: Raw -1125019.319437 + Penalty 1795.467624 = -1123223.851813 nChanged 101 SP:Iteration 21Q (3803.213058 sec): 3 clusters Score: Raw -1125040.500970 + Penalty 1795.467624 = -1123245.033345 nChanged 106 SP:Iteration 22Q (3803.268100 sec): 3 clusters Score: Raw -1125060.411061 + Penalty 1795.467624 = -1123264.943437 nChanged 97 SP:Iteration 23Q (3803.328328 sec): 3 clusters Score: Raw -1125080.906629 + Penalty 1795.467624 = -1123285.439004 nChanged 94 SP:Iteration 24Q (3803.392549 sec): 3 clusters Score: Raw -1125099.250126 + Penalty 1795.467624 = -1123303.782501 nChanged 91 SP:Iteration 25Q (3803.454832 sec): 3 clusters Score: Raw -1125115.696906 + Penalty 1795.467624 = -1123320.229282 nChanged 85 SP:Iteration 26Q (3803.516145 sec): 3 clusters Score: Raw -1125129.008193 + Penalty 1795.467624 = -1123333.540569 nChanged 65 SP:Iteration 27Q (3803.573726 sec): 3 clusters Score: Raw -1125139.779640 + Penalty 1795.467624 = -1123344.312016 nChanged 59 SP:Iteration 28Q (3803.643796 sec): 3 clusters Score: Raw -1125148.598287 + Penalty 1795.467624 = -1123353.130662 nChanged 60 SP:Iteration 29Q (3803.697683 sec): 3 clusters Score: Raw -1125155.449156 + Penalty 1795.467624 = -1123359.981531 nChanged 49 SP:Iteration 30Q (3803.773637 sec): 3 clusters Score: Raw -1125161.364228 + Penalty 1795.467624 = -1123365.896604 nChanged 44 SP:Iteration 31Q (3803.838483 sec): 3 clusters Score: Raw -1125167.076132 + Penalty 1795.467624 = -1123371.608507 nChanged 43 SP:Iteration 32Q (3803.894052 sec): 3 clusters Score: Raw -1125173.131704 + Penalty 1795.467624 = -1123377.664080 nChanged 48 SP:Iteration 33Q (3803.962008 sec): 3 clusters Score: Raw -1125179.072607 + Penalty 1795.467624 = -1123383.604982 nChanged 41 SP:Iteration 34Q (3804.029717 sec): 3 clusters Score: Raw -1125184.783662 + Penalty 1795.467624 = -1123389.316038 nChanged 35 SP:Iteration 35Q (3804.081706 sec): 3 clusters Score: Raw -1125188.123185 + Penalty 1795.467624 = -1123392.655560 nChanged 28 SP:Iteration 36Q (3804.154798 sec): 3 clusters Score: Raw -1125190.576731 + Penalty 1795.467624 = -1123395.109106 nChanged 30 SP:Iteration 37Q (3804.212520 sec): 3 clusters Score: Raw -1125193.806819 + Penalty 1795.467624 = -1123398.339195 nChanged 39 SP:Iteration 38Q (3804.244949 sec): 3 clusters Score: Raw -1125198.852858 + Penalty 1795.467624 = -1123403.385233 nChanged 43 SP:Iteration 39Q (3804.310202 sec): 3 clusters Score: Raw -1125204.211075 + Penalty 1795.467624 = -1123408.743451 nChanged 37 SP:Iteration 40F (3804.381708 sec): 3 clusters Score: Raw -1125209.897325 + Penalty 1795.467624 = -1123414.429701 nChanged 40 SP:Iteration 41Q (3804.438619 sec): 3 clusters Score: Raw -1125214.870631 + Penalty 1795.467624 = -1123419.403006 nChanged 34 SP:Iteration 42Q (3804.491479 sec): 3 clusters Score: Raw -1125218.032790 + Penalty 1795.467624 = -1123422.565166 nChanged 30 SP:Iteration 43Q (3804.520620 sec): 3 clusters Score: Raw -1125221.051124 + Penalty 1795.467624 = -1123425.583499 nChanged 27 SP:Iteration 44Q (3804.587138 sec): 3 clusters Score: Raw -1125223.119518 + Penalty 1795.467624 = -1123427.651893 nChanged 20 SP:Iteration 45Q (3804.661074 sec): 3 clusters Score: Raw -1125225.446611 + Penalty 1795.467624 = -1123429.978987 nChanged 28 SP:Iteration 46Q (3804.718452 sec): 3 clusters Score: Raw -1125228.264511 + Penalty 1795.467624 = -1123432.796886 nChanged 30 SP:Iteration 47Q (3804.782029 sec): 3 clusters Score: Raw -1125231.115528 + Penalty 1795.467624 = -1123435.647904 nChanged 32 SP:Iteration 48Q (3804.840669 sec): 3 clusters Score: Raw -1125234.943733 + Penalty 1795.467624 = -1123439.476108 nChanged 41 SP:Iteration 49Q (3804.906441 sec): 3 clusters Score: Raw -1125240.343585 + Penalty 1795.467624 = -1123444.875961 nChanged 45 SP:Iteration 50Q (3804.979902 sec): 3 clusters Score: Raw -1125245.482763 + Penalty 1795.467624 = -1123450.015139 nChanged 37 SP:Iteration 51Q (3805.041201 sec): 3 clusters Score: Raw -1125250.584486 + Penalty 1795.467624 = -1123455.116862 nChanged 38 SP:Iteration 52Q (3805.105402 sec): 3 clusters Score: Raw -1125254.555307 + Penalty 1795.467624 = -1123459.087683 nChanged 47 SP:Iteration 53Q (3805.170767 sec): 3 clusters Score: Raw -1125258.743856 + Penalty 1795.467624 = -1123463.276231 nChanged 38 SP:Iteration 54Q (3805.235815 sec): 3 clusters Score: Raw -1125261.706959 + Penalty 1795.467624 = -1123466.239334 nChanged 36 SP:Iteration 55Q (3805.290196 sec): 3 clusters Score: Raw -1125265.379352 + Penalty 1795.467624 = -1123469.911727 nChanged 41 SP:Iteration 56Q (3805.361865 sec): 3 clusters Score: Raw -1125271.157471 + Penalty 1795.467624 = -1123475.689847 nChanged 54 SP:Iteration 57Q (3805.420653 sec): 3 clusters Score: Raw -1125279.220300 + Penalty 1795.467624 = -1123483.752675 nChanged 58 SP:Iteration 58Q (3805.484743 sec): 3 clusters Score: Raw -1125288.396926 + Penalty 1795.467624 = -1123492.929302 nChanged 47 SP:Iteration 59Q (3805.558612 sec): 3 clusters Score: Raw -1125295.144872 + Penalty 1795.467624 = -1123499.677248 nChanged 45 SP:Iteration 60F (3805.614527 sec): 3 clusters Score: Raw -1125301.372898 + Penalty 1795.467624 = -1123505.905274 nChanged 45 SP:Iteration 61Q (3805.678520 sec): 3 clusters Score: Raw -1125308.460606 + Penalty 1795.467624 = -1123512.992982 nChanged 49 SP:Iteration 62Q (3805.742066 sec): 3 clusters Score: Raw -1125316.065763 + Penalty 1795.467624 = -1123520.598139 nChanged 46 SP:Iteration 63Q (3805.811388 sec): 3 clusters Score: Raw -1125323.520396 + Penalty 1795.467624 = -1123528.052772 nChanged 49 SP:Iteration 64Q (3805.874448 sec): 3 clusters Score: Raw -1125331.161503 + Penalty 1795.467624 = -1123535.693879 nChanged 47 SP:Iteration 65Q (3805.939788 sec): 3 clusters Score: Raw -1125338.043925 + Penalty 1795.467624 = -1123542.576300 nChanged 40 SP:Iteration 66Q (3806.004368 sec): 3 clusters Score: Raw -1125344.149095 + Penalty 1795.467624 = -1123548.681471 nChanged 43 SP:Iteration 67Q (3806.068177 sec): 3 clusters Score: Raw -1125348.797186 + Penalty 1795.467624 = -1123553.329561 nChanged 28 SP:Iteration 68Q (3806.132946 sec): 3 clusters Score: Raw -1125351.686951 + Penalty 1795.467624 = -1123556.219327 nChanged 22 SP:Iteration 69Q (3806.187144 sec): 3 clusters Score: Raw -1125354.312052 + Penalty 1795.467624 = -1123558.844427 nChanged 22 SP:Iteration 70Q (3806.244241 sec): 3 clusters Score: Raw -1125357.005121 + Penalty 1795.467624 = -1123561.537496 nChanged 24 SP:Iteration 71Q (3806.302852 sec): 3 clusters Score: Raw -1125359.702897 + Penalty 1795.467624 = -1123564.235272 nChanged 20 SP:Iteration 72Q (3806.375783 sec): 3 clusters Score: Raw -1125362.783166 + Penalty 1795.467624 = -1123567.315542 nChanged 23 SP:Iteration 73Q (3806.439952 sec): 3 clusters Score: Raw -1125365.617070 + Penalty 1795.467624 = -1123570.149445 nChanged 25 SP:Iteration 74Q (3806.507833 sec): 3 clusters Score: Raw -1125367.930583 + Penalty 1795.467624 = -1123572.462958 nChanged 25 SP:Iteration 75Q (3806.560222 sec): 3 clusters Score: Raw -1125370.578996 + Penalty 1795.467624 = -1123575.111371 nChanged 24 SP:Iteration 76Q (3806.634664 sec): 3 clusters Score: Raw -1125373.014617 + Penalty 1795.467624 = -1123577.546992 nChanged 26 SP:Iteration 77Q (3806.700330 sec): 3 clusters Score: Raw -1125376.717025 + Penalty 1795.467624 = -1123581.249401 nChanged 32 SP:Iteration 78Q (3806.757679 sec): 3 clusters Score: Raw -1125380.620616 + Penalty 1795.467624 = -1123585.152992 nChanged 41 SP:Iteration 79Q (3806.832584 sec): 3 clusters Score: Raw -1125386.845421 + Penalty 1795.467624 = -1123591.377796 nChanged 43 SP:Iteration 80F (3806.894429 sec): 3 clusters Score: Raw -1125393.165474 + Penalty 1795.467624 = -1123597.697849 nChanged 35 SP:Iteration 81Q (3806.952612 sec): 3 clusters Score: Raw -1125398.284344 + Penalty 1795.467624 = -1123602.816720 nChanged 46 SP:Iteration 82Q (3807.017060 sec): 3 clusters Score: Raw -1125404.094688 + Penalty 1795.467624 = -1123608.627064 nChanged 42 SP:Iteration 83Q (3807.072716 sec): 3 clusters Score: Raw -1125410.974624 + Penalty 1795.467624 = -1123615.507000 nChanged 49 SP:Iteration 84Q (3807.133389 sec): 3 clusters Score: Raw -1125419.024406 + Penalty 1795.467624 = -1123623.556782 nChanged 55 SP:Iteration 85Q (3807.167655 sec): 3 clusters Score: Raw -1125428.198786 + Penalty 1795.467624 = -1123632.731162 nChanged 54 SP:Iteration 86Q (3807.241247 sec): 3 clusters Score: Raw -1125438.152185 + Penalty 1795.467624 = -1123642.684561 nChanged 66 SP:Iteration 87Q (3807.300933 sec): 3 clusters Score: Raw -1125450.740986 + Penalty 1795.467624 = -1123655.273361 nChanged 58 SP:Iteration 88Q (3807.367162 sec): 3 clusters Score: Raw -1125462.213976 + Penalty 1795.467624 = -1123666.746351 nChanged 54 SP:Iteration 89Q (3807.421860 sec): 3 clusters Score: Raw -1125471.676576 + Penalty 1795.467624 = -1123676.208952 nChanged 51 SP:Iteration 90Q (3807.494907 sec): 3 clusters Score: Raw -1125481.443828 + Penalty 1795.467624 = -1123685.976204 nChanged 54 SP:Iteration 91Q (3807.542523 sec): 3 clusters Score: Raw -1125494.593976 + Penalty 1795.467624 = -1123699.126352 nChanged 53 SP:Iteration 92Q (3807.601742 sec): 3 clusters Score: Raw -1125508.213048 + Penalty 1795.467624 = -1123712.745424 nChanged 57 SP:Iteration 93Q (3807.663506 sec): 3 clusters Score: Raw -1125520.252114 + Penalty 1795.467624 = -1123724.784490 nChanged 50 SP:Iteration 94Q (3807.727868 sec): 3 clusters Score: Raw -1125531.619175 + Penalty 1795.467624 = -1123736.151550 nChanged 51 SP:Iteration 95Q (3807.792211 sec): 3 clusters Score: Raw -1125541.850858 + Penalty 1795.467624 = -1123746.383233 nChanged 46 SP:Iteration 96Q (3807.864686 sec): 3 clusters Score: Raw -1125550.663130 + Penalty 1795.467624 = -1123755.195506 nChanged 52 SP:Iteration 97Q (3807.917807 sec): 3 clusters Score: Raw -1125561.763719 + Penalty 1795.467624 = -1123766.296094 nChanged 44 SP:Iteration 98Q (3807.963604 sec): 3 clusters Score: Raw -1125570.908627 + Penalty 1795.467624 = -1123775.441002 nChanged 43 SP:Iteration 99Q (3808.028341 sec): 3 clusters Score: Raw -1125579.107767 + Penalty 1795.467624 = -1123783.640143 nChanged 45 SP:Iteration 100F (3808.094211 sec): 3 clusters Score: Raw -1125586.015263 + Penalty 1795.467624 = -1123790.547639 nChanged 35 SP:Iteration 101Q (3808.162349 sec): 3 clusters Score: Raw -1125590.570405 + Penalty 1795.467624 = -1123795.102781 nChanged 26 SP:Iteration 102Q (3808.226004 sec): 3 clusters Score: Raw -1125594.967322 + Penalty 1795.467624 = -1123799.499697 nChanged 33 SP:Iteration 103Q (3808.293961 sec): 3 clusters Score: Raw -1125600.514029 + Penalty 1795.467624 = -1123805.046405 nChanged 28 SP:Iteration 104Q (3808.344980 sec): 3 clusters Score: Raw -1125606.432446 + Penalty 1795.467624 = -1123810.964822 nChanged 40 SP:Iteration 105Q (3808.407237 sec): 3 clusters Score: Raw -1125614.244016 + Penalty 1795.467624 = -1123818.776391 nChanged 30 SP:Iteration 106Q (3808.461146 sec): 3 clusters Score: Raw -1125619.135182 + Penalty 1795.467624 = -1123823.667558 nChanged 38 SP:Iteration 107Q (3808.524876 sec): 3 clusters Score: Raw -1125625.393463 + Penalty 1795.467624 = -1123829.925838 nChanged 27 SP:Iteration 108Q (3808.588772 sec): 3 clusters Score: Raw -1125631.055434 + Penalty 1795.467624 = -1123835.587810 nChanged 29 SP:Iteration 109Q (3808.652338 sec): 3 clusters Score: Raw -1125635.973959 + Penalty 1795.467624 = -1123840.506335 nChanged 26 SP:Iteration 110Q (3808.714960 sec): 3 clusters Score: Raw -1125641.259944 + Penalty 1795.467624 = -1123845.792320 nChanged 25 SP:Iteration 111Q (3808.778875 sec): 3 clusters Score: Raw -1125645.500030 + Penalty 1795.467624 = -1123850.032405 nChanged 26 SP:Iteration 112Q (3808.831828 sec): 3 clusters Score: Raw -1125649.167990 + Penalty 1795.467624 = -1123853.700366 nChanged 21 SP:Iteration 113Q (3808.895605 sec): 3 clusters Score: Raw -1125652.911297 + Penalty 1795.467624 = -1123857.443672 nChanged 22 SP:Iteration 114Q (3808.952114 sec): 3 clusters Score: Raw -1125656.715728 + Penalty 1795.467624 = -1123861.248103 nChanged 24 SP:Iteration 115Q (3809.008097 sec): 3 clusters Score: Raw -1125660.823953 + Penalty 1795.467624 = -1123865.356329 nChanged 21 SP:Iteration 116Q (3809.071704 sec): 3 clusters Score: Raw -1125664.785558 + Penalty 1795.467624 = -1123869.317933 nChanged 18 SP:Iteration 117Q (3809.135587 sec): 3 clusters Score: Raw -1125667.705884 + Penalty 1795.467624 = -1123872.238260 nChanged 13 SP:Iteration 118Q (3809.194593 sec): 3 clusters Score: Raw -1125670.187547 + Penalty 1795.467624 = -1123874.719923 nChanged 12 SP:Iteration 119Q (3809.259730 sec): 3 clusters Score: Raw -1125672.483374 + Penalty 1795.467624 = -1123877.015749 nChanged 21 SP:Iteration 120F (3809.318624 sec): 3 clusters Score: Raw -1125675.957378 + Penalty 1795.467624 = -1123880.489754 nChanged 15 SP:Iteration 121Q (3809.376250 sec): 3 clusters Score: Raw -1125678.310305 + Penalty 1795.467624 = -1123882.842680 nChanged 18 SP:Iteration 122Q (3809.439370 sec): 3 clusters Score: Raw -1125681.006906 + Penalty 1795.467624 = -1123885.539282 nChanged 16 SP:Iteration 123Q (3809.497048 sec): 3 clusters Score: Raw -1125683.200712 + Penalty 1795.467624 = -1123887.733087 nChanged 13 SP:Iteration 124Q (3809.559874 sec): 3 clusters Score: Raw -1125685.039030 + Penalty 1795.467624 = -1123889.571406 nChanged 16 SP:Iteration 125Q (3809.623705 sec): 3 clusters Score: Raw -1125687.539227 + Penalty 1795.467624 = -1123892.071603 nChanged 14 SP:Iteration 126Q (3809.686678 sec): 3 clusters Score: Raw -1125690.389787 + Penalty 1795.467624 = -1123894.922162 nChanged 13 SP:Iteration 127Q (3809.741670 sec): 3 clusters Score: Raw -1125692.775221 + Penalty 1795.467624 = -1123897.307596 nChanged 17 SP:Iteration 128Q (3809.802744 sec): 3 clusters Score: Raw -1125695.953952 + Penalty 1795.467624 = -1123900.486328 nChanged 19 SP:Iteration 129Q (3809.858542 sec): 3 clusters Score: Raw -1125699.003296 + Penalty 1795.467624 = -1123903.535672 nChanged 12 SP:Iteration 130Q (3809.920866 sec): 3 clusters Score: Raw -1125700.367899 + Penalty 1795.467624 = -1123904.900275 nChanged 10 SP:Iteration 131Q (3809.994080 sec): 3 clusters Score: Raw -1125701.808484 + Penalty 1795.467624 = -1123906.340859 nChanged 9 SP:Iteration 132Q (3810.038053 sec): 3 clusters Score: Raw -1125702.844521 + Penalty 1795.467624 = -1123907.376896 nChanged 10 SP:Iteration 133Q (3810.100901 sec): 3 clusters Score: Raw -1125704.073833 + Penalty 1795.467624 = -1123908.606209 nChanged 10 SP:Iteration 134Q (3810.160607 sec): 3 clusters Score: Raw -1125705.489436 + Penalty 1795.467624 = -1123910.021811 nChanged 10 SP:Iteration 135Q (3810.223813 sec): 3 clusters Score: Raw -1125706.534872 + Penalty 1795.467624 = -1123911.067248 nChanged 6 SP:Iteration 136Q (3810.286653 sec): 3 clusters Score: Raw -1125707.406639 + Penalty 1795.467624 = -1123911.939015 nChanged 7 SP:Iteration 137Q (3810.351625 sec): 3 clusters Score: Raw -1125708.322341 + Penalty 1795.467624 = -1123912.854717 nChanged 8 SP:Iteration 138Q (3810.416060 sec): 3 clusters Score: Raw -1125709.272374 + Penalty 1795.467624 = -1123913.804750 nChanged 7 SP:Iteration 139Q (3810.477805 sec): 3 clusters Score: Raw -1125709.830803 + Penalty 1795.467624 = -1123914.363178 nChanged 5 SP:Iteration 140F (3810.544345 sec): 3 clusters Score: Raw -1125710.332003 + Penalty 1795.467624 = -1123914.864378 nChanged 5 SP:Iteration 141Q (3810.598572 sec): 3 clusters Score: Raw -1125711.338354 + Penalty 1795.467624 = -1123915.870729 nChanged 10 SP:Iteration 142Q (3810.671904 sec): 3 clusters Score: Raw -1125712.730002 + Penalty 1795.467624 = -1123917.262378 nChanged 9 SP:Iteration 143Q (3810.718981 sec): 3 clusters Score: Raw -1125713.515825 + Penalty 1795.467624 = -1123918.048201 nChanged 5 SP:Iteration 144Q (3810.782683 sec): 3 clusters Score: Raw -1125713.821315 + Penalty 1795.467624 = -1123918.353691 nChanged 3 SP:Iteration 145Q (3810.850404 sec): 3 clusters Score: Raw -1125713.972098 + Penalty 1795.467624 = -1123918.504474 nChanged 1 SP:Iteration 146Q (3810.907346 sec): 3 clusters Score: Raw -1125713.992128 + Penalty 1795.467624 = -1123918.524503 nChanged 0 SP:Iteration 147F (3810.973753 sec): 3 clusters Score: Raw -1125713.992128 + Penalty 1795.467624 = -1123918.524503 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3811.010176 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3811.067265 sec): 3 clusters Score: Raw -286694.648364 + Penalty 1545.493112 = -285149.155253 nChanged 1441 SP:Iteration 1F (3811.120049 sec): 3 clusters Score: Raw -287612.639579 + Penalty 1545.493112 = -286067.146468 nChanged 334 SP:Iteration 2F (3811.170096 sec): 3 clusters Score: Raw -287896.722927 + Penalty 1545.493112 = -286351.229815 nChanged 280 SP:Iteration 3F (3811.227587 sec): 3 clusters Score: Raw -288162.715772 + Penalty 1545.493112 = -286617.222661 nChanged 227 SP:Iteration 4F (3811.280488 sec): 3 clusters Score: Raw -288347.214876 + Penalty 1545.493112 = -286801.721764 nChanged 157 SP:Iteration 5Q (3811.335159 sec): 3 clusters Score: Raw -288470.121591 + Penalty 1545.493112 = -286924.628480 nChanged 126 SP:Iteration 6Q (3811.387036 sec): 3 clusters Score: Raw -288586.354262 + Penalty 1545.493112 = -287040.861150 nChanged 113 SP:Iteration 7Q (3811.432611 sec): 3 clusters Score: Raw -288676.444948 + Penalty 1545.493112 = -287130.951836 nChanged 89 SP:Iteration 8Q (3811.493559 sec): 3 clusters Score: Raw -288741.128990 + Penalty 1545.493112 = -287195.635878 nChanged 76 SP:Iteration 9Q (3811.546090 sec): 3 clusters Score: Raw -288797.494129 + Penalty 1545.493112 = -287252.001018 nChanged 68 SP:Iteration 10Q (3811.593751 sec): 3 clusters Score: Raw -288827.936788 + Penalty 1545.493112 = -287282.443677 nChanged 39 SP:Iteration 11Q (3811.641864 sec): 3 clusters Score: Raw -288844.003979 + Penalty 1545.493112 = -287298.510868 nChanged 28 SP:Iteration 12Q (3811.683511 sec): 3 clusters Score: Raw -288858.181881 + Penalty 1545.493112 = -287312.688769 nChanged 23 SP:Iteration 13Q (3811.735579 sec): 3 clusters Score: Raw -288869.089547 + Penalty 1545.493112 = -287323.596436 nChanged 27 SP:Iteration 14Q (3811.786381 sec): 3 clusters Score: Raw -288879.890781 + Penalty 1545.493112 = -287334.397669 nChanged 16 SP:Iteration 15Q (3811.835935 sec): 3 clusters Score: Raw -288890.300519 + Penalty 1545.493112 = -287344.807408 nChanged 24 SP:Iteration 16Q (3811.889870 sec): 3 clusters Score: Raw -288904.499228 + Penalty 1545.493112 = -287359.006116 nChanged 23 SP:Iteration 17Q (3811.933000 sec): 3 clusters Score: Raw -288913.900000 + Penalty 1545.493112 = -287368.406888 nChanged 18 SP:Iteration 18Q (3811.985879 sec): 3 clusters Score: Raw -288918.366730 + Penalty 1545.493112 = -287372.873619 nChanged 10 SP:Iteration 19Q (3812.034519 sec): 3 clusters Score: Raw -288922.403998 + Penalty 1545.493112 = -287376.910887 nChanged 12 SP:Iteration 20F (3812.081015 sec): 3 clusters Score: Raw -288926.088664 + Penalty 1545.493112 = -287380.595553 nChanged 7 SP:Iteration 21Q (3812.133487 sec): 3 clusters Score: Raw -288928.088795 + Penalty 1545.493112 = -287382.595683 nChanged 8 SP:Iteration 22Q (3812.187267 sec): 3 clusters Score: Raw -288930.120786 + Penalty 1545.493112 = -287384.627674 nChanged 5 SP:Iteration 23Q (3812.239618 sec): 3 clusters Score: Raw -288931.038002 + Penalty 1545.493112 = -287385.544890 nChanged 1 SP:Iteration 24Q (3812.292549 sec): 3 clusters Score: Raw -288931.069230 + Penalty 1545.493112 = -287385.576119 nChanged 0 SP:Iteration 25F (3812.344093 sec): 3 clusters Score: Raw -288931.069230 + Penalty 1545.493112 = -287385.576119 nChanged 0 Trying to split cluster 23 (1640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3812.377176 sec): 2 clusters Score: Raw -124280.126862 + Penalty 703.232894 = -123576.893968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3812.426939 sec): 3 clusters Score: Raw -123556.970850 + Penalty 1406.465789 = -122150.505061 nChanged 596 SP:Iteration 1F (3812.463856 sec): 3 clusters Score: Raw -123916.968311 + Penalty 1406.465789 = -122510.502522 nChanged 137 SP:Iteration 2F (3812.520227 sec): 3 clusters Score: Raw -124008.190187 + Penalty 1406.465789 = -122601.724398 nChanged 87 SP:Iteration 3F (3812.562251 sec): 3 clusters Score: Raw -124054.637230 + Penalty 1406.465789 = -122648.171441 nChanged 54 SP:Iteration 4Q (3812.621948 sec): 3 clusters Score: Raw -124088.991882 + Penalty 1406.465789 = -122682.526094 nChanged 48 SP:Iteration 5Q (3812.664156 sec): 3 clusters Score: Raw -124127.162735 + Penalty 1406.465789 = -122720.696946 nChanged 44 SP:Iteration 6Q (3812.711623 sec): 3 clusters Score: Raw -124160.928636 + Penalty 1406.465789 = -122754.462847 nChanged 35 SP:Iteration 7Q (3812.767822 sec): 3 clusters Score: Raw -124188.327792 + Penalty 1406.465789 = -122781.862003 nChanged 42 SP:Iteration 8Q (3812.814931 sec): 3 clusters Score: Raw -124218.861874 + Penalty 1406.465789 = -122812.396085 nChanged 42 SP:Iteration 9Q (3812.856558 sec): 3 clusters Score: Raw -124249.037418 + Penalty 1406.465789 = -122842.571629 nChanged 37 SP:Iteration 10Q (3812.905685 sec): 3 clusters Score: Raw -124267.401330 + Penalty 1406.465789 = -122860.935541 nChanged 18 SP:Iteration 11Q (3812.949139 sec): 3 clusters Score: Raw -124280.525581 + Penalty 1406.465789 = -122874.059792 nChanged 19 SP:Iteration 12Q (3812.995165 sec): 3 clusters Score: Raw -124294.945779 + Penalty 1406.465789 = -122888.479991 nChanged 23 SP:Iteration 13Q (3813.050286 sec): 3 clusters Score: Raw -124313.929905 + Penalty 1406.465789 = -122907.464116 nChanged 18 SP:Iteration 14Q (3813.080130 sec): 3 clusters Score: Raw -124324.907258 + Penalty 1406.465789 = -122918.441469 nChanged 11 SP:Iteration 15Q (3813.130250 sec): 3 clusters Score: Raw -124329.689346 + Penalty 1406.465789 = -122923.223557 nChanged 11 SP:Iteration 16Q (3813.184303 sec): 3 clusters Score: Raw -124335.953781 + Penalty 1406.465789 = -122929.487992 nChanged 14 SP:Iteration 17Q (3813.234842 sec): 3 clusters Score: Raw -124345.189683 + Penalty 1406.465789 = -122938.723894 nChanged 11 SP:Iteration 18Q (3813.275865 sec): 3 clusters Score: Raw -124352.894768 + Penalty 1406.465789 = -122946.428979 nChanged 10 SP:Iteration 19Q (3813.322739 sec): 3 clusters Score: Raw -124358.816847 + Penalty 1406.465789 = -122952.351058 nChanged 10 SP:Iteration 20F (3813.373660 sec): 3 clusters Score: Raw -124366.956721 + Penalty 1406.465789 = -122960.490932 nChanged 11 SP:Iteration 21Q (3813.421140 sec): 3 clusters Score: Raw -124374.370588 + Penalty 1406.465789 = -122967.904799 nChanged 7 SP:Iteration 22Q (3813.475168 sec): 3 clusters Score: Raw -124379.002111 + Penalty 1406.465789 = -122972.536322 nChanged 4 SP:Iteration 23Q (3813.513406 sec): 3 clusters Score: Raw -124381.087596 + Penalty 1406.465789 = -122974.621807 nChanged 1 SP:Iteration 24Q (3813.565039 sec): 3 clusters Score: Raw -124381.475260 + Penalty 1406.465789 = -122975.009471 nChanged 2 SP:Iteration 25Q (3813.609768 sec): 3 clusters Score: Raw -124382.019949 + Penalty 1406.465789 = -122975.554160 nChanged 0 SP:Iteration 26F (3813.659770 sec): 3 clusters Score: Raw -124382.019949 + Penalty 1406.465789 = -122975.554160 nChanged 0 Trying to split cluster 24 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3813.686084 sec): 2 clusters Score: Raw -15865.043273 + Penalty 531.850086 = -15333.193187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3813.722479 sec): 3 clusters Score: Raw -15937.988015 + Penalty 1063.700172 = -14874.287842 nChanged 88 SP:Iteration 1F (3813.768960 sec): 3 clusters Score: Raw -16178.633183 + Penalty 1063.700172 = -15114.933011 nChanged 19 SP:Iteration 2F (3813.801451 sec): 3 clusters Score: Raw -16206.632367 + Penalty 1063.700172 = -15142.932195 nChanged 14 SP:Iteration 3F (3813.850379 sec): 3 clusters Score: Raw -16242.208431 + Penalty 1063.700172 = -15178.508258 nChanged 19 SP:Iteration 4F (3813.909968 sec): 3 clusters Score: Raw -16305.887706 + Penalty 1063.700172 = -15242.187534 nChanged 13 SP:Iteration 5Q (3813.951313 sec): 3 clusters Score: Raw -16342.974725 + Penalty 1063.700172 = -15279.274552 nChanged 13 SP:Iteration 6Q (3813.999396 sec): 3 clusters Score: Raw -16396.093594 + Penalty 1063.700172 = -15332.393421 nChanged 11 SP:Iteration 7Q (3814.049213 sec): 3 clusters Score: Raw -16435.966847 + Penalty 1063.700172 = -15372.266675 nChanged 3 SP:Iteration 8Q (3814.099009 sec): 3 clusters Score: Raw -16439.484155 + Penalty 1063.700172 = -15375.783982 nChanged 1 SP:Iteration 9Q (3814.143928 sec): 3 clusters Score: Raw -16440.501856 + Penalty 1063.700172 = -15376.801684 nChanged 1 SP:Iteration 10Q (3814.197869 sec): 3 clusters Score: Raw -16441.247567 + Penalty 1063.700172 = -15377.547395 nChanged 1 SP:Iteration 11Q (3814.241224 sec): 3 clusters Score: Raw -16443.021560 + Penalty 1063.700172 = -15379.321388 nChanged 0 SP:Iteration 12F (3814.278735 sec): 3 clusters Score: Raw -16443.021560 + Penalty 1063.700172 = -15379.321388 nChanged 0 Score: Raw -69585556.664095 + Penalty 59620.935958 = -69525935.728137 Splitting cluster 24 changes total score from -69526649.863448 to -69525935.728137 So it's not getting split. Trying to split cluster 25 (2568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3833.534754 sec): 2 clusters Score: Raw -217851.413842 + Penalty 745.833853 = -217105.579989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3833.587990 sec): 3 clusters Score: Raw -216539.310209 + Penalty 1491.667706 = -215047.642502 nChanged 1030 SP:Iteration 1F (3833.634764 sec): 3 clusters Score: Raw -217091.357000 + Penalty 1491.667706 = -215599.689294 nChanged 191 SP:Iteration 2F (3833.680236 sec): 3 clusters Score: Raw -217204.121935 + Penalty 1491.667706 = -215712.454228 nChanged 137 SP:Iteration 3F (3833.732411 sec): 3 clusters Score: Raw -217271.538940 + Penalty 1491.667706 = -215779.871233 nChanged 108 SP:Iteration 4Q (3833.784117 sec): 3 clusters Score: Raw -217323.212066 + Penalty 1491.667706 = -215831.544360 nChanged 85 SP:Iteration 5Q (3833.837076 sec): 3 clusters Score: Raw -217366.471263 + Penalty 1491.667706 = -215874.803557 nChanged 80 SP:Iteration 6Q (3833.891794 sec): 3 clusters Score: Raw -217404.171208 + Penalty 1491.667706 = -215912.503502 nChanged 77 SP:Iteration 7Q (3833.946815 sec): 3 clusters Score: Raw -217436.581766 + Penalty 1491.667706 = -215944.914060 nChanged 55 SP:Iteration 8Q (3834.001976 sec): 3 clusters Score: Raw -217463.270726 + Penalty 1491.667706 = -215971.603020 nChanged 59 SP:Iteration 9Q (3834.048862 sec): 3 clusters Score: Raw -217500.817710 + Penalty 1491.667706 = -216009.150004 nChanged 80 SP:Iteration 10Q (3834.099872 sec): 3 clusters Score: Raw -217544.990559 + Penalty 1491.667706 = -216053.322852 nChanged 80 SP:Iteration 11Q (3834.152779 sec): 3 clusters Score: Raw -217598.763089 + Penalty 1491.667706 = -216107.095383 nChanged 95 SP:Iteration 12Q (3834.192203 sec): 3 clusters Score: Raw -217678.732855 + Penalty 1491.667706 = -216187.065149 nChanged 103 SP:Iteration 13Q (3834.245445 sec): 3 clusters Score: Raw -217748.127116 + Penalty 1491.667706 = -216256.459409 nChanged 92 SP:Iteration 14Q (3834.305865 sec): 3 clusters Score: Raw -217817.608266 + Penalty 1491.667706 = -216325.940560 nChanged 89 SP:Iteration 15Q (3834.353354 sec): 3 clusters Score: Raw -217885.779837 + Penalty 1491.667706 = -216394.112130 nChanged 80 SP:Iteration 16Q (3834.398610 sec): 3 clusters Score: Raw -217944.558510 + Penalty 1491.667706 = -216452.890804 nChanged 66 SP:Iteration 17Q (3834.451416 sec): 3 clusters Score: Raw -217986.852529 + Penalty 1491.667706 = -216495.184823 nChanged 35 SP:Iteration 18Q (3834.503464 sec): 3 clusters Score: Raw -218006.068532 + Penalty 1491.667706 = -216514.400826 nChanged 27 SP:Iteration 19Q (3834.556237 sec): 3 clusters Score: Raw -218018.006698 + Penalty 1491.667706 = -216526.338991 nChanged 25 SP:Iteration 20F (3834.606294 sec): 3 clusters Score: Raw -218026.843319 + Penalty 1491.667706 = -216535.175613 nChanged 14 SP:Iteration 21Q (3834.649736 sec): 3 clusters Score: Raw -218032.118723 + Penalty 1491.667706 = -216540.451017 nChanged 8 SP:Iteration 22Q (3834.702901 sec): 3 clusters Score: Raw -218034.099674 + Penalty 1491.667706 = -216542.431968 nChanged 4 SP:Iteration 23Q (3834.766339 sec): 3 clusters Score: Raw -218035.630815 + Penalty 1491.667706 = -216543.963109 nChanged 8 SP:Iteration 24Q (3834.820040 sec): 3 clusters Score: Raw -218037.078415 + Penalty 1491.667706 = -216545.410709 nChanged 5 SP:Iteration 25Q (3834.867975 sec): 3 clusters Score: Raw -218038.677575 + Penalty 1491.667706 = -216547.009868 nChanged 5 SP:Iteration 26Q (3834.922741 sec): 3 clusters Score: Raw -218039.592824 + Penalty 1491.667706 = -216547.925118 nChanged 2 SP:Iteration 27Q (3834.975459 sec): 3 clusters Score: Raw -218040.142678 + Penalty 1491.667706 = -216548.474972 nChanged 3 SP:Iteration 28Q (3835.020871 sec): 3 clusters Score: Raw -218041.096750 + Penalty 1491.667706 = -216549.429044 nChanged 4 SP:Iteration 29Q (3835.076762 sec): 3 clusters Score: Raw -218043.574049 + Penalty 1491.667706 = -216551.906342 nChanged 3 SP:Iteration 30Q (3835.123846 sec): 3 clusters Score: Raw -218044.518511 + Penalty 1491.667706 = -216552.850805 nChanged 2 SP:Iteration 31Q (3835.173713 sec): 3 clusters Score: Raw -218044.820375 + Penalty 1491.667706 = -216553.152668 nChanged 1 SP:Iteration 32Q (3835.224175 sec): 3 clusters Score: Raw -218044.887491 + Penalty 1491.667706 = -216553.219785 nChanged 0 SP:Iteration 33F (3835.264029 sec): 3 clusters Score: Raw -218044.887491 + Penalty 1491.667706 = -216553.219785 nChanged 0 Trying to split cluster 26 (23205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3835.320893 sec): 2 clusters Score: Raw -1972954.365151 + Penalty 954.951690 = -1971999.413462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3835.396203 sec): 3 clusters Score: Raw -1958336.181176 + Penalty 1909.903380 = -1956426.277797 nChanged 10832 SP:Iteration 1F (3835.465829 sec): 3 clusters Score: Raw -1964581.716171 + Penalty 1909.903380 = -1962671.812791 nChanged 972 SP:Iteration 2Q (3835.544943 sec): 3 clusters Score: Raw -1964897.401087 + Penalty 1909.903380 = -1962987.497707 nChanged 985 SP:Iteration 3Q (3835.623773 sec): 3 clusters Score: Raw -1965258.666526 + Penalty 1909.903380 = -1963348.763146 nChanged 1063 SP:Iteration 4Q (3835.695778 sec): 3 clusters Score: Raw -1965757.189110 + Penalty 1909.903380 = -1963847.285730 nChanged 1259 SP:Iteration 5F (3835.757136 sec): 3 clusters Score: Raw -1966514.391443 + Penalty 1909.903380 = -1964604.488064 nChanged 1546 SP:Iteration 6F (3835.830296 sec): 3 clusters Score: Raw -1967682.073774 + Penalty 1909.903380 = -1965772.170395 nChanged 1691 SP:Iteration 7F (3835.897848 sec): 3 clusters Score: Raw -1969178.805709 + Penalty 1909.903380 = -1967268.902329 nChanged 1540 SP:Iteration 8F (3835.973703 sec): 3 clusters Score: Raw -1970650.815668 + Penalty 1909.903380 = -1968740.912289 nChanged 1073 SP:Iteration 9Q (3836.044949 sec): 3 clusters Score: Raw -1971659.291130 + Penalty 1909.903380 = -1969749.387751 nChanged 691 SP:Iteration 10Q (3836.115697 sec): 3 clusters Score: Raw -1972276.668584 + Penalty 1909.903380 = -1970366.765204 nChanged 408 SP:Iteration 11Q (3836.177519 sec): 3 clusters Score: Raw -1972598.884993 + Penalty 1909.903380 = -1970688.981613 nChanged 275 SP:Iteration 12Q (3836.237309 sec): 3 clusters Score: Raw -1972793.041238 + Penalty 1909.903380 = -1970883.137858 nChanged 169 SP:Iteration 13Q (3836.298254 sec): 3 clusters Score: Raw -1972905.119820 + Penalty 1909.903380 = -1970995.216440 nChanged 113 SP:Iteration 14Q (3836.358829 sec): 3 clusters Score: Raw -1972987.267661 + Penalty 1909.903380 = -1971077.364281 nChanged 82 SP:Iteration 15Q (3836.420650 sec): 3 clusters Score: Raw -1973045.914675 + Penalty 1909.903380 = -1971136.011295 nChanged 41 SP:Iteration 16Q (3836.481743 sec): 3 clusters Score: Raw -1973073.713781 + Penalty 1909.903380 = -1971163.810401 nChanged 36 SP:Iteration 17Q (3836.543092 sec): 3 clusters Score: Raw -1973095.674723 + Penalty 1909.903380 = -1971185.771343 nChanged 28 SP:Iteration 18Q (3836.604217 sec): 3 clusters Score: Raw -1973112.604847 + Penalty 1909.903380 = -1971202.701467 nChanged 17 SP:Iteration 19Q (3836.674054 sec): 3 clusters Score: Raw -1973121.213933 + Penalty 1909.903380 = -1971211.310553 nChanged 11 SP:Iteration 20F (3836.744825 sec): 3 clusters Score: Raw -1973126.895689 + Penalty 1909.903380 = -1971216.992309 nChanged 9 SP:Iteration 21Q (3836.814939 sec): 3 clusters Score: Raw -1973131.879611 + Penalty 1909.903380 = -1971221.976232 nChanged 9 SP:Iteration 22Q (3836.884862 sec): 3 clusters Score: Raw -1973135.149891 + Penalty 1909.903380 = -1971225.246511 nChanged 7 SP:Iteration 23Q (3836.945702 sec): 3 clusters Score: Raw -1973138.576088 + Penalty 1909.903380 = -1971228.672708 nChanged 7 SP:Iteration 24Q (3837.015017 sec): 3 clusters Score: Raw -1973142.223258 + Penalty 1909.903380 = -1971232.319878 nChanged 6 SP:Iteration 25Q (3837.084986 sec): 3 clusters Score: Raw -1973146.368130 + Penalty 1909.903380 = -1971236.464750 nChanged 7 SP:Iteration 26Q (3837.161331 sec): 3 clusters Score: Raw -1973150.689265 + Penalty 1909.903380 = -1971240.785885 nChanged 5 SP:Iteration 27Q (3837.222511 sec): 3 clusters Score: Raw -1973153.156134 + Penalty 1909.903380 = -1971243.252754 nChanged 0 SP:Iteration 28F (3837.285923 sec): 3 clusters Score: Raw -1973153.156134 + Penalty 1909.903380 = -1971243.252754 nChanged 0 Trying to split cluster 27 (30166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.345040 sec): 2 clusters Score: Raw -2673561.546861 + Penalty 979.874720 = -2672581.672140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.424853 sec): 3 clusters Score: Raw -2654459.880423 + Penalty 1959.749441 = -2652500.130982 nChanged 14241 SP:Iteration 1F (3837.508486 sec): 3 clusters Score: Raw -2663056.955708 + Penalty 1959.749441 = -2661097.206267 nChanged 1526 SP:Iteration 2F (3837.585048 sec): 3 clusters Score: Raw -2663910.651173 + Penalty 1959.749441 = -2661950.901733 nChanged 1662 SP:Iteration 3F (3837.655851 sec): 3 clusters Score: Raw -2664989.791935 + Penalty 1959.749441 = -2663030.042494 nChanged 1870 SP:Iteration 4F (3837.742449 sec): 3 clusters Score: Raw -2666317.229731 + Penalty 1959.749441 = -2664357.480290 nChanged 1908 SP:Iteration 5F (3837.818370 sec): 3 clusters Score: Raw -2667749.887177 + Penalty 1959.749441 = -2665790.137737 nChanged 1894 SP:Iteration 6F (3837.910092 sec): 3 clusters Score: Raw -2669077.278363 + Penalty 1959.749441 = -2667117.528922 nChanged 1660 SP:Iteration 7F (3837.996460 sec): 3 clusters Score: Raw -2670087.468150 + Penalty 1959.749441 = -2668127.718709 nChanged 1338 SP:Iteration 8Q (3838.084231 sec): 3 clusters Score: Raw -2670732.225079 + Penalty 1959.749441 = -2668772.475638 nChanged 935 SP:Iteration 9Q (3838.153332 sec): 3 clusters Score: Raw -2671053.267083 + Penalty 1959.749441 = -2669093.517642 nChanged 598 SP:Iteration 10Q (3838.228977 sec): 3 clusters Score: Raw -2671220.476406 + Penalty 1959.749441 = -2669260.726965 nChanged 456 SP:Iteration 11Q (3838.308999 sec): 3 clusters Score: Raw -2671325.854159 + Penalty 1959.749441 = -2669366.104719 nChanged 342 SP:Iteration 12Q (3838.392415 sec): 3 clusters Score: Raw -2671401.361506 + Penalty 1959.749441 = -2669441.612065 nChanged 315 SP:Iteration 13Q (3838.466177 sec): 3 clusters Score: Raw -2671470.137458 + Penalty 1959.749441 = -2669510.388017 nChanged 288 SP:Iteration 14Q (3838.513937 sec): 3 clusters Score: Raw -2671530.693519 + Penalty 1959.749441 = -2669570.944078 nChanged 245 SP:Iteration 15Q (3838.562404 sec): 3 clusters Score: Raw -2671574.068754 + Penalty 1959.749441 = -2669614.319313 nChanged 208 SP:Iteration 16Q (3838.618106 sec): 3 clusters Score: Raw -2671602.781764 + Penalty 1959.749441 = -2669643.032323 nChanged 168 SP:Iteration 17Q (3838.674535 sec): 3 clusters Score: Raw -2671624.260799 + Penalty 1959.749441 = -2669664.511358 nChanged 151 SP:Iteration 18Q (3838.722097 sec): 3 clusters Score: Raw -2671641.545036 + Penalty 1959.749441 = -2669681.795595 nChanged 142 SP:Iteration 19Q (3838.778717 sec): 3 clusters Score: Raw -2671657.404881 + Penalty 1959.749441 = -2669697.655440 nChanged 145 SP:Iteration 20F (3838.826820 sec): 3 clusters Score: Raw -2671671.516435 + Penalty 1959.749441 = -2669711.766994 nChanged 122 SP:Iteration 21Q (3838.909129 sec): 3 clusters Score: Raw -2671683.115203 + Penalty 1959.749441 = -2669723.365762 nChanged 103 SP:Iteration 22Q (3839.001266 sec): 3 clusters Score: Raw -2671693.061974 + Penalty 1959.749441 = -2669733.312533 nChanged 102 SP:Iteration 23Q (3839.083083 sec): 3 clusters Score: Raw -2671703.393127 + Penalty 1959.749441 = -2669743.643686 nChanged 113 SP:Iteration 24Q (3839.174756 sec): 3 clusters Score: Raw -2671715.736924 + Penalty 1959.749441 = -2669755.987483 nChanged 120 SP:Iteration 25Q (3839.255692 sec): 3 clusters Score: Raw -2671728.646285 + Penalty 1959.749441 = -2669768.896844 nChanged 112 SP:Iteration 26Q (3839.354663 sec): 3 clusters Score: Raw -2671741.303196 + Penalty 1959.749441 = -2669781.553755 nChanged 102 SP:Iteration 27Q (3839.440742 sec): 3 clusters Score: Raw -2671751.040129 + Penalty 1959.749441 = -2669791.290688 nChanged 89 SP:Iteration 28Q (3839.527184 sec): 3 clusters Score: Raw -2671758.208391 + Penalty 1959.749441 = -2669798.458950 nChanged 87 SP:Iteration 29Q (3839.613499 sec): 3 clusters Score: Raw -2671764.983633 + Penalty 1959.749441 = -2669805.234192 nChanged 88 SP:Iteration 30Q (3839.699784 sec): 3 clusters Score: Raw -2671771.647595 + Penalty 1959.749441 = -2669811.898154 nChanged 75 SP:Iteration 31Q (3839.786003 sec): 3 clusters Score: Raw -2671776.628558 + Penalty 1959.749441 = -2669816.879117 nChanged 70 SP:Iteration 32Q (3839.871487 sec): 3 clusters Score: Raw -2671781.435487 + Penalty 1959.749441 = -2669821.686046 nChanged 63 SP:Iteration 33Q (3839.944356 sec): 3 clusters Score: Raw -2671785.817648 + Penalty 1959.749441 = -2669826.068207 nChanged 61 SP:Iteration 34Q (3840.025358 sec): 3 clusters Score: Raw -2671790.669453 + Penalty 1959.749441 = -2669830.920013 nChanged 63 SP:Iteration 35Q (3840.112527 sec): 3 clusters Score: Raw -2671795.586866 + Penalty 1959.749441 = -2669835.837425 nChanged 66 SP:Iteration 36Q (3840.190677 sec): 3 clusters Score: Raw -2671800.858862 + Penalty 1959.749441 = -2669841.109421 nChanged 78 SP:Iteration 37Q (3840.275479 sec): 3 clusters Score: Raw -2671806.788939 + Penalty 1959.749441 = -2669847.039498 nChanged 67 SP:Iteration 38Q (3840.348838 sec): 3 clusters Score: Raw -2671812.091126 + Penalty 1959.749441 = -2669852.341685 nChanged 74 SP:Iteration 39Q (3840.435625 sec): 3 clusters Score: Raw -2671818.411464 + Penalty 1959.749441 = -2669858.662024 nChanged 75 SP:Iteration 40F (3840.506400 sec): 3 clusters Score: Raw -2671824.774497 + Penalty 1959.749441 = -2669865.025056 nChanged 77 SP:Iteration 41Q (3840.586646 sec): 3 clusters Score: Raw -2671833.357717 + Penalty 1959.749441 = -2669873.608276 nChanged 99 SP:Iteration 42Q (3840.679152 sec): 3 clusters Score: Raw -2671845.539201 + Penalty 1959.749441 = -2669885.789760 nChanged 115 SP:Iteration 43Q (3840.762759 sec): 3 clusters Score: Raw -2671859.127720 + Penalty 1959.749441 = -2669899.378279 nChanged 106 SP:Iteration 44Q (3840.847297 sec): 3 clusters Score: Raw -2671870.414217 + Penalty 1959.749441 = -2669910.664776 nChanged 108 SP:Iteration 45Q (3840.917455 sec): 3 clusters Score: Raw -2671882.392177 + Penalty 1959.749441 = -2669922.642736 nChanged 109 SP:Iteration 46Q (3840.993784 sec): 3 clusters Score: Raw -2671894.453127 + Penalty 1959.749441 = -2669934.703686 nChanged 96 SP:Iteration 47Q (3841.069753 sec): 3 clusters Score: Raw -2671902.612658 + Penalty 1959.749441 = -2669942.863217 nChanged 90 SP:Iteration 48Q (3841.145207 sec): 3 clusters Score: Raw -2671910.632690 + Penalty 1959.749441 = -2669950.883250 nChanged 83 SP:Iteration 49Q (3841.226314 sec): 3 clusters Score: Raw -2671918.391170 + Penalty 1959.749441 = -2669958.641729 nChanged 91 SP:Iteration 50Q (3841.308743 sec): 3 clusters Score: Raw -2671927.185760 + Penalty 1959.749441 = -2669967.436319 nChanged 85 SP:Iteration 51Q (3841.389728 sec): 3 clusters Score: Raw -2671937.288314 + Penalty 1959.749441 = -2669977.538873 nChanged 93 SP:Iteration 52Q (3841.469150 sec): 3 clusters Score: Raw -2671946.499331 + Penalty 1959.749441 = -2669986.749891 nChanged 90 SP:Iteration 53Q (3841.538260 sec): 3 clusters Score: Raw -2671955.448809 + Penalty 1959.749441 = -2669995.699368 nChanged 89 SP:Iteration 54Q (3841.614286 sec): 3 clusters Score: Raw -2671964.839176 + Penalty 1959.749441 = -2670005.089736 nChanged 86 SP:Iteration 55Q (3841.694018 sec): 3 clusters Score: Raw -2671973.207054 + Penalty 1959.749441 = -2670013.457613 nChanged 81 SP:Iteration 56Q (3841.763561 sec): 3 clusters Score: Raw -2671980.460024 + Penalty 1959.749441 = -2670020.710583 nChanged 78 SP:Iteration 57Q (3841.835575 sec): 3 clusters Score: Raw -2671987.780914 + Penalty 1959.749441 = -2670028.031474 nChanged 74 SP:Iteration 58Q (3841.911819 sec): 3 clusters Score: Raw -2671994.618051 + Penalty 1959.749441 = -2670034.868610 nChanged 66 SP:Iteration 59Q (3841.982037 sec): 3 clusters Score: Raw -2672001.814809 + Penalty 1959.749441 = -2670042.065368 nChanged 70 SP:Iteration 60F (3842.048686 sec): 3 clusters Score: Raw -2672008.877608 + Penalty 1959.749441 = -2670049.128167 nChanged 91 SP:Iteration 61Q (3842.122374 sec): 3 clusters Score: Raw -2672017.060687 + Penalty 1959.749441 = -2670057.311246 nChanged 80 SP:Iteration 62Q (3842.192531 sec): 3 clusters Score: Raw -2672023.927970 + Penalty 1959.749441 = -2670064.178529 nChanged 90 SP:Iteration 63Q (3842.287464 sec): 3 clusters Score: Raw -2672032.893260 + Penalty 1959.749441 = -2670073.143819 nChanged 94 SP:Iteration 64Q (3842.366174 sec): 3 clusters Score: Raw -2672042.019751 + Penalty 1959.749441 = -2670082.270310 nChanged 92 SP:Iteration 65Q (3842.440460 sec): 3 clusters Score: Raw -2672050.669510 + Penalty 1959.749441 = -2670090.920069 nChanged 88 SP:Iteration 66Q (3842.523738 sec): 3 clusters Score: Raw -2672058.936712 + Penalty 1959.749441 = -2670099.187271 nChanged 92 SP:Iteration 67Q (3842.608320 sec): 3 clusters Score: Raw -2672068.158627 + Penalty 1959.749441 = -2670108.409187 nChanged 97 SP:Iteration 68Q (3842.689474 sec): 3 clusters Score: Raw -2672076.416931 + Penalty 1959.749441 = -2670116.667490 nChanged 81 SP:Iteration 69Q (3842.764202 sec): 3 clusters Score: Raw -2672083.752376 + Penalty 1959.749441 = -2670124.002935 nChanged 88 SP:Iteration 70Q (3842.848965 sec): 3 clusters Score: Raw -2672091.634593 + Penalty 1959.749441 = -2670131.885152 nChanged 74 SP:Iteration 71Q (3842.932248 sec): 3 clusters Score: Raw -2672098.406437 + Penalty 1959.749441 = -2670138.656996 nChanged 70 SP:Iteration 72Q (3843.018145 sec): 3 clusters Score: Raw -2672103.794040 + Penalty 1959.749441 = -2670144.044599 nChanged 75 SP:Iteration 73Q (3843.094148 sec): 3 clusters Score: Raw -2672109.895365 + Penalty 1959.749441 = -2670150.145924 nChanged 80 SP:Iteration 74Q (3843.181431 sec): 3 clusters Score: Raw -2672117.404538 + Penalty 1959.749441 = -2670157.655097 nChanged 83 SP:Iteration 75Q (3843.266811 sec): 3 clusters Score: Raw -2672125.857072 + Penalty 1959.749441 = -2670166.107631 nChanged 91 SP:Iteration 76Q (3843.346149 sec): 3 clusters Score: Raw -2672135.986860 + Penalty 1959.749441 = -2670176.237419 nChanged 103 SP:Iteration 77Q (3843.431240 sec): 3 clusters Score: Raw -2672145.383586 + Penalty 1959.749441 = -2670185.634145 nChanged 92 SP:Iteration 78Q (3843.515606 sec): 3 clusters Score: Raw -2672155.587139 + Penalty 1959.749441 = -2670195.837699 nChanged 102 SP:Iteration 79Q (3843.591982 sec): 3 clusters Score: Raw -2672168.499198 + Penalty 1959.749441 = -2670208.749757 nChanged 112 SP:Iteration 80F (3843.670045 sec): 3 clusters Score: Raw -2672185.054584 + Penalty 1959.749441 = -2670225.305143 nChanged 129 SP:Iteration 81Q (3843.754064 sec): 3 clusters Score: Raw -2672203.225006 + Penalty 1959.749441 = -2670243.475565 nChanged 135 SP:Iteration 82Q (3843.842085 sec): 3 clusters Score: Raw -2672224.604758 + Penalty 1959.749441 = -2670264.855317 nChanged 154 SP:Iteration 83Q (3843.920466 sec): 3 clusters Score: Raw -2672249.362207 + Penalty 1959.749441 = -2670289.612766 nChanged 163 SP:Iteration 84Q (3844.008063 sec): 3 clusters Score: Raw -2672274.354974 + Penalty 1959.749441 = -2670314.605533 nChanged 144 SP:Iteration 85Q (3844.094416 sec): 3 clusters Score: Raw -2672296.683853 + Penalty 1959.749441 = -2670336.934412 nChanged 163 SP:Iteration 86Q (3844.175641 sec): 3 clusters Score: Raw -2672322.118218 + Penalty 1959.749441 = -2670362.368777 nChanged 162 SP:Iteration 87Q (3844.261413 sec): 3 clusters Score: Raw -2672345.897987 + Penalty 1959.749441 = -2670386.148547 nChanged 160 SP:Iteration 88Q (3844.347481 sec): 3 clusters Score: Raw -2672370.441291 + Penalty 1959.749441 = -2670410.691850 nChanged 164 SP:Iteration 89Q (3844.425225 sec): 3 clusters Score: Raw -2672396.099436 + Penalty 1959.749441 = -2670436.349995 nChanged 171 SP:Iteration 90Q (3844.513186 sec): 3 clusters Score: Raw -2672424.128576 + Penalty 1959.749441 = -2670464.379136 nChanged 171 SP:Iteration 91Q (3844.592915 sec): 3 clusters Score: Raw -2672452.070502 + Penalty 1959.749441 = -2670492.321062 nChanged 179 SP:Iteration 92Q (3844.676859 sec): 3 clusters Score: Raw -2672486.171435 + Penalty 1959.749441 = -2670526.421994 nChanged 194 SP:Iteration 93Q (3844.766367 sec): 3 clusters Score: Raw -2672522.011521 + Penalty 1959.749441 = -2670562.262080 nChanged 192 SP:Iteration 94Q (3844.842512 sec): 3 clusters Score: Raw -2672557.798493 + Penalty 1959.749441 = -2670598.049052 nChanged 201 SP:Iteration 95Q (3844.922456 sec): 3 clusters Score: Raw -2672594.272473 + Penalty 1959.749441 = -2670634.523032 nChanged 203 SP:Iteration 96Q (3845.008003 sec): 3 clusters Score: Raw -2672633.710539 + Penalty 1959.749441 = -2670673.961098 nChanged 194 SP:Iteration 97Q (3845.092948 sec): 3 clusters Score: Raw -2672672.063033 + Penalty 1959.749441 = -2670712.313592 nChanged 208 SP:Iteration 98Q (3845.176926 sec): 3 clusters Score: Raw -2672720.200472 + Penalty 1959.749441 = -2670760.451031 nChanged 228 SP:Iteration 99Q (3845.259740 sec): 3 clusters Score: Raw -2672775.527996 + Penalty 1959.749441 = -2670815.778555 nChanged 223 SP:Iteration 100F (3845.329518 sec): 3 clusters Score: Raw -2672830.570938 + Penalty 1959.749441 = -2670870.821497 nChanged 210 SP:Iteration 101Q (3845.413072 sec): 3 clusters Score: Raw -2672882.009751 + Penalty 1959.749441 = -2670922.260310 nChanged 190 SP:Iteration 102Q (3845.498267 sec): 3 clusters Score: Raw -2672928.132256 + Penalty 1959.749441 = -2670968.382815 nChanged 190 SP:Iteration 103Q (3845.574023 sec): 3 clusters Score: Raw -2672978.242225 + Penalty 1959.749441 = -2671018.492784 nChanged 193 SP:Iteration 104Q (3845.653030 sec): 3 clusters Score: Raw -2673039.023386 + Penalty 1959.749441 = -2671079.273945 nChanged 207 SP:Iteration 105Q (3845.732724 sec): 3 clusters Score: Raw -2673107.320869 + Penalty 1959.749441 = -2671147.571428 nChanged 203 SP:Iteration 106Q (3845.808187 sec): 3 clusters Score: Raw -2673171.087019 + Penalty 1959.749441 = -2671211.337578 nChanged 194 SP:Iteration 107Q (3845.893389 sec): 3 clusters Score: Raw -2673233.293221 + Penalty 1959.749441 = -2671273.543780 nChanged 173 SP:Iteration 108Q (3845.979278 sec): 3 clusters Score: Raw -2673289.608166 + Penalty 1959.749441 = -2671329.858725 nChanged 159 SP:Iteration 109Q (3846.052489 sec): 3 clusters Score: Raw -2673349.591671 + Penalty 1959.749441 = -2671389.842230 nChanged 138 SP:Iteration 110Q (3846.120954 sec): 3 clusters Score: Raw -2673398.745393 + Penalty 1959.749441 = -2671438.995952 nChanged 132 SP:Iteration 111Q (3846.201441 sec): 3 clusters Score: Raw -2673444.527670 + Penalty 1959.749441 = -2671484.778229 nChanged 131 SP:Iteration 112Q (3846.260621 sec): 3 clusters Score: Raw -2673482.636300 + Penalty 1959.749441 = -2671522.886859 nChanged 113 SP:Iteration 113Q (3846.340363 sec): 3 clusters Score: Raw -2673514.117000 + Penalty 1959.749441 = -2671554.367559 nChanged 89 SP:Iteration 114Q (3846.419972 sec): 3 clusters Score: Raw -2673540.683672 + Penalty 1959.749441 = -2671580.934231 nChanged 97 SP:Iteration 115Q (3846.493063 sec): 3 clusters Score: Raw -2673569.938984 + Penalty 1959.749441 = -2671610.189543 nChanged 90 SP:Iteration 116Q (3846.572836 sec): 3 clusters Score: Raw -2673599.261684 + Penalty 1959.749441 = -2671639.512243 nChanged 83 SP:Iteration 117Q (3846.651083 sec): 3 clusters Score: Raw -2673627.125972 + Penalty 1959.749441 = -2671667.376531 nChanged 88 SP:Iteration 118Q (3846.730561 sec): 3 clusters Score: Raw -2673655.822520 + Penalty 1959.749441 = -2671696.073079 nChanged 65 SP:Iteration 119Q (3846.794929 sec): 3 clusters Score: Raw -2673679.986135 + Penalty 1959.749441 = -2671720.236694 nChanged 57 SP:Iteration 120F (3846.880909 sec): 3 clusters Score: Raw -2673698.066926 + Penalty 1959.749441 = -2671738.317485 nChanged 46 SP:Iteration 121Q (3846.938684 sec): 3 clusters Score: Raw -2673713.713401 + Penalty 1959.749441 = -2671753.963960 nChanged 44 SP:Iteration 122Q (3847.016947 sec): 3 clusters Score: Raw -2673730.659770 + Penalty 1959.749441 = -2671770.910329 nChanged 51 SP:Iteration 123Q (3847.096403 sec): 3 clusters Score: Raw -2673748.907302 + Penalty 1959.749441 = -2671789.157861 nChanged 38 SP:Iteration 124Q (3847.175024 sec): 3 clusters Score: Raw -2673759.801484 + Penalty 1959.749441 = -2671800.052043 nChanged 28 SP:Iteration 125Q (3847.238208 sec): 3 clusters Score: Raw -2673766.047058 + Penalty 1959.749441 = -2671806.297617 nChanged 22 SP:Iteration 126Q (3847.318405 sec): 3 clusters Score: Raw -2673770.999936 + Penalty 1959.749441 = -2671811.250495 nChanged 17 SP:Iteration 127Q (3847.380340 sec): 3 clusters Score: Raw -2673776.288559 + Penalty 1959.749441 = -2671816.539118 nChanged 23 SP:Iteration 128Q (3847.463349 sec): 3 clusters Score: Raw -2673782.507427 + Penalty 1959.749441 = -2671822.757986 nChanged 18 SP:Iteration 129Q (3847.543586 sec): 3 clusters Score: Raw -2673786.934574 + Penalty 1959.749441 = -2671827.185133 nChanged 16 SP:Iteration 130Q (3847.620711 sec): 3 clusters Score: Raw -2673790.885885 + Penalty 1959.749441 = -2671831.136444 nChanged 11 SP:Iteration 131Q (3847.693589 sec): 3 clusters Score: Raw -2673793.757956 + Penalty 1959.749441 = -2671834.008515 nChanged 14 SP:Iteration 132Q (3847.768992 sec): 3 clusters Score: Raw -2673797.843711 + Penalty 1959.749441 = -2671838.094270 nChanged 13 SP:Iteration 133Q (3847.854868 sec): 3 clusters Score: Raw -2673800.910911 + Penalty 1959.749441 = -2671841.161470 nChanged 13 SP:Iteration 134Q (3847.930524 sec): 3 clusters Score: Raw -2673805.605579 + Penalty 1959.749441 = -2671845.856138 nChanged 17 SP:Iteration 135Q (3848.014838 sec): 3 clusters Score: Raw -2673810.490115 + Penalty 1959.749441 = -2671850.740674 nChanged 12 SP:Iteration 136Q (3848.094552 sec): 3 clusters Score: Raw -2673813.605561 + Penalty 1959.749441 = -2671853.856120 nChanged 14 SP:Iteration 137Q (3848.174180 sec): 3 clusters Score: Raw -2673817.548269 + Penalty 1959.749441 = -2671857.798828 nChanged 10 SP:Iteration 138Q (3848.254106 sec): 3 clusters Score: Raw -2673819.970407 + Penalty 1959.749441 = -2671860.220966 nChanged 7 SP:Iteration 139Q (3848.333828 sec): 3 clusters Score: Raw -2673821.062938 + Penalty 1959.749441 = -2671861.313498 nChanged 5 SP:Iteration 140F (3848.419986 sec): 3 clusters Score: Raw -2673821.871577 + Penalty 1959.749441 = -2671862.122136 nChanged 3 SP:Iteration 141Q (3848.499434 sec): 3 clusters Score: Raw -2673822.554404 + Penalty 1959.749441 = -2671862.804963 nChanged 2 SP:Iteration 142Q (3848.579879 sec): 3 clusters Score: Raw -2673822.979375 + Penalty 1959.749441 = -2671863.229935 nChanged 3 SP:Iteration 143Q (3848.651686 sec): 3 clusters Score: Raw -2673823.794891 + Penalty 1959.749441 = -2671864.045450 nChanged 5 SP:Iteration 144Q (3848.739684 sec): 3 clusters Score: Raw -2673824.827966 + Penalty 1959.749441 = -2671865.078525 nChanged 1 SP:Iteration 145Q (3848.817727 sec): 3 clusters Score: Raw -2673825.041712 + Penalty 1959.749441 = -2671865.292271 nChanged 2 SP:Iteration 146Q (3848.883280 sec): 3 clusters Score: Raw -2673825.603295 + Penalty 1959.749441 = -2671865.853854 nChanged 2 SP:Iteration 147Q (3848.966923 sec): 3 clusters Score: Raw -2673826.183889 + Penalty 1959.749441 = -2671866.434448 nChanged 2 SP:Iteration 148Q (3849.043640 sec): 3 clusters Score: Raw -2673826.518459 + Penalty 1959.749441 = -2671866.769018 nChanged 1 SP:Iteration 149Q (3849.118880 sec): 3 clusters Score: Raw -2673826.664269 + Penalty 1959.749441 = -2671866.914828 nChanged 1 SP:Iteration 150Q (3849.198871 sec): 3 clusters Score: Raw -2673826.928493 + Penalty 1959.749441 = -2671867.179053 nChanged 0 SP:Iteration 151F (3849.277908 sec): 3 clusters Score: Raw -2673826.928493 + Penalty 1959.749441 = -2671867.179053 nChanged 0 Trying to split cluster 28 (4164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3849.316455 sec): 2 clusters Score: Raw -358649.389620 + Penalty 791.751986 = -357857.637635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3849.361762 sec): 3 clusters Score: Raw -356404.421621 + Penalty 1583.503972 = -354820.917649 nChanged 1774 SP:Iteration 1F (3849.409013 sec): 3 clusters Score: Raw -357376.516775 + Penalty 1583.503972 = -355793.012803 nChanged 355 SP:Iteration 2F (3849.458123 sec): 3 clusters Score: Raw -357638.860058 + Penalty 1583.503972 = -356055.356086 nChanged 358 SP:Iteration 3F (3849.511151 sec): 3 clusters Score: Raw -357934.671168 + Penalty 1583.503972 = -356351.167197 nChanged 347 SP:Iteration 4F (3849.564201 sec): 3 clusters Score: Raw -358230.594253 + Penalty 1583.503972 = -356647.090281 nChanged 295 SP:Iteration 5F (3849.619874 sec): 3 clusters Score: Raw -358460.803477 + Penalty 1583.503972 = -356877.299506 nChanged 216 SP:Iteration 6F (3849.667142 sec): 3 clusters Score: Raw -358594.642523 + Penalty 1583.503972 = -357011.138551 nChanged 132 SP:Iteration 7Q (3849.725120 sec): 3 clusters Score: Raw -358661.379831 + Penalty 1583.503972 = -357077.875859 nChanged 86 SP:Iteration 8Q (3849.781942 sec): 3 clusters Score: Raw -358694.118692 + Penalty 1583.503972 = -357110.614721 nChanged 62 SP:Iteration 9Q (3849.824147 sec): 3 clusters Score: Raw -358718.083336 + Penalty 1583.503972 = -357134.579364 nChanged 46 SP:Iteration 10Q (3849.870226 sec): 3 clusters Score: Raw -358731.604125 + Penalty 1583.503972 = -357148.100153 nChanged 26 SP:Iteration 11Q (3849.923811 sec): 3 clusters Score: Raw -358738.706901 + Penalty 1583.503972 = -357155.202929 nChanged 21 SP:Iteration 12Q (3849.975213 sec): 3 clusters Score: Raw -358748.015869 + Penalty 1583.503972 = -357164.511898 nChanged 30 SP:Iteration 13Q (3850.028387 sec): 3 clusters Score: Raw -358758.254392 + Penalty 1583.503972 = -357174.750421 nChanged 31 SP:Iteration 14Q (3850.091028 sec): 3 clusters Score: Raw -358769.362600 + Penalty 1583.503972 = -357185.858628 nChanged 28 SP:Iteration 15Q (3850.129027 sec): 3 clusters Score: Raw -358779.820163 + Penalty 1583.503972 = -357196.316192 nChanged 27 SP:Iteration 16Q (3850.182178 sec): 3 clusters Score: Raw -358789.247125 + Penalty 1583.503972 = -357205.743154 nChanged 19 SP:Iteration 17Q (3850.224911 sec): 3 clusters Score: Raw -358797.572411 + Penalty 1583.503972 = -357214.068440 nChanged 18 SP:Iteration 18Q (3850.277330 sec): 3 clusters Score: Raw -358802.591804 + Penalty 1583.503972 = -357219.087832 nChanged 16 SP:Iteration 19Q (3850.326571 sec): 3 clusters Score: Raw -358807.807405 + Penalty 1583.503972 = -357224.303434 nChanged 15 SP:Iteration 20F (3850.376998 sec): 3 clusters Score: Raw -358811.368291 + Penalty 1583.503972 = -357227.864320 nChanged 9 SP:Iteration 21Q (3850.426455 sec): 3 clusters Score: Raw -358815.151493 + Penalty 1583.503972 = -357231.647521 nChanged 9 SP:Iteration 22Q (3850.468391 sec): 3 clusters Score: Raw -358818.243201 + Penalty 1583.503972 = -357234.739229 nChanged 7 SP:Iteration 23Q (3850.516167 sec): 3 clusters Score: Raw -358820.671188 + Penalty 1583.503972 = -357237.167216 nChanged 4 SP:Iteration 24Q (3850.571908 sec): 3 clusters Score: Raw -358821.477705 + Penalty 1583.503972 = -357237.973733 nChanged 5 SP:Iteration 25Q (3850.604634 sec): 3 clusters Score: Raw -358823.061567 + Penalty 1583.503972 = -357239.557595 nChanged 4 SP:Iteration 26Q (3850.660810 sec): 3 clusters Score: Raw -358823.945640 + Penalty 1583.503972 = -357240.441668 nChanged 5 SP:Iteration 27Q (3850.719991 sec): 3 clusters Score: Raw -358824.831825 + Penalty 1583.503972 = -357241.327854 nChanged 3 SP:Iteration 28Q (3850.764347 sec): 3 clusters Score: Raw -358825.574187 + Penalty 1583.503972 = -357242.070216 nChanged 4 SP:Iteration 29Q (3850.817585 sec): 3 clusters Score: Raw -358826.681238 + Penalty 1583.503972 = -357243.177266 nChanged 5 SP:Iteration 30Q (3850.863901 sec): 3 clusters Score: Raw -358827.915907 + Penalty 1583.503972 = -357244.411936 nChanged 4 SP:Iteration 31Q (3850.905616 sec): 3 clusters Score: Raw -358828.495240 + Penalty 1583.503972 = -357244.991269 nChanged 4 SP:Iteration 32Q (3850.958158 sec): 3 clusters Score: Raw -358829.209419 + Penalty 1583.503972 = -357245.705447 nChanged 4 SP:Iteration 33Q (3851.010282 sec): 3 clusters Score: Raw -358829.806965 + Penalty 1583.503972 = -357246.302993 nChanged 2 SP:Iteration 34Q (3851.062548 sec): 3 clusters Score: Raw -358830.242205 + Penalty 1583.503972 = -357246.738234 nChanged 3 SP:Iteration 35Q (3851.114658 sec): 3 clusters Score: Raw -358831.142572 + Penalty 1583.503972 = -357247.638601 nChanged 2 SP:Iteration 36Q (3851.166861 sec): 3 clusters Score: Raw -358831.369020 + Penalty 1583.503972 = -357247.865048 nChanged 1 SP:Iteration 37Q (3851.206966 sec): 3 clusters Score: Raw -358831.523481 + Penalty 1583.503972 = -357248.019509 nChanged 1 SP:Iteration 38Q (3851.259168 sec): 3 clusters Score: Raw -358831.770248 + Penalty 1583.503972 = -357248.266277 nChanged 1 SP:Iteration 39Q (3851.309256 sec): 3 clusters Score: Raw -358831.876993 + Penalty 1583.503972 = -357248.373022 nChanged 1 SP:Iteration 40F (3851.361486 sec): 3 clusters Score: Raw -358831.943684 + Penalty 1583.503972 = -357248.439713 nChanged 2 SP:Iteration 41Q (3851.413516 sec): 3 clusters Score: Raw -358832.183565 + Penalty 1583.503972 = -357248.679593 nChanged 2 SP:Iteration 42Q (3851.458311 sec): 3 clusters Score: Raw -358832.341967 + Penalty 1583.503972 = -357248.837996 nChanged 1 SP:Iteration 43Q (3851.510511 sec): 3 clusters Score: Raw -358832.361201 + Penalty 1583.503972 = -357248.857230 nChanged 0 SP:Iteration 44F (3851.562883 sec): 3 clusters Score: Raw -358832.361201 + Penalty 1583.503972 = -357248.857230 nChanged 0 Trying to split cluster 29 (967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3851.588011 sec): 2 clusters Score: Raw -65941.187563 + Penalty 653.048857 = -65288.138706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3851.635944 sec): 3 clusters Score: Raw -65615.835999 + Penalty 1306.097714 = -64309.738285 nChanged 342 SP:Iteration 1F (3851.682178 sec): 3 clusters Score: Raw -65939.431804 + Penalty 1306.097714 = -64633.334090 nChanged 114 SP:Iteration 2F (3851.731980 sec): 3 clusters Score: Raw -66207.619491 + Penalty 1306.097714 = -64901.521777 nChanged 101 SP:Iteration 3F (3851.778040 sec): 3 clusters Score: Raw -66439.878815 + Penalty 1306.097714 = -65133.781101 nChanged 66 SP:Iteration 4F (3851.826233 sec): 3 clusters Score: Raw -66642.007245 + Penalty 1306.097714 = -65335.909530 nChanged 52 SP:Iteration 5F (3851.873879 sec): 3 clusters Score: Raw -66789.312458 + Penalty 1306.097714 = -65483.214744 nChanged 44 SP:Iteration 6Q (3851.923072 sec): 3 clusters Score: Raw -66866.106853 + Penalty 1306.097714 = -65560.009138 nChanged 32 SP:Iteration 7Q (3851.970200 sec): 3 clusters Score: Raw -66921.300588 + Penalty 1306.097714 = -65615.202874 nChanged 30 SP:Iteration 8Q (3852.016785 sec): 3 clusters Score: Raw -66982.714348 + Penalty 1306.097714 = -65676.616634 nChanged 18 SP:Iteration 9Q (3852.061604 sec): 3 clusters Score: Raw -67017.732643 + Penalty 1306.097714 = -65711.634929 nChanged 12 SP:Iteration 10Q (3852.110917 sec): 3 clusters Score: Raw -67045.911788 + Penalty 1306.097714 = -65739.814074 nChanged 7 SP:Iteration 11Q (3852.160270 sec): 3 clusters Score: Raw -67054.704122 + Penalty 1306.097714 = -65748.606408 nChanged 3 SP:Iteration 12Q (3852.209059 sec): 3 clusters Score: Raw -67057.177172 + Penalty 1306.097714 = -65751.079458 nChanged 0 SP:Iteration 13F (3852.258821 sec): 3 clusters Score: Raw -67057.177172 + Penalty 1306.097714 = -65751.079458 nChanged 0 Score: Raw -69586094.675416 + Penalty 59620.935958 = -69526473.739458 Splitting cluster 29 changes total score from -69526649.863448 to -69526473.739458 So it's not getting split. Trying to split cluster 30 (7430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.032728 sec): 2 clusters Score: Raw -613685.773415 + Penalty 846.761708 = -612839.011707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.101555 sec): 3 clusters Score: Raw -609340.103734 + Penalty 1693.523416 = -607646.580318 nChanged 3285 SP:Iteration 1F (3870.147836 sec): 3 clusters Score: Raw -611259.998561 + Penalty 1693.523416 = -609566.475145 nChanged 577 SP:Iteration 2F (3870.198500 sec): 3 clusters Score: Raw -611644.136888 + Penalty 1693.523416 = -609950.613472 nChanged 605 SP:Iteration 3F (3870.259561 sec): 3 clusters Score: Raw -612135.225430 + Penalty 1693.523416 = -610441.702014 nChanged 605 SP:Iteration 4F (3870.305789 sec): 3 clusters Score: Raw -612697.953842 + Penalty 1693.523416 = -611004.430426 nChanged 535 SP:Iteration 5F (3870.362971 sec): 3 clusters Score: Raw -613165.293063 + Penalty 1693.523416 = -611471.769647 nChanged 425 SP:Iteration 6F (3870.410848 sec): 3 clusters Score: Raw -613501.259028 + Penalty 1693.523416 = -611807.735612 nChanged 302 SP:Iteration 7Q (3870.467806 sec): 3 clusters Score: Raw -613706.827279 + Penalty 1693.523416 = -612013.303863 nChanged 202 SP:Iteration 8Q (3870.525424 sec): 3 clusters Score: Raw -613840.596284 + Penalty 1693.523416 = -612147.072867 nChanged 156 SP:Iteration 9Q (3870.582411 sec): 3 clusters Score: Raw -613924.911300 + Penalty 1693.523416 = -612231.387884 nChanged 87 SP:Iteration 10Q (3870.646024 sec): 3 clusters Score: Raw -613969.789928 + Penalty 1693.523416 = -612276.266512 nChanged 67 SP:Iteration 11Q (3870.697217 sec): 3 clusters Score: Raw -613996.189165 + Penalty 1693.523416 = -612302.665749 nChanged 64 SP:Iteration 12Q (3870.749817 sec): 3 clusters Score: Raw -614022.599892 + Penalty 1693.523416 = -612329.076476 nChanged 48 SP:Iteration 13Q (3870.804304 sec): 3 clusters Score: Raw -614037.943037 + Penalty 1693.523416 = -612344.419621 nChanged 45 SP:Iteration 14Q (3870.859914 sec): 3 clusters Score: Raw -614054.111569 + Penalty 1693.523416 = -612360.588153 nChanged 41 SP:Iteration 15Q (3870.916844 sec): 3 clusters Score: Raw -614070.199246 + Penalty 1693.523416 = -612376.675830 nChanged 46 SP:Iteration 16Q (3870.959796 sec): 3 clusters Score: Raw -614091.348491 + Penalty 1693.523416 = -612397.825075 nChanged 38 SP:Iteration 17Q (3871.017332 sec): 3 clusters Score: Raw -614104.266544 + Penalty 1693.523416 = -612410.743127 nChanged 34 SP:Iteration 18Q (3871.085000 sec): 3 clusters Score: Raw -614114.492436 + Penalty 1693.523416 = -612420.969020 nChanged 31 SP:Iteration 19Q (3871.142992 sec): 3 clusters Score: Raw -614124.197204 + Penalty 1693.523416 = -612430.673788 nChanged 30 SP:Iteration 20F (3871.197447 sec): 3 clusters Score: Raw -614136.276773 + Penalty 1693.523416 = -612442.753357 nChanged 32 SP:Iteration 21Q (3871.256266 sec): 3 clusters Score: Raw -614146.867632 + Penalty 1693.523416 = -612453.344216 nChanged 33 SP:Iteration 22Q (3871.304189 sec): 3 clusters Score: Raw -614154.927345 + Penalty 1693.523416 = -612461.403929 nChanged 25 SP:Iteration 23Q (3871.365612 sec): 3 clusters Score: Raw -614159.825819 + Penalty 1693.523416 = -612466.302402 nChanged 16 SP:Iteration 24Q (3871.424329 sec): 3 clusters Score: Raw -614162.474926 + Penalty 1693.523416 = -612468.951510 nChanged 7 SP:Iteration 25Q (3871.482327 sec): 3 clusters Score: Raw -614163.536521 + Penalty 1693.523416 = -612470.013105 nChanged 9 SP:Iteration 26Q (3871.531238 sec): 3 clusters Score: Raw -614164.947300 + Penalty 1693.523416 = -612471.423884 nChanged 8 SP:Iteration 27Q (3871.592302 sec): 3 clusters Score: Raw -614166.094219 + Penalty 1693.523416 = -612472.570803 nChanged 6 SP:Iteration 28Q (3871.636769 sec): 3 clusters Score: Raw -614167.758285 + Penalty 1693.523416 = -612474.234868 nChanged 8 SP:Iteration 29Q (3871.698934 sec): 3 clusters Score: Raw -614169.372332 + Penalty 1693.523416 = -612475.848916 nChanged 12 SP:Iteration 30Q (3871.746751 sec): 3 clusters Score: Raw -614172.738164 + Penalty 1693.523416 = -612479.214747 nChanged 17 SP:Iteration 31Q (3871.805159 sec): 3 clusters Score: Raw -614177.123500 + Penalty 1693.523416 = -612483.600084 nChanged 12 SP:Iteration 32Q (3871.844428 sec): 3 clusters Score: Raw -614179.687389 + Penalty 1693.523416 = -612486.163973 nChanged 10 SP:Iteration 33Q (3871.908326 sec): 3 clusters Score: Raw -614181.949992 + Penalty 1693.523416 = -612488.426576 nChanged 11 SP:Iteration 34Q (3871.955281 sec): 3 clusters Score: Raw -614184.632867 + Penalty 1693.523416 = -612491.109451 nChanged 14 SP:Iteration 35Q (3872.005559 sec): 3 clusters Score: Raw -614188.541015 + Penalty 1693.523416 = -612495.017599 nChanged 15 SP:Iteration 36Q (3872.060853 sec): 3 clusters Score: Raw -614192.572441 + Penalty 1693.523416 = -612499.049025 nChanged 18 SP:Iteration 37Q (3872.116103 sec): 3 clusters Score: Raw -614196.749135 + Penalty 1693.523416 = -612503.225719 nChanged 14 SP:Iteration 38Q (3872.172003 sec): 3 clusters Score: Raw -614200.864252 + Penalty 1693.523416 = -612507.340835 nChanged 11 SP:Iteration 39Q (3872.223574 sec): 3 clusters Score: Raw -614204.567597 + Penalty 1693.523416 = -612511.044181 nChanged 10 SP:Iteration 40F (3872.292010 sec): 3 clusters Score: Raw -614206.868413 + Penalty 1693.523416 = -612513.344997 nChanged 6 SP:Iteration 41Q (3872.348539 sec): 3 clusters Score: Raw -614208.233066 + Penalty 1693.523416 = -612514.709650 nChanged 1 SP:Iteration 42Q (3872.394721 sec): 3 clusters Score: Raw -614208.303453 + Penalty 1693.523416 = -612514.780037 nChanged 1 SP:Iteration 43Q (3872.446140 sec): 3 clusters Score: Raw -614208.397693 + Penalty 1693.523416 = -612514.874277 nChanged 1 SP:Iteration 44Q (3872.501078 sec): 3 clusters Score: Raw -614208.549284 + Penalty 1693.523416 = -612515.025868 nChanged 0 SP:Iteration 45F (3872.556703 sec): 3 clusters Score: Raw -614208.549284 + Penalty 1693.523416 = -612515.025868 nChanged 0 Trying to split cluster 31 (8310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.590396 sec): 2 clusters Score: Raw -708899.013127 + Penalty 857.395414 = -708041.617713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.651267 sec): 3 clusters Score: Raw -703966.895833 + Penalty 1714.790829 = -702252.105004 nChanged 3732 SP:Iteration 1F (3872.711295 sec): 3 clusters Score: Raw -706057.922773 + Penalty 1714.790829 = -704343.131945 nChanged 480 SP:Iteration 2F (3872.770878 sec): 3 clusters Score: Raw -706300.742320 + Penalty 1714.790829 = -704585.951491 nChanged 495 SP:Iteration 3F (3872.824770 sec): 3 clusters Score: Raw -706601.016165 + Penalty 1714.790829 = -704886.225336 nChanged 494 SP:Iteration 4F (3872.881743 sec): 3 clusters Score: Raw -706937.271443 + Penalty 1714.790829 = -705222.480614 nChanged 532 SP:Iteration 5F (3872.935150 sec): 3 clusters Score: Raw -707376.019084 + Penalty 1714.790829 = -705661.228255 nChanged 513 SP:Iteration 6F (3872.995024 sec): 3 clusters Score: Raw -707851.332284 + Penalty 1714.790829 = -706136.541455 nChanged 444 SP:Iteration 7F (3873.054746 sec): 3 clusters Score: Raw -708233.398909 + Penalty 1714.790829 = -706518.608081 nChanged 354 SP:Iteration 8Q (3873.113502 sec): 3 clusters Score: Raw -708484.622163 + Penalty 1714.790829 = -706769.831334 nChanged 277 SP:Iteration 9Q (3873.170660 sec): 3 clusters Score: Raw -708649.286711 + Penalty 1714.790829 = -706934.495882 nChanged 210 SP:Iteration 10Q (3873.230879 sec): 3 clusters Score: Raw -708786.486797 + Penalty 1714.790829 = -707071.695968 nChanged 181 SP:Iteration 11Q (3873.291347 sec): 3 clusters Score: Raw -708895.994445 + Penalty 1714.790829 = -707181.203616 nChanged 139 SP:Iteration 12Q (3873.352929 sec): 3 clusters Score: Raw -708978.765679 + Penalty 1714.790829 = -707263.974850 nChanged 120 SP:Iteration 13Q (3873.420511 sec): 3 clusters Score: Raw -709042.650001 + Penalty 1714.790829 = -707327.859173 nChanged 118 SP:Iteration 14Q (3873.469529 sec): 3 clusters Score: Raw -709093.746480 + Penalty 1714.790829 = -707378.955651 nChanged 102 SP:Iteration 15Q (3873.528618 sec): 3 clusters Score: Raw -709134.751617 + Penalty 1714.790829 = -707419.960788 nChanged 79 SP:Iteration 16Q (3873.566289 sec): 3 clusters Score: Raw -709166.143664 + Penalty 1714.790829 = -707451.352835 nChanged 68 SP:Iteration 17Q (3873.618941 sec): 3 clusters Score: Raw -709189.832001 + Penalty 1714.790829 = -707475.041173 nChanged 57 SP:Iteration 18Q (3873.677982 sec): 3 clusters Score: Raw -709204.483379 + Penalty 1714.790829 = -707489.692550 nChanged 40 SP:Iteration 19Q (3873.733690 sec): 3 clusters Score: Raw -709214.702632 + Penalty 1714.790829 = -707499.911803 nChanged 35 SP:Iteration 20F (3873.794699 sec): 3 clusters Score: Raw -709221.517329 + Penalty 1714.790829 = -707506.726501 nChanged 24 SP:Iteration 21Q (3873.851495 sec): 3 clusters Score: Raw -709226.131599 + Penalty 1714.790829 = -707511.340770 nChanged 28 SP:Iteration 22Q (3873.909575 sec): 3 clusters Score: Raw -709230.756401 + Penalty 1714.790829 = -707515.965573 nChanged 20 SP:Iteration 23Q (3873.968170 sec): 3 clusters Score: Raw -709233.751154 + Penalty 1714.790829 = -707518.960325 nChanged 18 SP:Iteration 24Q (3874.023459 sec): 3 clusters Score: Raw -709236.048266 + Penalty 1714.790829 = -707521.257437 nChanged 10 SP:Iteration 25Q (3874.072869 sec): 3 clusters Score: Raw -709237.332512 + Penalty 1714.790829 = -707522.541683 nChanged 12 SP:Iteration 26Q (3874.131183 sec): 3 clusters Score: Raw -709238.393518 + Penalty 1714.790829 = -707523.602689 nChanged 7 SP:Iteration 27Q (3874.189123 sec): 3 clusters Score: Raw -709238.940598 + Penalty 1714.790829 = -707524.149770 nChanged 5 SP:Iteration 28Q (3874.247804 sec): 3 clusters Score: Raw -709239.483743 + Penalty 1714.790829 = -707524.692914 nChanged 7 SP:Iteration 29Q (3874.293547 sec): 3 clusters Score: Raw -709240.090103 + Penalty 1714.790829 = -707525.299274 nChanged 6 SP:Iteration 30Q (3874.351741 sec): 3 clusters Score: Raw -709240.597915 + Penalty 1714.790829 = -707525.807086 nChanged 2 SP:Iteration 31Q (3874.410166 sec): 3 clusters Score: Raw -709240.723290 + Penalty 1714.790829 = -707525.932461 nChanged 2 SP:Iteration 32Q (3874.441936 sec): 3 clusters Score: Raw -709240.983378 + Penalty 1714.790829 = -707526.192549 nChanged 1 SP:Iteration 33Q (3874.491808 sec): 3 clusters Score: Raw -709241.270682 + Penalty 1714.790829 = -707526.479853 nChanged 3 SP:Iteration 34Q (3874.544378 sec): 3 clusters Score: Raw -709241.481051 + Penalty 1714.790829 = -707526.690223 nChanged 1 SP:Iteration 35Q (3874.595370 sec): 3 clusters Score: Raw -709241.513924 + Penalty 1714.790829 = -707526.723095 nChanged 0 SP:Iteration 36F (3874.645950 sec): 3 clusters Score: Raw -709241.513924 + Penalty 1714.790829 = -707526.723095 nChanged 0 Trying to split cluster 32 (3279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3874.673338 sec): 2 clusters Score: Raw -283665.447135 + Penalty 769.052909 = -282896.394226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3874.722703 sec): 3 clusters Score: Raw -281905.237078 + Penalty 1538.105818 = -280367.131260 nChanged 1333 SP:Iteration 1F (3874.767395 sec): 3 clusters Score: Raw -282632.892151 + Penalty 1538.105818 = -281094.786333 nChanged 229 SP:Iteration 2F (3874.818840 sec): 3 clusters Score: Raw -282739.336876 + Penalty 1538.105818 = -281201.231058 nChanged 173 SP:Iteration 3F (3874.870210 sec): 3 clusters Score: Raw -282809.073435 + Penalty 1538.105818 = -281270.967617 nChanged 130 SP:Iteration 4Q (3874.909074 sec): 3 clusters Score: Raw -282866.650381 + Penalty 1538.105818 = -281328.544563 nChanged 124 SP:Iteration 5Q (3874.926627 sec): 3 clusters Score: Raw -282925.732091 + Penalty 1538.105818 = -281387.626273 nChanged 117 SP:Iteration 6Q (3874.938369 sec): 3 clusters Score: Raw -282979.864780 + Penalty 1538.105818 = -281441.758963 nChanged 102 SP:Iteration 7Q (3874.949749 sec): 3 clusters Score: Raw -283041.013614 + Penalty 1538.105818 = -281502.907796 nChanged 131 SP:Iteration 8Q (3874.975866 sec): 3 clusters Score: Raw -283108.353093 + Penalty 1538.105818 = -281570.247276 nChanged 106 SP:Iteration 9Q (3875.023109 sec): 3 clusters Score: Raw -283161.782711 + Penalty 1538.105818 = -281623.676893 nChanged 100 SP:Iteration 10Q (3875.069928 sec): 3 clusters Score: Raw -283220.143853 + Penalty 1538.105818 = -281682.038035 nChanged 108 SP:Iteration 11Q (3875.120761 sec): 3 clusters Score: Raw -283294.624233 + Penalty 1538.105818 = -281756.518415 nChanged 102 SP:Iteration 12Q (3875.165164 sec): 3 clusters Score: Raw -283365.445868 + Penalty 1538.105818 = -281827.340050 nChanged 102 SP:Iteration 13Q (3875.216596 sec): 3 clusters Score: Raw -283432.314021 + Penalty 1538.105818 = -281894.208203 nChanged 83 SP:Iteration 14Q (3875.263868 sec): 3 clusters Score: Raw -283490.228017 + Penalty 1538.105818 = -281952.122199 nChanged 62 SP:Iteration 15Q (3875.315310 sec): 3 clusters Score: Raw -283527.853081 + Penalty 1538.105818 = -281989.747263 nChanged 46 SP:Iteration 16Q (3875.366717 sec): 3 clusters Score: Raw -283559.443092 + Penalty 1538.105818 = -282021.337275 nChanged 45 SP:Iteration 17Q (3875.416673 sec): 3 clusters Score: Raw -283607.332849 + Penalty 1538.105818 = -282069.227031 nChanged 45 SP:Iteration 18Q (3875.467948 sec): 3 clusters Score: Raw -283648.188127 + Penalty 1538.105818 = -282110.082309 nChanged 31 SP:Iteration 19Q (3875.518714 sec): 3 clusters Score: Raw -283675.511036 + Penalty 1538.105818 = -282137.405218 nChanged 24 SP:Iteration 20F (3875.566297 sec): 3 clusters Score: Raw -283691.429157 + Penalty 1538.105818 = -282153.323340 nChanged 14 SP:Iteration 21Q (3875.586446 sec): 3 clusters Score: Raw -283704.419578 + Penalty 1538.105818 = -282166.313760 nChanged 10 SP:Iteration 22Q (3875.610568 sec): 3 clusters Score: Raw -283716.671015 + Penalty 1538.105818 = -282178.565197 nChanged 16 SP:Iteration 23Q (3875.648234 sec): 3 clusters Score: Raw -283734.618047 + Penalty 1538.105818 = -282196.512229 nChanged 12 SP:Iteration 24Q (3875.661301 sec): 3 clusters Score: Raw -283743.957120 + Penalty 1538.105818 = -282205.851303 nChanged 3 SP:Iteration 25Q (3875.675028 sec): 3 clusters Score: Raw -283746.248151 + Penalty 1538.105818 = -282208.142334 nChanged 4 SP:Iteration 26Q (3875.687795 sec): 3 clusters Score: Raw -283748.919365 + Penalty 1538.105818 = -282210.813547 nChanged 2 SP:Iteration 27Q (3875.699650 sec): 3 clusters Score: Raw -283750.468871 + Penalty 1538.105818 = -282212.363054 nChanged 3 SP:Iteration 28Q (3875.711805 sec): 3 clusters Score: Raw -283754.618325 + Penalty 1538.105818 = -282216.512507 nChanged 0 SP:Iteration 29F (3875.723895 sec): 3 clusters Score: Raw -283754.618325 + Penalty 1538.105818 = -282216.512507 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3875.736521 sec): 2 clusters Score: Raw -41685.735332 + Penalty 588.855478 = -41096.879854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3875.741545 sec): 3 clusters Score: Raw -41536.308337 + Penalty 1177.710956 = -40358.597381 nChanged 128 SP:Iteration 1F (3875.780163 sec): 3 clusters Score: Raw -41687.027297 + Penalty 1177.710956 = -40509.316341 nChanged 40 SP:Iteration 2F (3875.829292 sec): 3 clusters Score: Raw -41738.496116 + Penalty 1177.710956 = -40560.785160 nChanged 24 SP:Iteration 3Q (3875.873133 sec): 3 clusters Score: Raw -41769.165359 + Penalty 1177.710956 = -40591.454403 nChanged 13 SP:Iteration 4Q (3875.922092 sec): 3 clusters Score: Raw -41788.283323 + Penalty 1177.710956 = -40610.572367 nChanged 11 SP:Iteration 5Q (3875.969311 sec): 3 clusters Score: Raw -41801.881282 + Penalty 1177.710956 = -40624.170326 nChanged 7 SP:Iteration 6Q (3876.018047 sec): 3 clusters Score: Raw -41806.569575 + Penalty 1177.710956 = -40628.858619 nChanged 1 SP:Iteration 7Q (3876.067292 sec): 3 clusters Score: Raw -41809.392150 + Penalty 1177.710956 = -40631.681194 nChanged 2 SP:Iteration 8Q (3876.116042 sec): 3 clusters Score: Raw -41812.541458 + Penalty 1177.710956 = -40634.830502 nChanged 4 SP:Iteration 9Q (3876.160847 sec): 3 clusters Score: Raw -41818.463517 + Penalty 1177.710956 = -40640.752561 nChanged 2 SP:Iteration 10Q (3876.210115 sec): 3 clusters Score: Raw -41820.313538 + Penalty 1177.710956 = -40642.602581 nChanged 3 SP:Iteration 11Q (3876.259137 sec): 3 clusters Score: Raw -41823.290161 + Penalty 1177.710956 = -40645.579205 nChanged 0 SP:Iteration 12F (3876.304868 sec): 3 clusters Score: Raw -41823.290161 + Penalty 1177.710956 = -40645.579205 nChanged 0 Trying to split cluster 34 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3876.333573 sec): 2 clusters Score: Raw -178950.640867 + Penalty 720.456849 = -178230.184018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3876.370588 sec): 3 clusters Score: Raw -177997.137271 + Penalty 1440.913697 = -176556.223574 nChanged 784 SP:Iteration 1F (3876.412380 sec): 3 clusters Score: Raw -178471.391369 + Penalty 1440.913697 = -177030.477672 nChanged 166 SP:Iteration 2F (3876.463773 sec): 3 clusters Score: Raw -178595.219978 + Penalty 1440.913697 = -177154.306281 nChanged 108 SP:Iteration 3F (3876.501041 sec): 3 clusters Score: Raw -178678.913630 + Penalty 1440.913697 = -177237.999933 nChanged 92 SP:Iteration 4Q (3876.549492 sec): 3 clusters Score: Raw -178746.778580 + Penalty 1440.913697 = -177305.864883 nChanged 94 SP:Iteration 5Q (3876.599481 sec): 3 clusters Score: Raw -178813.214464 + Penalty 1440.913697 = -177372.300767 nChanged 66 SP:Iteration 6Q (3876.649802 sec): 3 clusters Score: Raw -178856.208666 + Penalty 1440.913697 = -177415.294969 nChanged 59 SP:Iteration 7Q (3876.700175 sec): 3 clusters Score: Raw -178900.690414 + Penalty 1440.913697 = -177459.776717 nChanged 57 SP:Iteration 8Q (3876.748154 sec): 3 clusters Score: Raw -178938.430251 + Penalty 1440.913697 = -177497.516554 nChanged 61 SP:Iteration 9Q (3876.795076 sec): 3 clusters Score: Raw -178987.845059 + Penalty 1440.913697 = -177546.931362 nChanged 52 SP:Iteration 10Q (3876.845693 sec): 3 clusters Score: Raw -179036.165703 + Penalty 1440.913697 = -177595.252006 nChanged 58 SP:Iteration 11Q (3876.893344 sec): 3 clusters Score: Raw -179091.823542 + Penalty 1440.913697 = -177650.909845 nChanged 42 SP:Iteration 12Q (3876.937523 sec): 3 clusters Score: Raw -179129.818793 + Penalty 1440.913697 = -177688.905096 nChanged 40 SP:Iteration 13Q (3876.981631 sec): 3 clusters Score: Raw -179166.428782 + Penalty 1440.913697 = -177725.515085 nChanged 35 SP:Iteration 14Q (3877.029708 sec): 3 clusters Score: Raw -179190.407071 + Penalty 1440.913697 = -177749.493373 nChanged 24 SP:Iteration 15Q (3877.078926 sec): 3 clusters Score: Raw -179210.980336 + Penalty 1440.913697 = -177770.066639 nChanged 25 SP:Iteration 16Q (3877.124146 sec): 3 clusters Score: Raw -179229.174420 + Penalty 1440.913697 = -177788.260723 nChanged 23 SP:Iteration 17Q (3877.170426 sec): 3 clusters Score: Raw -179245.404978 + Penalty 1440.913697 = -177804.491281 nChanged 21 SP:Iteration 18Q (3877.220924 sec): 3 clusters Score: Raw -179256.839842 + Penalty 1440.913697 = -177815.926144 nChanged 13 SP:Iteration 19Q (3877.270386 sec): 3 clusters Score: Raw -179261.534548 + Penalty 1440.913697 = -177820.620851 nChanged 8 SP:Iteration 20F (3877.317561 sec): 3 clusters Score: Raw -179264.224061 + Penalty 1440.913697 = -177823.310363 nChanged 3 SP:Iteration 21Q (3877.367336 sec): 3 clusters Score: Raw -179265.095835 + Penalty 1440.913697 = -177824.182137 nChanged 2 SP:Iteration 22Q (3877.415059 sec): 3 clusters Score: Raw -179265.708317 + Penalty 1440.913697 = -177824.794620 nChanged 3 SP:Iteration 23Q (3877.463297 sec): 3 clusters Score: Raw -179269.023437 + Penalty 1440.913697 = -177828.109740 nChanged 2 SP:Iteration 24Q (3877.510749 sec): 3 clusters Score: Raw -179270.309169 + Penalty 1440.913697 = -177829.395472 nChanged 3 SP:Iteration 25Q (3877.557766 sec): 3 clusters Score: Raw -179271.684856 + Penalty 1440.913697 = -177830.771159 nChanged 2 SP:Iteration 26Q (3877.607523 sec): 3 clusters Score: Raw -179272.666930 + Penalty 1440.913697 = -177831.753233 nChanged 3 SP:Iteration 27Q (3877.657670 sec): 3 clusters Score: Raw -179273.193502 + Penalty 1440.913697 = -177832.279804 nChanged 0 SP:Iteration 28F (3877.707382 sec): 3 clusters Score: Raw -179273.193502 + Penalty 1440.913697 = -177832.279804 nChanged 0 Trying to split cluster 35 (5112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3877.732340 sec): 2 clusters Score: Raw -416284.311352 + Penalty 811.237870 = -415473.073482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3877.785115 sec): 3 clusters Score: Raw -413404.264329 + Penalty 1622.475739 = -411781.788589 nChanged 2174 SP:Iteration 1F (3877.833253 sec): 3 clusters Score: Raw -414717.921844 + Penalty 1622.475739 = -413095.446105 nChanged 396 SP:Iteration 2F (3877.884421 sec): 3 clusters Score: Raw -414974.954524 + Penalty 1622.475739 = -413352.478785 nChanged 358 SP:Iteration 3F (3877.931453 sec): 3 clusters Score: Raw -415257.343307 + Penalty 1622.475739 = -413634.867568 nChanged 350 SP:Iteration 4F (3877.982137 sec): 3 clusters Score: Raw -415525.093196 + Penalty 1622.475739 = -413902.617457 nChanged 321 SP:Iteration 5F (3878.036045 sec): 3 clusters Score: Raw -415746.472576 + Penalty 1622.475739 = -414123.996836 nChanged 280 SP:Iteration 6F (3878.090299 sec): 3 clusters Score: Raw -415947.495849 + Penalty 1622.475739 = -414325.020110 nChanged 217 SP:Iteration 7Q (3878.141454 sec): 3 clusters Score: Raw -416076.426235 + Penalty 1622.475739 = -414453.950495 nChanged 153 SP:Iteration 8Q (3878.196963 sec): 3 clusters Score: Raw -416143.561740 + Penalty 1622.475739 = -414521.086000 nChanged 95 SP:Iteration 9Q (3878.250414 sec): 3 clusters Score: Raw -416175.711595 + Penalty 1622.475739 = -414553.235856 nChanged 78 SP:Iteration 10Q (3878.297821 sec): 3 clusters Score: Raw -416194.519752 + Penalty 1622.475739 = -414572.044013 nChanged 57 SP:Iteration 11Q (3878.356205 sec): 3 clusters Score: Raw -416212.067760 + Penalty 1622.475739 = -414589.592021 nChanged 39 SP:Iteration 12Q (3878.405305 sec): 3 clusters Score: Raw -416227.352449 + Penalty 1622.475739 = -414604.876710 nChanged 50 SP:Iteration 13Q (3878.444383 sec): 3 clusters Score: Raw -416248.906227 + Penalty 1622.475739 = -414626.430488 nChanged 40 SP:Iteration 14Q (3878.502874 sec): 3 clusters Score: Raw -416270.513653 + Penalty 1622.475739 = -414648.037913 nChanged 37 SP:Iteration 15Q (3878.541159 sec): 3 clusters Score: Raw -416287.082914 + Penalty 1622.475739 = -414664.607175 nChanged 32 SP:Iteration 16Q (3878.596089 sec): 3 clusters Score: Raw -416298.888282 + Penalty 1622.475739 = -414676.412543 nChanged 36 SP:Iteration 17Q (3878.650661 sec): 3 clusters Score: Raw -416315.141450 + Penalty 1622.475739 = -414692.665710 nChanged 39 SP:Iteration 18Q (3878.705657 sec): 3 clusters Score: Raw -416326.888352 + Penalty 1622.475739 = -414704.412612 nChanged 31 SP:Iteration 19Q (3878.770277 sec): 3 clusters Score: Raw -416333.459527 + Penalty 1622.475739 = -414710.983788 nChanged 16 SP:Iteration 20F (3878.805363 sec): 3 clusters Score: Raw -416335.960101 + Penalty 1622.475739 = -414713.484362 nChanged 15 SP:Iteration 21Q (3878.857234 sec): 3 clusters Score: Raw -416338.556052 + Penalty 1622.475739 = -414716.080313 nChanged 12 SP:Iteration 22Q (3878.911052 sec): 3 clusters Score: Raw -416339.985466 + Penalty 1622.475739 = -414717.509727 nChanged 6 SP:Iteration 23Q (3878.964473 sec): 3 clusters Score: Raw -416340.597677 + Penalty 1622.475739 = -414718.121937 nChanged 5 SP:Iteration 24Q (3879.019829 sec): 3 clusters Score: Raw -416341.510515 + Penalty 1622.475739 = -414719.034776 nChanged 4 SP:Iteration 25Q (3879.076590 sec): 3 clusters Score: Raw -416342.781141 + Penalty 1622.475739 = -414720.305402 nChanged 6 SP:Iteration 26Q (3879.133293 sec): 3 clusters Score: Raw -416343.717130 + Penalty 1622.475739 = -414721.241390 nChanged 6 SP:Iteration 27Q (3879.188336 sec): 3 clusters Score: Raw -416344.418380 + Penalty 1622.475739 = -414721.942641 nChanged 4 SP:Iteration 28Q (3879.242302 sec): 3 clusters Score: Raw -416345.575126 + Penalty 1622.475739 = -414723.099387 nChanged 9 SP:Iteration 29Q (3879.295253 sec): 3 clusters Score: Raw -416347.789455 + Penalty 1622.475739 = -414725.313716 nChanged 9 SP:Iteration 30Q (3879.350167 sec): 3 clusters Score: Raw -416349.761629 + Penalty 1622.475739 = -414727.285890 nChanged 9 SP:Iteration 31Q (3879.403382 sec): 3 clusters Score: Raw -416351.536303 + Penalty 1622.475739 = -414729.060564 nChanged 5 SP:Iteration 32Q (3879.456484 sec): 3 clusters Score: Raw -416352.278450 + Penalty 1622.475739 = -414729.802711 nChanged 6 SP:Iteration 33Q (3879.504936 sec): 3 clusters Score: Raw -416353.654965 + Penalty 1622.475739 = -414731.179226 nChanged 7 SP:Iteration 34Q (3879.556466 sec): 3 clusters Score: Raw -416355.046734 + Penalty 1622.475739 = -414732.570994 nChanged 9 SP:Iteration 35Q (3879.609135 sec): 3 clusters Score: Raw -416357.790356 + Penalty 1622.475739 = -414735.314617 nChanged 7 SP:Iteration 36Q (3879.658996 sec): 3 clusters Score: Raw -416359.215046 + Penalty 1622.475739 = -414736.739306 nChanged 10 SP:Iteration 37Q (3879.712155 sec): 3 clusters Score: Raw -416360.472765 + Penalty 1622.475739 = -414737.997026 nChanged 7 SP:Iteration 38Q (3879.765865 sec): 3 clusters Score: Raw -416361.429314 + Penalty 1622.475739 = -414738.953575 nChanged 3 SP:Iteration 39Q (3879.803021 sec): 3 clusters Score: Raw -416361.699881 + Penalty 1622.475739 = -414739.224142 nChanged 3 SP:Iteration 40F (3879.858362 sec): 3 clusters Score: Raw -416361.930893 + Penalty 1622.475739 = -414739.455154 nChanged 2 SP:Iteration 41Q (3879.905345 sec): 3 clusters Score: Raw -416362.572278 + Penalty 1622.475739 = -414740.096539 nChanged 3 SP:Iteration 42Q (3879.958561 sec): 3 clusters Score: Raw -416362.830274 + Penalty 1622.475739 = -414740.354534 nChanged 5 SP:Iteration 43Q (3880.011577 sec): 3 clusters Score: Raw -416363.563292 + Penalty 1622.475739 = -414741.087552 nChanged 2 SP:Iteration 44Q (3880.064517 sec): 3 clusters Score: Raw -416363.888403 + Penalty 1622.475739 = -414741.412663 nChanged 2 SP:Iteration 45Q (3880.117800 sec): 3 clusters Score: Raw -416364.316000 + Penalty 1622.475739 = -414741.840261 nChanged 2 SP:Iteration 46Q (3880.172841 sec): 3 clusters Score: Raw -416364.657831 + Penalty 1622.475739 = -414742.182092 nChanged 2 SP:Iteration 47Q (3880.237721 sec): 3 clusters Score: Raw -416364.829550 + Penalty 1622.475739 = -414742.353811 nChanged 0 SP:Iteration 48F (3880.280570 sec): 3 clusters Score: Raw -416364.829550 + Penalty 1622.475739 = -414742.353811 nChanged 0 Trying to split cluster 36 (14805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3880.319148 sec): 2 clusters Score: Raw -1289601.941385 + Penalty 912.258423 = -1288689.682962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3880.385547 sec): 3 clusters Score: Raw -1280501.899467 + Penalty 1824.516846 = -1278677.382621 nChanged 6721 SP:Iteration 1F (3880.454728 sec): 3 clusters Score: Raw -1284430.362337 + Penalty 1824.516846 = -1282605.845491 nChanged 861 SP:Iteration 2F (3880.507217 sec): 3 clusters Score: Raw -1284904.866852 + Penalty 1824.516846 = -1283080.350007 nChanged 898 SP:Iteration 3F (3880.566798 sec): 3 clusters Score: Raw -1285412.678513 + Penalty 1824.516846 = -1283588.161668 nChanged 826 SP:Iteration 4F (3880.641587 sec): 3 clusters Score: Raw -1285860.745178 + Penalty 1824.516846 = -1284036.228332 nChanged 814 SP:Iteration 5F (3880.696893 sec): 3 clusters Score: Raw -1286276.425347 + Penalty 1824.516846 = -1284451.908502 nChanged 719 SP:Iteration 6Q (3880.753711 sec): 3 clusters Score: Raw -1286635.767577 + Penalty 1824.516846 = -1284811.250732 nChanged 675 SP:Iteration 7Q (3880.813881 sec): 3 clusters Score: Raw -1286980.473254 + Penalty 1824.516846 = -1285155.956408 nChanged 615 SP:Iteration 8Q (3880.876552 sec): 3 clusters Score: Raw -1287305.674564 + Penalty 1824.516846 = -1285481.157718 nChanged 565 SP:Iteration 9Q (3880.947313 sec): 3 clusters Score: Raw -1287614.834957 + Penalty 1824.516846 = -1285790.318111 nChanged 494 SP:Iteration 10Q (3881.001365 sec): 3 clusters Score: Raw -1287894.321338 + Penalty 1824.516846 = -1286069.804493 nChanged 430 SP:Iteration 11Q (3881.062610 sec): 3 clusters Score: Raw -1288115.856273 + Penalty 1824.516846 = -1286291.339427 nChanged 390 SP:Iteration 12Q (3881.123947 sec): 3 clusters Score: Raw -1288312.478528 + Penalty 1824.516846 = -1286487.961682 nChanged 361 SP:Iteration 13Q (3881.187002 sec): 3 clusters Score: Raw -1288501.067204 + Penalty 1824.516846 = -1286676.550359 nChanged 347 SP:Iteration 14Q (3881.246606 sec): 3 clusters Score: Raw -1288682.479491 + Penalty 1824.516846 = -1286857.962645 nChanged 303 SP:Iteration 15Q (3881.319738 sec): 3 clusters Score: Raw -1288844.788489 + Penalty 1824.516846 = -1287020.271643 nChanged 289 SP:Iteration 16Q (3881.376428 sec): 3 clusters Score: Raw -1288998.016472 + Penalty 1824.516846 = -1287173.499627 nChanged 262 SP:Iteration 17Q (3881.445225 sec): 3 clusters Score: Raw -1289147.022481 + Penalty 1824.516846 = -1287322.505635 nChanged 257 SP:Iteration 18Q (3881.511800 sec): 3 clusters Score: Raw -1289283.050383 + Penalty 1824.516846 = -1287458.533538 nChanged 207 SP:Iteration 19Q (3881.565415 sec): 3 clusters Score: Raw -1289393.894113 + Penalty 1824.516846 = -1287569.377267 nChanged 176 SP:Iteration 20F (3881.638362 sec): 3 clusters Score: Raw -1289481.134306 + Penalty 1824.516846 = -1287656.617460 nChanged 137 SP:Iteration 21Q (3881.686375 sec): 3 clusters Score: Raw -1289552.355136 + Penalty 1824.516846 = -1287727.838290 nChanged 102 SP:Iteration 22Q (3881.760913 sec): 3 clusters Score: Raw -1289596.513464 + Penalty 1824.516846 = -1287771.996619 nChanged 78 SP:Iteration 23Q (3881.825826 sec): 3 clusters Score: Raw -1289625.643065 + Penalty 1824.516846 = -1287801.126220 nChanged 64 SP:Iteration 24Q (3881.876136 sec): 3 clusters Score: Raw -1289656.961112 + Penalty 1824.516846 = -1287832.444266 nChanged 55 SP:Iteration 25Q (3881.936098 sec): 3 clusters Score: Raw -1289679.761965 + Penalty 1824.516846 = -1287855.245119 nChanged 42 SP:Iteration 26Q (3882.009982 sec): 3 clusters Score: Raw -1289701.530524 + Penalty 1824.516846 = -1287877.013679 nChanged 34 SP:Iteration 27Q (3882.074205 sec): 3 clusters Score: Raw -1289713.501704 + Penalty 1824.516846 = -1287888.984858 nChanged 26 SP:Iteration 28Q (3882.138747 sec): 3 clusters Score: Raw -1289722.766300 + Penalty 1824.516846 = -1287898.249454 nChanged 19 SP:Iteration 29Q (3882.189057 sec): 3 clusters Score: Raw -1289730.258347 + Penalty 1824.516846 = -1287905.741502 nChanged 21 SP:Iteration 30Q (3882.244037 sec): 3 clusters Score: Raw -1289739.355986 + Penalty 1824.516846 = -1287914.839140 nChanged 19 SP:Iteration 31Q (3882.305452 sec): 3 clusters Score: Raw -1289747.840814 + Penalty 1824.516846 = -1287923.323968 nChanged 16 SP:Iteration 32Q (3882.366238 sec): 3 clusters Score: Raw -1289754.144758 + Penalty 1824.516846 = -1287929.627912 nChanged 15 SP:Iteration 33Q (3882.431078 sec): 3 clusters Score: Raw -1289757.819248 + Penalty 1824.516846 = -1287933.302402 nChanged 13 SP:Iteration 34Q (3882.495870 sec): 3 clusters Score: Raw -1289761.192180 + Penalty 1824.516846 = -1287936.675334 nChanged 10 SP:Iteration 35Q (3882.546671 sec): 3 clusters Score: Raw -1289764.005785 + Penalty 1824.516846 = -1287939.488940 nChanged 8 SP:Iteration 36Q (3882.607079 sec): 3 clusters Score: Raw -1289765.857377 + Penalty 1824.516846 = -1287941.340531 nChanged 4 SP:Iteration 37Q (3882.668688 sec): 3 clusters Score: Raw -1289766.800440 + Penalty 1824.516846 = -1287942.283594 nChanged 3 SP:Iteration 38Q (3882.735375 sec): 3 clusters Score: Raw -1289767.454889 + Penalty 1824.516846 = -1287942.938043 nChanged 2 SP:Iteration 39Q (3882.799264 sec): 3 clusters Score: Raw -1289767.698274 + Penalty 1824.516846 = -1287943.181428 nChanged 1 SP:Iteration 40F (3882.856568 sec): 3 clusters Score: Raw -1289767.797244 + Penalty 1824.516846 = -1287943.280398 nChanged 0 Trying to split cluster 37 (6145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3882.898728 sec): 2 clusters Score: Raw -528268.386514 + Penalty 828.722432 = -527439.664082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3882.945143 sec): 3 clusters Score: Raw -524821.035196 + Penalty 1657.444864 = -523163.590332 nChanged 2639 SP:Iteration 1F (3883.004766 sec): 3 clusters Score: Raw -526335.197009 + Penalty 1657.444864 = -524677.752145 nChanged 479 SP:Iteration 2F (3883.051316 sec): 3 clusters Score: Raw -526644.608557 + Penalty 1657.444864 = -524987.163693 nChanged 468 SP:Iteration 3F (3883.109151 sec): 3 clusters Score: Raw -526982.550343 + Penalty 1657.444864 = -525325.105479 nChanged 446 SP:Iteration 4F (3883.161301 sec): 3 clusters Score: Raw -527338.896013 + Penalty 1657.444864 = -525681.451149 nChanged 422 SP:Iteration 5F (3883.201214 sec): 3 clusters Score: Raw -527637.771381 + Penalty 1657.444864 = -525980.326517 nChanged 333 SP:Iteration 6F (3883.254082 sec): 3 clusters Score: Raw -527862.169402 + Penalty 1657.444864 = -526204.724537 nChanged 261 SP:Iteration 7Q (3883.310481 sec): 3 clusters Score: Raw -528013.017430 + Penalty 1657.444864 = -526355.572565 nChanged 189 SP:Iteration 8Q (3883.354108 sec): 3 clusters Score: Raw -528110.011989 + Penalty 1657.444864 = -526452.567125 nChanged 121 SP:Iteration 9Q (3883.406851 sec): 3 clusters Score: Raw -528177.820140 + Penalty 1657.444864 = -526520.375276 nChanged 104 SP:Iteration 10Q (3883.448243 sec): 3 clusters Score: Raw -528223.477528 + Penalty 1657.444864 = -526566.032664 nChanged 76 SP:Iteration 11Q (3883.514828 sec): 3 clusters Score: Raw -528253.479688 + Penalty 1657.444864 = -526596.034824 nChanged 48 SP:Iteration 12Q (3883.559265 sec): 3 clusters Score: Raw -528268.202195 + Penalty 1657.444864 = -526610.757330 nChanged 40 SP:Iteration 13Q (3883.613759 sec): 3 clusters Score: Raw -528280.937963 + Penalty 1657.444864 = -526623.493098 nChanged 29 SP:Iteration 14Q (3883.664246 sec): 3 clusters Score: Raw -528287.401037 + Penalty 1657.444864 = -526629.956173 nChanged 26 SP:Iteration 15Q (3883.719509 sec): 3 clusters Score: Raw -528292.673050 + Penalty 1657.444864 = -526635.228186 nChanged 18 SP:Iteration 16Q (3883.775552 sec): 3 clusters Score: Raw -528296.839087 + Penalty 1657.444864 = -526639.394223 nChanged 25 SP:Iteration 17Q (3883.831361 sec): 3 clusters Score: Raw -528302.698899 + Penalty 1657.444864 = -526645.254035 nChanged 23 SP:Iteration 18Q (3883.888393 sec): 3 clusters Score: Raw -528307.620335 + Penalty 1657.444864 = -526650.175471 nChanged 21 SP:Iteration 19Q (3883.944197 sec): 3 clusters Score: Raw -528312.529784 + Penalty 1657.444864 = -526655.084920 nChanged 22 SP:Iteration 20F (3883.999623 sec): 3 clusters Score: Raw -528317.608001 + Penalty 1657.444864 = -526660.163137 nChanged 22 SP:Iteration 21Q (3884.065872 sec): 3 clusters Score: Raw -528322.054806 + Penalty 1657.444864 = -526664.609941 nChanged 15 SP:Iteration 22Q (3884.110878 sec): 3 clusters Score: Raw -528325.004304 + Penalty 1657.444864 = -526667.559440 nChanged 13 SP:Iteration 23Q (3884.163117 sec): 3 clusters Score: Raw -528327.404206 + Penalty 1657.444864 = -526669.959342 nChanged 14 SP:Iteration 24Q (3884.214421 sec): 3 clusters Score: Raw -528330.181737 + Penalty 1657.444864 = -526672.736873 nChanged 12 SP:Iteration 25Q (3884.261988 sec): 3 clusters Score: Raw -528332.676931 + Penalty 1657.444864 = -526675.232067 nChanged 9 SP:Iteration 26Q (3884.317805 sec): 3 clusters Score: Raw -528334.103340 + Penalty 1657.444864 = -526676.658476 nChanged 10 SP:Iteration 27Q (3884.373248 sec): 3 clusters Score: Raw -528335.357625 + Penalty 1657.444864 = -526677.912761 nChanged 3 SP:Iteration 28Q (3884.429660 sec): 3 clusters Score: Raw -528335.636362 + Penalty 1657.444864 = -526678.191498 nChanged 4 SP:Iteration 29Q (3884.482186 sec): 3 clusters Score: Raw -528336.128810 + Penalty 1657.444864 = -526678.683945 nChanged 5 SP:Iteration 30Q (3884.537458 sec): 3 clusters Score: Raw -528336.923208 + Penalty 1657.444864 = -526679.478344 nChanged 10 SP:Iteration 31Q (3884.591450 sec): 3 clusters Score: Raw -528338.227372 + Penalty 1657.444864 = -526680.782508 nChanged 12 SP:Iteration 32Q (3884.652781 sec): 3 clusters Score: Raw -528340.167465 + Penalty 1657.444864 = -526682.722601 nChanged 10 SP:Iteration 33Q (3884.698908 sec): 3 clusters Score: Raw -528341.603249 + Penalty 1657.444864 = -526684.158385 nChanged 4 SP:Iteration 34Q (3884.754773 sec): 3 clusters Score: Raw -528341.902563 + Penalty 1657.444864 = -526684.457699 nChanged 2 SP:Iteration 35Q (3884.806766 sec): 3 clusters Score: Raw -528342.123937 + Penalty 1657.444864 = -526684.679073 nChanged 0 SP:Iteration 36F (3884.856358 sec): 3 clusters Score: Raw -528342.123937 + Penalty 1657.444864 = -526684.679073 nChanged 0 Trying to split cluster 38 (9112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3884.887840 sec): 2 clusters Score: Raw -769757.832858 + Penalty 866.148013 = -768891.684845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3884.947746 sec): 3 clusters Score: Raw -764461.196972 + Penalty 1732.296026 = -762728.900946 nChanged 4038 SP:Iteration 1F (3885.006958 sec): 3 clusters Score: Raw -766718.024710 + Penalty 1732.296026 = -764985.728684 nChanged 571 SP:Iteration 2F (3885.066900 sec): 3 clusters Score: Raw -767056.404747 + Penalty 1732.296026 = -765324.108721 nChanged 571 SP:Iteration 3F (3885.131905 sec): 3 clusters Score: Raw -767489.834692 + Penalty 1732.296026 = -765757.538666 nChanged 613 SP:Iteration 4F (3885.181334 sec): 3 clusters Score: Raw -767939.706001 + Penalty 1732.296026 = -766207.409975 nChanged 605 SP:Iteration 5F (3885.241156 sec): 3 clusters Score: Raw -768319.795522 + Penalty 1732.296026 = -766587.499496 nChanged 545 SP:Iteration 6F (3885.295287 sec): 3 clusters Score: Raw -768627.811097 + Penalty 1732.296026 = -766895.515071 nChanged 453 SP:Iteration 7Q (3885.355224 sec): 3 clusters Score: Raw -768876.785801 + Penalty 1732.296026 = -767144.489775 nChanged 368 SP:Iteration 8Q (3885.414924 sec): 3 clusters Score: Raw -769085.235207 + Penalty 1732.296026 = -767352.939181 nChanged 329 SP:Iteration 9Q (3885.473727 sec): 3 clusters Score: Raw -769270.188243 + Penalty 1732.296026 = -767537.892217 nChanged 271 SP:Iteration 10Q (3885.533159 sec): 3 clusters Score: Raw -769414.646473 + Penalty 1732.296026 = -767682.350447 nChanged 261 SP:Iteration 11Q (3885.592624 sec): 3 clusters Score: Raw -769553.507896 + Penalty 1732.296026 = -767821.211870 nChanged 215 SP:Iteration 12Q (3885.652627 sec): 3 clusters Score: Raw -769666.470938 + Penalty 1732.296026 = -767934.174912 nChanged 190 SP:Iteration 13Q (3885.712130 sec): 3 clusters Score: Raw -769767.182824 + Penalty 1732.296026 = -768034.886798 nChanged 175 SP:Iteration 14Q (3885.782276 sec): 3 clusters Score: Raw -769858.721482 + Penalty 1732.296026 = -768126.425456 nChanged 139 SP:Iteration 15Q (3885.830531 sec): 3 clusters Score: Raw -769934.925832 + Penalty 1732.296026 = -768202.629806 nChanged 135 SP:Iteration 16Q (3885.878081 sec): 3 clusters Score: Raw -770015.226322 + Penalty 1732.296026 = -768282.930296 nChanged 99 SP:Iteration 17Q (3885.939262 sec): 3 clusters Score: Raw -770064.111729 + Penalty 1732.296026 = -768331.815703 nChanged 71 SP:Iteration 18Q (3885.995338 sec): 3 clusters Score: Raw -770104.326570 + Penalty 1732.296026 = -768372.030544 nChanged 88 SP:Iteration 19Q (3886.064764 sec): 3 clusters Score: Raw -770140.033875 + Penalty 1732.296026 = -768407.737849 nChanged 69 SP:Iteration 20F (3886.111523 sec): 3 clusters Score: Raw -770168.847709 + Penalty 1732.296026 = -768436.551683 nChanged 51 SP:Iteration 21Q (3886.169670 sec): 3 clusters Score: Raw -770185.091821 + Penalty 1732.296026 = -768452.795795 nChanged 41 SP:Iteration 22Q (3886.239161 sec): 3 clusters Score: Raw -770194.418864 + Penalty 1732.296026 = -768462.122838 nChanged 31 SP:Iteration 23Q (3886.286629 sec): 3 clusters Score: Raw -770201.572741 + Penalty 1732.296026 = -768469.276715 nChanged 27 SP:Iteration 24Q (3886.335026 sec): 3 clusters Score: Raw -770206.072143 + Penalty 1732.296026 = -768473.776117 nChanged 24 SP:Iteration 25Q (3886.384138 sec): 3 clusters Score: Raw -770210.364894 + Penalty 1732.296026 = -768478.068868 nChanged 14 SP:Iteration 26Q (3886.442871 sec): 3 clusters Score: Raw -770212.246842 + Penalty 1732.296026 = -768479.950816 nChanged 8 SP:Iteration 27Q (3886.511707 sec): 3 clusters Score: Raw -770213.016686 + Penalty 1732.296026 = -768480.720660 nChanged 13 SP:Iteration 28Q (3886.555775 sec): 3 clusters Score: Raw -770214.673554 + Penalty 1732.296026 = -768482.377528 nChanged 11 SP:Iteration 29Q (3886.614812 sec): 3 clusters Score: Raw -770215.913400 + Penalty 1732.296026 = -768483.617374 nChanged 13 SP:Iteration 30Q (3886.674138 sec): 3 clusters Score: Raw -770217.675601 + Penalty 1732.296026 = -768485.379575 nChanged 9 SP:Iteration 31Q (3886.733281 sec): 3 clusters Score: Raw -770218.456277 + Penalty 1732.296026 = -768486.160251 nChanged 6 SP:Iteration 32Q (3886.793465 sec): 3 clusters Score: Raw -770219.203331 + Penalty 1732.296026 = -768486.907305 nChanged 8 SP:Iteration 33Q (3886.846804 sec): 3 clusters Score: Raw -770220.131404 + Penalty 1732.296026 = -768487.835378 nChanged 6 SP:Iteration 34Q (3886.901938 sec): 3 clusters Score: Raw -770220.464098 + Penalty 1732.296026 = -768488.168072 nChanged 3 SP:Iteration 35Q (3886.947637 sec): 3 clusters Score: Raw -770220.611178 + Penalty 1732.296026 = -768488.315152 nChanged 2 SP:Iteration 36Q (3887.011800 sec): 3 clusters Score: Raw -770220.750071 + Penalty 1732.296026 = -768488.454045 nChanged 2 SP:Iteration 37Q (3887.063600 sec): 3 clusters Score: Raw -770220.873410 + Penalty 1732.296026 = -768488.577384 nChanged 0 SP:Iteration 38F (3887.124320 sec): 3 clusters Score: Raw -770220.873410 + Penalty 1732.296026 = -768488.577384 nChanged 0 Trying to split cluster 39 (1461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3887.150993 sec): 2 clusters Score: Raw -119107.766745 + Penalty 692.253259 = -118415.513486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3887.201836 sec): 3 clusters Score: Raw -118477.688448 + Penalty 1384.506518 = -117093.181929 nChanged 539 SP:Iteration 1F (3887.251776 sec): 3 clusters Score: Raw -118840.708808 + Penalty 1384.506518 = -117456.202290 nChanged 134 SP:Iteration 2F (3887.303240 sec): 3 clusters Score: Raw -118989.725184 + Penalty 1384.506518 = -117605.218666 nChanged 83 SP:Iteration 3F (3887.350486 sec): 3 clusters Score: Raw -119058.523934 + Penalty 1384.506518 = -117674.017416 nChanged 57 SP:Iteration 4Q (3887.402145 sec): 3 clusters Score: Raw -119111.027152 + Penalty 1384.506518 = -117726.520634 nChanged 61 SP:Iteration 5Q (3887.446588 sec): 3 clusters Score: Raw -119171.735076 + Penalty 1384.506518 = -117787.228557 nChanged 53 SP:Iteration 6Q (3887.494521 sec): 3 clusters Score: Raw -119221.063577 + Penalty 1384.506518 = -117836.557058 nChanged 52 SP:Iteration 7Q (3887.533329 sec): 3 clusters Score: Raw -119257.003165 + Penalty 1384.506518 = -117872.496647 nChanged 39 SP:Iteration 8Q (3887.590681 sec): 3 clusters Score: Raw -119289.724883 + Penalty 1384.506518 = -117905.218364 nChanged 39 SP:Iteration 9Q (3887.628227 sec): 3 clusters Score: Raw -119327.383103 + Penalty 1384.506518 = -117942.876585 nChanged 34 SP:Iteration 10Q (3887.679581 sec): 3 clusters Score: Raw -119367.600523 + Penalty 1384.506518 = -117983.094005 nChanged 43 SP:Iteration 11Q (3887.713410 sec): 3 clusters Score: Raw -119403.939024 + Penalty 1384.506518 = -118019.432505 nChanged 37 SP:Iteration 12Q (3887.754497 sec): 3 clusters Score: Raw -119432.788937 + Penalty 1384.506518 = -118048.282419 nChanged 27 SP:Iteration 13Q (3887.797212 sec): 3 clusters Score: Raw -119452.851950 + Penalty 1384.506518 = -118068.345431 nChanged 23 SP:Iteration 14Q (3887.853348 sec): 3 clusters Score: Raw -119465.668033 + Penalty 1384.506518 = -118081.161515 nChanged 17 SP:Iteration 15Q (3887.888745 sec): 3 clusters Score: Raw -119477.767309 + Penalty 1384.506518 = -118093.260791 nChanged 23 SP:Iteration 16Q (3887.946572 sec): 3 clusters Score: Raw -119492.172199 + Penalty 1384.506518 = -118107.665681 nChanged 19 SP:Iteration 17Q (3887.989718 sec): 3 clusters Score: Raw -119504.435541 + Penalty 1384.506518 = -118119.929022 nChanged 10 SP:Iteration 18Q (3888.031281 sec): 3 clusters Score: Raw -119510.417198 + Penalty 1384.506518 = -118125.910680 nChanged 6 SP:Iteration 19Q (3888.081982 sec): 3 clusters Score: Raw -119512.560617 + Penalty 1384.506518 = -118128.054099 nChanged 3 SP:Iteration 20F (3888.126511 sec): 3 clusters Score: Raw -119513.260107 + Penalty 1384.506518 = -118128.753589 nChanged 2 SP:Iteration 21Q (3888.160473 sec): 3 clusters Score: Raw -119514.038119 + Penalty 1384.506518 = -118129.531601 nChanged 1 SP:Iteration 22Q (3888.215771 sec): 3 clusters Score: Raw -119514.684567 + Penalty 1384.506518 = -118130.178049 nChanged 3 SP:Iteration 23Q (3888.255368 sec): 3 clusters Score: Raw -119515.712644 + Penalty 1384.506518 = -118131.206126 nChanged 4 SP:Iteration 24Q (3888.309544 sec): 3 clusters Score: Raw -119516.653414 + Penalty 1384.506518 = -118132.146895 nChanged 7 SP:Iteration 25Q (3888.357766 sec): 3 clusters Score: Raw -119519.719581 + Penalty 1384.506518 = -118135.213063 nChanged 8 SP:Iteration 26Q (3888.387157 sec): 3 clusters Score: Raw -119522.157289 + Penalty 1384.506518 = -118137.650770 nChanged 3 SP:Iteration 27Q (3888.443265 sec): 3 clusters Score: Raw -119523.370257 + Penalty 1384.506518 = -118138.863739 nChanged 5 SP:Iteration 28Q (3888.481727 sec): 3 clusters Score: Raw -119524.888143 + Penalty 1384.506518 = -118140.381625 nChanged 3 SP:Iteration 29Q (3888.531625 sec): 3 clusters Score: Raw -119525.393579 + Penalty 1384.506518 = -118140.887061 nChanged 1 SP:Iteration 30Q (3888.573957 sec): 3 clusters Score: Raw -119525.583306 + Penalty 1384.506518 = -118141.076788 nChanged 1 SP:Iteration 31Q (3888.619579 sec): 3 clusters Score: Raw -119525.756565 + Penalty 1384.506518 = -118141.250047 nChanged 1 SP:Iteration 32Q (3888.667838 sec): 3 clusters Score: Raw -119525.861018 + Penalty 1384.506518 = -118141.354500 nChanged 1 SP:Iteration 33Q (3888.716516 sec): 3 clusters Score: Raw -119525.970819 + Penalty 1384.506518 = -118141.464300 nChanged 1 SP:Iteration 34Q (3888.759450 sec): 3 clusters Score: Raw -119526.065869 + Penalty 1384.506518 = -118141.559351 nChanged 0 SP:Iteration 35F (3888.801951 sec): 3 clusters Score: Raw -119526.065869 + Penalty 1384.506518 = -118141.559351 nChanged 0 Trying to split cluster 40 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3888.827237 sec): 2 clusters Score: Raw -33607.273348 + Penalty 585.114062 = -33022.159286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3888.877061 sec): 3 clusters Score: Raw -33551.268103 + Penalty 1170.228124 = -32381.039979 nChanged 152 SP:Iteration 1F (3888.926833 sec): 3 clusters Score: Raw -33876.524057 + Penalty 1170.228124 = -32706.295933 nChanged 50 SP:Iteration 2F (3888.976435 sec): 3 clusters Score: Raw -34004.964507 + Penalty 1170.228124 = -32834.736383 nChanged 14 SP:Iteration 3Q (3889.031692 sec): 3 clusters Score: Raw -34089.676033 + Penalty 1170.228124 = -32919.447909 nChanged 10 SP:Iteration 4Q (3889.069514 sec): 3 clusters Score: Raw -34108.998572 + Penalty 1170.228124 = -32938.770448 nChanged 8 SP:Iteration 5Q (3889.108539 sec): 3 clusters Score: Raw -34118.474130 + Penalty 1170.228124 = -32948.246006 nChanged 2 SP:Iteration 6Q (3889.148612 sec): 3 clusters Score: Raw -34120.708378 + Penalty 1170.228124 = -32950.480255 nChanged 0 SP:Iteration 7F (3889.197915 sec): 3 clusters Score: Raw -34120.708378 + Penalty 1170.228124 = -32950.480255 nChanged 0 Trying to split cluster 41 (95006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3889.324615 sec): 2 clusters Score: Raw -8079699.474087 + Penalty 1088.861056 = -8078610.613031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3889.485649 sec): 3 clusters Score: Raw -8017134.335388 + Penalty 2177.722112 = -8014956.613276 nChanged 45771 SP:Iteration 1F (3889.640276 sec): 3 clusters Score: Raw -8046019.288888 + Penalty 2177.722112 = -8043841.566776 nChanged 5439 SP:Iteration 2F (3889.796056 sec): 3 clusters Score: Raw -8048676.851719 + Penalty 2177.722112 = -8046499.129607 nChanged 6516 SP:Iteration 3F (3889.950508 sec): 3 clusters Score: Raw -8052845.769778 + Penalty 2177.722112 = -8050668.047666 nChanged 7655 SP:Iteration 4F (3890.105341 sec): 3 clusters Score: Raw -8059071.124838 + Penalty 2177.722112 = -8056893.402726 nChanged 7792 SP:Iteration 5F (3890.262948 sec): 3 clusters Score: Raw -8066469.972771 + Penalty 2177.722112 = -8064292.250659 nChanged 6318 SP:Iteration 6F (3890.415706 sec): 3 clusters Score: Raw -8072837.764466 + Penalty 2177.722112 = -8070660.042354 nChanged 3877 SP:Iteration 7Q (3890.578331 sec): 3 clusters Score: Raw -8076694.587226 + Penalty 2177.722112 = -8074516.865114 nChanged 1902 SP:Iteration 8Q (3890.731059 sec): 3 clusters Score: Raw -8078446.357001 + Penalty 2177.722112 = -8076268.634889 nChanged 903 SP:Iteration 9Q (3890.892869 sec): 3 clusters Score: Raw -8079276.456552 + Penalty 2177.722112 = -8077098.734440 nChanged 440 SP:Iteration 10Q (3891.044938 sec): 3 clusters Score: Raw -8079654.289439 + Penalty 2177.722112 = -8077476.567327 nChanged 238 SP:Iteration 11Q (3891.198552 sec): 3 clusters Score: Raw -8079824.596318 + Penalty 2177.722112 = -8077646.874206 nChanged 156 SP:Iteration 12Q (3891.341385 sec): 3 clusters Score: Raw -8079911.556944 + Penalty 2177.722112 = -8077733.834832 nChanged 95 SP:Iteration 13Q (3891.488217 sec): 3 clusters Score: Raw -8079961.707274 + Penalty 2177.722112 = -8077783.985162 nChanged 77 SP:Iteration 14Q (3891.633630 sec): 3 clusters Score: Raw -8079996.091622 + Penalty 2177.722112 = -8077818.369510 nChanged 54 SP:Iteration 15Q (3891.779919 sec): 3 clusters Score: Raw -8080013.749540 + Penalty 2177.722112 = -8077836.027428 nChanged 41 SP:Iteration 16Q (3891.907890 sec): 3 clusters Score: Raw -8080030.778080 + Penalty 2177.722112 = -8077853.055968 nChanged 28 SP:Iteration 17Q (3892.045323 sec): 3 clusters Score: Raw -8080041.422564 + Penalty 2177.722112 = -8077863.700452 nChanged 27 SP:Iteration 18Q (3892.192292 sec): 3 clusters Score: Raw -8080052.916138 + Penalty 2177.722112 = -8077875.194026 nChanged 32 SP:Iteration 19Q (3892.326142 sec): 3 clusters Score: Raw -8080062.635198 + Penalty 2177.722112 = -8077884.913086 nChanged 26 SP:Iteration 20F (3892.484491 sec): 3 clusters Score: Raw -8080070.954762 + Penalty 2177.722112 = -8077893.232650 nChanged 16 SP:Iteration 21Q (3892.626885 sec): 3 clusters Score: Raw -8080076.136027 + Penalty 2177.722112 = -8077898.413915 nChanged 20 SP:Iteration 22Q (3892.767530 sec): 3 clusters Score: Raw -8080084.333335 + Penalty 2177.722112 = -8077906.611223 nChanged 18 SP:Iteration 23Q (3892.894661 sec): 3 clusters Score: Raw -8080091.013631 + Penalty 2177.722112 = -8077913.291519 nChanged 19 SP:Iteration 24Q (3893.030263 sec): 3 clusters Score: Raw -8080098.598070 + Penalty 2177.722112 = -8077920.875958 nChanged 22 SP:Iteration 25Q (3893.166598 sec): 3 clusters Score: Raw -8080107.349674 + Penalty 2177.722112 = -8077929.627562 nChanged 19 SP:Iteration 26Q (3893.293492 sec): 3 clusters Score: Raw -8080114.108495 + Penalty 2177.722112 = -8077936.386383 nChanged 13 SP:Iteration 27Q (3893.429994 sec): 3 clusters Score: Raw -8080119.204691 + Penalty 2177.722112 = -8077941.482579 nChanged 10 SP:Iteration 28Q (3893.555846 sec): 3 clusters Score: Raw -8080121.815863 + Penalty 2177.722112 = -8077944.093751 nChanged 11 SP:Iteration 29Q (3893.693154 sec): 3 clusters Score: Raw -8080124.414473 + Penalty 2177.722112 = -8077946.692361 nChanged 7 SP:Iteration 30Q (3893.824950 sec): 3 clusters Score: Raw -8080125.556232 + Penalty 2177.722112 = -8077947.834120 nChanged 7 SP:Iteration 31Q (3893.978275 sec): 3 clusters Score: Raw -8080127.332891 + Penalty 2177.722112 = -8077949.610778 nChanged 2 SP:Iteration 32Q (3894.110430 sec): 3 clusters Score: Raw -8080127.565239 + Penalty 2177.722112 = -8077949.843127 nChanged 1 SP:Iteration 33Q (3894.247812 sec): 3 clusters Score: Raw -8080127.811987 + Penalty 2177.722112 = -8077950.089875 nChanged 0 SP:Iteration 34F (3894.426760 sec): 3 clusters Score: Raw -8080127.811987 + Penalty 2177.722112 = -8077950.089875 nChanged 0 Trying to split cluster 42 (4031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3894.464207 sec): 2 clusters Score: Raw -298049.435267 + Penalty 788.668127 = -297260.767140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3894.517837 sec): 3 clusters Score: Raw -295858.171263 + Penalty 1577.336255 = -294280.835008 nChanged 1697 SP:Iteration 1F (3894.557541 sec): 3 clusters Score: Raw -296874.941068 + Penalty 1577.336255 = -295297.604813 nChanged 299 SP:Iteration 2F (3894.609726 sec): 3 clusters Score: Raw -297051.416826 + Penalty 1577.336255 = -295474.080571 nChanged 229 SP:Iteration 3F (3894.662692 sec): 3 clusters Score: Raw -297184.213598 + Penalty 1577.336255 = -295606.877343 nChanged 205 SP:Iteration 4F (3894.713403 sec): 3 clusters Score: Raw -297323.083413 + Penalty 1577.336255 = -295745.747158 nChanged 208 SP:Iteration 5F (3894.769347 sec): 3 clusters Score: Raw -297512.576839 + Penalty 1577.336255 = -295935.240584 nChanged 223 SP:Iteration 6F (3894.825410 sec): 3 clusters Score: Raw -297684.377464 + Penalty 1577.336255 = -296107.041209 nChanged 203 SP:Iteration 7F (3894.868731 sec): 3 clusters Score: Raw -297831.310979 + Penalty 1577.336255 = -296253.974724 nChanged 196 SP:Iteration 8Q (3894.920161 sec): 3 clusters Score: Raw -297968.731328 + Penalty 1577.336255 = -296391.395073 nChanged 180 SP:Iteration 9Q (3894.976404 sec): 3 clusters Score: Raw -298085.505158 + Penalty 1577.336255 = -296508.168903 nChanged 143 SP:Iteration 10Q (3895.018566 sec): 3 clusters Score: Raw -298162.647186 + Penalty 1577.336255 = -296585.310931 nChanged 131 SP:Iteration 11Q (3895.063285 sec): 3 clusters Score: Raw -298236.335123 + Penalty 1577.336255 = -296658.998868 nChanged 117 SP:Iteration 12Q (3895.121227 sec): 3 clusters Score: Raw -298304.546906 + Penalty 1577.336255 = -296727.210651 nChanged 98 SP:Iteration 13Q (3895.165827 sec): 3 clusters Score: Raw -298347.203875 + Penalty 1577.336255 = -296769.867620 nChanged 73 SP:Iteration 14Q (3895.228348 sec): 3 clusters Score: Raw -298379.669470 + Penalty 1577.336255 = -296802.333215 nChanged 66 SP:Iteration 15Q (3895.275472 sec): 3 clusters Score: Raw -298405.358620 + Penalty 1577.336255 = -296828.022365 nChanged 54 SP:Iteration 16Q (3895.321588 sec): 3 clusters Score: Raw -298422.723549 + Penalty 1577.336255 = -296845.387294 nChanged 45 SP:Iteration 17Q (3895.379869 sec): 3 clusters Score: Raw -298439.349544 + Penalty 1577.336255 = -296862.013289 nChanged 50 SP:Iteration 18Q (3895.424379 sec): 3 clusters Score: Raw -298455.723982 + Penalty 1577.336255 = -296878.387727 nChanged 42 SP:Iteration 19Q (3895.476257 sec): 3 clusters Score: Raw -298466.614367 + Penalty 1577.336255 = -296889.278112 nChanged 34 SP:Iteration 20F (3895.527336 sec): 3 clusters Score: Raw -298474.128277 + Penalty 1577.336255 = -296896.792022 nChanged 33 SP:Iteration 21Q (3895.576298 sec): 3 clusters Score: Raw -298483.366760 + Penalty 1577.336255 = -296906.030505 nChanged 24 SP:Iteration 22Q (3895.627456 sec): 3 clusters Score: Raw -298489.581920 + Penalty 1577.336255 = -296912.245665 nChanged 23 SP:Iteration 23Q (3895.668441 sec): 3 clusters Score: Raw -298494.293186 + Penalty 1577.336255 = -296916.956931 nChanged 16 SP:Iteration 24Q (3895.727691 sec): 3 clusters Score: Raw -298498.296563 + Penalty 1577.336255 = -296920.960308 nChanged 14 SP:Iteration 25Q (3895.766529 sec): 3 clusters Score: Raw -298501.686844 + Penalty 1577.336255 = -296924.350589 nChanged 17 SP:Iteration 26Q (3895.815271 sec): 3 clusters Score: Raw -298506.234543 + Penalty 1577.336255 = -296928.898288 nChanged 13 SP:Iteration 27Q (3895.868292 sec): 3 clusters Score: Raw -298509.862953 + Penalty 1577.336255 = -296932.526698 nChanged 13 SP:Iteration 28Q (3895.921158 sec): 3 clusters Score: Raw -298514.222089 + Penalty 1577.336255 = -296936.885834 nChanged 17 SP:Iteration 29Q (3895.974032 sec): 3 clusters Score: Raw -298519.075703 + Penalty 1577.336255 = -296941.739448 nChanged 15 SP:Iteration 30Q (3896.014609 sec): 3 clusters Score: Raw -298522.046243 + Penalty 1577.336255 = -296944.709988 nChanged 14 SP:Iteration 31Q (3896.067666 sec): 3 clusters Score: Raw -298525.023146 + Penalty 1577.336255 = -296947.686891 nChanged 16 SP:Iteration 32Q (3896.120539 sec): 3 clusters Score: Raw -298530.208146 + Penalty 1577.336255 = -296952.871891 nChanged 18 SP:Iteration 33Q (3896.173408 sec): 3 clusters Score: Raw -298534.835388 + Penalty 1577.336255 = -296957.499133 nChanged 15 SP:Iteration 34Q (3896.225431 sec): 3 clusters Score: Raw -298539.366599 + Penalty 1577.336255 = -296962.030344 nChanged 21 SP:Iteration 35Q (3896.278968 sec): 3 clusters Score: Raw -298546.981576 + Penalty 1577.336255 = -296969.645321 nChanged 17 SP:Iteration 36Q (3896.331176 sec): 3 clusters Score: Raw -298552.596619 + Penalty 1577.336255 = -296975.260364 nChanged 16 SP:Iteration 37Q (3896.382918 sec): 3 clusters Score: Raw -298557.722070 + Penalty 1577.336255 = -296980.385815 nChanged 14 SP:Iteration 38Q (3896.425321 sec): 3 clusters Score: Raw -298563.230703 + Penalty 1577.336255 = -296985.894448 nChanged 14 SP:Iteration 39Q (3896.469817 sec): 3 clusters Score: Raw -298566.856299 + Penalty 1577.336255 = -296989.520044 nChanged 10 SP:Iteration 40F (3896.522627 sec): 3 clusters Score: Raw -298569.833518 + Penalty 1577.336255 = -296992.497263 nChanged 6 SP:Iteration 41Q (3896.567221 sec): 3 clusters Score: Raw -298570.735509 + Penalty 1577.336255 = -296993.399254 nChanged 6 SP:Iteration 42Q (3896.619458 sec): 3 clusters Score: Raw -298572.310927 + Penalty 1577.336255 = -296994.974672 nChanged 6 SP:Iteration 43Q (3896.662809 sec): 3 clusters Score: Raw -298573.551807 + Penalty 1577.336255 = -296996.215552 nChanged 8 SP:Iteration 44Q (3896.715752 sec): 3 clusters Score: Raw -298575.893855 + Penalty 1577.336255 = -296998.557600 nChanged 6 SP:Iteration 45Q (3896.768751 sec): 3 clusters Score: Raw -298576.928669 + Penalty 1577.336255 = -296999.592414 nChanged 2 SP:Iteration 46Q (3896.817851 sec): 3 clusters Score: Raw -298577.146195 + Penalty 1577.336255 = -296999.809940 nChanged 2 SP:Iteration 47Q (3896.870632 sec): 3 clusters Score: Raw -298577.388707 + Penalty 1577.336255 = -297000.052452 nChanged 1 SP:Iteration 48Q (3896.923184 sec): 3 clusters Score: Raw -298577.542654 + Penalty 1577.336255 = -297000.206399 nChanged 1 SP:Iteration 49Q (3896.971357 sec): 3 clusters Score: Raw -298577.603769 + Penalty 1577.336255 = -297000.267514 nChanged 0 SP:Iteration 50F (3897.024151 sec): 3 clusters Score: Raw -298577.603769 + Penalty 1577.336255 = -297000.267514 nChanged 0 Trying to split cluster 43 (3717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3897.056705 sec): 2 clusters Score: Raw -326609.595295 + Penalty 780.963856 = -325828.631439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3897.105131 sec): 3 clusters Score: Raw -324593.275086 + Penalty 1561.927712 = -323031.347373 nChanged 1566 SP:Iteration 1F (3897.148120 sec): 3 clusters Score: Raw -325575.054601 + Penalty 1561.927712 = -324013.126888 nChanged 314 SP:Iteration 2F (3897.198525 sec): 3 clusters Score: Raw -325800.657846 + Penalty 1561.927712 = -324238.730134 nChanged 258 SP:Iteration 3F (3897.250562 sec): 3 clusters Score: Raw -325985.471003 + Penalty 1561.927712 = -324423.543290 nChanged 198 SP:Iteration 4F (3897.303185 sec): 3 clusters Score: Raw -326139.593238 + Penalty 1561.927712 = -324577.665526 nChanged 167 SP:Iteration 5Q (3897.327539 sec): 3 clusters Score: Raw -326271.867123 + Penalty 1561.927712 = -324709.939411 nChanged 154 SP:Iteration 6Q (3897.340718 sec): 3 clusters Score: Raw -326376.003757 + Penalty 1561.927712 = -324814.076045 nChanged 109 SP:Iteration 7Q (3897.353910 sec): 3 clusters Score: Raw -326459.454628 + Penalty 1561.927712 = -324897.526916 nChanged 92 SP:Iteration 8Q (3897.367074 sec): 3 clusters Score: Raw -326533.637768 + Penalty 1561.927712 = -324971.710055 nChanged 88 SP:Iteration 9Q (3897.380094 sec): 3 clusters Score: Raw -326610.045172 + Penalty 1561.927712 = -325048.117459 nChanged 58 SP:Iteration 10Q (3897.393092 sec): 3 clusters Score: Raw -326656.294334 + Penalty 1561.927712 = -325094.366621 nChanged 48 SP:Iteration 11Q (3897.406000 sec): 3 clusters Score: Raw -326688.436325 + Penalty 1561.927712 = -325126.508613 nChanged 28 SP:Iteration 12Q (3897.418972 sec): 3 clusters Score: Raw -326706.176649 + Penalty 1561.927712 = -325144.248937 nChanged 26 SP:Iteration 13Q (3897.431755 sec): 3 clusters Score: Raw -326728.230567 + Penalty 1561.927712 = -325166.302855 nChanged 30 SP:Iteration 14Q (3897.444380 sec): 3 clusters Score: Raw -326745.353300 + Penalty 1561.927712 = -325183.425587 nChanged 20 SP:Iteration 15Q (3897.456937 sec): 3 clusters Score: Raw -326756.632014 + Penalty 1561.927712 = -325194.704302 nChanged 20 SP:Iteration 16Q (3897.469565 sec): 3 clusters Score: Raw -326767.211833 + Penalty 1561.927712 = -325205.284120 nChanged 9 SP:Iteration 17Q (3897.482012 sec): 3 clusters Score: Raw -326772.782584 + Penalty 1561.927712 = -325210.854872 nChanged 7 SP:Iteration 18Q (3897.494599 sec): 3 clusters Score: Raw -326776.956270 + Penalty 1561.927712 = -325215.028558 nChanged 5 SP:Iteration 19Q (3897.507044 sec): 3 clusters Score: Raw -326780.047840 + Penalty 1561.927712 = -325218.120127 nChanged 9 SP:Iteration 20F (3897.520061 sec): 3 clusters Score: Raw -326785.999720 + Penalty 1561.927712 = -325224.072008 nChanged 5 SP:Iteration 21Q (3897.532615 sec): 3 clusters Score: Raw -326790.132660 + Penalty 1561.927712 = -325228.204947 nChanged 5 SP:Iteration 22Q (3897.544973 sec): 3 clusters Score: Raw -326792.642173 + Penalty 1561.927712 = -325230.714460 nChanged 1 SP:Iteration 23Q (3897.557403 sec): 3 clusters Score: Raw -326792.825148 + Penalty 1561.927712 = -325230.897436 nChanged 0 SP:Iteration 24F (3897.606871 sec): 3 clusters Score: Raw -326792.825148 + Penalty 1561.927712 = -325230.897436 nChanged 0 Trying to split cluster 44 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3897.648068 sec): 2 clusters Score: Raw -1502616.368164 + Penalty 924.414656 = -1501691.953508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3897.712371 sec): 3 clusters Score: Raw -1492245.724326 + Penalty 1848.829312 = -1490396.895015 nChanged 7712 SP:Iteration 1F (3897.745120 sec): 3 clusters Score: Raw -1496435.509938 + Penalty 1848.829312 = -1494586.680626 nChanged 837 SP:Iteration 2Q (3897.778385 sec): 3 clusters Score: Raw -1496728.513670 + Penalty 1848.829312 = -1494879.684358 nChanged 813 SP:Iteration 3Q (3897.811797 sec): 3 clusters Score: Raw -1497083.367505 + Penalty 1848.829312 = -1495234.538193 nChanged 864 SP:Iteration 4F (3897.844215 sec): 3 clusters Score: Raw -1497554.235627 + Penalty 1848.829312 = -1495705.406315 nChanged 961 SP:Iteration 5F (3897.877682 sec): 3 clusters Score: Raw -1498180.134854 + Penalty 1848.829312 = -1496331.305542 nChanged 1013 SP:Iteration 6F (3897.910922 sec): 3 clusters Score: Raw -1498939.460290 + Penalty 1848.829312 = -1497090.630979 nChanged 996 SP:Iteration 7F (3897.943582 sec): 3 clusters Score: Raw -1499764.210765 + Penalty 1848.829312 = -1497915.381453 nChanged 972 SP:Iteration 8F (3897.976664 sec): 3 clusters Score: Raw -1500491.171592 + Penalty 1848.829312 = -1498642.342280 nChanged 787 SP:Iteration 9Q (3898.008994 sec): 3 clusters Score: Raw -1500912.092279 + Penalty 1848.829312 = -1499063.262968 nChanged 533 SP:Iteration 10Q (3898.040921 sec): 3 clusters Score: Raw -1501108.694878 + Penalty 1848.829312 = -1499259.865566 nChanged 346 SP:Iteration 11Q (3898.072896 sec): 3 clusters Score: Raw -1501230.631876 + Penalty 1848.829312 = -1499381.802564 nChanged 293 SP:Iteration 12Q (3898.104744 sec): 3 clusters Score: Raw -1501329.494245 + Penalty 1848.829312 = -1499480.664933 nChanged 248 SP:Iteration 13Q (3898.136340 sec): 3 clusters Score: Raw -1501400.844883 + Penalty 1848.829312 = -1499552.015572 nChanged 204 SP:Iteration 14Q (3898.167787 sec): 3 clusters Score: Raw -1501458.477305 + Penalty 1848.829312 = -1499609.647993 nChanged 218 SP:Iteration 15Q (3898.199232 sec): 3 clusters Score: Raw -1501514.307013 + Penalty 1848.829312 = -1499665.477701 nChanged 211 SP:Iteration 16Q (3898.230756 sec): 3 clusters Score: Raw -1501571.901633 + Penalty 1848.829312 = -1499723.072321 nChanged 206 SP:Iteration 17Q (3898.262097 sec): 3 clusters Score: Raw -1501623.063395 + Penalty 1848.829312 = -1499774.234083 nChanged 190 SP:Iteration 18Q (3898.293323 sec): 3 clusters Score: Raw -1501673.926931 + Penalty 1848.829312 = -1499825.097620 nChanged 191 SP:Iteration 19Q (3898.324716 sec): 3 clusters Score: Raw -1501720.056698 + Penalty 1848.829312 = -1499871.227386 nChanged 164 SP:Iteration 20F (3898.357453 sec): 3 clusters Score: Raw -1501755.628449 + Penalty 1848.829312 = -1499906.799138 nChanged 161 SP:Iteration 21Q (3898.388760 sec): 3 clusters Score: Raw -1501784.200796 + Penalty 1848.829312 = -1499935.371484 nChanged 133 SP:Iteration 22Q (3898.420014 sec): 3 clusters Score: Raw -1501805.244899 + Penalty 1848.829312 = -1499956.415587 nChanged 114 SP:Iteration 23Q (3898.451236 sec): 3 clusters Score: Raw -1501826.011274 + Penalty 1848.829312 = -1499977.181963 nChanged 119 SP:Iteration 24Q (3898.482297 sec): 3 clusters Score: Raw -1501850.074165 + Penalty 1848.829312 = -1500001.244854 nChanged 124 SP:Iteration 25Q (3898.513618 sec): 3 clusters Score: Raw -1501875.128557 + Penalty 1848.829312 = -1500026.299245 nChanged 147 SP:Iteration 26Q (3898.544498 sec): 3 clusters Score: Raw -1501906.266191 + Penalty 1848.829312 = -1500057.436880 nChanged 130 SP:Iteration 27Q (3898.575753 sec): 3 clusters Score: Raw -1501929.909832 + Penalty 1848.829312 = -1500081.080520 nChanged 107 SP:Iteration 28Q (3898.606607 sec): 3 clusters Score: Raw -1501946.146127 + Penalty 1848.829312 = -1500097.316816 nChanged 101 SP:Iteration 29Q (3898.637661 sec): 3 clusters Score: Raw -1501961.388564 + Penalty 1848.829312 = -1500112.559252 nChanged 89 SP:Iteration 30Q (3898.668551 sec): 3 clusters Score: Raw -1501973.761074 + Penalty 1848.829312 = -1500124.931762 nChanged 87 SP:Iteration 31Q (3898.699627 sec): 3 clusters Score: Raw -1501985.150822 + Penalty 1848.829312 = -1500136.321510 nChanged 81 SP:Iteration 32Q (3898.730588 sec): 3 clusters Score: Raw -1501995.531739 + Penalty 1848.829312 = -1500146.702427 nChanged 79 SP:Iteration 33Q (3898.761573 sec): 3 clusters Score: Raw -1502008.219824 + Penalty 1848.829312 = -1500159.390512 nChanged 73 SP:Iteration 34Q (3898.800948 sec): 3 clusters Score: Raw -1502017.746312 + Penalty 1848.829312 = -1500168.917001 nChanged 58 SP:Iteration 35Q (3898.831535 sec): 3 clusters Score: Raw -1502024.336003 + Penalty 1848.829312 = -1500175.506692 nChanged 53 SP:Iteration 36Q (3898.862302 sec): 3 clusters Score: Raw -1502029.836511 + Penalty 1848.829312 = -1500181.007199 nChanged 47 SP:Iteration 37Q (3898.893205 sec): 3 clusters Score: Raw -1502034.494880 + Penalty 1848.829312 = -1500185.665569 nChanged 41 SP:Iteration 38Q (3898.924008 sec): 3 clusters Score: Raw -1502038.702987 + Penalty 1848.829312 = -1500189.873675 nChanged 49 SP:Iteration 39Q (3898.955497 sec): 3 clusters Score: Raw -1502044.932709 + Penalty 1848.829312 = -1500196.103397 nChanged 55 SP:Iteration 40F (3898.988449 sec): 3 clusters Score: Raw -1502052.405212 + Penalty 1848.829312 = -1500203.575900 nChanged 49 SP:Iteration 41Q (3899.019525 sec): 3 clusters Score: Raw -1502057.374374 + Penalty 1848.829312 = -1500208.545062 nChanged 45 SP:Iteration 42Q (3899.053034 sec): 3 clusters Score: Raw -1502061.922334 + Penalty 1848.829312 = -1500213.093022 nChanged 39 SP:Iteration 43Q (3899.083588 sec): 3 clusters Score: Raw -1502065.135734 + Penalty 1848.829312 = -1500216.306422 nChanged 38 SP:Iteration 44Q (3899.114687 sec): 3 clusters Score: Raw -1502068.122284 + Penalty 1848.829312 = -1500219.292973 nChanged 32 SP:Iteration 45Q (3899.145510 sec): 3 clusters Score: Raw -1502070.589338 + Penalty 1848.829312 = -1500221.760027 nChanged 34 SP:Iteration 46Q (3899.176545 sec): 3 clusters Score: Raw -1502073.096359 + Penalty 1848.829312 = -1500224.267047 nChanged 35 SP:Iteration 47Q (3899.207249 sec): 3 clusters Score: Raw -1502076.290825 + Penalty 1848.829312 = -1500227.461513 nChanged 39 SP:Iteration 48Q (3899.238351 sec): 3 clusters Score: Raw -1502079.238277 + Penalty 1848.829312 = -1500230.408966 nChanged 37 SP:Iteration 49Q (3899.269121 sec): 3 clusters Score: Raw -1502082.090258 + Penalty 1848.829312 = -1500233.260947 nChanged 30 SP:Iteration 50Q (3899.300013 sec): 3 clusters Score: Raw -1502084.562763 + Penalty 1848.829312 = -1500235.733451 nChanged 32 SP:Iteration 51Q (3899.330736 sec): 3 clusters Score: Raw -1502087.200353 + Penalty 1848.829312 = -1500238.371041 nChanged 32 SP:Iteration 52Q (3899.361429 sec): 3 clusters Score: Raw -1502090.387582 + Penalty 1848.829312 = -1500241.558270 nChanged 34 SP:Iteration 53Q (3899.392112 sec): 3 clusters Score: Raw -1502093.055954 + Penalty 1848.829312 = -1500244.226642 nChanged 27 SP:Iteration 54Q (3899.422843 sec): 3 clusters Score: Raw -1502095.048561 + Penalty 1848.829312 = -1500246.219250 nChanged 28 SP:Iteration 55Q (3899.453509 sec): 3 clusters Score: Raw -1502096.999104 + Penalty 1848.829312 = -1500248.169792 nChanged 28 SP:Iteration 56Q (3899.484298 sec): 3 clusters Score: Raw -1502099.432207 + Penalty 1848.829312 = -1500250.602896 nChanged 36 SP:Iteration 57Q (3899.515133 sec): 3 clusters Score: Raw -1502102.805487 + Penalty 1848.829312 = -1500253.976176 nChanged 34 SP:Iteration 58Q (3899.545839 sec): 3 clusters Score: Raw -1502105.744669 + Penalty 1848.829312 = -1500256.915358 nChanged 37 SP:Iteration 59Q (3899.576390 sec): 3 clusters Score: Raw -1502108.844260 + Penalty 1848.829312 = -1500260.014948 nChanged 33 SP:Iteration 60F (3899.609236 sec): 3 clusters Score: Raw -1502111.086884 + Penalty 1848.829312 = -1500262.257572 nChanged 31 SP:Iteration 61Q (3899.639909 sec): 3 clusters Score: Raw -1502113.391568 + Penalty 1848.829312 = -1500264.562256 nChanged 32 SP:Iteration 62Q (3899.670716 sec): 3 clusters Score: Raw -1502115.567111 + Penalty 1848.829312 = -1500266.737799 nChanged 26 SP:Iteration 63Q (3899.701601 sec): 3 clusters Score: Raw -1502117.657265 + Penalty 1848.829312 = -1500268.827953 nChanged 33 SP:Iteration 64Q (3899.732409 sec): 3 clusters Score: Raw -1502120.294553 + Penalty 1848.829312 = -1500271.465241 nChanged 38 SP:Iteration 65Q (3899.763311 sec): 3 clusters Score: Raw -1502123.557940 + Penalty 1848.829312 = -1500274.728629 nChanged 40 SP:Iteration 66Q (3899.794111 sec): 3 clusters Score: Raw -1502127.321853 + Penalty 1848.829312 = -1500278.492541 nChanged 42 SP:Iteration 67Q (3899.824822 sec): 3 clusters Score: Raw -1502131.335451 + Penalty 1848.829312 = -1500282.506139 nChanged 38 SP:Iteration 68Q (3899.855465 sec): 3 clusters Score: Raw -1502134.131094 + Penalty 1848.829312 = -1500285.301782 nChanged 26 SP:Iteration 69Q (3899.886214 sec): 3 clusters Score: Raw -1502135.991318 + Penalty 1848.829312 = -1500287.162007 nChanged 27 SP:Iteration 70Q (3899.917149 sec): 3 clusters Score: Raw -1502137.942684 + Penalty 1848.829312 = -1500289.113372 nChanged 21 SP:Iteration 71Q (3899.947950 sec): 3 clusters Score: Raw -1502139.435051 + Penalty 1848.829312 = -1500290.605740 nChanged 21 SP:Iteration 72Q (3899.978873 sec): 3 clusters Score: Raw -1502140.537964 + Penalty 1848.829312 = -1500291.708652 nChanged 15 SP:Iteration 73Q (3900.009483 sec): 3 clusters Score: Raw -1502141.611457 + Penalty 1848.829312 = -1500292.782145 nChanged 15 SP:Iteration 74Q (3900.040371 sec): 3 clusters Score: Raw -1502142.334478 + Penalty 1848.829312 = -1500293.505167 nChanged 16 SP:Iteration 75Q (3900.071120 sec): 3 clusters Score: Raw -1502143.597727 + Penalty 1848.829312 = -1500294.768416 nChanged 24 SP:Iteration 76Q (3900.101878 sec): 3 clusters Score: Raw -1502145.709740 + Penalty 1848.829312 = -1500296.880429 nChanged 35 SP:Iteration 77Q (3900.132468 sec): 3 clusters Score: Raw -1502149.035968 + Penalty 1848.829312 = -1500300.206656 nChanged 36 SP:Iteration 78Q (3900.163156 sec): 3 clusters Score: Raw -1502151.562946 + Penalty 1848.829312 = -1500302.733634 nChanged 29 SP:Iteration 79Q (3900.194017 sec): 3 clusters Score: Raw -1502153.748126 + Penalty 1848.829312 = -1500304.918814 nChanged 24 SP:Iteration 80F (3900.226531 sec): 3 clusters Score: Raw -1502155.217007 + Penalty 1848.829312 = -1500306.387696 nChanged 23 SP:Iteration 81Q (3900.257468 sec): 3 clusters Score: Raw -1502156.496727 + Penalty 1848.829312 = -1500307.667415 nChanged 13 SP:Iteration 82Q (3900.288404 sec): 3 clusters Score: Raw -1502157.087963 + Penalty 1848.829312 = -1500308.258652 nChanged 14 SP:Iteration 83Q (3900.319110 sec): 3 clusters Score: Raw -1502157.964546 + Penalty 1848.829312 = -1500309.135234 nChanged 18 SP:Iteration 84Q (3900.349618 sec): 3 clusters Score: Raw -1502159.130134 + Penalty 1848.829312 = -1500310.300822 nChanged 14 SP:Iteration 85Q (3900.380216 sec): 3 clusters Score: Raw -1502159.875046 + Penalty 1848.829312 = -1500311.045734 nChanged 10 SP:Iteration 86Q (3900.410914 sec): 3 clusters Score: Raw -1502160.619088 + Penalty 1848.829312 = -1500311.789776 nChanged 11 SP:Iteration 87Q (3900.441643 sec): 3 clusters Score: Raw -1502161.202914 + Penalty 1848.829312 = -1500312.373602 nChanged 8 SP:Iteration 88Q (3900.472316 sec): 3 clusters Score: Raw -1502161.751212 + Penalty 1848.829312 = -1500312.921900 nChanged 7 SP:Iteration 89Q (3900.502973 sec): 3 clusters Score: Raw -1502162.161867 + Penalty 1848.829312 = -1500313.332555 nChanged 6 SP:Iteration 90Q (3900.533589 sec): 3 clusters Score: Raw -1502162.467256 + Penalty 1848.829312 = -1500313.637945 nChanged 8 SP:Iteration 91Q (3900.564363 sec): 3 clusters Score: Raw -1502163.005877 + Penalty 1848.829312 = -1500314.176565 nChanged 14 SP:Iteration 92Q (3900.594951 sec): 3 clusters Score: Raw -1502163.982219 + Penalty 1848.829312 = -1500315.152907 nChanged 16 SP:Iteration 93Q (3900.625471 sec): 3 clusters Score: Raw -1502164.811892 + Penalty 1848.829312 = -1500315.982580 nChanged 6 SP:Iteration 94Q (3900.658853 sec): 3 clusters Score: Raw -1502165.103008 + Penalty 1848.829312 = -1500316.273696 nChanged 5 SP:Iteration 95Q (3900.689436 sec): 3 clusters Score: Raw -1502165.343946 + Penalty 1848.829312 = -1500316.514634 nChanged 2 SP:Iteration 96Q (3900.719964 sec): 3 clusters Score: Raw -1502165.439057 + Penalty 1848.829312 = -1500316.609746 nChanged 6 SP:Iteration 97Q (3900.750717 sec): 3 clusters Score: Raw -1502165.652472 + Penalty 1848.829312 = -1500316.823161 nChanged 5 SP:Iteration 98Q (3900.781371 sec): 3 clusters Score: Raw -1502165.809705 + Penalty 1848.829312 = -1500316.980393 nChanged 3 SP:Iteration 99Q (3900.812066 sec): 3 clusters Score: Raw -1502165.898245 + Penalty 1848.829312 = -1500317.068933 nChanged 1 SP:Iteration 100F (3900.845092 sec): 3 clusters Score: Raw -1502165.925777 + Penalty 1848.829312 = -1500317.096465 nChanged 0 Trying to split cluster 45 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3900.859145 sec): 2 clusters Score: Raw -117317.569543 + Penalty 700.768272 = -116616.801271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3900.865696 sec): 3 clusters Score: Raw -116600.043998 + Penalty 1401.536544 = -115198.507454 nChanged 603 SP:Iteration 1F (3900.871730 sec): 3 clusters Score: Raw -117060.463709 + Penalty 1401.536544 = -115658.927165 nChanged 153 SP:Iteration 2F (3900.877844 sec): 3 clusters Score: Raw -117233.791134 + Penalty 1401.536544 = -115832.254590 nChanged 120 SP:Iteration 3F (3900.883909 sec): 3 clusters Score: Raw -117372.445470 + Penalty 1401.536544 = -115970.908926 nChanged 91 SP:Iteration 4F (3900.889899 sec): 3 clusters Score: Raw -117484.123720 + Penalty 1401.536544 = -116082.587176 nChanged 77 SP:Iteration 5Q (3900.895914 sec): 3 clusters Score: Raw -117569.417181 + Penalty 1401.536544 = -116167.880637 nChanged 62 SP:Iteration 6Q (3900.901859 sec): 3 clusters Score: Raw -117638.150475 + Penalty 1401.536544 = -116236.613931 nChanged 57 SP:Iteration 7Q (3900.907847 sec): 3 clusters Score: Raw -117680.889912 + Penalty 1401.536544 = -116279.353368 nChanged 32 SP:Iteration 8Q (3900.913783 sec): 3 clusters Score: Raw -117697.538265 + Penalty 1401.536544 = -116296.001721 nChanged 22 SP:Iteration 9Q (3900.919664 sec): 3 clusters Score: Raw -117715.534886 + Penalty 1401.536544 = -116313.998342 nChanged 24 SP:Iteration 10Q (3900.925604 sec): 3 clusters Score: Raw -117743.475956 + Penalty 1401.536544 = -116341.939412 nChanged 29 SP:Iteration 11Q (3900.931545 sec): 3 clusters Score: Raw -117766.685167 + Penalty 1401.536544 = -116365.148623 nChanged 31 SP:Iteration 12Q (3900.937443 sec): 3 clusters Score: Raw -117789.238732 + Penalty 1401.536544 = -116387.702188 nChanged 26 SP:Iteration 13Q (3900.943364 sec): 3 clusters Score: Raw -117804.621293 + Penalty 1401.536544 = -116403.084749 nChanged 21 SP:Iteration 14Q (3900.949233 sec): 3 clusters Score: Raw -117811.804787 + Penalty 1401.536544 = -116410.268243 nChanged 8 SP:Iteration 15Q (3900.955089 sec): 3 clusters Score: Raw -117815.194258 + Penalty 1401.536544 = -116413.657714 nChanged 6 SP:Iteration 16Q (3900.960934 sec): 3 clusters Score: Raw -117816.384099 + Penalty 1401.536544 = -116414.847555 nChanged 3 SP:Iteration 17Q (3900.966785 sec): 3 clusters Score: Raw -117816.955725 + Penalty 1401.536544 = -116415.419181 nChanged 1 SP:Iteration 18Q (3900.972651 sec): 3 clusters Score: Raw -117817.253986 + Penalty 1401.536544 = -116415.717442 nChanged 1 SP:Iteration 19Q (3900.978516 sec): 3 clusters Score: Raw -117817.658005 + Penalty 1401.536544 = -116416.121461 nChanged 0 SP:Iteration 20F (3900.984541 sec): 3 clusters Score: Raw -117817.658005 + Penalty 1401.536544 = -116416.121461 nChanged 0 Iteration 299Q (3909.814179 sec): 46 clusters Score: Raw -69584980.809654 + Penalty 58324.828655 = -69526655.980999 nChanged 293 Iteration 300F (3927.127478 sec): 46 clusters Score: Raw -69584987.208654 + Penalty 58324.828655 = -69526662.379999 nChanged 289 Iteration 301Q (3935.987199 sec): 46 clusters Score: Raw -69584993.286660 + Penalty 58324.828655 = -69526668.458005 nChanged 264 Iteration 302Q (3945.092571 sec): 46 clusters Score: Raw -69584998.020301 + Penalty 58324.828655 = -69526673.191646 nChanged 234 Iteration 303Q (3954.327322 sec): 46 clusters Score: Raw -69585002.354918 + Penalty 58324.828655 = -69526677.526263 nChanged 233 Iteration 304Q (3963.666243 sec): 46 clusters Score: Raw -69585006.568028 + Penalty 58324.828655 = -69526681.739374 nChanged 219 Iteration 305Q (3973.017794 sec): 46 clusters Score: Raw -69585010.725711 + Penalty 58324.828655 = -69526685.897056 nChanged 243 Iteration 306Q (3982.141641 sec): 46 clusters Score: Raw -69585014.842565 + Penalty 58324.828655 = -69526690.013910 nChanged 228 Iteration 307Q (3991.505111 sec): 46 clusters Score: Raw -69585018.706902 + Penalty 58324.828655 = -69526693.878248 nChanged 244 Iteration 308Q (4000.710763 sec): 46 clusters Score: Raw -69585022.582573 + Penalty 58324.828655 = -69526697.753918 nChanged 243 Iteration 309Q (4009.992708 sec): 46 clusters Score: Raw -69585026.726908 + Penalty 58324.828655 = -69526701.898254 nChanged 211 Iteration 310Q (4019.231989 sec): 46 clusters Score: Raw -69585030.400120 + Penalty 58324.828655 = -69526705.571465 nChanged 195 Iteration 311Q (4028.413191 sec): 46 clusters Score: Raw -69585034.122769 + Penalty 58324.828655 = -69526709.294115 nChanged 209 Iteration 312Q (4037.893480 sec): 46 clusters Score: Raw -69585037.408871 + Penalty 58324.828655 = -69526712.580216 nChanged 182 Iteration 313Q (4046.782332 sec): 46 clusters Score: Raw -69585040.231932 + Penalty 58324.828655 = -69526715.403278 nChanged 196 Iteration 314Q (4055.865537 sec): 46 clusters Score: Raw -69585043.021429 + Penalty 58324.828655 = -69526718.192774 nChanged 174 Iteration 315Q (4064.540338 sec): 46 clusters Score: Raw -69585045.513210 + Penalty 58324.828655 = -69526720.684556 nChanged 163 Iteration 316Q (4073.058571 sec): 46 clusters Score: Raw -69585047.555065 + Penalty 58324.828655 = -69526722.726410 nChanged 157 Iteration 317Q (4081.896997 sec): 46 clusters Score: Raw -69585049.611951 + Penalty 58324.828655 = -69526724.783296 nChanged 145 Iteration 318Q (4091.074329 sec): 46 clusters Score: Raw -69585051.330413 + Penalty 58324.828655 = -69526726.501758 nChanged 157 Iteration 319Q (4100.189726 sec): 46 clusters Score: Raw -69585053.341035 + Penalty 58324.828655 = -69526728.512380 nChanged 145 Iteration 320F (4117.924121 sec): 46 clusters Score: Raw -69585055.192333 + Penalty 58324.828655 = -69526730.363678 nChanged 138 Iteration 321Q (4126.992265 sec): 46 clusters Score: Raw -69585057.002565 + Penalty 58324.828655 = -69526732.173910 nChanged 150 Iteration 322Q (4136.081840 sec): 46 clusters Score: Raw -69585059.003680 + Penalty 58324.828655 = -69526734.175025 nChanged 150 Iteration 323Q (4145.031452 sec): 46 clusters Score: Raw -69585060.769422 + Penalty 58324.828655 = -69526735.940768 nChanged 150 Iteration 324Q (4154.286035 sec): 46 clusters Score: Raw -69585062.567060 + Penalty 58324.828655 = -69526737.738406 nChanged 138 Iteration 325Q (4162.583202 sec): 46 clusters Score: Raw -69585064.323602 + Penalty 58324.828655 = -69526739.494947 nChanged 135 Iteration 326Q (4171.596921 sec): 46 clusters Score: Raw -69585066.139648 + Penalty 58324.828655 = -69526741.310993 nChanged 147 Iteration 327Q (4180.434091 sec): 46 clusters Score: Raw -69585068.515549 + Penalty 58324.828655 = -69526743.686895 nChanged 121 Iteration 328Q (4189.608652 sec): 46 clusters Score: Raw -69585070.162189 + Penalty 58324.828655 = -69526745.333535 nChanged 117 Iteration 329Q (4198.703116 sec): 46 clusters Score: Raw -69585071.454768 + Penalty 58324.828655 = -69526746.626113 nChanged 94 Iteration 330Q (4207.926698 sec): 46 clusters Score: Raw -69585072.307355 + Penalty 58324.828655 = -69526747.478700 nChanged 94 Iteration 331Q (4216.418462 sec): 46 clusters Score: Raw -69585073.223051 + Penalty 58324.828655 = -69526748.394397 nChanged 92 Iteration 332Q (4225.213596 sec): 46 clusters Score: Raw -69585074.075863 + Penalty 58324.828655 = -69526749.247208 nChanged 93 Iteration 333Q (4233.637399 sec): 46 clusters Score: Raw -69585074.766946 + Penalty 58324.828655 = -69526749.938291 nChanged 89 Iteration 334Q (4242.567601 sec): 46 clusters Score: Raw -69585075.711687 + Penalty 58324.828655 = -69526750.883032 nChanged 99 Iteration 335Q (4251.494974 sec): 46 clusters Score: Raw -69585076.830469 + Penalty 58324.828655 = -69526752.001815 nChanged 86 Iteration 336Q (4259.980333 sec): 46 clusters Score: Raw -69585077.703493 + Penalty 58324.828655 = -69526752.874838 nChanged 72 Iteration 337Q (4268.966080 sec): 46 clusters Score: Raw -69585078.430270 + Penalty 58324.828655 = -69526753.601615 nChanged 68 Iteration 338Q (4277.758961 sec): 46 clusters Score: Raw -69585079.192443 + Penalty 58324.828655 = -69526754.363788 nChanged 67 Writing temp clu file Because OldScore, -69526753.601615, is greater than current (better) Score,-69526754.363788 Compute initial score before splitting: Score: Raw -69585079.192443 + Penalty 58324.828655 = -69526754.363788 Trying to split cluster 1 (235487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4278.211872 sec): 2 clusters Score: Raw -20456349.363614 + Penalty 1175.094044 = -20455174.269570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.535227 sec): 3 clusters Score: Raw -20298099.253357 + Penalty 2350.188088 = -20295749.065269 nChanged 115246 SP:Iteration 1F (4278.849251 sec): 3 clusters Score: Raw -20369088.142224 + Penalty 2350.188088 = -20366737.954136 nChanged 8715 SP:Iteration 2Q (4279.201059 sec): 3 clusters Score: Raw -20371680.963768 + Penalty 2350.188088 = -20369330.775680 nChanged 9269 SP:Iteration 3Q (4279.543383 sec): 3 clusters Score: Raw -20374990.423099 + Penalty 2350.188088 = -20372640.235011 nChanged 10314 SP:Iteration 4Q (4279.898942 sec): 3 clusters Score: Raw -20379260.077985 + Penalty 2350.188088 = -20376909.889897 nChanged 11129 SP:Iteration 5Q (4280.235007 sec): 3 clusters Score: Raw -20384391.107780 + Penalty 2350.188088 = -20382040.919692 nChanged 11917 SP:Iteration 6F (4280.566300 sec): 3 clusters Score: Raw -20390745.787728 + Penalty 2350.188088 = -20388395.599640 nChanged 13071 SP:Iteration 7F (4280.884591 sec): 3 clusters Score: Raw -20398631.640447 + Penalty 2350.188088 = -20396281.452359 nChanged 13789 SP:Iteration 8F (4281.212378 sec): 3 clusters Score: Raw -20407622.751754 + Penalty 2350.188088 = -20405272.563666 nChanged 13666 SP:Iteration 9F (4281.531796 sec): 3 clusters Score: Raw -20416670.604054 + Penalty 2350.188088 = -20414320.415966 nChanged 12484 SP:Iteration 10F (4281.854389 sec): 3 clusters Score: Raw -20424874.066672 + Penalty 2350.188088 = -20422523.878584 nChanged 10466 SP:Iteration 11Q (4282.199582 sec): 3 clusters Score: Raw -20431571.153708 + Penalty 2350.188088 = -20429220.965620 nChanged 8552 SP:Iteration 12Q (4282.514272 sec): 3 clusters Score: Raw -20436740.409068 + Penalty 2350.188088 = -20434390.220980 nChanged 6989 SP:Iteration 13Q (4282.833085 sec): 3 clusters Score: Raw -20440811.001305 + Penalty 2350.188088 = -20438460.813217 nChanged 5900 SP:Iteration 14Q (4283.137570 sec): 3 clusters Score: Raw -20444209.463681 + Penalty 2350.188088 = -20441859.275593 nChanged 5027 SP:Iteration 15Q (4283.437981 sec): 3 clusters Score: Raw -20447057.346290 + Penalty 2350.188088 = -20444707.158202 nChanged 4208 SP:Iteration 16Q (4283.736362 sec): 3 clusters Score: Raw -20449440.304879 + Penalty 2350.188088 = -20447090.116791 nChanged 3663 SP:Iteration 17Q (4284.031718 sec): 3 clusters Score: Raw -20451514.876380 + Penalty 2350.188088 = -20449164.688292 nChanged 2915 SP:Iteration 18Q (4284.324251 sec): 3 clusters Score: Raw -20453122.224316 + Penalty 2350.188088 = -20450772.036228 nChanged 2236 SP:Iteration 19Q (4284.623732 sec): 3 clusters Score: Raw -20454373.650186 + Penalty 2350.188088 = -20452023.462098 nChanged 1648 SP:Iteration 20F (4284.931315 sec): 3 clusters Score: Raw -20455280.026714 + Penalty 2350.188088 = -20452929.838626 nChanged 1164 SP:Iteration 21Q (4285.203487 sec): 3 clusters Score: Raw -20455876.625733 + Penalty 2350.188088 = -20453526.437645 nChanged 813 SP:Iteration 22Q (4285.474186 sec): 3 clusters Score: Raw -20456277.328834 + Penalty 2350.188088 = -20453927.140747 nChanged 592 SP:Iteration 23Q (4285.750570 sec): 3 clusters Score: Raw -20456560.864721 + Penalty 2350.188088 = -20454210.676633 nChanged 460 SP:Iteration 24Q (4286.036259 sec): 3 clusters Score: Raw -20456771.590462 + Penalty 2350.188088 = -20454421.402374 nChanged 348 SP:Iteration 25Q (4286.331918 sec): 3 clusters Score: Raw -20456907.656141 + Penalty 2350.188088 = -20454557.468053 nChanged 257 SP:Iteration 26Q (4286.633671 sec): 3 clusters Score: Raw -20456981.557515 + Penalty 2350.188088 = -20454631.369427 nChanged 168 SP:Iteration 27Q (4286.904161 sec): 3 clusters Score: Raw -20457020.206758 + Penalty 2350.188088 = -20454670.018671 nChanged 127 SP:Iteration 28Q (4287.191146 sec): 3 clusters Score: Raw -20457044.364578 + Penalty 2350.188088 = -20454694.176490 nChanged 108 SP:Iteration 29Q (4287.464157 sec): 3 clusters Score: Raw -20457066.734775 + Penalty 2350.188088 = -20454716.546687 nChanged 92 SP:Iteration 30Q (4287.764624 sec): 3 clusters Score: Raw -20457081.444328 + Penalty 2350.188088 = -20454731.256240 nChanged 73 SP:Iteration 31Q (4288.059275 sec): 3 clusters Score: Raw -20457090.720524 + Penalty 2350.188088 = -20454740.532436 nChanged 55 SP:Iteration 32Q (4288.349539 sec): 3 clusters Score: Raw -20457098.318281 + Penalty 2350.188088 = -20454748.130193 nChanged 42 SP:Iteration 33Q (4288.631762 sec): 3 clusters Score: Raw -20457103.827301 + Penalty 2350.188088 = -20454753.639213 nChanged 40 SP:Iteration 34Q (4288.910803 sec): 3 clusters Score: Raw -20457107.339840 + Penalty 2350.188088 = -20454757.151752 nChanged 29 SP:Iteration 35Q (4289.188385 sec): 3 clusters Score: Raw -20457110.565404 + Penalty 2350.188088 = -20454760.377316 nChanged 37 SP:Iteration 36Q (4289.475538 sec): 3 clusters Score: Raw -20457114.993767 + Penalty 2350.188088 = -20454764.805679 nChanged 34 SP:Iteration 37Q (4289.756441 sec): 3 clusters Score: Raw -20457117.990782 + Penalty 2350.188088 = -20454767.802694 nChanged 18 SP:Iteration 38Q (4290.042575 sec): 3 clusters Score: Raw -20457119.551148 + Penalty 2350.188088 = -20454769.363060 nChanged 10 SP:Iteration 39Q (4290.340476 sec): 3 clusters Score: Raw -20457120.425627 + Penalty 2350.188088 = -20454770.237539 nChanged 12 SP:Iteration 40F (4290.654105 sec): 3 clusters Score: Raw -20457121.143714 + Penalty 2350.188088 = -20454770.955626 nChanged 6 SP:Iteration 41Q (4290.929330 sec): 3 clusters Score: Raw -20457121.455106 + Penalty 2350.188088 = -20454771.267018 nChanged 4 SP:Iteration 42Q (4291.181232 sec): 3 clusters Score: Raw -20457121.775832 + Penalty 2350.188088 = -20454771.587744 nChanged 3 SP:Iteration 43Q (4291.459168 sec): 3 clusters Score: Raw -20457121.856342 + Penalty 2350.188088 = -20454771.668254 nChanged 1 SP:Iteration 44Q (4291.741082 sec): 3 clusters Score: Raw -20457121.942718 + Penalty 2350.188088 = -20454771.754630 nChanged 2 SP:Iteration 45Q (4292.020741 sec): 3 clusters Score: Raw -20457122.056059 + Penalty 2350.188088 = -20454771.867971 nChanged 1 SP:Iteration 46Q (4292.294239 sec): 3 clusters Score: Raw -20457122.169181 + Penalty 2350.188088 = -20454771.981094 nChanged 1 SP:Iteration 47Q (4292.571780 sec): 3 clusters Score: Raw -20457122.195637 + Penalty 2350.188088 = -20454772.007549 nChanged 0 SP:Iteration 48F (4292.894332 sec): 3 clusters Score: Raw -20457122.195637 + Penalty 2350.188088 = -20454772.007549 nChanged 0 Trying to split cluster 2 (6215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4292.942550 sec): 2 clusters Score: Raw -488743.266523 + Penalty 829.798495 = -487913.468028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4292.997492 sec): 3 clusters Score: Raw -485234.831194 + Penalty 1659.596991 = -483575.234203 nChanged 2645 SP:Iteration 1F (4293.042160 sec): 3 clusters Score: Raw -486768.411688 + Penalty 1659.596991 = -485108.814697 nChanged 416 SP:Iteration 2F (4293.093249 sec): 3 clusters Score: Raw -486979.532896 + Penalty 1659.596991 = -485319.935905 nChanged 373 SP:Iteration 3F (4293.141930 sec): 3 clusters Score: Raw -487158.398983 + Penalty 1659.596991 = -485498.801993 nChanged 324 SP:Iteration 4F (4293.184294 sec): 3 clusters Score: Raw -487336.932878 + Penalty 1659.596991 = -485677.335887 nChanged 335 SP:Iteration 5F (4293.218566 sec): 3 clusters Score: Raw -487556.372354 + Penalty 1659.596991 = -485896.775363 nChanged 386 SP:Iteration 6F (4293.265619 sec): 3 clusters Score: Raw -487817.371525 + Penalty 1659.596991 = -486157.774534 nChanged 362 SP:Iteration 7F (4293.313494 sec): 3 clusters Score: Raw -488075.393491 + Penalty 1659.596991 = -486415.796500 nChanged 351 SP:Iteration 8F (4293.370664 sec): 3 clusters Score: Raw -488328.944862 + Penalty 1659.596991 = -486669.347872 nChanged 282 SP:Iteration 9Q (4293.405678 sec): 3 clusters Score: Raw -488509.995094 + Penalty 1659.596991 = -486850.398103 nChanged 215 SP:Iteration 10Q (4293.461006 sec): 3 clusters Score: Raw -488632.053756 + Penalty 1659.596991 = -486972.456765 nChanged 137 SP:Iteration 11Q (4293.500374 sec): 3 clusters Score: Raw -488700.539284 + Penalty 1659.596991 = -487040.942293 nChanged 106 SP:Iteration 12Q (4293.552444 sec): 3 clusters Score: Raw -488759.803609 + Penalty 1659.596991 = -487100.206618 nChanged 96 SP:Iteration 13Q (4293.596101 sec): 3 clusters Score: Raw -488813.141591 + Penalty 1659.596991 = -487153.544600 nChanged 92 SP:Iteration 14Q (4293.647903 sec): 3 clusters Score: Raw -488866.486504 + Penalty 1659.596991 = -487206.889513 nChanged 92 SP:Iteration 15Q (4293.703466 sec): 3 clusters Score: Raw -488910.155269 + Penalty 1659.596991 = -487250.558278 nChanged 61 SP:Iteration 16Q (4293.749272 sec): 3 clusters Score: Raw -488934.589272 + Penalty 1659.596991 = -487274.992281 nChanged 42 SP:Iteration 17Q (4293.796334 sec): 3 clusters Score: Raw -488947.195446 + Penalty 1659.596991 = -487287.598455 nChanged 31 SP:Iteration 18Q (4293.844556 sec): 3 clusters Score: Raw -488957.555962 + Penalty 1659.596991 = -487297.958971 nChanged 34 SP:Iteration 19Q (4293.877725 sec): 3 clusters Score: Raw -488967.686835 + Penalty 1659.596991 = -487308.089844 nChanged 29 SP:Iteration 20F (4293.936268 sec): 3 clusters Score: Raw -488976.723698 + Penalty 1659.596991 = -487317.126707 nChanged 19 SP:Iteration 21Q (4293.974606 sec): 3 clusters Score: Raw -488980.483246 + Penalty 1659.596991 = -487320.886255 nChanged 16 SP:Iteration 22Q (4294.017803 sec): 3 clusters Score: Raw -488984.634728 + Penalty 1659.596991 = -487325.037737 nChanged 23 SP:Iteration 23Q (4294.062849 sec): 3 clusters Score: Raw -488990.428929 + Penalty 1659.596991 = -487330.831938 nChanged 28 SP:Iteration 24Q (4294.110456 sec): 3 clusters Score: Raw -488998.063588 + Penalty 1659.596991 = -487338.466597 nChanged 23 SP:Iteration 25Q (4294.160082 sec): 3 clusters Score: Raw -489003.975796 + Penalty 1659.596991 = -487344.378805 nChanged 22 SP:Iteration 26Q (4294.205577 sec): 3 clusters Score: Raw -489008.998900 + Penalty 1659.596991 = -487349.401909 nChanged 23 SP:Iteration 27Q (4294.241097 sec): 3 clusters Score: Raw -489014.646680 + Penalty 1659.596991 = -487355.049689 nChanged 19 SP:Iteration 28Q (4294.289330 sec): 3 clusters Score: Raw -489019.610365 + Penalty 1659.596991 = -487360.013375 nChanged 15 SP:Iteration 29Q (4294.324241 sec): 3 clusters Score: Raw -489023.515976 + Penalty 1659.596991 = -487363.918985 nChanged 17 SP:Iteration 30Q (4294.362468 sec): 3 clusters Score: Raw -489026.934046 + Penalty 1659.596991 = -487367.337056 nChanged 15 SP:Iteration 31Q (4294.423879 sec): 3 clusters Score: Raw -489030.329143 + Penalty 1659.596991 = -487370.732152 nChanged 21 SP:Iteration 32Q (4294.462863 sec): 3 clusters Score: Raw -489034.761718 + Penalty 1659.596991 = -487375.164727 nChanged 23 SP:Iteration 33Q (4294.513151 sec): 3 clusters Score: Raw -489041.037611 + Penalty 1659.596991 = -487381.440620 nChanged 25 SP:Iteration 34Q (4294.563103 sec): 3 clusters Score: Raw -489047.982745 + Penalty 1659.596991 = -487388.385755 nChanged 20 SP:Iteration 35Q (4294.608231 sec): 3 clusters Score: Raw -489052.913824 + Penalty 1659.596991 = -487393.316833 nChanged 17 SP:Iteration 36Q (4294.656531 sec): 3 clusters Score: Raw -489057.476179 + Penalty 1659.596991 = -487397.879188 nChanged 15 SP:Iteration 37Q (4294.710316 sec): 3 clusters Score: Raw -489060.366602 + Penalty 1659.596991 = -487400.769611 nChanged 17 SP:Iteration 38Q (4294.759080 sec): 3 clusters Score: Raw -489064.190104 + Penalty 1659.596991 = -487404.593113 nChanged 11 SP:Iteration 39Q (4294.794920 sec): 3 clusters Score: Raw -489066.881704 + Penalty 1659.596991 = -487407.284713 nChanged 9 SP:Iteration 40F (4294.852981 sec): 3 clusters Score: Raw -489068.866444 + Penalty 1659.596991 = -487409.269453 nChanged 4 SP:Iteration 41Q (4294.904502 sec): 3 clusters Score: Raw -489069.715757 + Penalty 1659.596991 = -487410.118766 nChanged 5 SP:Iteration 42Q (4294.949981 sec): 3 clusters Score: Raw -489070.984717 + Penalty 1659.596991 = -487411.387726 nChanged 5 SP:Iteration 43Q (4294.996079 sec): 3 clusters Score: Raw -489071.703884 + Penalty 1659.596991 = -487412.106893 nChanged 4 SP:Iteration 44Q (4295.035172 sec): 3 clusters Score: Raw -489072.422130 + Penalty 1659.596991 = -487412.825139 nChanged 2 SP:Iteration 45Q (4295.090396 sec): 3 clusters Score: Raw -489072.654087 + Penalty 1659.596991 = -487413.057096 nChanged 3 SP:Iteration 46Q (4295.137983 sec): 3 clusters Score: Raw -489073.175930 + Penalty 1659.596991 = -487413.578939 nChanged 3 SP:Iteration 47Q (4295.193162 sec): 3 clusters Score: Raw -489073.464771 + Penalty 1659.596991 = -487413.867780 nChanged 5 SP:Iteration 48Q (4295.240330 sec): 3 clusters Score: Raw -489074.364573 + Penalty 1659.596991 = -487414.767582 nChanged 5 SP:Iteration 49Q (4295.294624 sec): 3 clusters Score: Raw -489075.236799 + Penalty 1659.596991 = -487415.639808 nChanged 2 SP:Iteration 50Q (4295.349583 sec): 3 clusters Score: Raw -489075.453657 + Penalty 1659.596991 = -487415.856667 nChanged 0 SP:Iteration 51F (4295.389811 sec): 3 clusters Score: Raw -489075.453657 + Penalty 1659.596991 = -487415.856667 nChanged 0 Trying to split cluster 3 (24288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4295.438695 sec): 2 clusters Score: Raw -2100654.828716 + Penalty 959.285080 = -2099695.543637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4295.517261 sec): 3 clusters Score: Raw -2085480.764857 + Penalty 1918.570159 = -2083562.194698 nChanged 11333 SP:Iteration 1F (4295.595345 sec): 3 clusters Score: Raw -2092013.520694 + Penalty 1918.570159 = -2090094.950535 nChanged 1429 SP:Iteration 2F (4295.680011 sec): 3 clusters Score: Raw -2092733.761836 + Penalty 1918.570159 = -2090815.191676 nChanged 1672 SP:Iteration 3F (4295.743500 sec): 3 clusters Score: Raw -2093767.959698 + Penalty 1918.570159 = -2091849.389539 nChanged 1837 SP:Iteration 4F (4295.821833 sec): 3 clusters Score: Raw -2095097.589977 + Penalty 1918.570159 = -2093179.019818 nChanged 1821 SP:Iteration 5F (4295.899289 sec): 3 clusters Score: Raw -2096563.846756 + Penalty 1918.570159 = -2094645.276597 nChanged 1609 SP:Iteration 6F (4295.982365 sec): 3 clusters Score: Raw -2097985.745622 + Penalty 1918.570159 = -2096067.175463 nChanged 1241 SP:Iteration 7F (4296.042677 sec): 3 clusters Score: Raw -2099108.817035 + Penalty 1918.570159 = -2097190.246876 nChanged 840 SP:Iteration 8Q (4296.118778 sec): 3 clusters Score: Raw -2099857.671757 + Penalty 1918.570159 = -2097939.101597 nChanged 491 SP:Iteration 9Q (4296.202232 sec): 3 clusters Score: Raw -2100282.522411 + Penalty 1918.570159 = -2098363.952251 nChanged 260 SP:Iteration 10Q (4296.255829 sec): 3 clusters Score: Raw -2100516.042400 + Penalty 1918.570159 = -2098597.472241 nChanged 143 SP:Iteration 11Q (4296.330034 sec): 3 clusters Score: Raw -2100631.176770 + Penalty 1918.570159 = -2098712.606610 nChanged 63 SP:Iteration 12Q (4296.395731 sec): 3 clusters Score: Raw -2100690.595993 + Penalty 1918.570159 = -2098772.025834 nChanged 48 SP:Iteration 13Q (4296.468857 sec): 3 clusters Score: Raw -2100732.305284 + Penalty 1918.570159 = -2098813.735125 nChanged 35 SP:Iteration 14Q (4296.538538 sec): 3 clusters Score: Raw -2100760.470195 + Penalty 1918.570159 = -2098841.900035 nChanged 20 SP:Iteration 15Q (4296.610697 sec): 3 clusters Score: Raw -2100775.305768 + Penalty 1918.570159 = -2098856.735608 nChanged 14 SP:Iteration 16Q (4296.681751 sec): 3 clusters Score: Raw -2100784.630806 + Penalty 1918.570159 = -2098866.060646 nChanged 6 SP:Iteration 17Q (4296.745180 sec): 3 clusters Score: Raw -2100788.489447 + Penalty 1918.570159 = -2098869.919288 nChanged 5 SP:Iteration 18Q (4296.819173 sec): 3 clusters Score: Raw -2100791.646000 + Penalty 1918.570159 = -2098873.075841 nChanged 2 SP:Iteration 19Q (4296.879816 sec): 3 clusters Score: Raw -2100793.903723 + Penalty 1918.570159 = -2098875.333564 nChanged 3 SP:Iteration 20F (4296.948678 sec): 3 clusters Score: Raw -2100796.333785 + Penalty 1918.570159 = -2098877.763625 nChanged 5 SP:Iteration 21Q (4297.021106 sec): 3 clusters Score: Raw -2100800.895956 + Penalty 1918.570159 = -2098882.325797 nChanged 3 SP:Iteration 22Q (4297.096517 sec): 3 clusters Score: Raw -2100803.929333 + Penalty 1918.570159 = -2098885.359174 nChanged 3 SP:Iteration 23Q (4297.155649 sec): 3 clusters Score: Raw -2100804.714227 + Penalty 1918.570159 = -2098886.144067 nChanged 0 SP:Iteration 24F (4297.244580 sec): 3 clusters Score: Raw -2100804.714227 + Penalty 1918.570159 = -2098886.144067 nChanged 0 Trying to split cluster 4 (45138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4297.317876 sec): 2 clusters Score: Raw -3669681.413224 + Penalty 1018.160576 = -3668663.252649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4297.424355 sec): 3 clusters Score: Raw -3640580.456344 + Penalty 2036.321151 = -3638544.135192 nChanged 21411 SP:Iteration 1F (4297.530573 sec): 3 clusters Score: Raw -3653898.988097 + Penalty 2036.321151 = -3651862.666946 nChanged 2728 SP:Iteration 2F (4297.630480 sec): 3 clusters Score: Raw -3655456.797857 + Penalty 2036.321151 = -3653420.476706 nChanged 3253 SP:Iteration 3F (4297.730240 sec): 3 clusters Score: Raw -3657755.144498 + Penalty 2036.321151 = -3655718.823347 nChanged 3469 SP:Iteration 4F (4297.844684 sec): 3 clusters Score: Raw -3660586.002024 + Penalty 2036.321151 = -3658549.680873 nChanged 3333 SP:Iteration 5F (4297.948537 sec): 3 clusters Score: Raw -3663606.514646 + Penalty 2036.321151 = -3661570.193495 nChanged 2768 SP:Iteration 6F (4298.042355 sec): 3 clusters Score: Raw -3666147.934827 + Penalty 2036.321151 = -3664111.613676 nChanged 1862 SP:Iteration 7Q (4298.147061 sec): 3 clusters Score: Raw -3667750.188822 + Penalty 2036.321151 = -3665713.867671 nChanged 1127 SP:Iteration 8Q (4298.252094 sec): 3 clusters Score: Raw -3668627.076308 + Penalty 2036.321151 = -3666590.755157 nChanged 702 SP:Iteration 9Q (4298.348966 sec): 3 clusters Score: Raw -3669156.242979 + Penalty 2036.321151 = -3667119.921828 nChanged 422 SP:Iteration 10Q (4298.437970 sec): 3 clusters Score: Raw -3669442.399064 + Penalty 2036.321151 = -3667406.077913 nChanged 255 SP:Iteration 11Q (4298.531193 sec): 3 clusters Score: Raw -3669597.152843 + Penalty 2036.321151 = -3667560.831692 nChanged 160 SP:Iteration 12Q (4298.627202 sec): 3 clusters Score: Raw -3669687.664857 + Penalty 2036.321151 = -3667651.343706 nChanged 88 SP:Iteration 13Q (4298.722690 sec): 3 clusters Score: Raw -3669736.418443 + Penalty 2036.321151 = -3667700.097292 nChanged 64 SP:Iteration 14Q (4298.830713 sec): 3 clusters Score: Raw -3669776.568269 + Penalty 2036.321151 = -3667740.247118 nChanged 54 SP:Iteration 15Q (4298.926380 sec): 3 clusters Score: Raw -3669798.909520 + Penalty 2036.321151 = -3667762.588368 nChanged 28 SP:Iteration 16Q (4299.021906 sec): 3 clusters Score: Raw -3669815.679642 + Penalty 2036.321151 = -3667779.358491 nChanged 26 SP:Iteration 17Q (4299.117127 sec): 3 clusters Score: Raw -3669830.418040 + Penalty 2036.321151 = -3667794.096888 nChanged 27 SP:Iteration 18Q (4299.212614 sec): 3 clusters Score: Raw -3669845.673424 + Penalty 2036.321151 = -3667809.352273 nChanged 18 SP:Iteration 19Q (4299.303813 sec): 3 clusters Score: Raw -3669855.676650 + Penalty 2036.321151 = -3667819.355499 nChanged 17 SP:Iteration 20F (4299.410553 sec): 3 clusters Score: Raw -3669863.200617 + Penalty 2036.321151 = -3667826.879466 nChanged 16 SP:Iteration 21Q (4299.505804 sec): 3 clusters Score: Raw -3669869.874220 + Penalty 2036.321151 = -3667833.553069 nChanged 11 SP:Iteration 22Q (4299.601167 sec): 3 clusters Score: Raw -3669874.679465 + Penalty 2036.321151 = -3667838.358314 nChanged 8 SP:Iteration 23Q (4299.684013 sec): 3 clusters Score: Raw -3669878.350964 + Penalty 2036.321151 = -3667842.029813 nChanged 8 SP:Iteration 24Q (4299.785015 sec): 3 clusters Score: Raw -3669880.917087 + Penalty 2036.321151 = -3667844.595936 nChanged 2 SP:Iteration 25Q (4299.876534 sec): 3 clusters Score: Raw -3669882.223030 + Penalty 2036.321151 = -3667845.901879 nChanged 6 SP:Iteration 26Q (4299.976679 sec): 3 clusters Score: Raw -3669885.502339 + Penalty 2036.321151 = -3667849.181188 nChanged 2 SP:Iteration 27Q (4300.074815 sec): 3 clusters Score: Raw -3669886.616104 + Penalty 2036.321151 = -3667850.294953 nChanged 2 SP:Iteration 28Q (4300.169472 sec): 3 clusters Score: Raw -3669888.487896 + Penalty 2036.321151 = -3667852.166745 nChanged 2 SP:Iteration 29Q (4300.263801 sec): 3 clusters Score: Raw -3669889.300916 + Penalty 2036.321151 = -3667852.979765 nChanged 3 SP:Iteration 30Q (4300.358700 sec): 3 clusters Score: Raw -3669892.002751 + Penalty 2036.321151 = -3667855.681600 nChanged 3 SP:Iteration 31Q (4300.449622 sec): 3 clusters Score: Raw -3669894.270531 + Penalty 2036.321151 = -3667857.949380 nChanged 4 SP:Iteration 32Q (4300.541154 sec): 3 clusters Score: Raw -3669896.453215 + Penalty 2036.321151 = -3667860.132064 nChanged 4 SP:Iteration 33Q (4300.629222 sec): 3 clusters Score: Raw -3669897.121945 + Penalty 2036.321151 = -3667860.800794 nChanged 2 SP:Iteration 34Q (4300.715204 sec): 3 clusters Score: Raw -3669897.841959 + Penalty 2036.321151 = -3667861.520808 nChanged 2 SP:Iteration 35Q (4300.818982 sec): 3 clusters Score: Raw -3669898.641107 + Penalty 2036.321151 = -3667862.319956 nChanged 2 SP:Iteration 36Q (4300.913759 sec): 3 clusters Score: Raw -3669899.023378 + Penalty 2036.321151 = -3667862.702227 nChanged 0 SP:Iteration 37F (4301.019982 sec): 3 clusters Score: Raw -3669899.023378 + Penalty 2036.321151 = -3667862.702227 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4301.052494 sec): 2 clusters Score: Raw -310976.082248 + Penalty 778.478023 = -310197.604225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4301.093696 sec): 3 clusters Score: Raw -309009.982830 + Penalty 1556.956047 = -307453.026783 nChanged 1480 SP:Iteration 1F (4301.140790 sec): 3 clusters Score: Raw -309827.706948 + Penalty 1556.956047 = -308270.750901 nChanged 296 SP:Iteration 2F (4301.195106 sec): 3 clusters Score: Raw -310003.657211 + Penalty 1556.956047 = -308446.701164 nChanged 251 SP:Iteration 3F (4301.248091 sec): 3 clusters Score: Raw -310144.201904 + Penalty 1556.956047 = -308587.245858 nChanged 208 SP:Iteration 4F (4301.297437 sec): 3 clusters Score: Raw -310290.878917 + Penalty 1556.956047 = -308733.922870 nChanged 209 SP:Iteration 5F (4301.344339 sec): 3 clusters Score: Raw -310470.684262 + Penalty 1556.956047 = -308913.728215 nChanged 245 SP:Iteration 6F (4301.399614 sec): 3 clusters Score: Raw -310686.113153 + Penalty 1556.956047 = -309129.157107 nChanged 232 SP:Iteration 7F (4301.445509 sec): 3 clusters Score: Raw -310900.495465 + Penalty 1556.956047 = -309343.539419 nChanged 183 SP:Iteration 8F (4301.499279 sec): 3 clusters Score: Raw -311045.925962 + Penalty 1556.956047 = -309488.969915 nChanged 136 SP:Iteration 9Q (4301.537472 sec): 3 clusters Score: Raw -311135.536229 + Penalty 1556.956047 = -309578.580182 nChanged 102 SP:Iteration 10Q (4301.590482 sec): 3 clusters Score: Raw -311193.308111 + Penalty 1556.956047 = -309636.352064 nChanged 76 SP:Iteration 11Q (4301.647651 sec): 3 clusters Score: Raw -311227.422153 + Penalty 1556.956047 = -309670.466106 nChanged 61 SP:Iteration 12Q (4301.690359 sec): 3 clusters Score: Raw -311250.840668 + Penalty 1556.956047 = -309693.884621 nChanged 35 SP:Iteration 13Q (4301.749104 sec): 3 clusters Score: Raw -311266.330506 + Penalty 1556.956047 = -309709.374459 nChanged 32 SP:Iteration 14Q (4301.800629 sec): 3 clusters Score: Raw -311277.660032 + Penalty 1556.956047 = -309720.703985 nChanged 28 SP:Iteration 15Q (4301.854822 sec): 3 clusters Score: Raw -311288.620529 + Penalty 1556.956047 = -309731.664482 nChanged 23 SP:Iteration 16Q (4301.908489 sec): 3 clusters Score: Raw -311298.761848 + Penalty 1556.956047 = -309741.805801 nChanged 21 SP:Iteration 17Q (4301.959405 sec): 3 clusters Score: Raw -311302.874071 + Penalty 1556.956047 = -309745.918025 nChanged 20 SP:Iteration 18Q (4302.015600 sec): 3 clusters Score: Raw -311306.484731 + Penalty 1556.956047 = -309749.528684 nChanged 10 SP:Iteration 19Q (4302.067654 sec): 3 clusters Score: Raw -311308.453629 + Penalty 1556.956047 = -309751.497582 nChanged 12 SP:Iteration 20F (4302.116541 sec): 3 clusters Score: Raw -311310.238774 + Penalty 1556.956047 = -309753.282728 nChanged 10 SP:Iteration 21Q (4302.167310 sec): 3 clusters Score: Raw -311311.425785 + Penalty 1556.956047 = -309754.469738 nChanged 2 SP:Iteration 22Q (4302.219885 sec): 3 clusters Score: Raw -311311.949526 + Penalty 1556.956047 = -309754.993479 nChanged 3 SP:Iteration 23Q (4302.271752 sec): 3 clusters Score: Raw -311312.492271 + Penalty 1556.956047 = -309755.536224 nChanged 3 SP:Iteration 24Q (4302.324541 sec): 3 clusters Score: Raw -311313.148584 + Penalty 1556.956047 = -309756.192537 nChanged 0 SP:Iteration 25F (4302.378992 sec): 3 clusters Score: Raw -311313.148584 + Penalty 1556.956047 = -309756.192537 nChanged 0 Trying to split cluster 6 (15403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4302.421267 sec): 2 clusters Score: Raw -1326962.617629 + Penalty 916.020170 = -1326046.597459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4302.486916 sec): 3 clusters Score: Raw -1317448.803413 + Penalty 1832.040339 = -1315616.763074 nChanged 7114 SP:Iteration 1F (4302.555561 sec): 3 clusters Score: Raw -1321613.225210 + Penalty 1832.040339 = -1319781.184871 nChanged 832 SP:Iteration 2F (4302.614455 sec): 3 clusters Score: Raw -1321956.971471 + Penalty 1832.040339 = -1320124.931132 nChanged 735 SP:Iteration 3Q (4302.674351 sec): 3 clusters Score: Raw -1322324.403618 + Penalty 1832.040339 = -1320492.363279 nChanged 770 SP:Iteration 4Q (4302.747626 sec): 3 clusters Score: Raw -1322768.497110 + Penalty 1832.040339 = -1320936.456771 nChanged 815 SP:Iteration 5F (4302.800283 sec): 3 clusters Score: Raw -1323315.648216 + Penalty 1832.040339 = -1321483.607877 nChanged 812 SP:Iteration 6F (4302.873888 sec): 3 clusters Score: Raw -1323886.031238 + Penalty 1832.040339 = -1322053.990899 nChanged 773 SP:Iteration 7F (4302.934610 sec): 3 clusters Score: Raw -1324476.674528 + Penalty 1832.040339 = -1322644.634189 nChanged 711 SP:Iteration 8Q (4303.003281 sec): 3 clusters Score: Raw -1325072.466565 + Penalty 1832.040339 = -1323240.426226 nChanged 665 SP:Iteration 9Q (4303.076504 sec): 3 clusters Score: Raw -1325605.903873 + Penalty 1832.040339 = -1323773.863533 nChanged 515 SP:Iteration 10Q (4303.132810 sec): 3 clusters Score: Raw -1325985.168446 + Penalty 1832.040339 = -1324153.128107 nChanged 419 SP:Iteration 11Q (4303.208299 sec): 3 clusters Score: Raw -1326266.199139 + Penalty 1832.040339 = -1324434.158800 nChanged 285 SP:Iteration 12Q (4303.266146 sec): 3 clusters Score: Raw -1326424.558089 + Penalty 1832.040339 = -1324592.517750 nChanged 223 SP:Iteration 13Q (4303.318639 sec): 3 clusters Score: Raw -1326547.700540 + Penalty 1832.040339 = -1324715.660200 nChanged 211 SP:Iteration 14Q (4303.390521 sec): 3 clusters Score: Raw -1326661.917603 + Penalty 1832.040339 = -1324829.877263 nChanged 187 SP:Iteration 15Q (4303.457343 sec): 3 clusters Score: Raw -1326769.098514 + Penalty 1832.040339 = -1324937.058175 nChanged 156 SP:Iteration 16Q (4303.505879 sec): 3 clusters Score: Raw -1326851.991495 + Penalty 1832.040339 = -1325019.951155 nChanged 131 SP:Iteration 17Q (4303.571727 sec): 3 clusters Score: Raw -1326913.474540 + Penalty 1832.040339 = -1325081.434201 nChanged 118 SP:Iteration 18Q (4303.633404 sec): 3 clusters Score: Raw -1326965.727129 + Penalty 1832.040339 = -1325133.686790 nChanged 112 SP:Iteration 19Q (4303.697299 sec): 3 clusters Score: Raw -1327012.743043 + Penalty 1832.040339 = -1325180.702703 nChanged 80 SP:Iteration 20F (4303.750178 sec): 3 clusters Score: Raw -1327046.322978 + Penalty 1832.040339 = -1325214.282639 nChanged 72 SP:Iteration 21Q (4303.808532 sec): 3 clusters Score: Raw -1327074.764406 + Penalty 1832.040339 = -1325242.724067 nChanged 57 SP:Iteration 22Q (4303.874194 sec): 3 clusters Score: Raw -1327094.984316 + Penalty 1832.040339 = -1325262.943977 nChanged 57 SP:Iteration 23Q (4303.932843 sec): 3 clusters Score: Raw -1327117.498306 + Penalty 1832.040339 = -1325285.457967 nChanged 45 SP:Iteration 24Q (4303.996842 sec): 3 clusters Score: Raw -1327134.784703 + Penalty 1832.040339 = -1325302.744364 nChanged 39 SP:Iteration 25Q (4304.050666 sec): 3 clusters Score: Raw -1327150.802113 + Penalty 1832.040339 = -1325318.761774 nChanged 30 SP:Iteration 26Q (4304.108461 sec): 3 clusters Score: Raw -1327163.314708 + Penalty 1832.040339 = -1325331.274369 nChanged 27 SP:Iteration 27Q (4304.168520 sec): 3 clusters Score: Raw -1327171.753422 + Penalty 1832.040339 = -1325339.713083 nChanged 28 SP:Iteration 28Q (4304.220303 sec): 3 clusters Score: Raw -1327180.256433 + Penalty 1832.040339 = -1325348.216094 nChanged 22 SP:Iteration 29Q (4304.267969 sec): 3 clusters Score: Raw -1327189.564945 + Penalty 1832.040339 = -1325357.524606 nChanged 23 SP:Iteration 30Q (4304.325423 sec): 3 clusters Score: Raw -1327196.697266 + Penalty 1832.040339 = -1325364.656927 nChanged 15 SP:Iteration 31Q (4304.397023 sec): 3 clusters Score: Raw -1327202.322534 + Penalty 1832.040339 = -1325370.282195 nChanged 16 SP:Iteration 32Q (4304.452408 sec): 3 clusters Score: Raw -1327208.654090 + Penalty 1832.040339 = -1325376.613750 nChanged 16 SP:Iteration 33Q (4304.515589 sec): 3 clusters Score: Raw -1327214.135553 + Penalty 1832.040339 = -1325382.095213 nChanged 14 SP:Iteration 34Q (4304.576137 sec): 3 clusters Score: Raw -1327218.836918 + Penalty 1832.040339 = -1325386.796579 nChanged 16 SP:Iteration 35Q (4304.629376 sec): 3 clusters Score: Raw -1327224.082229 + Penalty 1832.040339 = -1325392.041890 nChanged 11 SP:Iteration 36Q (4304.693371 sec): 3 clusters Score: Raw -1327227.706674 + Penalty 1832.040339 = -1325395.666335 nChanged 9 SP:Iteration 37Q (4304.755137 sec): 3 clusters Score: Raw -1327230.959171 + Penalty 1832.040339 = -1325398.918831 nChanged 14 SP:Iteration 38Q (4304.816172 sec): 3 clusters Score: Raw -1327235.835548 + Penalty 1832.040339 = -1325403.795209 nChanged 14 SP:Iteration 39Q (4304.870603 sec): 3 clusters Score: Raw -1327241.361137 + Penalty 1832.040339 = -1325409.320798 nChanged 11 SP:Iteration 40F (4304.918517 sec): 3 clusters Score: Raw -1327246.053684 + Penalty 1832.040339 = -1325414.013345 nChanged 9 SP:Iteration 41Q (4304.975785 sec): 3 clusters Score: Raw -1327248.112819 + Penalty 1832.040339 = -1325416.072480 nChanged 9 SP:Iteration 42Q (4305.034655 sec): 3 clusters Score: Raw -1327250.801221 + Penalty 1832.040339 = -1325418.760881 nChanged 7 SP:Iteration 43Q (4305.093022 sec): 3 clusters Score: Raw -1327252.615141 + Penalty 1832.040339 = -1325420.574802 nChanged 7 SP:Iteration 44Q (4305.160894 sec): 3 clusters Score: Raw -1327256.280711 + Penalty 1832.040339 = -1325424.240372 nChanged 9 SP:Iteration 45Q (4305.205660 sec): 3 clusters Score: Raw -1327258.461402 + Penalty 1832.040339 = -1325426.421063 nChanged 4 SP:Iteration 46Q (4305.265566 sec): 3 clusters Score: Raw -1327259.814513 + Penalty 1832.040339 = -1325427.774174 nChanged 5 SP:Iteration 47Q (4305.332600 sec): 3 clusters Score: Raw -1327260.815685 + Penalty 1832.040339 = -1325428.775345 nChanged 3 SP:Iteration 48Q (4305.376905 sec): 3 clusters Score: Raw -1327261.346499 + Penalty 1832.040339 = -1325429.306160 nChanged 1 SP:Iteration 49Q (4305.430498 sec): 3 clusters Score: Raw -1327261.734789 + Penalty 1832.040339 = -1325429.694450 nChanged 1 SP:Iteration 50Q (4305.485596 sec): 3 clusters Score: Raw -1327261.942799 + Penalty 1832.040339 = -1325429.902459 nChanged 2 SP:Iteration 51Q (4305.538830 sec): 3 clusters Score: Raw -1327262.518345 + Penalty 1832.040339 = -1325430.478006 nChanged 2 SP:Iteration 52Q (4305.600477 sec): 3 clusters Score: Raw -1327263.012194 + Penalty 1832.040339 = -1325430.971855 nChanged 0 SP:Iteration 53F (4305.658699 sec): 3 clusters Score: Raw -1327263.012194 + Penalty 1832.040339 = -1325430.971855 nChanged 0 Trying to split cluster 7 (112283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4305.803554 sec): 2 clusters Score: Raw -9800116.368104 + Penalty 1104.733886 = -9799011.634218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4305.968058 sec): 3 clusters Score: Raw -9725753.931546 + Penalty 2209.467772 = -9723544.463773 nChanged 54575 SP:Iteration 1F (4306.137862 sec): 3 clusters Score: Raw -9760391.631973 + Penalty 2209.467772 = -9758182.164201 nChanged 5651 SP:Iteration 2F (4306.322985 sec): 3 clusters Score: Raw -9763342.885398 + Penalty 2209.467772 = -9761133.417626 nChanged 6826 SP:Iteration 3F (4306.485390 sec): 3 clusters Score: Raw -9767652.300413 + Penalty 2209.467772 = -9765442.832641 nChanged 7668 SP:Iteration 4F (4306.671812 sec): 3 clusters Score: Raw -9772940.355688 + Penalty 2209.467772 = -9770730.887916 nChanged 7733 SP:Iteration 5F (4306.831185 sec): 3 clusters Score: Raw -9778308.185781 + Penalty 2209.467772 = -9776098.718009 nChanged 6809 SP:Iteration 6F (4307.014521 sec): 3 clusters Score: Raw -9782490.863368 + Penalty 2209.467772 = -9780281.395596 nChanged 5248 SP:Iteration 7Q (4307.206747 sec): 3 clusters Score: Raw -9784849.615765 + Penalty 2209.467772 = -9782640.147993 nChanged 3533 SP:Iteration 8Q (4307.383912 sec): 3 clusters Score: Raw -9785899.238524 + Penalty 2209.467772 = -9783689.770752 nChanged 2263 SP:Iteration 9Q (4307.553533 sec): 3 clusters Score: Raw -9786380.451636 + Penalty 2209.467772 = -9784170.983863 nChanged 1508 SP:Iteration 10Q (4307.755790 sec): 3 clusters Score: Raw -9786637.481454 + Penalty 2209.467772 = -9784428.013682 nChanged 1168 SP:Iteration 11Q (4307.952252 sec): 3 clusters Score: Raw -9786821.532578 + Penalty 2209.467772 = -9784612.064806 nChanged 983 SP:Iteration 12Q (4308.140830 sec): 3 clusters Score: Raw -9786968.426483 + Penalty 2209.467772 = -9784758.958711 nChanged 926 SP:Iteration 13Q (4308.318508 sec): 3 clusters Score: Raw -9787098.102533 + Penalty 2209.467772 = -9784888.634761 nChanged 912 SP:Iteration 14Q (4308.478560 sec): 3 clusters Score: Raw -9787225.801485 + Penalty 2209.467772 = -9785016.333712 nChanged 850 SP:Iteration 15Q (4308.674565 sec): 3 clusters Score: Raw -9787349.160513 + Penalty 2209.467772 = -9785139.692741 nChanged 845 SP:Iteration 16Q (4308.865866 sec): 3 clusters Score: Raw -9787472.763960 + Penalty 2209.467772 = -9785263.296188 nChanged 829 SP:Iteration 17Q (4309.054856 sec): 3 clusters Score: Raw -9787587.776067 + Penalty 2209.467772 = -9785378.308295 nChanged 817 SP:Iteration 18Q (4309.259061 sec): 3 clusters Score: Raw -9787702.621091 + Penalty 2209.467772 = -9785493.153318 nChanged 809 SP:Iteration 19Q (4309.454229 sec): 3 clusters Score: Raw -9787821.865082 + Penalty 2209.467772 = -9785612.397310 nChanged 828 SP:Iteration 20F (4309.640907 sec): 3 clusters Score: Raw -9787944.008815 + Penalty 2209.467772 = -9785734.541043 nChanged 838 SP:Iteration 21Q (4309.831704 sec): 3 clusters Score: Raw -9788064.802479 + Penalty 2209.467772 = -9785855.334706 nChanged 810 SP:Iteration 22Q (4310.012268 sec): 3 clusters Score: Raw -9788172.807037 + Penalty 2209.467772 = -9785963.339265 nChanged 773 SP:Iteration 23Q (4310.190934 sec): 3 clusters Score: Raw -9788270.684638 + Penalty 2209.467772 = -9786061.216866 nChanged 788 SP:Iteration 24Q (4310.383281 sec): 3 clusters Score: Raw -9788364.410367 + Penalty 2209.467772 = -9786154.942594 nChanged 707 SP:Iteration 25Q (4310.588261 sec): 3 clusters Score: Raw -9788447.061338 + Penalty 2209.467772 = -9786237.593565 nChanged 761 SP:Iteration 26Q (4310.790571 sec): 3 clusters Score: Raw -9788540.424747 + Penalty 2209.467772 = -9786330.956975 nChanged 771 SP:Iteration 27Q (4310.989856 sec): 3 clusters Score: Raw -9788635.794174 + Penalty 2209.467772 = -9786426.326401 nChanged 765 SP:Iteration 28Q (4311.196016 sec): 3 clusters Score: Raw -9788726.396051 + Penalty 2209.467772 = -9786516.928278 nChanged 756 SP:Iteration 29Q (4311.397556 sec): 3 clusters Score: Raw -9788818.634560 + Penalty 2209.467772 = -9786609.166788 nChanged 753 SP:Iteration 30Q (4311.596814 sec): 3 clusters Score: Raw -9788909.950579 + Penalty 2209.467772 = -9786700.482806 nChanged 760 SP:Iteration 31Q (4311.791517 sec): 3 clusters Score: Raw -9789013.737066 + Penalty 2209.467772 = -9786804.269294 nChanged 845 SP:Iteration 32Q (4311.983489 sec): 3 clusters Score: Raw -9789134.036205 + Penalty 2209.467772 = -9786924.568432 nChanged 892 SP:Iteration 33Q (4312.184759 sec): 3 clusters Score: Raw -9789270.319969 + Penalty 2209.467772 = -9787060.852197 nChanged 975 SP:Iteration 34Q (4312.363485 sec): 3 clusters Score: Raw -9789428.389897 + Penalty 2209.467772 = -9787218.922124 nChanged 955 SP:Iteration 35Q (4312.540653 sec): 3 clusters Score: Raw -9789580.387463 + Penalty 2209.467772 = -9787370.919691 nChanged 1036 SP:Iteration 36Q (4312.726996 sec): 3 clusters Score: Raw -9789747.451913 + Penalty 2209.467772 = -9787537.984140 nChanged 1042 SP:Iteration 37Q (4312.910154 sec): 3 clusters Score: Raw -9789919.329876 + Penalty 2209.467772 = -9787709.862104 nChanged 1096 SP:Iteration 38Q (4313.101616 sec): 3 clusters Score: Raw -9790117.005398 + Penalty 2209.467772 = -9787907.537625 nChanged 1162 SP:Iteration 39Q (4313.293621 sec): 3 clusters Score: Raw -9790327.891119 + Penalty 2209.467772 = -9788118.423347 nChanged 1175 SP:Iteration 40F (4313.488405 sec): 3 clusters Score: Raw -9790551.894124 + Penalty 2209.467772 = -9788342.426352 nChanged 1229 SP:Iteration 41Q (4313.690296 sec): 3 clusters Score: Raw -9790800.865677 + Penalty 2209.467772 = -9788591.397905 nChanged 1226 SP:Iteration 42Q (4313.884213 sec): 3 clusters Score: Raw -9791057.570207 + Penalty 2209.467772 = -9788848.102435 nChanged 1260 SP:Iteration 43Q (4314.073953 sec): 3 clusters Score: Raw -9791322.934994 + Penalty 2209.467772 = -9789113.467222 nChanged 1289 SP:Iteration 44Q (4314.266239 sec): 3 clusters Score: Raw -9791603.355548 + Penalty 2209.467772 = -9789393.887776 nChanged 1315 SP:Iteration 45Q (4314.432109 sec): 3 clusters Score: Raw -9791900.768899 + Penalty 2209.467772 = -9789691.301126 nChanged 1309 SP:Iteration 46Q (4314.609485 sec): 3 clusters Score: Raw -9792211.385962 + Penalty 2209.467772 = -9790001.918189 nChanged 1323 SP:Iteration 47Q (4314.806969 sec): 3 clusters Score: Raw -9792536.797823 + Penalty 2209.467772 = -9790327.330050 nChanged 1329 SP:Iteration 48Q (4315.005022 sec): 3 clusters Score: Raw -9792888.038578 + Penalty 2209.467772 = -9790678.570805 nChanged 1412 SP:Iteration 49Q (4315.190148 sec): 3 clusters Score: Raw -9793284.710964 + Penalty 2209.467772 = -9791075.243191 nChanged 1402 SP:Iteration 50Q (4315.373680 sec): 3 clusters Score: Raw -9793681.224552 + Penalty 2209.467772 = -9791471.756780 nChanged 1418 SP:Iteration 51Q (4315.549693 sec): 3 clusters Score: Raw -9794103.492331 + Penalty 2209.467772 = -9791894.024559 nChanged 1334 SP:Iteration 52Q (4315.743189 sec): 3 clusters Score: Raw -9794523.271396 + Penalty 2209.467772 = -9792313.803624 nChanged 1372 SP:Iteration 53Q (4315.925282 sec): 3 clusters Score: Raw -9794986.093577 + Penalty 2209.467772 = -9792776.625805 nChanged 1377 SP:Iteration 54Q (4316.097840 sec): 3 clusters Score: Raw -9795468.789372 + Penalty 2209.467772 = -9793259.321600 nChanged 1291 SP:Iteration 55Q (4316.275782 sec): 3 clusters Score: Raw -9795915.512479 + Penalty 2209.467772 = -9793706.044706 nChanged 1189 SP:Iteration 56Q (4316.446130 sec): 3 clusters Score: Raw -9796319.337347 + Penalty 2209.467772 = -9794109.869575 nChanged 1106 SP:Iteration 57Q (4316.620116 sec): 3 clusters Score: Raw -9796696.699540 + Penalty 2209.467772 = -9794487.231768 nChanged 1045 SP:Iteration 58Q (4316.789014 sec): 3 clusters Score: Raw -9797066.438828 + Penalty 2209.467772 = -9794856.971055 nChanged 987 SP:Iteration 59Q (4316.949305 sec): 3 clusters Score: Raw -9797405.429273 + Penalty 2209.467772 = -9795195.961501 nChanged 871 SP:Iteration 60F (4317.141077 sec): 3 clusters Score: Raw -9797698.305604 + Penalty 2209.467772 = -9795488.837832 nChanged 786 SP:Iteration 61Q (4317.297601 sec): 3 clusters Score: Raw -9797969.561312 + Penalty 2209.467772 = -9795760.093540 nChanged 723 SP:Iteration 62Q (4317.458908 sec): 3 clusters Score: Raw -9798219.741443 + Penalty 2209.467772 = -9796010.273671 nChanged 676 SP:Iteration 63Q (4317.624462 sec): 3 clusters Score: Raw -9798467.377083 + Penalty 2209.467772 = -9796257.909311 nChanged 651 SP:Iteration 64Q (4317.798460 sec): 3 clusters Score: Raw -9798700.052525 + Penalty 2209.467772 = -9796490.584752 nChanged 590 SP:Iteration 65Q (4317.965381 sec): 3 clusters Score: Raw -9798912.107598 + Penalty 2209.467772 = -9796702.639825 nChanged 510 SP:Iteration 66Q (4318.120059 sec): 3 clusters Score: Raw -9799108.208460 + Penalty 2209.467772 = -9796898.740688 nChanged 482 SP:Iteration 67Q (4318.279687 sec): 3 clusters Score: Raw -9799309.691073 + Penalty 2209.467772 = -9797100.223301 nChanged 442 SP:Iteration 68Q (4318.439099 sec): 3 clusters Score: Raw -9799500.326377 + Penalty 2209.467772 = -9797290.858604 nChanged 362 SP:Iteration 69Q (4318.567706 sec): 3 clusters Score: Raw -9799659.921991 + Penalty 2209.467772 = -9797450.454218 nChanged 332 SP:Iteration 70Q (4318.729427 sec): 3 clusters Score: Raw -9799804.236805 + Penalty 2209.467772 = -9797594.769033 nChanged 266 SP:Iteration 71Q (4318.894566 sec): 3 clusters Score: Raw -9799916.346493 + Penalty 2209.467772 = -9797706.878721 nChanged 186 SP:Iteration 72Q (4319.048055 sec): 3 clusters Score: Raw -9799990.025052 + Penalty 2209.467772 = -9797780.557280 nChanged 152 SP:Iteration 73Q (4319.199839 sec): 3 clusters Score: Raw -9800053.801029 + Penalty 2209.467772 = -9797844.333257 nChanged 121 SP:Iteration 74Q (4319.353587 sec): 3 clusters Score: Raw -9800107.277286 + Penalty 2209.467772 = -9797897.809514 nChanged 101 SP:Iteration 75Q (4319.510010 sec): 3 clusters Score: Raw -9800150.328772 + Penalty 2209.467772 = -9797940.860999 nChanged 77 SP:Iteration 76Q (4319.670369 sec): 3 clusters Score: Raw -9800178.331742 + Penalty 2209.467772 = -9797968.863970 nChanged 66 SP:Iteration 77Q (4319.820370 sec): 3 clusters Score: Raw -9800198.199570 + Penalty 2209.467772 = -9797988.731798 nChanged 61 SP:Iteration 78Q (4319.949888 sec): 3 clusters Score: Raw -9800219.709642 + Penalty 2209.467772 = -9798010.241870 nChanged 62 SP:Iteration 79Q (4320.107799 sec): 3 clusters Score: Raw -9800240.587464 + Penalty 2209.467772 = -9798031.119692 nChanged 38 SP:Iteration 80F (4320.258773 sec): 3 clusters Score: Raw -9800250.856081 + Penalty 2209.467772 = -9798041.388309 nChanged 30 SP:Iteration 81Q (4320.414833 sec): 3 clusters Score: Raw -9800258.921641 + Penalty 2209.467772 = -9798049.453868 nChanged 26 SP:Iteration 82Q (4320.550652 sec): 3 clusters Score: Raw -9800266.263123 + Penalty 2209.467772 = -9798056.795351 nChanged 28 SP:Iteration 83Q (4320.682260 sec): 3 clusters Score: Raw -9800273.000468 + Penalty 2209.467772 = -9798063.532696 nChanged 25 SP:Iteration 84Q (4320.811698 sec): 3 clusters Score: Raw -9800280.540978 + Penalty 2209.467772 = -9798071.073206 nChanged 16 SP:Iteration 85Q (4320.962311 sec): 3 clusters Score: Raw -9800285.413087 + Penalty 2209.467772 = -9798075.945315 nChanged 20 SP:Iteration 86Q (4321.120501 sec): 3 clusters Score: Raw -9800290.993643 + Penalty 2209.467772 = -9798081.525871 nChanged 17 SP:Iteration 87Q (4321.283877 sec): 3 clusters Score: Raw -9800295.229752 + Penalty 2209.467772 = -9798085.761980 nChanged 17 SP:Iteration 88Q (4321.440280 sec): 3 clusters Score: Raw -9800300.883026 + Penalty 2209.467772 = -9798091.415253 nChanged 13 SP:Iteration 89Q (4321.588738 sec): 3 clusters Score: Raw -9800304.563415 + Penalty 2209.467772 = -9798095.095643 nChanged 8 SP:Iteration 90Q (4321.747903 sec): 3 clusters Score: Raw -9800306.153909 + Penalty 2209.467772 = -9798096.686137 nChanged 13 SP:Iteration 91Q (4321.905305 sec): 3 clusters Score: Raw -9800308.939155 + Penalty 2209.467772 = -9798099.471383 nChanged 14 SP:Iteration 92Q (4322.063058 sec): 3 clusters Score: Raw -9800312.164005 + Penalty 2209.467772 = -9798102.696232 nChanged 6 SP:Iteration 93Q (4322.221047 sec): 3 clusters Score: Raw -9800314.085758 + Penalty 2209.467772 = -9798104.617986 nChanged 10 SP:Iteration 94Q (4322.372622 sec): 3 clusters Score: Raw -9800316.493316 + Penalty 2209.467772 = -9798107.025543 nChanged 15 SP:Iteration 95Q (4322.545916 sec): 3 clusters Score: Raw -9800321.451253 + Penalty 2209.467772 = -9798111.983481 nChanged 17 SP:Iteration 96Q (4322.709665 sec): 3 clusters Score: Raw -9800325.851180 + Penalty 2209.467772 = -9798116.383408 nChanged 18 SP:Iteration 97Q (4322.879136 sec): 3 clusters Score: Raw -9800330.775757 + Penalty 2209.467772 = -9798121.307984 nChanged 14 SP:Iteration 98Q (4323.044069 sec): 3 clusters Score: Raw -9800335.432878 + Penalty 2209.467772 = -9798125.965106 nChanged 11 SP:Iteration 99Q (4323.205087 sec): 3 clusters Score: Raw -9800339.186835 + Penalty 2209.467772 = -9798129.719063 nChanged 11 SP:Iteration 100F (4323.393370 sec): 3 clusters Score: Raw -9800342.320827 + Penalty 2209.467772 = -9798132.853055 nChanged 10 SP:Iteration 101Q (4323.555657 sec): 3 clusters Score: Raw -9800345.945775 + Penalty 2209.467772 = -9798136.478003 nChanged 10 SP:Iteration 102Q (4323.701347 sec): 3 clusters Score: Raw -9800347.922980 + Penalty 2209.467772 = -9798138.455207 nChanged 11 SP:Iteration 103Q (4323.871112 sec): 3 clusters Score: Raw -9800350.672648 + Penalty 2209.467772 = -9798141.204876 nChanged 9 SP:Iteration 104Q (4324.031346 sec): 3 clusters Score: Raw -9800352.736684 + Penalty 2209.467772 = -9798143.268911 nChanged 3 SP:Iteration 105Q (4324.203768 sec): 3 clusters Score: Raw -9800354.076321 + Penalty 2209.467772 = -9798144.608548 nChanged 8 SP:Iteration 106Q (4324.373590 sec): 3 clusters Score: Raw -9800356.067268 + Penalty 2209.467772 = -9798146.599496 nChanged 7 SP:Iteration 107Q (4324.542293 sec): 3 clusters Score: Raw -9800357.919273 + Penalty 2209.467772 = -9798148.451500 nChanged 7 SP:Iteration 108Q (4324.702935 sec): 3 clusters Score: Raw -9800359.800930 + Penalty 2209.467772 = -9798150.333158 nChanged 3 SP:Iteration 109Q (4324.863955 sec): 3 clusters Score: Raw -9800360.549857 + Penalty 2209.467772 = -9798151.082085 nChanged 4 SP:Iteration 110Q (4325.021074 sec): 3 clusters Score: Raw -9800361.513505 + Penalty 2209.467772 = -9798152.045732 nChanged 3 SP:Iteration 111Q (4325.186299 sec): 3 clusters Score: Raw -9800362.448271 + Penalty 2209.467772 = -9798152.980499 nChanged 1 SP:Iteration 112Q (4325.352729 sec): 3 clusters Score: Raw -9800362.626875 + Penalty 2209.467772 = -9798153.159102 nChanged 3 SP:Iteration 113Q (4325.513360 sec): 3 clusters Score: Raw -9800363.241990 + Penalty 2209.467772 = -9798153.774218 nChanged 1 SP:Iteration 114Q (4325.678192 sec): 3 clusters Score: Raw -9800363.398650 + Penalty 2209.467772 = -9798153.930878 nChanged 2 SP:Iteration 115Q (4325.840921 sec): 3 clusters Score: Raw -9800363.911218 + Penalty 2209.467772 = -9798154.443446 nChanged 2 SP:Iteration 116Q (4326.006933 sec): 3 clusters Score: Raw -9800364.331206 + Penalty 2209.467772 = -9798154.863434 nChanged 2 SP:Iteration 117Q (4326.170814 sec): 3 clusters Score: Raw -9800364.635263 + Penalty 2209.467772 = -9798155.167491 nChanged 1 SP:Iteration 118Q (4326.327573 sec): 3 clusters Score: Raw -9800364.720582 + Penalty 2209.467772 = -9798155.252809 nChanged 0 SP:Iteration 119F (4326.523184 sec): 3 clusters Score: Raw -9800364.720582 + Penalty 2209.467772 = -9798155.252809 nChanged 0 Trying to split cluster 8 (10894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4326.565650 sec): 2 clusters Score: Raw -934083.361911 + Penalty 883.116909 = -933200.245002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4326.623566 sec): 3 clusters Score: Raw -927567.745204 + Penalty 1766.233817 = -925801.511387 nChanged 4976 SP:Iteration 1F (4326.678455 sec): 3 clusters Score: Raw -930528.125285 + Penalty 1766.233817 = -928761.891468 nChanged 699 SP:Iteration 2F (4326.740232 sec): 3 clusters Score: Raw -930894.010812 + Penalty 1766.233817 = -929127.776995 nChanged 662 SP:Iteration 3F (4326.802942 sec): 3 clusters Score: Raw -931237.702365 + Penalty 1766.233817 = -929471.468548 nChanged 560 SP:Iteration 4F (4326.860717 sec): 3 clusters Score: Raw -931544.875889 + Penalty 1766.233817 = -929778.642072 nChanged 526 SP:Iteration 5Q (4326.910897 sec): 3 clusters Score: Raw -931869.259021 + Penalty 1766.233817 = -930103.025204 nChanged 540 SP:Iteration 6Q (4326.980088 sec): 3 clusters Score: Raw -932222.611716 + Penalty 1766.233817 = -930456.377899 nChanged 513 SP:Iteration 7Q (4327.037514 sec): 3 clusters Score: Raw -932539.124333 + Penalty 1766.233817 = -930772.890516 nChanged 433 SP:Iteration 8Q (4327.097467 sec): 3 clusters Score: Raw -932796.727479 + Penalty 1766.233817 = -931030.493662 nChanged 373 SP:Iteration 9Q (4327.155045 sec): 3 clusters Score: Raw -932980.979956 + Penalty 1766.233817 = -931214.746139 nChanged 271 SP:Iteration 10Q (4327.219794 sec): 3 clusters Score: Raw -933075.118685 + Penalty 1766.233817 = -931308.884868 nChanged 206 SP:Iteration 11Q (4327.272142 sec): 3 clusters Score: Raw -933149.242463 + Penalty 1766.233817 = -931383.008646 nChanged 181 SP:Iteration 12Q (4327.341148 sec): 3 clusters Score: Raw -933225.572260 + Penalty 1766.233817 = -931459.338443 nChanged 182 SP:Iteration 13Q (4327.402335 sec): 3 clusters Score: Raw -933305.908439 + Penalty 1766.233817 = -931539.674622 nChanged 173 SP:Iteration 14Q (4327.468710 sec): 3 clusters Score: Raw -933402.431897 + Penalty 1766.233817 = -931636.198080 nChanged 214 SP:Iteration 15Q (4327.534453 sec): 3 clusters Score: Raw -933532.379755 + Penalty 1766.233817 = -931766.145938 nChanged 225 SP:Iteration 16Q (4327.597733 sec): 3 clusters Score: Raw -933652.540460 + Penalty 1766.233817 = -931886.306643 nChanged 209 SP:Iteration 17Q (4327.660552 sec): 3 clusters Score: Raw -933751.351820 + Penalty 1766.233817 = -931985.118003 nChanged 200 SP:Iteration 18Q (4327.723555 sec): 3 clusters Score: Raw -933841.313312 + Penalty 1766.233817 = -932075.079495 nChanged 201 SP:Iteration 19Q (4327.786178 sec): 3 clusters Score: Raw -933920.755422 + Penalty 1766.233817 = -932154.521605 nChanged 150 SP:Iteration 20F (4327.848684 sec): 3 clusters Score: Raw -933973.082612 + Penalty 1766.233817 = -932206.848795 nChanged 138 SP:Iteration 21Q (4327.896074 sec): 3 clusters Score: Raw -934015.783666 + Penalty 1766.233817 = -932249.549849 nChanged 108 SP:Iteration 22Q (4327.956921 sec): 3 clusters Score: Raw -934049.997920 + Penalty 1766.233817 = -932283.764103 nChanged 101 SP:Iteration 23Q (4328.023950 sec): 3 clusters Score: Raw -934080.606846 + Penalty 1766.233817 = -932314.373029 nChanged 94 SP:Iteration 24Q (4328.072863 sec): 3 clusters Score: Raw -934104.771298 + Penalty 1766.233817 = -932338.537481 nChanged 94 SP:Iteration 25Q (4328.124401 sec): 3 clusters Score: Raw -934132.750005 + Penalty 1766.233817 = -932366.516188 nChanged 87 SP:Iteration 26Q (4328.181004 sec): 3 clusters Score: Raw -934160.217124 + Penalty 1766.233817 = -932393.983307 nChanged 85 SP:Iteration 27Q (4328.238819 sec): 3 clusters Score: Raw -934187.666780 + Penalty 1766.233817 = -932421.432963 nChanged 83 SP:Iteration 28Q (4328.298795 sec): 3 clusters Score: Raw -934215.765792 + Penalty 1766.233817 = -932449.531975 nChanged 89 SP:Iteration 29Q (4328.348125 sec): 3 clusters Score: Raw -934250.309031 + Penalty 1766.233817 = -932484.075214 nChanged 79 SP:Iteration 30Q (4328.403422 sec): 3 clusters Score: Raw -934277.876862 + Penalty 1766.233817 = -932511.643045 nChanged 79 SP:Iteration 31Q (4328.471774 sec): 3 clusters Score: Raw -934305.623745 + Penalty 1766.233817 = -932539.389928 nChanged 73 SP:Iteration 32Q (4328.519641 sec): 3 clusters Score: Raw -934331.851128 + Penalty 1766.233817 = -932565.617311 nChanged 84 SP:Iteration 33Q (4328.575271 sec): 3 clusters Score: Raw -934360.801758 + Penalty 1766.233817 = -932594.567941 nChanged 75 SP:Iteration 34Q (4328.639271 sec): 3 clusters Score: Raw -934382.830558 + Penalty 1766.233817 = -932616.596741 nChanged 67 SP:Iteration 35Q (4328.694161 sec): 3 clusters Score: Raw -934401.082694 + Penalty 1766.233817 = -932634.848877 nChanged 62 SP:Iteration 36Q (4328.739976 sec): 3 clusters Score: Raw -934417.352997 + Penalty 1766.233817 = -932651.119180 nChanged 49 SP:Iteration 37Q (4328.786536 sec): 3 clusters Score: Raw -934432.547307 + Penalty 1766.233817 = -932666.313490 nChanged 54 SP:Iteration 38Q (4328.811196 sec): 3 clusters Score: Raw -934447.813343 + Penalty 1766.233817 = -932681.579526 nChanged 55 SP:Iteration 39Q (4328.876674 sec): 3 clusters Score: Raw -934462.470898 + Penalty 1766.233817 = -932696.237081 nChanged 52 SP:Iteration 40F (4328.934466 sec): 3 clusters Score: Raw -934475.133629 + Penalty 1766.233817 = -932708.899812 nChanged 44 SP:Iteration 41Q (4328.994153 sec): 3 clusters Score: Raw -934486.124608 + Penalty 1766.233817 = -932719.890791 nChanged 40 SP:Iteration 42Q (4329.048459 sec): 3 clusters Score: Raw -934498.728506 + Penalty 1766.233817 = -932732.494689 nChanged 35 SP:Iteration 43Q (4329.112426 sec): 3 clusters Score: Raw -934505.509009 + Penalty 1766.233817 = -932739.275192 nChanged 33 SP:Iteration 44Q (4329.160091 sec): 3 clusters Score: Raw -934510.307573 + Penalty 1766.233817 = -932744.073756 nChanged 31 SP:Iteration 45Q (4329.217973 sec): 3 clusters Score: Raw -934514.460721 + Penalty 1766.233817 = -932748.226904 nChanged 22 SP:Iteration 46Q (4329.278587 sec): 3 clusters Score: Raw -934517.529177 + Penalty 1766.233817 = -932751.295360 nChanged 20 SP:Iteration 47Q (4329.333917 sec): 3 clusters Score: Raw -934519.598792 + Penalty 1766.233817 = -932753.364975 nChanged 16 SP:Iteration 48Q (4329.386249 sec): 3 clusters Score: Raw -934522.367031 + Penalty 1766.233817 = -932756.133214 nChanged 17 SP:Iteration 49Q (4329.446921 sec): 3 clusters Score: Raw -934525.311331 + Penalty 1766.233817 = -932759.077514 nChanged 15 SP:Iteration 50Q (4329.507365 sec): 3 clusters Score: Raw -934527.608053 + Penalty 1766.233817 = -932761.374236 nChanged 16 SP:Iteration 51Q (4329.566927 sec): 3 clusters Score: Raw -934531.272034 + Penalty 1766.233817 = -932765.038217 nChanged 20 SP:Iteration 52Q (4329.614790 sec): 3 clusters Score: Raw -934534.777557 + Penalty 1766.233817 = -932768.543740 nChanged 16 SP:Iteration 53Q (4329.673203 sec): 3 clusters Score: Raw -934537.369507 + Penalty 1766.233817 = -932771.135690 nChanged 16 SP:Iteration 54Q (4329.727693 sec): 3 clusters Score: Raw -934539.948953 + Penalty 1766.233817 = -932773.715136 nChanged 12 SP:Iteration 55Q (4329.786540 sec): 3 clusters Score: Raw -934541.217268 + Penalty 1766.233817 = -932774.983451 nChanged 7 SP:Iteration 56Q (4329.835456 sec): 3 clusters Score: Raw -934541.806603 + Penalty 1766.233817 = -932775.572786 nChanged 4 SP:Iteration 57Q (4329.888936 sec): 3 clusters Score: Raw -934542.050756 + Penalty 1766.233817 = -932775.816939 nChanged 2 SP:Iteration 58Q (4329.936230 sec): 3 clusters Score: Raw -934542.122020 + Penalty 1766.233817 = -932775.888203 nChanged 0 SP:Iteration 59F (4329.997446 sec): 3 clusters Score: Raw -934542.122020 + Penalty 1766.233817 = -932775.888203 nChanged 0 Trying to split cluster 9 (3671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4330.028330 sec): 2 clusters Score: Raw -306371.462201 + Penalty 779.780841 = -305591.681359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4330.078512 sec): 3 clusters Score: Raw -304397.845715 + Penalty 1559.561683 = -302838.284032 nChanged 1535 SP:Iteration 1F (4330.130402 sec): 3 clusters Score: Raw -305220.498917 + Penalty 1559.561683 = -303660.937234 nChanged 263 SP:Iteration 2F (4330.182846 sec): 3 clusters Score: Raw -305368.561082 + Penalty 1559.561683 = -303808.999400 nChanged 214 SP:Iteration 3F (4330.233628 sec): 3 clusters Score: Raw -305490.710241 + Penalty 1559.561683 = -303931.148558 nChanged 170 SP:Iteration 4Q (4330.280456 sec): 3 clusters Score: Raw -305583.692864 + Penalty 1559.561683 = -304024.131181 nChanged 152 SP:Iteration 5Q (4330.327885 sec): 3 clusters Score: Raw -305664.151927 + Penalty 1559.561683 = -304104.590244 nChanged 141 SP:Iteration 6Q (4330.371810 sec): 3 clusters Score: Raw -305723.191764 + Penalty 1559.561683 = -304163.630081 nChanged 113 SP:Iteration 7Q (4330.423307 sec): 3 clusters Score: Raw -305779.230925 + Penalty 1559.561683 = -304219.669242 nChanged 110 SP:Iteration 8Q (4330.475755 sec): 3 clusters Score: Raw -305839.536438 + Penalty 1559.561683 = -304279.974755 nChanged 125 SP:Iteration 9Q (4330.527982 sec): 3 clusters Score: Raw -305915.556801 + Penalty 1559.561683 = -304355.995118 nChanged 128 SP:Iteration 10Q (4330.580124 sec): 3 clusters Score: Raw -305977.182129 + Penalty 1559.561683 = -304417.620446 nChanged 126 SP:Iteration 11Q (4330.627439 sec): 3 clusters Score: Raw -306043.742250 + Penalty 1559.561683 = -304484.180567 nChanged 92 SP:Iteration 12Q (4330.667638 sec): 3 clusters Score: Raw -306086.707953 + Penalty 1559.561683 = -304527.146270 nChanged 75 SP:Iteration 13Q (4330.711367 sec): 3 clusters Score: Raw -306126.703556 + Penalty 1559.561683 = -304567.141873 nChanged 66 SP:Iteration 14Q (4330.755906 sec): 3 clusters Score: Raw -306159.108410 + Penalty 1559.561683 = -304599.546727 nChanged 62 SP:Iteration 15Q (4330.800068 sec): 3 clusters Score: Raw -306186.229649 + Penalty 1559.561683 = -304626.667966 nChanged 63 SP:Iteration 16Q (4330.836374 sec): 3 clusters Score: Raw -306216.217931 + Penalty 1559.561683 = -304656.656248 nChanged 46 SP:Iteration 17Q (4330.881522 sec): 3 clusters Score: Raw -306232.737896 + Penalty 1559.561683 = -304673.176213 nChanged 38 SP:Iteration 18Q (4330.925766 sec): 3 clusters Score: Raw -306245.612207 + Penalty 1559.561683 = -304686.050524 nChanged 36 SP:Iteration 19Q (4330.972739 sec): 3 clusters Score: Raw -306257.800358 + Penalty 1559.561683 = -304698.238675 nChanged 29 SP:Iteration 20F (4331.023701 sec): 3 clusters Score: Raw -306265.291952 + Penalty 1559.561683 = -304705.730269 nChanged 22 SP:Iteration 21Q (4331.075178 sec): 3 clusters Score: Raw -306272.227725 + Penalty 1559.561683 = -304712.666042 nChanged 23 SP:Iteration 22Q (4331.126266 sec): 3 clusters Score: Raw -306278.975248 + Penalty 1559.561683 = -304719.413565 nChanged 16 SP:Iteration 23Q (4331.178128 sec): 3 clusters Score: Raw -306283.952748 + Penalty 1559.561683 = -304724.391065 nChanged 16 SP:Iteration 24Q (4331.226636 sec): 3 clusters Score: Raw -306288.139207 + Penalty 1559.561683 = -304728.577525 nChanged 16 SP:Iteration 25Q (4331.259641 sec): 3 clusters Score: Raw -306292.951518 + Penalty 1559.561683 = -304733.389835 nChanged 18 SP:Iteration 26Q (4331.306422 sec): 3 clusters Score: Raw -306298.519294 + Penalty 1559.561683 = -304738.957611 nChanged 13 SP:Iteration 27Q (4331.351240 sec): 3 clusters Score: Raw -306301.107353 + Penalty 1559.561683 = -304741.545670 nChanged 13 SP:Iteration 28Q (4331.394820 sec): 3 clusters Score: Raw -306304.603605 + Penalty 1559.561683 = -304745.041922 nChanged 13 SP:Iteration 29Q (4331.444071 sec): 3 clusters Score: Raw -306308.612713 + Penalty 1559.561683 = -304749.051030 nChanged 16 SP:Iteration 30Q (4331.488754 sec): 3 clusters Score: Raw -306312.171633 + Penalty 1559.561683 = -304752.609950 nChanged 15 SP:Iteration 31Q (4331.539025 sec): 3 clusters Score: Raw -306315.010111 + Penalty 1559.561683 = -304755.448428 nChanged 9 SP:Iteration 32Q (4331.591121 sec): 3 clusters Score: Raw -306316.344752 + Penalty 1559.561683 = -304756.783069 nChanged 6 SP:Iteration 33Q (4331.630816 sec): 3 clusters Score: Raw -306317.349990 + Penalty 1559.561683 = -304757.788307 nChanged 8 SP:Iteration 34Q (4331.682830 sec): 3 clusters Score: Raw -306318.549313 + Penalty 1559.561683 = -304758.987630 nChanged 6 SP:Iteration 35Q (4331.737703 sec): 3 clusters Score: Raw -306320.354745 + Penalty 1559.561683 = -304760.793062 nChanged 7 SP:Iteration 36Q (4331.789478 sec): 3 clusters Score: Raw -306321.879585 + Penalty 1559.561683 = -304762.317902 nChanged 6 SP:Iteration 37Q (4331.831456 sec): 3 clusters Score: Raw -306322.734733 + Penalty 1559.561683 = -304763.173050 nChanged 5 SP:Iteration 38Q (4331.872118 sec): 3 clusters Score: Raw -306323.435292 + Penalty 1559.561683 = -304763.873609 nChanged 9 SP:Iteration 39Q (4331.924999 sec): 3 clusters Score: Raw -306325.445672 + Penalty 1559.561683 = -304765.883989 nChanged 10 SP:Iteration 40F (4331.980996 sec): 3 clusters Score: Raw -306328.364433 + Penalty 1559.561683 = -304768.802750 nChanged 13 SP:Iteration 41Q (4332.006142 sec): 3 clusters Score: Raw -306331.328642 + Penalty 1559.561683 = -304771.766959 nChanged 13 SP:Iteration 42Q (4332.019376 sec): 3 clusters Score: Raw -306335.493346 + Penalty 1559.561683 = -304775.931664 nChanged 14 SP:Iteration 43Q (4332.032351 sec): 3 clusters Score: Raw -306341.398564 + Penalty 1559.561683 = -304781.836881 nChanged 11 SP:Iteration 44Q (4332.045422 sec): 3 clusters Score: Raw -306345.177813 + Penalty 1559.561683 = -304785.616130 nChanged 5 SP:Iteration 45Q (4332.058326 sec): 3 clusters Score: Raw -306345.803948 + Penalty 1559.561683 = -304786.242265 nChanged 2 SP:Iteration 46Q (4332.071402 sec): 3 clusters Score: Raw -306346.238893 + Penalty 1559.561683 = -304786.677210 nChanged 2 SP:Iteration 47Q (4332.084295 sec): 3 clusters Score: Raw -306346.573919 + Penalty 1559.561683 = -304787.012236 nChanged 2 SP:Iteration 48Q (4332.097149 sec): 3 clusters Score: Raw -306347.183544 + Penalty 1559.561683 = -304787.621861 nChanged 3 SP:Iteration 49Q (4332.146057 sec): 3 clusters Score: Raw -306347.986914 + Penalty 1559.561683 = -304788.425232 nChanged 5 SP:Iteration 50Q (4332.199678 sec): 3 clusters Score: Raw -306349.444520 + Penalty 1559.561683 = -304789.882838 nChanged 3 SP:Iteration 51Q (4332.252262 sec): 3 clusters Score: Raw -306350.829284 + Penalty 1559.561683 = -304791.267601 nChanged 6 SP:Iteration 52Q (4332.301137 sec): 3 clusters Score: Raw -306352.734932 + Penalty 1559.561683 = -304793.173249 nChanged 5 SP:Iteration 53Q (4332.354109 sec): 3 clusters Score: Raw -306353.954258 + Penalty 1559.561683 = -304794.392575 nChanged 6 SP:Iteration 54Q (4332.404482 sec): 3 clusters Score: Raw -306355.021698 + Penalty 1559.561683 = -304795.460015 nChanged 4 SP:Iteration 55Q (4332.447671 sec): 3 clusters Score: Raw -306356.173357 + Penalty 1559.561683 = -304796.611675 nChanged 4 SP:Iteration 56Q (4332.499279 sec): 3 clusters Score: Raw -306357.483952 + Penalty 1559.561683 = -304797.922269 nChanged 4 SP:Iteration 57Q (4332.551479 sec): 3 clusters Score: Raw -306358.600728 + Penalty 1559.561683 = -304799.039045 nChanged 2 SP:Iteration 58Q (4332.599760 sec): 3 clusters Score: Raw -306359.281598 + Penalty 1559.561683 = -304799.719915 nChanged 2 SP:Iteration 59Q (4332.639759 sec): 3 clusters Score: Raw -306360.044816 + Penalty 1559.561683 = -304800.483133 nChanged 3 SP:Iteration 60F (4332.653753 sec): 3 clusters Score: Raw -306361.067869 + Penalty 1559.561683 = -304801.506186 nChanged 3 SP:Iteration 61Q (4332.666809 sec): 3 clusters Score: Raw -306361.673984 + Penalty 1559.561683 = -304802.112301 nChanged 2 SP:Iteration 62Q (4332.679762 sec): 3 clusters Score: Raw -306362.197406 + Penalty 1559.561683 = -304802.635723 nChanged 5 SP:Iteration 63Q (4332.695044 sec): 3 clusters Score: Raw -306363.251143 + Penalty 1559.561683 = -304803.689460 nChanged 8 SP:Iteration 64Q (4332.707982 sec): 3 clusters Score: Raw -306365.370859 + Penalty 1559.561683 = -304805.809176 nChanged 7 SP:Iteration 65Q (4332.747960 sec): 3 clusters Score: Raw -306369.005822 + Penalty 1559.561683 = -304809.444139 nChanged 11 SP:Iteration 66Q (4332.788331 sec): 3 clusters Score: Raw -306371.752113 + Penalty 1559.561683 = -304812.190430 nChanged 8 SP:Iteration 67Q (4332.839925 sec): 3 clusters Score: Raw -306373.694873 + Penalty 1559.561683 = -304814.133190 nChanged 11 SP:Iteration 68Q (4332.891773 sec): 3 clusters Score: Raw -306376.848325 + Penalty 1559.561683 = -304817.286642 nChanged 17 SP:Iteration 69Q (4332.943858 sec): 3 clusters Score: Raw -306383.782055 + Penalty 1559.561683 = -304824.220373 nChanged 12 SP:Iteration 70Q (4332.994810 sec): 3 clusters Score: Raw -306387.274580 + Penalty 1559.561683 = -304827.712897 nChanged 8 SP:Iteration 71Q (4333.047033 sec): 3 clusters Score: Raw -306389.513146 + Penalty 1559.561683 = -304829.951463 nChanged 11 SP:Iteration 72Q (4333.092027 sec): 3 clusters Score: Raw -306393.270267 + Penalty 1559.561683 = -304833.708584 nChanged 2 SP:Iteration 73Q (4333.145179 sec): 3 clusters Score: Raw -306393.745716 + Penalty 1559.561683 = -304834.184033 nChanged 2 SP:Iteration 74Q (4333.186746 sec): 3 clusters Score: Raw -306394.199855 + Penalty 1559.561683 = -304834.638172 nChanged 2 SP:Iteration 75Q (4333.237914 sec): 3 clusters Score: Raw -306394.966531 + Penalty 1559.561683 = -304835.404848 nChanged 1 SP:Iteration 76Q (4333.294857 sec): 3 clusters Score: Raw -306395.023623 + Penalty 1559.561683 = -304835.461940 nChanged 0 SP:Iteration 77F (4333.341509 sec): 3 clusters Score: Raw -306395.023623 + Penalty 1559.561683 = -304835.461940 nChanged 0 Trying to split cluster 10 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4333.358156 sec): 2 clusters Score: Raw -193247.377871 + Penalty 736.062710 = -192511.315162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4333.403460 sec): 3 clusters Score: Raw -192099.202694 + Penalty 1472.125420 = -190627.077274 nChanged 930 SP:Iteration 1F (4333.455840 sec): 3 clusters Score: Raw -192677.307181 + Penalty 1472.125420 = -191205.181762 nChanged 154 SP:Iteration 2F (4333.505373 sec): 3 clusters Score: Raw -192781.259161 + Penalty 1472.125420 = -191309.133741 nChanged 124 SP:Iteration 3F (4333.552451 sec): 3 clusters Score: Raw -192868.493767 + Penalty 1472.125420 = -191396.368348 nChanged 106 SP:Iteration 4Q (4333.603815 sec): 3 clusters Score: Raw -192944.841934 + Penalty 1472.125420 = -191472.716514 nChanged 103 SP:Iteration 5Q (4333.645688 sec): 3 clusters Score: Raw -193009.422526 + Penalty 1472.125420 = -191537.297106 nChanged 86 SP:Iteration 6Q (4333.696640 sec): 3 clusters Score: Raw -193065.721259 + Penalty 1472.125420 = -191593.595839 nChanged 81 SP:Iteration 7Q (4333.747036 sec): 3 clusters Score: Raw -193119.121765 + Penalty 1472.125420 = -191646.996345 nChanged 71 SP:Iteration 8Q (4333.788337 sec): 3 clusters Score: Raw -193163.840825 + Penalty 1472.125420 = -191691.715405 nChanged 63 SP:Iteration 9Q (4333.825178 sec): 3 clusters Score: Raw -193197.027702 + Penalty 1472.125420 = -191724.902282 nChanged 50 SP:Iteration 10Q (4333.869255 sec): 3 clusters Score: Raw -193222.793625 + Penalty 1472.125420 = -191750.668205 nChanged 43 SP:Iteration 11Q (4333.918913 sec): 3 clusters Score: Raw -193245.138317 + Penalty 1472.125420 = -191773.012897 nChanged 43 SP:Iteration 12Q (4333.968614 sec): 3 clusters Score: Raw -193265.144646 + Penalty 1472.125420 = -191793.019226 nChanged 42 SP:Iteration 13Q (4334.018804 sec): 3 clusters Score: Raw -193283.930822 + Penalty 1472.125420 = -191811.805402 nChanged 30 SP:Iteration 14Q (4334.060820 sec): 3 clusters Score: Raw -193300.090373 + Penalty 1472.125420 = -191827.964953 nChanged 28 SP:Iteration 15Q (4334.095240 sec): 3 clusters Score: Raw -193313.554088 + Penalty 1472.125420 = -191841.428668 nChanged 31 SP:Iteration 16Q (4334.145400 sec): 3 clusters Score: Raw -193328.788806 + Penalty 1472.125420 = -191856.663387 nChanged 29 SP:Iteration 17Q (4334.187431 sec): 3 clusters Score: Raw -193353.865698 + Penalty 1472.125420 = -191881.740278 nChanged 33 SP:Iteration 18Q (4334.235319 sec): 3 clusters Score: Raw -193378.776838 + Penalty 1472.125420 = -191906.651418 nChanged 43 SP:Iteration 19Q (4334.282437 sec): 3 clusters Score: Raw -193416.266177 + Penalty 1472.125420 = -191944.140758 nChanged 55 SP:Iteration 20F (4334.333358 sec): 3 clusters Score: Raw -193451.490557 + Penalty 1472.125420 = -191979.365137 nChanged 50 SP:Iteration 21Q (4334.383670 sec): 3 clusters Score: Raw -193482.792124 + Penalty 1472.125420 = -192010.666704 nChanged 36 SP:Iteration 22Q (4334.432163 sec): 3 clusters Score: Raw -193506.787983 + Penalty 1472.125420 = -192034.662564 nChanged 36 SP:Iteration 23Q (4334.478707 sec): 3 clusters Score: Raw -193524.681964 + Penalty 1472.125420 = -192052.556545 nChanged 34 SP:Iteration 24Q (4334.517440 sec): 3 clusters Score: Raw -193546.596513 + Penalty 1472.125420 = -192074.471093 nChanged 28 SP:Iteration 25Q (4334.568846 sec): 3 clusters Score: Raw -193560.437211 + Penalty 1472.125420 = -192088.311792 nChanged 16 SP:Iteration 26Q (4334.609551 sec): 3 clusters Score: Raw -193568.703417 + Penalty 1472.125420 = -192096.577997 nChanged 24 SP:Iteration 27Q (4334.659712 sec): 3 clusters Score: Raw -193582.158561 + Penalty 1472.125420 = -192110.033141 nChanged 21 SP:Iteration 28Q (4334.710139 sec): 3 clusters Score: Raw -193595.384692 + Penalty 1472.125420 = -192123.259272 nChanged 24 SP:Iteration 29Q (4334.749896 sec): 3 clusters Score: Raw -193611.984694 + Penalty 1472.125420 = -192139.859274 nChanged 20 SP:Iteration 30Q (4334.781355 sec): 3 clusters Score: Raw -193621.240291 + Penalty 1472.125420 = -192149.114872 nChanged 14 SP:Iteration 31Q (4334.830801 sec): 3 clusters Score: Raw -193626.866118 + Penalty 1472.125420 = -192154.740698 nChanged 14 SP:Iteration 32Q (4334.881281 sec): 3 clusters Score: Raw -193633.822272 + Penalty 1472.125420 = -192161.696852 nChanged 9 SP:Iteration 33Q (4334.931601 sec): 3 clusters Score: Raw -193637.101774 + Penalty 1472.125420 = -192164.976354 nChanged 8 SP:Iteration 34Q (4334.980963 sec): 3 clusters Score: Raw -193640.508801 + Penalty 1472.125420 = -192168.383381 nChanged 8 SP:Iteration 35Q (4335.026582 sec): 3 clusters Score: Raw -193644.295504 + Penalty 1472.125420 = -192172.170085 nChanged 9 SP:Iteration 36Q (4335.073508 sec): 3 clusters Score: Raw -193647.391784 + Penalty 1472.125420 = -192175.266364 nChanged 10 SP:Iteration 37Q (4335.122529 sec): 3 clusters Score: Raw -193649.877172 + Penalty 1472.125420 = -192177.751753 nChanged 9 SP:Iteration 38Q (4335.173785 sec): 3 clusters Score: Raw -193652.099252 + Penalty 1472.125420 = -192179.973832 nChanged 11 SP:Iteration 39Q (4335.219951 sec): 3 clusters Score: Raw -193654.764271 + Penalty 1472.125420 = -192182.638852 nChanged 3 SP:Iteration 40F (4335.265380 sec): 3 clusters Score: Raw -193657.065493 + Penalty 1472.125420 = -192184.940073 nChanged 2 SP:Iteration 41Q (4335.310298 sec): 3 clusters Score: Raw -193660.116900 + Penalty 1472.125420 = -192187.991481 nChanged 5 SP:Iteration 42Q (4335.360942 sec): 3 clusters Score: Raw -193661.845142 + Penalty 1472.125420 = -192189.719722 nChanged 7 SP:Iteration 43Q (4335.395927 sec): 3 clusters Score: Raw -193664.523857 + Penalty 1472.125420 = -192192.398437 nChanged 4 SP:Iteration 44Q (4335.439620 sec): 3 clusters Score: Raw -193667.156956 + Penalty 1472.125420 = -192195.031537 nChanged 3 SP:Iteration 45Q (4335.496187 sec): 3 clusters Score: Raw -193668.495136 + Penalty 1472.125420 = -192196.369717 nChanged 5 SP:Iteration 46Q (4335.539938 sec): 3 clusters Score: Raw -193669.684715 + Penalty 1472.125420 = -192197.559295 nChanged 3 SP:Iteration 47Q (4335.579036 sec): 3 clusters Score: Raw -193670.125223 + Penalty 1472.125420 = -192197.999803 nChanged 1 SP:Iteration 48Q (4335.630216 sec): 3 clusters Score: Raw -193670.515712 + Penalty 1472.125420 = -192198.390292 nChanged 7 SP:Iteration 49Q (4335.681293 sec): 3 clusters Score: Raw -193671.973475 + Penalty 1472.125420 = -192199.848056 nChanged 3 SP:Iteration 50Q (4335.716535 sec): 3 clusters Score: Raw -193672.522320 + Penalty 1472.125420 = -192200.396901 nChanged 2 SP:Iteration 51Q (4335.764538 sec): 3 clusters Score: Raw -193672.869376 + Penalty 1472.125420 = -192200.743956 nChanged 3 SP:Iteration 52Q (4335.809812 sec): 3 clusters Score: Raw -193673.606568 + Penalty 1472.125420 = -192201.481148 nChanged 3 SP:Iteration 53Q (4335.854969 sec): 3 clusters Score: Raw -193674.094338 + Penalty 1472.125420 = -192201.968918 nChanged 2 SP:Iteration 54Q (4335.905539 sec): 3 clusters Score: Raw -193674.322714 + Penalty 1472.125420 = -192202.197294 nChanged 0 SP:Iteration 55F (4335.951864 sec): 3 clusters Score: Raw -193674.322714 + Penalty 1472.125420 = -192202.197294 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4335.979133 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4336.006864 sec): 3 clusters Score: Raw -231569.074026 + Penalty 1490.554639 = -230078.519387 nChanged 1016 SP:Iteration 1F (4336.052202 sec): 3 clusters Score: Raw -232166.478294 + Penalty 1490.554639 = -230675.923655 nChanged 208 SP:Iteration 2F (4336.060995 sec): 3 clusters Score: Raw -232294.255791 + Penalty 1490.554639 = -230803.701152 nChanged 142 SP:Iteration 3F (4336.070416 sec): 3 clusters Score: Raw -232408.933809 + Penalty 1490.554639 = -230918.379169 nChanged 136 SP:Iteration 4F (4336.079701 sec): 3 clusters Score: Raw -232525.814688 + Penalty 1490.554639 = -231035.260049 nChanged 118 SP:Iteration 5Q (4336.089121 sec): 3 clusters Score: Raw -232617.032887 + Penalty 1490.554639 = -231126.478248 nChanged 105 SP:Iteration 6Q (4336.098455 sec): 3 clusters Score: Raw -232698.293760 + Penalty 1490.554639 = -231207.739121 nChanged 99 SP:Iteration 7Q (4336.107735 sec): 3 clusters Score: Raw -232790.886879 + Penalty 1490.554639 = -231300.332239 nChanged 80 SP:Iteration 8Q (4336.117067 sec): 3 clusters Score: Raw -232855.072941 + Penalty 1490.554639 = -231364.518302 nChanged 68 SP:Iteration 9Q (4336.126362 sec): 3 clusters Score: Raw -232904.265036 + Penalty 1490.554639 = -231413.710397 nChanged 71 SP:Iteration 10Q (4336.135634 sec): 3 clusters Score: Raw -232959.266548 + Penalty 1490.554639 = -231468.711909 nChanged 60 SP:Iteration 11Q (4336.144718 sec): 3 clusters Score: Raw -232999.956218 + Penalty 1490.554639 = -231509.401578 nChanged 44 SP:Iteration 12Q (4336.153906 sec): 3 clusters Score: Raw -233033.609990 + Penalty 1490.554639 = -231543.055351 nChanged 46 SP:Iteration 13Q (4336.200118 sec): 3 clusters Score: Raw -233079.409987 + Penalty 1490.554639 = -231588.855347 nChanged 48 SP:Iteration 14Q (4336.246623 sec): 3 clusters Score: Raw -233117.636664 + Penalty 1490.554639 = -231627.082025 nChanged 41 SP:Iteration 15Q (4336.297311 sec): 3 clusters Score: Raw -233149.657106 + Penalty 1490.554639 = -231659.102467 nChanged 30 SP:Iteration 16Q (4336.338527 sec): 3 clusters Score: Raw -233172.002136 + Penalty 1490.554639 = -231681.447497 nChanged 32 SP:Iteration 17Q (4336.389036 sec): 3 clusters Score: Raw -233199.742385 + Penalty 1490.554639 = -231709.187745 nChanged 26 SP:Iteration 18Q (4336.434546 sec): 3 clusters Score: Raw -233230.176534 + Penalty 1490.554639 = -231739.621894 nChanged 35 SP:Iteration 19Q (4336.478401 sec): 3 clusters Score: Raw -233265.409752 + Penalty 1490.554639 = -231774.855113 nChanged 27 SP:Iteration 20F (4336.531161 sec): 3 clusters Score: Raw -233283.481629 + Penalty 1490.554639 = -231792.926990 nChanged 8 SP:Iteration 21Q (4336.571375 sec): 3 clusters Score: Raw -233287.444535 + Penalty 1490.554639 = -231796.889895 nChanged 9 SP:Iteration 22Q (4336.610918 sec): 3 clusters Score: Raw -233290.485870 + Penalty 1490.554639 = -231799.931231 nChanged 6 SP:Iteration 23Q (4336.661935 sec): 3 clusters Score: Raw -233292.473642 + Penalty 1490.554639 = -231801.919003 nChanged 5 SP:Iteration 24Q (4336.716226 sec): 3 clusters Score: Raw -233294.022006 + Penalty 1490.554639 = -231803.467367 nChanged 3 SP:Iteration 25Q (4336.751743 sec): 3 clusters Score: Raw -233295.411176 + Penalty 1490.554639 = -231804.856536 nChanged 0 SP:Iteration 26F (4336.795805 sec): 3 clusters Score: Raw -233295.411176 + Penalty 1490.554639 = -231804.856536 nChanged 0 Trying to split cluster 12 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4336.822877 sec): 2 clusters Score: Raw -274832.555946 + Penalty 769.831956 = -274062.723990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4336.871257 sec): 3 clusters Score: Raw -273042.498370 + Penalty 1539.663913 = -271502.834457 nChanged 1354 SP:Iteration 1F (4336.922968 sec): 3 clusters Score: Raw -273813.648199 + Penalty 1539.663913 = -272273.984286 nChanged 262 SP:Iteration 2F (4336.979598 sec): 3 clusters Score: Raw -273982.280057 + Penalty 1539.663913 = -272442.616144 nChanged 200 SP:Iteration 3F (4337.003111 sec): 3 clusters Score: Raw -274105.791817 + Penalty 1539.663913 = -272566.127904 nChanged 184 SP:Iteration 4F (4337.054732 sec): 3 clusters Score: Raw -274239.072240 + Penalty 1539.663913 = -272699.408327 nChanged 154 SP:Iteration 5Q (4337.100710 sec): 3 clusters Score: Raw -274357.643381 + Penalty 1539.663913 = -272817.979468 nChanged 142 SP:Iteration 6Q (4337.152342 sec): 3 clusters Score: Raw -274476.760034 + Penalty 1539.663913 = -272937.096121 nChanged 127 SP:Iteration 7Q (4337.195921 sec): 3 clusters Score: Raw -274583.623871 + Penalty 1539.663913 = -273043.959958 nChanged 119 SP:Iteration 8Q (4337.253429 sec): 3 clusters Score: Raw -274687.508117 + Penalty 1539.663913 = -273147.844204 nChanged 115 SP:Iteration 9Q (4337.305500 sec): 3 clusters Score: Raw -274782.283468 + Penalty 1539.663913 = -273242.619555 nChanged 94 SP:Iteration 10Q (4337.340565 sec): 3 clusters Score: Raw -274868.176859 + Penalty 1539.663913 = -273328.512946 nChanged 80 SP:Iteration 11Q (4337.390044 sec): 3 clusters Score: Raw -274923.485301 + Penalty 1539.663913 = -273383.821388 nChanged 63 SP:Iteration 12Q (4337.438451 sec): 3 clusters Score: Raw -274956.659301 + Penalty 1539.663913 = -273416.995388 nChanged 44 SP:Iteration 13Q (4337.490190 sec): 3 clusters Score: Raw -274979.000287 + Penalty 1539.663913 = -273439.336374 nChanged 39 SP:Iteration 14Q (4337.540726 sec): 3 clusters Score: Raw -275000.035733 + Penalty 1539.663913 = -273460.371820 nChanged 36 SP:Iteration 15Q (4337.592861 sec): 3 clusters Score: Raw -275025.625994 + Penalty 1539.663913 = -273485.962081 nChanged 36 SP:Iteration 16Q (4337.645409 sec): 3 clusters Score: Raw -275049.650601 + Penalty 1539.663913 = -273509.986688 nChanged 45 SP:Iteration 17Q (4337.697703 sec): 3 clusters Score: Raw -275075.348698 + Penalty 1539.663913 = -273535.684785 nChanged 45 SP:Iteration 18Q (4337.709396 sec): 3 clusters Score: Raw -275104.148216 + Penalty 1539.663913 = -273564.484303 nChanged 43 SP:Iteration 19Q (4337.721202 sec): 3 clusters Score: Raw -275129.758903 + Penalty 1539.663913 = -273590.094990 nChanged 30 SP:Iteration 20F (4337.733060 sec): 3 clusters Score: Raw -275143.379971 + Penalty 1539.663913 = -273603.716059 nChanged 24 SP:Iteration 21Q (4337.744521 sec): 3 clusters Score: Raw -275151.253785 + Penalty 1539.663913 = -273611.589872 nChanged 18 SP:Iteration 22Q (4337.755965 sec): 3 clusters Score: Raw -275158.147922 + Penalty 1539.663913 = -273618.484009 nChanged 17 SP:Iteration 23Q (4337.777808 sec): 3 clusters Score: Raw -275166.578301 + Penalty 1539.663913 = -273626.914389 nChanged 14 SP:Iteration 24Q (4337.789353 sec): 3 clusters Score: Raw -275173.245393 + Penalty 1539.663913 = -273633.581480 nChanged 13 SP:Iteration 25Q (4337.839479 sec): 3 clusters Score: Raw -275179.356798 + Penalty 1539.663913 = -273639.692885 nChanged 15 SP:Iteration 26Q (4337.881210 sec): 3 clusters Score: Raw -275183.380380 + Penalty 1539.663913 = -273643.716468 nChanged 10 SP:Iteration 27Q (4337.933323 sec): 3 clusters Score: Raw -275186.842211 + Penalty 1539.663913 = -273647.178298 nChanged 9 SP:Iteration 28Q (4337.985822 sec): 3 clusters Score: Raw -275189.141107 + Penalty 1539.663913 = -273649.477194 nChanged 6 SP:Iteration 29Q (4338.027383 sec): 3 clusters Score: Raw -275190.718099 + Penalty 1539.663913 = -273651.054187 nChanged 5 SP:Iteration 30Q (4338.082189 sec): 3 clusters Score: Raw -275191.675346 + Penalty 1539.663913 = -273652.011433 nChanged 0 SP:Iteration 31F (4338.118571 sec): 3 clusters Score: Raw -275191.675346 + Penalty 1539.663913 = -273652.011433 nChanged 0 Trying to split cluster 13 (4881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4338.144783 sec): 2 clusters Score: Raw -376204.004067 + Penalty 806.845013 = -375397.159054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4338.191955 sec): 3 clusters Score: Raw -373485.177705 + Penalty 1613.690025 = -371871.487680 nChanged 2092 SP:Iteration 1F (4338.240639 sec): 3 clusters Score: Raw -374642.101549 + Penalty 1613.690025 = -373028.411524 nChanged 373 SP:Iteration 2F (4338.290706 sec): 3 clusters Score: Raw -374859.885972 + Penalty 1613.690025 = -373246.195947 nChanged 333 SP:Iteration 3F (4338.343990 sec): 3 clusters Score: Raw -375109.247278 + Penalty 1613.690025 = -373495.557253 nChanged 329 SP:Iteration 4F (4338.397259 sec): 3 clusters Score: Raw -375342.227725 + Penalty 1613.690025 = -373728.537699 nChanged 283 SP:Iteration 5F (4338.440731 sec): 3 clusters Score: Raw -375529.760498 + Penalty 1613.690025 = -373916.070473 nChanged 264 SP:Iteration 6F (4338.486481 sec): 3 clusters Score: Raw -375734.336819 + Penalty 1613.690025 = -374120.646794 nChanged 242 SP:Iteration 7Q (4338.530454 sec): 3 clusters Score: Raw -375899.855197 + Penalty 1613.690025 = -374286.165171 nChanged 189 SP:Iteration 8Q (4338.576158 sec): 3 clusters Score: Raw -376007.896995 + Penalty 1613.690025 = -374394.206970 nChanged 132 SP:Iteration 9Q (4338.638150 sec): 3 clusters Score: Raw -376068.577660 + Penalty 1613.690025 = -374454.887635 nChanged 111 SP:Iteration 10Q (4338.669823 sec): 3 clusters Score: Raw -376114.435741 + Penalty 1613.690025 = -374500.745716 nChanged 89 SP:Iteration 11Q (4338.728473 sec): 3 clusters Score: Raw -376142.993765 + Penalty 1613.690025 = -374529.303739 nChanged 66 SP:Iteration 12Q (4338.768356 sec): 3 clusters Score: Raw -376163.473454 + Penalty 1613.690025 = -374549.783429 nChanged 62 SP:Iteration 13Q (4338.821334 sec): 3 clusters Score: Raw -376183.586219 + Penalty 1613.690025 = -374569.896194 nChanged 53 SP:Iteration 14Q (4338.875306 sec): 3 clusters Score: Raw -376199.524499 + Penalty 1613.690025 = -374585.834474 nChanged 52 SP:Iteration 15Q (4338.928235 sec): 3 clusters Score: Raw -376212.309713 + Penalty 1613.690025 = -374598.619687 nChanged 34 SP:Iteration 16Q (4338.977601 sec): 3 clusters Score: Raw -376220.479898 + Penalty 1613.690025 = -374606.789873 nChanged 30 SP:Iteration 17Q (4339.016194 sec): 3 clusters Score: Raw -376226.451936 + Penalty 1613.690025 = -374612.761911 nChanged 26 SP:Iteration 18Q (4339.062210 sec): 3 clusters Score: Raw -376231.345535 + Penalty 1613.690025 = -374617.655510 nChanged 19 SP:Iteration 19Q (4339.115259 sec): 3 clusters Score: Raw -376234.494276 + Penalty 1613.690025 = -374620.804251 nChanged 18 SP:Iteration 20F (4339.155647 sec): 3 clusters Score: Raw -376236.340222 + Penalty 1613.690025 = -374622.650196 nChanged 4 SP:Iteration 21Q (4339.208728 sec): 3 clusters Score: Raw -376236.669020 + Penalty 1613.690025 = -374622.978995 nChanged 4 SP:Iteration 22Q (4339.252364 sec): 3 clusters Score: Raw -376237.092406 + Penalty 1613.690025 = -374623.402381 nChanged 6 SP:Iteration 23Q (4339.304134 sec): 3 clusters Score: Raw -376237.764925 + Penalty 1613.690025 = -374624.074900 nChanged 4 SP:Iteration 24Q (4339.358256 sec): 3 clusters Score: Raw -376238.138686 + Penalty 1613.690025 = -374624.448661 nChanged 3 SP:Iteration 25Q (4339.404453 sec): 3 clusters Score: Raw -376238.357789 + Penalty 1613.690025 = -374624.667764 nChanged 2 SP:Iteration 26Q (4339.471428 sec): 3 clusters Score: Raw -376238.660098 + Penalty 1613.690025 = -374624.970073 nChanged 5 SP:Iteration 27Q (4339.510552 sec): 3 clusters Score: Raw -376239.313134 + Penalty 1613.690025 = -374625.623109 nChanged 3 SP:Iteration 28Q (4339.552598 sec): 3 clusters Score: Raw -376239.831557 + Penalty 1613.690025 = -374626.141532 nChanged 6 SP:Iteration 29Q (4339.603239 sec): 3 clusters Score: Raw -376240.842354 + Penalty 1613.690025 = -374627.152329 nChanged 3 SP:Iteration 30Q (4339.655980 sec): 3 clusters Score: Raw -376241.428396 + Penalty 1613.690025 = -374627.738371 nChanged 3 SP:Iteration 31Q (4339.709631 sec): 3 clusters Score: Raw -376241.927759 + Penalty 1613.690025 = -374628.237734 nChanged 5 SP:Iteration 32Q (4339.763096 sec): 3 clusters Score: Raw -376242.495038 + Penalty 1613.690025 = -374628.805013 nChanged 3 SP:Iteration 33Q (4339.790716 sec): 3 clusters Score: Raw -376242.803320 + Penalty 1613.690025 = -374629.113295 nChanged 3 SP:Iteration 34Q (4339.819805 sec): 3 clusters Score: Raw -376243.028261 + Penalty 1613.690025 = -374629.338236 nChanged 1 SP:Iteration 35Q (4339.870569 sec): 3 clusters Score: Raw -376243.097071 + Penalty 1613.690025 = -374629.407045 nChanged 2 SP:Iteration 36Q (4339.919117 sec): 3 clusters Score: Raw -376243.258708 + Penalty 1613.690025 = -374629.568683 nChanged 1 SP:Iteration 37Q (4339.971887 sec): 3 clusters Score: Raw -376243.382993 + Penalty 1613.690025 = -374629.692968 nChanged 1 SP:Iteration 38Q (4340.025677 sec): 3 clusters Score: Raw -376243.424593 + Penalty 1613.690025 = -374629.734567 nChanged 1 SP:Iteration 39Q (4340.078669 sec): 3 clusters Score: Raw -376243.542766 + Penalty 1613.690025 = -374629.852741 nChanged 2 SP:Iteration 40F (4340.122184 sec): 3 clusters Score: Raw -376243.805374 + Penalty 1613.690025 = -374630.115349 nChanged 5 SP:Iteration 41Q (4340.169490 sec): 3 clusters Score: Raw -376244.131803 + Penalty 1613.690025 = -374630.441778 nChanged 0 SP:Iteration 42F (4340.208281 sec): 3 clusters Score: Raw -376244.131803 + Penalty 1613.690025 = -374630.441778 nChanged 0 Trying to split cluster 14 (27783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4340.263558 sec): 2 clusters Score: Raw -2348911.628764 + Penalty 972.057062 = -2347939.571702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4340.348962 sec): 3 clusters Score: Raw -2331257.567310 + Penalty 1944.114124 = -2329313.453185 nChanged 13007 SP:Iteration 1F (4340.423528 sec): 3 clusters Score: Raw -2338971.400562 + Penalty 1944.114124 = -2337027.286438 nChanged 1490 SP:Iteration 2F (4340.502329 sec): 3 clusters Score: Raw -2339592.765759 + Penalty 1944.114124 = -2337648.651635 nChanged 1619 SP:Iteration 3F (4340.570228 sec): 3 clusters Score: Raw -2340401.071877 + Penalty 1944.114124 = -2338456.957753 nChanged 1789 SP:Iteration 4F (4340.651752 sec): 3 clusters Score: Raw -2341535.402926 + Penalty 1944.114124 = -2339591.288801 nChanged 1923 SP:Iteration 5F (4340.725143 sec): 3 clusters Score: Raw -2343035.239822 + Penalty 1944.114124 = -2341091.125698 nChanged 1917 SP:Iteration 6F (4340.791122 sec): 3 clusters Score: Raw -2344691.759104 + Penalty 1944.114124 = -2342747.644980 nChanged 1565 SP:Iteration 7F (4340.880154 sec): 3 clusters Score: Raw -2346066.804288 + Penalty 1944.114124 = -2344122.690164 nChanged 1206 SP:Iteration 8Q (4340.955171 sec): 3 clusters Score: Raw -2347105.244429 + Penalty 1944.114124 = -2345161.130305 nChanged 848 SP:Iteration 9Q (4341.034198 sec): 3 clusters Score: Raw -2347800.893073 + Penalty 1944.114124 = -2345856.778948 nChanged 581 SP:Iteration 10Q (4341.111984 sec): 3 clusters Score: Raw -2348291.830190 + Penalty 1944.114124 = -2346347.716065 nChanged 400 SP:Iteration 11Q (4341.183724 sec): 3 clusters Score: Raw -2348615.098957 + Penalty 1944.114124 = -2346670.984833 nChanged 240 SP:Iteration 12Q (4341.258670 sec): 3 clusters Score: Raw -2348791.932474 + Penalty 1944.114124 = -2346847.818349 nChanged 157 SP:Iteration 13Q (4341.331125 sec): 3 clusters Score: Raw -2348912.319730 + Penalty 1944.114124 = -2346968.205605 nChanged 88 SP:Iteration 14Q (4341.379184 sec): 3 clusters Score: Raw -2348978.158290 + Penalty 1944.114124 = -2347034.044166 nChanged 59 SP:Iteration 15Q (4341.468518 sec): 3 clusters Score: Raw -2349019.824012 + Penalty 1944.114124 = -2347075.709888 nChanged 34 SP:Iteration 16Q (4341.535386 sec): 3 clusters Score: Raw -2349038.830393 + Penalty 1944.114124 = -2347094.716268 nChanged 22 SP:Iteration 17Q (4341.573281 sec): 3 clusters Score: Raw -2349057.901624 + Penalty 1944.114124 = -2347113.787499 nChanged 24 SP:Iteration 18Q (4341.651744 sec): 3 clusters Score: Raw -2349077.534087 + Penalty 1944.114124 = -2347133.419963 nChanged 19 SP:Iteration 19Q (4341.728631 sec): 3 clusters Score: Raw -2349089.615712 + Penalty 1944.114124 = -2347145.501587 nChanged 18 SP:Iteration 20F (4341.811523 sec): 3 clusters Score: Raw -2349101.446882 + Penalty 1944.114124 = -2347157.332758 nChanged 21 SP:Iteration 21Q (4341.869901 sec): 3 clusters Score: Raw -2349118.910457 + Penalty 1944.114124 = -2347174.796333 nChanged 15 SP:Iteration 22Q (4341.946495 sec): 3 clusters Score: Raw -2349131.578151 + Penalty 1944.114124 = -2347187.464027 nChanged 9 SP:Iteration 23Q (4342.015017 sec): 3 clusters Score: Raw -2349142.168758 + Penalty 1944.114124 = -2347198.054633 nChanged 10 SP:Iteration 24Q (4342.089226 sec): 3 clusters Score: Raw -2349147.142753 + Penalty 1944.114124 = -2347203.028629 nChanged 4 SP:Iteration 25Q (4342.161561 sec): 3 clusters Score: Raw -2349149.460207 + Penalty 1944.114124 = -2347205.346083 nChanged 6 SP:Iteration 26Q (4342.232189 sec): 3 clusters Score: Raw -2349153.489892 + Penalty 1944.114124 = -2347209.375768 nChanged 2 SP:Iteration 27Q (4342.295913 sec): 3 clusters Score: Raw -2349155.888904 + Penalty 1944.114124 = -2347211.774780 nChanged 5 SP:Iteration 28Q (4342.364126 sec): 3 clusters Score: Raw -2349159.987283 + Penalty 1944.114124 = -2347215.873159 nChanged 2 SP:Iteration 29Q (4342.437462 sec): 3 clusters Score: Raw -2349161.990479 + Penalty 1944.114124 = -2347217.876354 nChanged 3 SP:Iteration 30Q (4342.518375 sec): 3 clusters Score: Raw -2349165.509631 + Penalty 1944.114124 = -2347221.395507 nChanged 2 SP:Iteration 31Q (4342.585123 sec): 3 clusters Score: Raw -2349167.453630 + Penalty 1944.114124 = -2347223.339505 nChanged 3 SP:Iteration 32Q (4342.652047 sec): 3 clusters Score: Raw -2349170.244422 + Penalty 1944.114124 = -2347226.130297 nChanged 4 SP:Iteration 33Q (4342.718788 sec): 3 clusters Score: Raw -2349173.557202 + Penalty 1944.114124 = -2347229.443078 nChanged 1 SP:Iteration 34Q (4342.785666 sec): 3 clusters Score: Raw -2349175.257340 + Penalty 1944.114124 = -2347231.143216 nChanged 4 SP:Iteration 35Q (4342.843431 sec): 3 clusters Score: Raw -2349182.075993 + Penalty 1944.114124 = -2347237.961869 nChanged 6 SP:Iteration 36Q (4342.924956 sec): 3 clusters Score: Raw -2349187.912863 + Penalty 1944.114124 = -2347243.798738 nChanged 6 SP:Iteration 37Q (4342.996476 sec): 3 clusters Score: Raw -2349198.058963 + Penalty 1944.114124 = -2347253.944838 nChanged 6 SP:Iteration 38Q (4343.050722 sec): 3 clusters Score: Raw -2349205.585179 + Penalty 1944.114124 = -2347261.471054 nChanged 3 SP:Iteration 39Q (4343.114474 sec): 3 clusters Score: Raw -2349208.932009 + Penalty 1944.114124 = -2347264.817884 nChanged 6 SP:Iteration 40F (4343.194515 sec): 3 clusters Score: Raw -2349214.347197 + Penalty 1944.114124 = -2347270.233073 nChanged 5 SP:Iteration 41Q (4343.253701 sec): 3 clusters Score: Raw -2349217.780176 + Penalty 1944.114124 = -2347273.666052 nChanged 5 SP:Iteration 42Q (4343.316089 sec): 3 clusters Score: Raw -2349224.732211 + Penalty 1944.114124 = -2347280.618086 nChanged 4 SP:Iteration 43Q (4343.384643 sec): 3 clusters Score: Raw -2349229.178006 + Penalty 1944.114124 = -2347285.063881 nChanged 4 SP:Iteration 44Q (4343.459195 sec): 3 clusters Score: Raw -2349230.776281 + Penalty 1944.114124 = -2347286.662157 nChanged 2 SP:Iteration 45Q (4343.530236 sec): 3 clusters Score: Raw -2349231.694336 + Penalty 1944.114124 = -2347287.580212 nChanged 0 SP:Iteration 46F (4343.579208 sec): 3 clusters Score: Raw -2349231.694336 + Penalty 1944.114124 = -2347287.580212 nChanged 0 Trying to split cluster 15 (8690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4343.613113 sec): 2 clusters Score: Raw -737897.116690 + Penalty 861.643181 = -737035.473509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4343.672965 sec): 3 clusters Score: Raw -732815.859545 + Penalty 1723.286361 = -731092.573183 nChanged 3842 SP:Iteration 1F (4343.722990 sec): 3 clusters Score: Raw -734956.095694 + Penalty 1723.286361 = -733232.809332 nChanged 453 SP:Iteration 2F (4343.776787 sec): 3 clusters Score: Raw -735157.151021 + Penalty 1723.286361 = -733433.864659 nChanged 434 SP:Iteration 3Q (4343.829708 sec): 3 clusters Score: Raw -735355.406364 + Penalty 1723.286361 = -733632.120003 nChanged 428 SP:Iteration 4Q (4343.892105 sec): 3 clusters Score: Raw -735582.241008 + Penalty 1723.286361 = -733858.954647 nChanged 423 SP:Iteration 5Q (4343.948824 sec): 3 clusters Score: Raw -735785.915287 + Penalty 1723.286361 = -734062.628925 nChanged 406 SP:Iteration 6Q (4344.007459 sec): 3 clusters Score: Raw -736012.680574 + Penalty 1723.286361 = -734289.394212 nChanged 414 SP:Iteration 7Q (4344.064833 sec): 3 clusters Score: Raw -736272.596518 + Penalty 1723.286361 = -734549.310156 nChanged 416 SP:Iteration 8Q (4344.120441 sec): 3 clusters Score: Raw -736532.662001 + Penalty 1723.286361 = -734809.375640 nChanged 382 SP:Iteration 9Q (4344.172113 sec): 3 clusters Score: Raw -736766.613310 + Penalty 1723.286361 = -735043.326949 nChanged 322 SP:Iteration 10Q (4344.230898 sec): 3 clusters Score: Raw -736951.962108 + Penalty 1723.286361 = -735228.675747 nChanged 270 SP:Iteration 11Q (4344.289020 sec): 3 clusters Score: Raw -737081.350112 + Penalty 1723.286361 = -735358.063751 nChanged 208 SP:Iteration 12Q (4344.347208 sec): 3 clusters Score: Raw -737161.528292 + Penalty 1723.286361 = -735438.241931 nChanged 151 SP:Iteration 13Q (4344.397694 sec): 3 clusters Score: Raw -737216.451020 + Penalty 1723.286361 = -735493.164658 nChanged 131 SP:Iteration 14Q (4344.449855 sec): 3 clusters Score: Raw -737271.312798 + Penalty 1723.286361 = -735548.026437 nChanged 135 SP:Iteration 15Q (4344.505795 sec): 3 clusters Score: Raw -737331.617644 + Penalty 1723.286361 = -735608.331283 nChanged 130 SP:Iteration 16Q (4344.555565 sec): 3 clusters Score: Raw -737387.837619 + Penalty 1723.286361 = -735664.551257 nChanged 128 SP:Iteration 17Q (4344.614024 sec): 3 clusters Score: Raw -737441.318417 + Penalty 1723.286361 = -735718.032056 nChanged 130 SP:Iteration 18Q (4344.667624 sec): 3 clusters Score: Raw -737499.258450 + Penalty 1723.286361 = -735775.972089 nChanged 119 SP:Iteration 19Q (4344.715498 sec): 3 clusters Score: Raw -737556.441277 + Penalty 1723.286361 = -735833.154915 nChanged 123 SP:Iteration 20F (4344.772830 sec): 3 clusters Score: Raw -737611.771053 + Penalty 1723.286361 = -735888.484692 nChanged 122 SP:Iteration 21Q (4344.841674 sec): 3 clusters Score: Raw -737663.582880 + Penalty 1723.286361 = -735940.296518 nChanged 112 SP:Iteration 22Q (4344.888471 sec): 3 clusters Score: Raw -737711.303962 + Penalty 1723.286361 = -735988.017600 nChanged 129 SP:Iteration 23Q (4344.947307 sec): 3 clusters Score: Raw -737763.864541 + Penalty 1723.286361 = -736040.578179 nChanged 100 SP:Iteration 24Q (4345.005126 sec): 3 clusters Score: Raw -737804.695978 + Penalty 1723.286361 = -736081.409616 nChanged 85 SP:Iteration 25Q (4345.061996 sec): 3 clusters Score: Raw -737837.037865 + Penalty 1723.286361 = -736113.751503 nChanged 74 SP:Iteration 26Q (4345.119514 sec): 3 clusters Score: Raw -737864.360812 + Penalty 1723.286361 = -736141.074451 nChanged 59 SP:Iteration 27Q (4345.177400 sec): 3 clusters Score: Raw -737880.652853 + Penalty 1723.286361 = -736157.366492 nChanged 46 SP:Iteration 28Q (4345.222372 sec): 3 clusters Score: Raw -737892.547361 + Penalty 1723.286361 = -736169.260999 nChanged 33 SP:Iteration 29Q (4345.280495 sec): 3 clusters Score: Raw -737901.992309 + Penalty 1723.286361 = -736178.705947 nChanged 40 SP:Iteration 30Q (4345.336225 sec): 3 clusters Score: Raw -737914.236095 + Penalty 1723.286361 = -736190.949733 nChanged 48 SP:Iteration 31Q (4345.393388 sec): 3 clusters Score: Raw -737929.630544 + Penalty 1723.286361 = -736206.344183 nChanged 40 SP:Iteration 32Q (4345.446324 sec): 3 clusters Score: Raw -737942.474757 + Penalty 1723.286361 = -736219.188396 nChanged 46 SP:Iteration 33Q (4345.500798 sec): 3 clusters Score: Raw -737959.018373 + Penalty 1723.286361 = -736235.732012 nChanged 41 SP:Iteration 34Q (4345.548431 sec): 3 clusters Score: Raw -737973.010037 + Penalty 1723.286361 = -736249.723676 nChanged 43 SP:Iteration 35Q (4345.601519 sec): 3 clusters Score: Raw -737992.123849 + Penalty 1723.286361 = -736268.837488 nChanged 41 SP:Iteration 36Q (4345.660424 sec): 3 clusters Score: Raw -738006.326618 + Penalty 1723.286361 = -736283.040257 nChanged 39 SP:Iteration 37Q (4345.705813 sec): 3 clusters Score: Raw -738017.068238 + Penalty 1723.286361 = -736293.781877 nChanged 32 SP:Iteration 38Q (4345.766674 sec): 3 clusters Score: Raw -738028.753942 + Penalty 1723.286361 = -736305.467580 nChanged 30 SP:Iteration 39Q (4345.819802 sec): 3 clusters Score: Raw -738037.325573 + Penalty 1723.286361 = -736314.039212 nChanged 22 SP:Iteration 40F (4345.868794 sec): 3 clusters Score: Raw -738045.126330 + Penalty 1723.286361 = -736321.839969 nChanged 22 SP:Iteration 41Q (4345.937233 sec): 3 clusters Score: Raw -738052.507204 + Penalty 1723.286361 = -736329.220842 nChanged 17 SP:Iteration 42Q (4345.980830 sec): 3 clusters Score: Raw -738058.312654 + Penalty 1723.286361 = -736335.026293 nChanged 21 SP:Iteration 43Q (4346.036340 sec): 3 clusters Score: Raw -738065.512528 + Penalty 1723.286361 = -736342.226166 nChanged 22 SP:Iteration 44Q (4346.101503 sec): 3 clusters Score: Raw -738072.331410 + Penalty 1723.286361 = -736349.045049 nChanged 22 SP:Iteration 45Q (4346.161113 sec): 3 clusters Score: Raw -738078.266284 + Penalty 1723.286361 = -736354.979923 nChanged 17 SP:Iteration 46Q (4346.206478 sec): 3 clusters Score: Raw -738081.503165 + Penalty 1723.286361 = -736358.216803 nChanged 16 SP:Iteration 47Q (4346.266278 sec): 3 clusters Score: Raw -738087.441553 + Penalty 1723.286361 = -736364.155192 nChanged 20 SP:Iteration 48Q (4346.305389 sec): 3 clusters Score: Raw -738095.439369 + Penalty 1723.286361 = -736372.153008 nChanged 14 SP:Iteration 49Q (4346.362295 sec): 3 clusters Score: Raw -738101.012891 + Penalty 1723.286361 = -736377.726530 nChanged 11 SP:Iteration 50Q (4346.423882 sec): 3 clusters Score: Raw -738103.437406 + Penalty 1723.286361 = -736380.151045 nChanged 5 SP:Iteration 51Q (4346.461771 sec): 3 clusters Score: Raw -738104.606337 + Penalty 1723.286361 = -736381.319975 nChanged 5 SP:Iteration 52Q (4346.510267 sec): 3 clusters Score: Raw -738106.382949 + Penalty 1723.286361 = -736383.096588 nChanged 8 SP:Iteration 53Q (4346.561784 sec): 3 clusters Score: Raw -738107.835697 + Penalty 1723.286361 = -736384.549335 nChanged 7 SP:Iteration 54Q (4346.610722 sec): 3 clusters Score: Raw -738109.902841 + Penalty 1723.286361 = -736386.616480 nChanged 10 SP:Iteration 55Q (4346.654203 sec): 3 clusters Score: Raw -738112.986437 + Penalty 1723.286361 = -736389.700075 nChanged 10 SP:Iteration 56Q (4346.704650 sec): 3 clusters Score: Raw -738116.142995 + Penalty 1723.286361 = -736392.856633 nChanged 11 SP:Iteration 57Q (4346.764648 sec): 3 clusters Score: Raw -738119.980451 + Penalty 1723.286361 = -736396.694089 nChanged 10 SP:Iteration 58Q (4346.808268 sec): 3 clusters Score: Raw -738122.973943 + Penalty 1723.286361 = -736399.687581 nChanged 11 SP:Iteration 59Q (4346.855332 sec): 3 clusters Score: Raw -738126.628087 + Penalty 1723.286361 = -736403.341726 nChanged 15 SP:Iteration 60F (4346.912401 sec): 3 clusters Score: Raw -738130.210931 + Penalty 1723.286361 = -736406.924570 nChanged 10 SP:Iteration 61Q (4346.965790 sec): 3 clusters Score: Raw -738132.363295 + Penalty 1723.286361 = -736409.076933 nChanged 13 SP:Iteration 62Q (4347.022602 sec): 3 clusters Score: Raw -738136.396294 + Penalty 1723.286361 = -736413.109933 nChanged 8 SP:Iteration 63Q (4347.079356 sec): 3 clusters Score: Raw -738138.093546 + Penalty 1723.286361 = -736414.807184 nChanged 5 SP:Iteration 64Q (4347.124337 sec): 3 clusters Score: Raw -738139.138626 + Penalty 1723.286361 = -736415.852264 nChanged 3 SP:Iteration 65Q (4347.176348 sec): 3 clusters Score: Raw -738139.999317 + Penalty 1723.286361 = -736416.712956 nChanged 4 SP:Iteration 66Q (4347.232601 sec): 3 clusters Score: Raw -738141.724444 + Penalty 1723.286361 = -736418.438082 nChanged 5 SP:Iteration 67Q (4347.289485 sec): 3 clusters Score: Raw -738142.808163 + Penalty 1723.286361 = -736419.521802 nChanged 2 SP:Iteration 68Q (4347.342433 sec): 3 clusters Score: Raw -738143.036072 + Penalty 1723.286361 = -736419.749710 nChanged 0 SP:Iteration 69F (4347.398099 sec): 3 clusters Score: Raw -738143.036072 + Penalty 1723.286361 = -736419.749710 nChanged 0 Trying to split cluster 16 (35444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4347.459835 sec): 2 clusters Score: Raw -2884719.499891 + Penalty 995.192380 = -2883724.307511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4347.553630 sec): 3 clusters Score: Raw -2862055.547089 + Penalty 1990.384760 = -2860065.162329 nChanged 16787 SP:Iteration 1F (4347.639670 sec): 3 clusters Score: Raw -2871752.138714 + Penalty 1990.384760 = -2869761.753954 nChanged 1702 SP:Iteration 2Q (4347.726923 sec): 3 clusters Score: Raw -2872341.405465 + Penalty 1990.384760 = -2870351.020705 nChanged 1792 SP:Iteration 3F (4347.804776 sec): 3 clusters Score: Raw -2873042.768977 + Penalty 1990.384760 = -2871052.384217 nChanged 1872 SP:Iteration 4F (4347.889833 sec): 3 clusters Score: Raw -2873808.013375 + Penalty 1990.384760 = -2871817.628615 nChanged 1896 SP:Iteration 5F (4347.969289 sec): 3 clusters Score: Raw -2874691.237766 + Penalty 1990.384760 = -2872700.853005 nChanged 1902 SP:Iteration 6F (4348.052111 sec): 3 clusters Score: Raw -2875594.685085 + Penalty 1990.384760 = -2873604.300325 nChanged 1800 SP:Iteration 7F (4348.133719 sec): 3 clusters Score: Raw -2876529.525359 + Penalty 1990.384760 = -2874539.140598 nChanged 1774 SP:Iteration 8F (4348.223346 sec): 3 clusters Score: Raw -2877580.382267 + Penalty 1990.384760 = -2875589.997507 nChanged 1658 SP:Iteration 9Q (4348.297321 sec): 3 clusters Score: Raw -2878655.077930 + Penalty 1990.384760 = -2876664.693170 nChanged 1558 SP:Iteration 10Q (4348.383576 sec): 3 clusters Score: Raw -2879572.609411 + Penalty 1990.384760 = -2877582.224650 nChanged 1276 SP:Iteration 11Q (4348.469225 sec): 3 clusters Score: Raw -2880258.808021 + Penalty 1990.384760 = -2878268.423261 nChanged 1014 SP:Iteration 12Q (4348.551397 sec): 3 clusters Score: Raw -2880770.949569 + Penalty 1990.384760 = -2878780.564809 nChanged 794 SP:Iteration 13Q (4348.619957 sec): 3 clusters Score: Raw -2881175.549351 + Penalty 1990.384760 = -2879185.164590 nChanged 657 SP:Iteration 14Q (4348.707294 sec): 3 clusters Score: Raw -2881498.855027 + Penalty 1990.384760 = -2879508.470267 nChanged 562 SP:Iteration 15Q (4348.789348 sec): 3 clusters Score: Raw -2881791.373170 + Penalty 1990.384760 = -2879800.988410 nChanged 564 SP:Iteration 16Q (4348.866429 sec): 3 clusters Score: Raw -2882092.698769 + Penalty 1990.384760 = -2880102.314008 nChanged 589 SP:Iteration 17Q (4348.949850 sec): 3 clusters Score: Raw -2882369.537593 + Penalty 1990.384760 = -2880379.152833 nChanged 503 SP:Iteration 18Q (4349.039372 sec): 3 clusters Score: Raw -2882591.387498 + Penalty 1990.384760 = -2880601.002737 nChanged 495 SP:Iteration 19Q (4349.124008 sec): 3 clusters Score: Raw -2882786.058026 + Penalty 1990.384760 = -2880795.673266 nChanged 440 SP:Iteration 20F (4349.212392 sec): 3 clusters Score: Raw -2882963.761982 + Penalty 1990.384760 = -2880973.377221 nChanged 404 SP:Iteration 21Q (4349.295891 sec): 3 clusters Score: Raw -2883117.016422 + Penalty 1990.384760 = -2881126.631661 nChanged 375 SP:Iteration 22Q (4349.388006 sec): 3 clusters Score: Raw -2883260.260041 + Penalty 1990.384760 = -2881269.875281 nChanged 368 SP:Iteration 23Q (4349.464441 sec): 3 clusters Score: Raw -2883393.090413 + Penalty 1990.384760 = -2881402.705653 nChanged 322 SP:Iteration 24Q (4349.545819 sec): 3 clusters Score: Raw -2883505.687524 + Penalty 1990.384760 = -2881515.302763 nChanged 304 SP:Iteration 25Q (4349.635984 sec): 3 clusters Score: Raw -2883605.709716 + Penalty 1990.384760 = -2881615.324956 nChanged 290 SP:Iteration 26Q (4349.715930 sec): 3 clusters Score: Raw -2883697.746026 + Penalty 1990.384760 = -2881707.361265 nChanged 266 SP:Iteration 27Q (4349.792848 sec): 3 clusters Score: Raw -2883780.001038 + Penalty 1990.384760 = -2881789.616278 nChanged 259 SP:Iteration 28Q (4349.872354 sec): 3 clusters Score: Raw -2883853.980851 + Penalty 1990.384760 = -2881863.596091 nChanged 203 SP:Iteration 29Q (4349.966738 sec): 3 clusters Score: Raw -2883900.691593 + Penalty 1990.384760 = -2881910.306833 nChanged 178 SP:Iteration 30Q (4350.055141 sec): 3 clusters Score: Raw -2883938.020452 + Penalty 1990.384760 = -2881947.635692 nChanged 169 SP:Iteration 31Q (4350.122895 sec): 3 clusters Score: Raw -2883972.157092 + Penalty 1990.384760 = -2881981.772332 nChanged 158 SP:Iteration 32Q (4350.206556 sec): 3 clusters Score: Raw -2884002.274782 + Penalty 1990.384760 = -2882011.890022 nChanged 167 SP:Iteration 33Q (4350.285843 sec): 3 clusters Score: Raw -2884033.832833 + Penalty 1990.384760 = -2882043.448073 nChanged 162 SP:Iteration 34Q (4350.378303 sec): 3 clusters Score: Raw -2884065.092225 + Penalty 1990.384760 = -2882074.707465 nChanged 161 SP:Iteration 35Q (4350.455042 sec): 3 clusters Score: Raw -2884095.825989 + Penalty 1990.384760 = -2882105.441229 nChanged 146 SP:Iteration 36Q (4350.517606 sec): 3 clusters Score: Raw -2884119.411756 + Penalty 1990.384760 = -2882129.026995 nChanged 125 SP:Iteration 37Q (4350.604128 sec): 3 clusters Score: Raw -2884137.112924 + Penalty 1990.384760 = -2882146.728164 nChanged 109 SP:Iteration 38Q (4350.682561 sec): 3 clusters Score: Raw -2884154.775938 + Penalty 1990.384760 = -2882164.391177 nChanged 102 SP:Iteration 39Q (4350.770485 sec): 3 clusters Score: Raw -2884168.922839 + Penalty 1990.384760 = -2882178.538079 nChanged 92 SP:Iteration 40F (4350.848596 sec): 3 clusters Score: Raw -2884181.741683 + Penalty 1990.384760 = -2882191.356923 nChanged 108 SP:Iteration 41Q (4350.929589 sec): 3 clusters Score: Raw -2884197.114801 + Penalty 1990.384760 = -2882206.730041 nChanged 97 SP:Iteration 42Q (4351.018919 sec): 3 clusters Score: Raw -2884211.890258 + Penalty 1990.384760 = -2882221.505497 nChanged 98 SP:Iteration 43Q (4351.103325 sec): 3 clusters Score: Raw -2884225.309286 + Penalty 1990.384760 = -2882234.924525 nChanged 87 SP:Iteration 44Q (4351.193136 sec): 3 clusters Score: Raw -2884237.061431 + Penalty 1990.384760 = -2882246.676670 nChanged 87 SP:Iteration 45Q (4351.276466 sec): 3 clusters Score: Raw -2884249.084283 + Penalty 1990.384760 = -2882258.699522 nChanged 85 SP:Iteration 46Q (4351.354557 sec): 3 clusters Score: Raw -2884261.274619 + Penalty 1990.384760 = -2882270.889859 nChanged 81 SP:Iteration 47Q (4351.435918 sec): 3 clusters Score: Raw -2884272.053055 + Penalty 1990.384760 = -2882281.668295 nChanged 70 SP:Iteration 48Q (4351.523937 sec): 3 clusters Score: Raw -2884282.076054 + Penalty 1990.384760 = -2882291.691294 nChanged 65 SP:Iteration 49Q (4351.596573 sec): 3 clusters Score: Raw -2884290.614540 + Penalty 1990.384760 = -2882300.229779 nChanged 55 SP:Iteration 50Q (4351.670422 sec): 3 clusters Score: Raw -2884297.570747 + Penalty 1990.384760 = -2882307.185986 nChanged 58 SP:Iteration 51Q (4351.742745 sec): 3 clusters Score: Raw -2884304.345880 + Penalty 1990.384760 = -2882313.961120 nChanged 47 SP:Iteration 52Q (4351.830324 sec): 3 clusters Score: Raw -2884309.956221 + Penalty 1990.384760 = -2882319.571461 nChanged 45 SP:Iteration 53Q (4351.910607 sec): 3 clusters Score: Raw -2884315.226913 + Penalty 1990.384760 = -2882324.842153 nChanged 39 SP:Iteration 54Q (4351.994744 sec): 3 clusters Score: Raw -2884319.523651 + Penalty 1990.384760 = -2882329.138891 nChanged 56 SP:Iteration 55Q (4352.079449 sec): 3 clusters Score: Raw -2884326.342127 + Penalty 1990.384760 = -2882335.957367 nChanged 51 SP:Iteration 56Q (4352.158644 sec): 3 clusters Score: Raw -2884332.432551 + Penalty 1990.384760 = -2882342.047791 nChanged 61 SP:Iteration 57Q (4352.246114 sec): 3 clusters Score: Raw -2884341.927474 + Penalty 1990.384760 = -2882351.542714 nChanged 65 SP:Iteration 58Q (4352.316263 sec): 3 clusters Score: Raw -2884351.251624 + Penalty 1990.384760 = -2882360.866863 nChanged 67 SP:Iteration 59Q (4352.397986 sec): 3 clusters Score: Raw -2884362.099730 + Penalty 1990.384760 = -2882371.714969 nChanged 61 SP:Iteration 60F (4352.484580 sec): 3 clusters Score: Raw -2884371.156953 + Penalty 1990.384760 = -2882380.772193 nChanged 58 SP:Iteration 61Q (4352.566757 sec): 3 clusters Score: Raw -2884380.005892 + Penalty 1990.384760 = -2882389.621131 nChanged 54 SP:Iteration 62Q (4352.643869 sec): 3 clusters Score: Raw -2884388.041171 + Penalty 1990.384760 = -2882397.656411 nChanged 58 SP:Iteration 63Q (4352.738900 sec): 3 clusters Score: Raw -2884396.218790 + Penalty 1990.384760 = -2882405.834030 nChanged 53 SP:Iteration 64Q (4352.815543 sec): 3 clusters Score: Raw -2884402.375759 + Penalty 1990.384760 = -2882411.990999 nChanged 38 SP:Iteration 65Q (4352.891537 sec): 3 clusters Score: Raw -2884407.335128 + Penalty 1990.384760 = -2882416.950368 nChanged 35 SP:Iteration 66Q (4352.984294 sec): 3 clusters Score: Raw -2884410.996317 + Penalty 1990.384760 = -2882420.611556 nChanged 32 SP:Iteration 67Q (4353.073801 sec): 3 clusters Score: Raw -2884414.565295 + Penalty 1990.384760 = -2882424.180534 nChanged 35 SP:Iteration 68Q (4353.154609 sec): 3 clusters Score: Raw -2884419.342349 + Penalty 1990.384760 = -2882428.957589 nChanged 39 SP:Iteration 69Q (4353.242821 sec): 3 clusters Score: Raw -2884425.359511 + Penalty 1990.384760 = -2882434.974750 nChanged 42 SP:Iteration 70Q (4353.330700 sec): 3 clusters Score: Raw -2884431.098658 + Penalty 1990.384760 = -2882440.713898 nChanged 41 SP:Iteration 71Q (4353.418804 sec): 3 clusters Score: Raw -2884436.389024 + Penalty 1990.384760 = -2882446.004263 nChanged 50 SP:Iteration 72Q (4353.506883 sec): 3 clusters Score: Raw -2884443.116762 + Penalty 1990.384760 = -2882452.732001 nChanged 52 SP:Iteration 73Q (4353.587765 sec): 3 clusters Score: Raw -2884451.217420 + Penalty 1990.384760 = -2882460.832660 nChanged 53 SP:Iteration 74Q (4353.670191 sec): 3 clusters Score: Raw -2884460.286148 + Penalty 1990.384760 = -2882469.901387 nChanged 61 SP:Iteration 75Q (4353.764839 sec): 3 clusters Score: Raw -2884472.487371 + Penalty 1990.384760 = -2882482.102611 nChanged 58 SP:Iteration 76Q (4353.850864 sec): 3 clusters Score: Raw -2884483.311512 + Penalty 1990.384760 = -2882492.926752 nChanged 55 SP:Iteration 77Q (4353.936779 sec): 3 clusters Score: Raw -2884493.413440 + Penalty 1990.384760 = -2882503.028680 nChanged 55 SP:Iteration 78Q (4354.015509 sec): 3 clusters Score: Raw -2884503.069934 + Penalty 1990.384760 = -2882512.685174 nChanged 49 SP:Iteration 79Q (4354.098650 sec): 3 clusters Score: Raw -2884511.981184 + Penalty 1990.384760 = -2882521.596424 nChanged 46 SP:Iteration 80F (4354.190465 sec): 3 clusters Score: Raw -2884519.802040 + Penalty 1990.384760 = -2882529.417280 nChanged 41 SP:Iteration 81Q (4354.279141 sec): 3 clusters Score: Raw -2884525.205030 + Penalty 1990.384760 = -2882534.820270 nChanged 35 SP:Iteration 82Q (4354.363925 sec): 3 clusters Score: Raw -2884529.245511 + Penalty 1990.384760 = -2882538.860751 nChanged 32 SP:Iteration 83Q (4354.448599 sec): 3 clusters Score: Raw -2884533.487097 + Penalty 1990.384760 = -2882543.102336 nChanged 29 SP:Iteration 84Q (4354.546005 sec): 3 clusters Score: Raw -2884536.924331 + Penalty 1990.384760 = -2882546.539571 nChanged 24 SP:Iteration 85Q (4354.632502 sec): 3 clusters Score: Raw -2884540.165697 + Penalty 1990.384760 = -2882549.780936 nChanged 19 SP:Iteration 86Q (4354.719179 sec): 3 clusters Score: Raw -2884542.688160 + Penalty 1990.384760 = -2882552.303400 nChanged 23 SP:Iteration 87Q (4354.805812 sec): 3 clusters Score: Raw -2884545.300450 + Penalty 1990.384760 = -2882554.915690 nChanged 15 SP:Iteration 88Q (4354.892487 sec): 3 clusters Score: Raw -2884546.970551 + Penalty 1990.384760 = -2882556.585791 nChanged 12 SP:Iteration 89Q (4354.979329 sec): 3 clusters Score: Raw -2884548.087228 + Penalty 1990.384760 = -2882557.702468 nChanged 11 SP:Iteration 90Q (4355.066134 sec): 3 clusters Score: Raw -2884548.850339 + Penalty 1990.384760 = -2882558.465579 nChanged 7 SP:Iteration 91Q (4355.145170 sec): 3 clusters Score: Raw -2884549.309176 + Penalty 1990.384760 = -2882558.924416 nChanged 4 SP:Iteration 92Q (4355.236769 sec): 3 clusters Score: Raw -2884549.516755 + Penalty 1990.384760 = -2882559.131995 nChanged 0 SP:Iteration 93F (4355.327867 sec): 3 clusters Score: Raw -2884549.516755 + Penalty 1990.384760 = -2882559.131995 nChanged 0 Trying to split cluster 17 (6750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4355.364593 sec): 2 clusters Score: Raw -580544.440258 + Penalty 837.643289 = -579706.796968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4355.423109 sec): 3 clusters Score: Raw -576712.845111 + Penalty 1675.286579 = -575037.558532 nChanged 2905 SP:Iteration 1F (4355.465789 sec): 3 clusters Score: Raw -578376.971031 + Penalty 1675.286579 = -576701.684452 nChanged 505 SP:Iteration 2F (4355.530382 sec): 3 clusters Score: Raw -578690.416829 + Penalty 1675.286579 = -577015.130250 nChanged 462 SP:Iteration 3F (4355.576661 sec): 3 clusters Score: Raw -578993.128665 + Penalty 1675.286579 = -577317.842086 nChanged 472 SP:Iteration 4F (4355.632746 sec): 3 clusters Score: Raw -579322.940889 + Penalty 1675.286579 = -577647.654310 nChanged 423 SP:Iteration 5F (4355.687143 sec): 3 clusters Score: Raw -579636.262231 + Penalty 1675.286579 = -577960.975652 nChanged 358 SP:Iteration 6F (4355.742521 sec): 3 clusters Score: Raw -579901.299384 + Penalty 1675.286579 = -578226.012805 nChanged 305 SP:Iteration 7Q (4355.807566 sec): 3 clusters Score: Raw -580139.760860 + Penalty 1675.286579 = -578464.474281 nChanged 224 SP:Iteration 8Q (4355.850236 sec): 3 clusters Score: Raw -580317.853949 + Penalty 1675.286579 = -578642.567370 nChanged 172 SP:Iteration 9Q (4355.918516 sec): 3 clusters Score: Raw -580452.937964 + Penalty 1675.286579 = -578777.651385 nChanged 136 SP:Iteration 10Q (4355.975199 sec): 3 clusters Score: Raw -580553.617441 + Penalty 1675.286579 = -578878.330862 nChanged 92 SP:Iteration 11Q (4356.033123 sec): 3 clusters Score: Raw -580604.040239 + Penalty 1675.286579 = -578928.753660 nChanged 69 SP:Iteration 12Q (4356.091672 sec): 3 clusters Score: Raw -580641.056615 + Penalty 1675.286579 = -578965.770036 nChanged 58 SP:Iteration 13Q (4356.137515 sec): 3 clusters Score: Raw -580668.174970 + Penalty 1675.286579 = -578992.888391 nChanged 52 SP:Iteration 14Q (4356.191108 sec): 3 clusters Score: Raw -580693.669098 + Penalty 1675.286579 = -579018.382519 nChanged 41 SP:Iteration 15Q (4356.256586 sec): 3 clusters Score: Raw -580715.048880 + Penalty 1675.286579 = -579039.762301 nChanged 38 SP:Iteration 16Q (4356.300100 sec): 3 clusters Score: Raw -580738.482614 + Penalty 1675.286579 = -579063.196035 nChanged 43 SP:Iteration 17Q (4356.352143 sec): 3 clusters Score: Raw -580765.706882 + Penalty 1675.286579 = -579090.420303 nChanged 30 SP:Iteration 18Q (4356.406782 sec): 3 clusters Score: Raw -580778.069195 + Penalty 1675.286579 = -579102.782616 nChanged 28 SP:Iteration 19Q (4356.471525 sec): 3 clusters Score: Raw -580789.135526 + Penalty 1675.286579 = -579113.848947 nChanged 21 SP:Iteration 20F (4356.524231 sec): 3 clusters Score: Raw -580795.914601 + Penalty 1675.286579 = -579120.628022 nChanged 15 SP:Iteration 21Q (4356.571229 sec): 3 clusters Score: Raw -580802.193798 + Penalty 1675.286579 = -579126.907220 nChanged 14 SP:Iteration 22Q (4356.637034 sec): 3 clusters Score: Raw -580808.444502 + Penalty 1675.286579 = -579133.157923 nChanged 14 SP:Iteration 23Q (4356.683791 sec): 3 clusters Score: Raw -580812.049548 + Penalty 1675.286579 = -579136.762969 nChanged 8 SP:Iteration 24Q (4356.710996 sec): 3 clusters Score: Raw -580814.050739 + Penalty 1675.286579 = -579138.764160 nChanged 11 SP:Iteration 25Q (4356.735981 sec): 3 clusters Score: Raw -580816.945921 + Penalty 1675.286579 = -579141.659342 nChanged 7 SP:Iteration 26Q (4356.797055 sec): 3 clusters Score: Raw -580817.976284 + Penalty 1675.286579 = -579142.689705 nChanged 1 SP:Iteration 27Q (4356.846199 sec): 3 clusters Score: Raw -580818.053433 + Penalty 1675.286579 = -579142.766855 nChanged 1 SP:Iteration 28Q (4356.910804 sec): 3 clusters Score: Raw -580818.329181 + Penalty 1675.286579 = -579143.042602 nChanged 1 SP:Iteration 29Q (4356.954958 sec): 3 clusters Score: Raw -580818.506829 + Penalty 1675.286579 = -579143.220250 nChanged 1 SP:Iteration 30Q (4357.023877 sec): 3 clusters Score: Raw -580818.653047 + Penalty 1675.286579 = -579143.366468 nChanged 1 SP:Iteration 31Q (4357.068618 sec): 3 clusters Score: Raw -580818.956147 + Penalty 1675.286579 = -579143.669568 nChanged 2 SP:Iteration 32Q (4357.129726 sec): 3 clusters Score: Raw -580819.280047 + Penalty 1675.286579 = -579143.993468 nChanged 1 SP:Iteration 33Q (4357.186921 sec): 3 clusters Score: Raw -580819.468107 + Penalty 1675.286579 = -579144.181528 nChanged 2 SP:Iteration 34Q (4357.246913 sec): 3 clusters Score: Raw -580819.787122 + Penalty 1675.286579 = -579144.500543 nChanged 2 SP:Iteration 35Q (4357.299326 sec): 3 clusters Score: Raw -580820.084378 + Penalty 1675.286579 = -579144.797799 nChanged 1 SP:Iteration 36Q (4357.356967 sec): 3 clusters Score: Raw -580820.321461 + Penalty 1675.286579 = -579145.034882 nChanged 1 SP:Iteration 37Q (4357.401966 sec): 3 clusters Score: Raw -580820.564749 + Penalty 1675.286579 = -579145.278170 nChanged 2 SP:Iteration 38Q (4357.453895 sec): 3 clusters Score: Raw -580821.328743 + Penalty 1675.286579 = -579146.042164 nChanged 4 SP:Iteration 39Q (4357.510668 sec): 3 clusters Score: Raw -580822.186554 + Penalty 1675.286579 = -579146.899975 nChanged 3 SP:Iteration 40F (4357.564102 sec): 3 clusters Score: Raw -580822.891517 + Penalty 1675.286579 = -579147.604938 nChanged 4 SP:Iteration 41Q (4357.614853 sec): 3 clusters Score: Raw -580824.210827 + Penalty 1675.286579 = -579148.924248 nChanged 2 SP:Iteration 42Q (4357.666609 sec): 3 clusters Score: Raw -580824.804406 + Penalty 1675.286579 = -579149.517827 nChanged 0 SP:Iteration 43F (4357.722512 sec): 3 clusters Score: Raw -580824.804406 + Penalty 1675.286579 = -579149.517827 nChanged 0 Trying to split cluster 18 (2699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4357.757366 sec): 2 clusters Score: Raw -219928.079481 + Penalty 750.560478 = -219177.519003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4357.805320 sec): 3 clusters Score: Raw -218535.072040 + Penalty 1501.120956 = -217033.951083 nChanged 1076 SP:Iteration 1F (4357.855784 sec): 3 clusters Score: Raw -219210.382357 + Penalty 1501.120956 = -217709.261401 nChanged 197 SP:Iteration 2F (4357.907081 sec): 3 clusters Score: Raw -219340.787934 + Penalty 1501.120956 = -217839.666977 nChanged 149 SP:Iteration 3F (4357.959517 sec): 3 clusters Score: Raw -219446.471407 + Penalty 1501.120956 = -217945.350451 nChanged 146 SP:Iteration 4F (4358.008807 sec): 3 clusters Score: Raw -219553.162135 + Penalty 1501.120956 = -218052.041179 nChanged 140 SP:Iteration 5F (4358.068327 sec): 3 clusters Score: Raw -219663.421685 + Penalty 1501.120956 = -218162.300728 nChanged 140 SP:Iteration 6F (4358.111487 sec): 3 clusters Score: Raw -219784.552440 + Penalty 1501.120956 = -218283.431483 nChanged 135 SP:Iteration 7F (4358.170193 sec): 3 clusters Score: Raw -219915.858305 + Penalty 1501.120956 = -218414.737349 nChanged 117 SP:Iteration 8Q (4358.220139 sec): 3 clusters Score: Raw -220026.282608 + Penalty 1501.120956 = -218525.161652 nChanged 97 SP:Iteration 9Q (4358.270306 sec): 3 clusters Score: Raw -220109.926288 + Penalty 1501.120956 = -218608.805332 nChanged 78 SP:Iteration 10Q (4358.322632 sec): 3 clusters Score: Raw -220167.219036 + Penalty 1501.120956 = -218666.098080 nChanged 53 SP:Iteration 11Q (4358.373706 sec): 3 clusters Score: Raw -220205.559525 + Penalty 1501.120956 = -218704.438569 nChanged 51 SP:Iteration 12Q (4358.418459 sec): 3 clusters Score: Raw -220239.164330 + Penalty 1501.120956 = -218738.043373 nChanged 49 SP:Iteration 13Q (4358.457976 sec): 3 clusters Score: Raw -220272.528096 + Penalty 1501.120956 = -218771.407139 nChanged 40 SP:Iteration 14Q (4358.498894 sec): 3 clusters Score: Raw -220303.065910 + Penalty 1501.120956 = -218801.944954 nChanged 50 SP:Iteration 15Q (4358.533438 sec): 3 clusters Score: Raw -220333.691427 + Penalty 1501.120956 = -218832.570471 nChanged 31 SP:Iteration 16Q (4358.567821 sec): 3 clusters Score: Raw -220345.367105 + Penalty 1501.120956 = -218844.246148 nChanged 23 SP:Iteration 17Q (4358.595132 sec): 3 clusters Score: Raw -220355.786597 + Penalty 1501.120956 = -218854.665640 nChanged 15 SP:Iteration 18Q (4358.636533 sec): 3 clusters Score: Raw -220362.625722 + Penalty 1501.120956 = -218861.504766 nChanged 9 SP:Iteration 19Q (4358.666285 sec): 3 clusters Score: Raw -220366.632128 + Penalty 1501.120956 = -218865.511171 nChanged 10 SP:Iteration 20F (4358.693900 sec): 3 clusters Score: Raw -220372.077779 + Penalty 1501.120956 = -218870.956822 nChanged 10 SP:Iteration 21Q (4358.728178 sec): 3 clusters Score: Raw -220375.028197 + Penalty 1501.120956 = -218873.907240 nChanged 11 SP:Iteration 22Q (4358.762517 sec): 3 clusters Score: Raw -220378.623199 + Penalty 1501.120956 = -218877.502243 nChanged 12 SP:Iteration 23Q (4358.796786 sec): 3 clusters Score: Raw -220384.391015 + Penalty 1501.120956 = -218883.270058 nChanged 10 SP:Iteration 24Q (4358.831061 sec): 3 clusters Score: Raw -220386.585102 + Penalty 1501.120956 = -218885.464145 nChanged 1 SP:Iteration 25Q (4358.861141 sec): 3 clusters Score: Raw -220386.994106 + Penalty 1501.120956 = -218885.873150 nChanged 2 SP:Iteration 26Q (4358.895512 sec): 3 clusters Score: Raw -220387.815988 + Penalty 1501.120956 = -218886.695031 nChanged 3 SP:Iteration 27Q (4358.929777 sec): 3 clusters Score: Raw -220388.793970 + Penalty 1501.120956 = -218887.673013 nChanged 3 SP:Iteration 28Q (4358.971082 sec): 3 clusters Score: Raw -220389.387258 + Penalty 1501.120956 = -218888.266302 nChanged 4 SP:Iteration 29Q (4359.002199 sec): 3 clusters Score: Raw -220390.079772 + Penalty 1501.120956 = -218888.958815 nChanged 3 SP:Iteration 30Q (4359.036729 sec): 3 clusters Score: Raw -220390.423117 + Penalty 1501.120956 = -218889.302161 nChanged 2 SP:Iteration 31Q (4359.071269 sec): 3 clusters Score: Raw -220390.735666 + Penalty 1501.120956 = -218889.614709 nChanged 2 SP:Iteration 32Q (4359.106587 sec): 3 clusters Score: Raw -220390.973391 + Penalty 1501.120956 = -218889.852435 nChanged 1 SP:Iteration 33Q (4359.150314 sec): 3 clusters Score: Raw -220391.046129 + Penalty 1501.120956 = -218889.925172 nChanged 1 SP:Iteration 34Q (4359.194028 sec): 3 clusters Score: Raw -220391.216787 + Penalty 1501.120956 = -218890.095831 nChanged 2 SP:Iteration 35Q (4359.239780 sec): 3 clusters Score: Raw -220391.546099 + Penalty 1501.120956 = -218890.425142 nChanged 3 SP:Iteration 36Q (4359.299010 sec): 3 clusters Score: Raw -220391.844155 + Penalty 1501.120956 = -218890.723198 nChanged 0 SP:Iteration 37F (4359.346345 sec): 3 clusters Score: Raw -220391.844155 + Penalty 1501.120956 = -218890.723198 nChanged 0 Trying to split cluster 19 (22408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4359.395883 sec): 2 clusters Score: Raw -1741323.321134 + Penalty 951.631465 = -1740371.689669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4359.473230 sec): 3 clusters Score: Raw -1727183.724396 + Penalty 1903.262930 = -1725280.461465 nChanged 10549 SP:Iteration 1F (4359.537025 sec): 3 clusters Score: Raw -1733243.334158 + Penalty 1903.262930 = -1731340.071228 nChanged 1174 SP:Iteration 2F (4359.612021 sec): 3 clusters Score: Raw -1733733.407363 + Penalty 1903.262930 = -1731830.144432 nChanged 1147 SP:Iteration 3F (4359.696967 sec): 3 clusters Score: Raw -1734245.693914 + Penalty 1903.262930 = -1732342.430983 nChanged 1208 SP:Iteration 4F (4359.771925 sec): 3 clusters Score: Raw -1734841.015294 + Penalty 1903.262930 = -1732937.752363 nChanged 1277 SP:Iteration 5F (4359.832285 sec): 3 clusters Score: Raw -1735581.844351 + Penalty 1903.262930 = -1733678.581421 nChanged 1375 SP:Iteration 6F (4359.916848 sec): 3 clusters Score: Raw -1736581.786691 + Penalty 1903.262930 = -1734678.523760 nChanged 1428 SP:Iteration 7F (4359.985553 sec): 3 clusters Score: Raw -1737724.788908 + Penalty 1903.262930 = -1735821.525978 nChanged 1232 SP:Iteration 8F (4360.064011 sec): 3 clusters Score: Raw -1738701.940060 + Penalty 1903.262930 = -1736798.677130 nChanged 923 SP:Iteration 9Q (4360.142378 sec): 3 clusters Score: Raw -1739274.171251 + Penalty 1903.262930 = -1737370.908321 nChanged 665 SP:Iteration 10Q (4360.219313 sec): 3 clusters Score: Raw -1739615.634258 + Penalty 1903.262930 = -1737712.371328 nChanged 502 SP:Iteration 11Q (4360.286501 sec): 3 clusters Score: Raw -1739850.569426 + Penalty 1903.262930 = -1737947.306495 nChanged 417 SP:Iteration 12Q (4360.365888 sec): 3 clusters Score: Raw -1740055.204397 + Penalty 1903.262930 = -1738151.941467 nChanged 368 SP:Iteration 13Q (4360.432693 sec): 3 clusters Score: Raw -1740241.013856 + Penalty 1903.262930 = -1738337.750926 nChanged 369 SP:Iteration 14Q (4360.507372 sec): 3 clusters Score: Raw -1740431.722671 + Penalty 1903.262930 = -1738528.459740 nChanged 341 SP:Iteration 15Q (4360.577873 sec): 3 clusters Score: Raw -1740605.366290 + Penalty 1903.262930 = -1738702.103359 nChanged 299 SP:Iteration 16Q (4360.637939 sec): 3 clusters Score: Raw -1740749.993214 + Penalty 1903.262930 = -1738846.730284 nChanged 286 SP:Iteration 17Q (4360.710132 sec): 3 clusters Score: Raw -1740888.499828 + Penalty 1903.262930 = -1738985.236898 nChanged 242 SP:Iteration 18Q (4360.782493 sec): 3 clusters Score: Raw -1740998.438842 + Penalty 1903.262930 = -1739095.175912 nChanged 214 SP:Iteration 19Q (4360.843795 sec): 3 clusters Score: Raw -1741092.574708 + Penalty 1903.262930 = -1739189.311778 nChanged 197 SP:Iteration 20F (4360.908474 sec): 3 clusters Score: Raw -1741180.925761 + Penalty 1903.262930 = -1739277.662831 nChanged 170 SP:Iteration 21Q (4360.977311 sec): 3 clusters Score: Raw -1741248.716884 + Penalty 1903.262930 = -1739345.453954 nChanged 150 SP:Iteration 22Q (4361.036033 sec): 3 clusters Score: Raw -1741311.093249 + Penalty 1903.262930 = -1739407.830319 nChanged 136 SP:Iteration 23Q (4361.095072 sec): 3 clusters Score: Raw -1741359.186122 + Penalty 1903.262930 = -1739455.923192 nChanged 127 SP:Iteration 24Q (4361.159493 sec): 3 clusters Score: Raw -1741409.063095 + Penalty 1903.262930 = -1739505.800165 nChanged 107 SP:Iteration 25Q (4361.219898 sec): 3 clusters Score: Raw -1741452.499595 + Penalty 1903.262930 = -1739549.236664 nChanged 97 SP:Iteration 26Q (4361.290566 sec): 3 clusters Score: Raw -1741487.435347 + Penalty 1903.262930 = -1739584.172417 nChanged 81 SP:Iteration 27Q (4361.360700 sec): 3 clusters Score: Raw -1741513.828153 + Penalty 1903.262930 = -1739610.565223 nChanged 63 SP:Iteration 28Q (4361.419781 sec): 3 clusters Score: Raw -1741534.902792 + Penalty 1903.262930 = -1739631.639861 nChanged 65 SP:Iteration 29Q (4361.484876 sec): 3 clusters Score: Raw -1741557.648754 + Penalty 1903.262930 = -1739654.385824 nChanged 55 SP:Iteration 30Q (4361.554579 sec): 3 clusters Score: Raw -1741576.224462 + Penalty 1903.262930 = -1739672.961532 nChanged 52 SP:Iteration 31Q (4361.624573 sec): 3 clusters Score: Raw -1741593.171278 + Penalty 1903.262930 = -1739689.908348 nChanged 50 SP:Iteration 32Q (4361.684532 sec): 3 clusters Score: Raw -1741610.836353 + Penalty 1903.262930 = -1739707.573423 nChanged 44 SP:Iteration 33Q (4361.754069 sec): 3 clusters Score: Raw -1741623.279887 + Penalty 1903.262930 = -1739720.016957 nChanged 32 SP:Iteration 34Q (4361.815001 sec): 3 clusters Score: Raw -1741631.827307 + Penalty 1903.262930 = -1739728.564377 nChanged 32 SP:Iteration 35Q (4361.876428 sec): 3 clusters Score: Raw -1741640.495758 + Penalty 1903.262930 = -1739737.232828 nChanged 22 SP:Iteration 36Q (4361.937903 sec): 3 clusters Score: Raw -1741645.299024 + Penalty 1903.262930 = -1739742.036094 nChanged 18 SP:Iteration 37Q (4361.995048 sec): 3 clusters Score: Raw -1741650.580986 + Penalty 1903.262930 = -1739747.318056 nChanged 13 SP:Iteration 38Q (4362.054948 sec): 3 clusters Score: Raw -1741655.990496 + Penalty 1903.262930 = -1739752.727566 nChanged 23 SP:Iteration 39Q (4362.116466 sec): 3 clusters Score: Raw -1741661.994691 + Penalty 1903.262930 = -1739758.731761 nChanged 17 SP:Iteration 40F (4362.191339 sec): 3 clusters Score: Raw -1741665.997198 + Penalty 1903.262930 = -1739762.734267 nChanged 13 SP:Iteration 41Q (4362.249538 sec): 3 clusters Score: Raw -1741669.074575 + Penalty 1903.262930 = -1739765.811645 nChanged 11 SP:Iteration 42Q (4362.315728 sec): 3 clusters Score: Raw -1741672.517439 + Penalty 1903.262930 = -1739769.254509 nChanged 13 SP:Iteration 43Q (4362.385351 sec): 3 clusters Score: Raw -1741678.284171 + Penalty 1903.262930 = -1739775.021241 nChanged 14 SP:Iteration 44Q (4362.459695 sec): 3 clusters Score: Raw -1741684.441007 + Penalty 1903.262930 = -1739781.178077 nChanged 15 SP:Iteration 45Q (4362.530023 sec): 3 clusters Score: Raw -1741690.137068 + Penalty 1903.262930 = -1739786.874138 nChanged 18 SP:Iteration 46Q (4362.596309 sec): 3 clusters Score: Raw -1741695.494596 + Penalty 1903.262930 = -1739792.231666 nChanged 14 SP:Iteration 47Q (4362.653495 sec): 3 clusters Score: Raw -1741699.069474 + Penalty 1903.262930 = -1739795.806544 nChanged 14 SP:Iteration 48Q (4362.729343 sec): 3 clusters Score: Raw -1741703.932041 + Penalty 1903.262930 = -1739800.669111 nChanged 7 SP:Iteration 49Q (4362.795160 sec): 3 clusters Score: Raw -1741707.215327 + Penalty 1903.262930 = -1739803.952397 nChanged 5 SP:Iteration 50Q (4362.870119 sec): 3 clusters Score: Raw -1741708.350863 + Penalty 1903.262930 = -1739805.087933 nChanged 5 SP:Iteration 51Q (4362.933465 sec): 3 clusters Score: Raw -1741709.904096 + Penalty 1903.262930 = -1739806.641166 nChanged 6 SP:Iteration 52Q (4363.006854 sec): 3 clusters Score: Raw -1741711.148776 + Penalty 1903.262930 = -1739807.885846 nChanged 4 SP:Iteration 53Q (4363.067077 sec): 3 clusters Score: Raw -1741711.612348 + Penalty 1903.262930 = -1739808.349418 nChanged 3 SP:Iteration 54Q (4363.126903 sec): 3 clusters Score: Raw -1741712.157590 + Penalty 1903.262930 = -1739808.894660 nChanged 1 SP:Iteration 55Q (4363.204399 sec): 3 clusters Score: Raw -1741712.404137 + Penalty 1903.262930 = -1739809.141207 nChanged 0 SP:Iteration 56F (4363.280958 sec): 3 clusters Score: Raw -1741712.404137 + Penalty 1903.262930 = -1739809.141207 nChanged 0 Trying to split cluster 20 (6452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4363.314225 sec): 2 clusters Score: Raw -548885.913820 + Penalty 833.353817 = -548052.560003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4363.368607 sec): 3 clusters Score: Raw -545146.257301 + Penalty 1666.707633 = -543479.549667 nChanged 2810 SP:Iteration 1F (4363.415949 sec): 3 clusters Score: Raw -546749.606022 + Penalty 1666.707633 = -545082.898389 nChanged 446 SP:Iteration 2F (4363.473873 sec): 3 clusters Score: Raw -547025.621149 + Penalty 1666.707633 = -545358.913516 nChanged 433 SP:Iteration 3F (4363.528024 sec): 3 clusters Score: Raw -547346.563766 + Penalty 1666.707633 = -545679.856133 nChanged 440 SP:Iteration 4F (4363.586147 sec): 3 clusters Score: Raw -547707.289252 + Penalty 1666.707633 = -546040.581619 nChanged 356 SP:Iteration 5F (4363.643713 sec): 3 clusters Score: Raw -548029.803343 + Penalty 1666.707633 = -546363.095709 nChanged 322 SP:Iteration 6Q (4363.701073 sec): 3 clusters Score: Raw -548308.574241 + Penalty 1666.707633 = -546641.866607 nChanged 250 SP:Iteration 7Q (4363.754417 sec): 3 clusters Score: Raw -548526.310298 + Penalty 1666.707633 = -546859.602665 nChanged 215 SP:Iteration 8Q (4363.810533 sec): 3 clusters Score: Raw -548687.405765 + Penalty 1666.707633 = -547020.698131 nChanged 159 SP:Iteration 9Q (4363.867358 sec): 3 clusters Score: Raw -548810.340078 + Penalty 1666.707633 = -547143.632444 nChanged 120 SP:Iteration 10Q (4363.908092 sec): 3 clusters Score: Raw -548895.398718 + Penalty 1666.707633 = -547228.691084 nChanged 81 SP:Iteration 11Q (4363.968266 sec): 3 clusters Score: Raw -548950.248239 + Penalty 1666.707633 = -547283.540606 nChanged 53 SP:Iteration 12Q (4364.022798 sec): 3 clusters Score: Raw -548979.900920 + Penalty 1666.707633 = -547313.193286 nChanged 43 SP:Iteration 13Q (4364.070941 sec): 3 clusters Score: Raw -549008.540494 + Penalty 1666.707633 = -547341.832860 nChanged 36 SP:Iteration 14Q (4364.120757 sec): 3 clusters Score: Raw -549028.146628 + Penalty 1666.707633 = -547361.438994 nChanged 26 SP:Iteration 15Q (4364.178097 sec): 3 clusters Score: Raw -549039.917950 + Penalty 1666.707633 = -547373.210316 nChanged 20 SP:Iteration 16Q (4364.233577 sec): 3 clusters Score: Raw -549051.770198 + Penalty 1666.707633 = -547385.062564 nChanged 17 SP:Iteration 17Q (4364.288799 sec): 3 clusters Score: Raw -549059.803354 + Penalty 1666.707633 = -547393.095720 nChanged 13 SP:Iteration 18Q (4364.344109 sec): 3 clusters Score: Raw -549064.987144 + Penalty 1666.707633 = -547398.279510 nChanged 10 SP:Iteration 19Q (4364.402107 sec): 3 clusters Score: Raw -549070.629726 + Penalty 1666.707633 = -547403.922092 nChanged 10 SP:Iteration 20F (4364.461049 sec): 3 clusters Score: Raw -549075.489421 + Penalty 1666.707633 = -547408.781788 nChanged 7 SP:Iteration 21Q (4364.504165 sec): 3 clusters Score: Raw -549078.573375 + Penalty 1666.707633 = -547411.865742 nChanged 5 SP:Iteration 22Q (4364.557866 sec): 3 clusters Score: Raw -549081.162006 + Penalty 1666.707633 = -547414.454373 nChanged 3 SP:Iteration 23Q (4364.605683 sec): 3 clusters Score: Raw -549082.373391 + Penalty 1666.707633 = -547415.665757 nChanged 4 SP:Iteration 24Q (4364.657275 sec): 3 clusters Score: Raw -549083.530779 + Penalty 1666.707633 = -547416.823145 nChanged 2 SP:Iteration 25Q (4364.713102 sec): 3 clusters Score: Raw -549084.762716 + Penalty 1666.707633 = -547418.055082 nChanged 1 SP:Iteration 26Q (4364.769447 sec): 3 clusters Score: Raw -549085.738149 + Penalty 1666.707633 = -547419.030516 nChanged 4 SP:Iteration 27Q (4364.833996 sec): 3 clusters Score: Raw -549088.613293 + Penalty 1666.707633 = -547421.905660 nChanged 3 SP:Iteration 28Q (4364.890443 sec): 3 clusters Score: Raw -549090.121576 + Penalty 1666.707633 = -547423.413942 nChanged 1 SP:Iteration 29Q (4364.950476 sec): 3 clusters Score: Raw -549090.267780 + Penalty 1666.707633 = -547423.560147 nChanged 1 SP:Iteration 30Q (4365.001538 sec): 3 clusters Score: Raw -549090.319611 + Penalty 1666.707633 = -547423.611978 nChanged 0 SP:Iteration 31F (4365.056595 sec): 3 clusters Score: Raw -549090.319611 + Penalty 1666.707633 = -547423.611978 nChanged 0 Trying to split cluster 21 (12697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4365.094277 sec): 2 clusters Score: Raw -1124670.581530 + Penalty 897.666497 = -1123772.915032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4365.139862 sec): 3 clusters Score: Raw -1117005.676201 + Penalty 1795.332995 = -1115210.343206 nChanged 5767 SP:Iteration 1F (4365.210630 sec): 3 clusters Score: Raw -1120262.071373 + Penalty 1795.332995 = -1118466.738378 nChanged 734 SP:Iteration 2F (4365.276475 sec): 3 clusters Score: Raw -1120615.359932 + Penalty 1795.332995 = -1118820.026937 nChanged 779 SP:Iteration 3F (4365.341865 sec): 3 clusters Score: Raw -1121097.913742 + Penalty 1795.332995 = -1119302.580748 nChanged 828 SP:Iteration 4F (4365.396825 sec): 3 clusters Score: Raw -1121673.721791 + Penalty 1795.332995 = -1119878.388797 nChanged 866 SP:Iteration 5F (4365.467768 sec): 3 clusters Score: Raw -1122294.201054 + Penalty 1795.332995 = -1120498.868059 nChanged 775 SP:Iteration 6F (4365.523205 sec): 3 clusters Score: Raw -1122897.272249 + Penalty 1795.332995 = -1121101.939254 nChanged 635 SP:Iteration 7F (4365.597318 sec): 3 clusters Score: Raw -1123439.937762 + Penalty 1795.332995 = -1121644.604768 nChanged 478 SP:Iteration 8Q (4365.651898 sec): 3 clusters Score: Raw -1123888.785796 + Penalty 1795.332995 = -1122093.452802 nChanged 402 SP:Iteration 9Q (4365.707162 sec): 3 clusters Score: Raw -1124251.624807 + Penalty 1795.332995 = -1122456.291812 nChanged 292 SP:Iteration 10Q (4365.763195 sec): 3 clusters Score: Raw -1124496.042242 + Penalty 1795.332995 = -1122700.709247 nChanged 211 SP:Iteration 11Q (4365.826709 sec): 3 clusters Score: Raw -1124631.635229 + Penalty 1795.332995 = -1122836.302235 nChanged 141 SP:Iteration 12Q (4365.889828 sec): 3 clusters Score: Raw -1124705.458738 + Penalty 1795.332995 = -1122910.125743 nChanged 92 SP:Iteration 13Q (4365.942543 sec): 3 clusters Score: Raw -1124736.253920 + Penalty 1795.332995 = -1122940.920925 nChanged 58 SP:Iteration 14Q (4366.012653 sec): 3 clusters Score: Raw -1124754.015029 + Penalty 1795.332995 = -1122958.682034 nChanged 51 SP:Iteration 15Q (4366.077520 sec): 3 clusters Score: Raw -1124764.660507 + Penalty 1795.332995 = -1122969.327512 nChanged 33 SP:Iteration 16Q (4366.141130 sec): 3 clusters Score: Raw -1124771.929422 + Penalty 1795.332995 = -1122976.596427 nChanged 22 SP:Iteration 17Q (4366.202194 sec): 3 clusters Score: Raw -1124776.198108 + Penalty 1795.332995 = -1122980.865113 nChanged 22 SP:Iteration 18Q (4366.265854 sec): 3 clusters Score: Raw -1124780.625545 + Penalty 1795.332995 = -1122985.292550 nChanged 18 SP:Iteration 19Q (4366.318545 sec): 3 clusters Score: Raw -1124783.248257 + Penalty 1795.332995 = -1122987.915263 nChanged 8 SP:Iteration 20F (4366.383526 sec): 3 clusters Score: Raw -1124784.489175 + Penalty 1795.332995 = -1122989.156180 nChanged 8 SP:Iteration 21Q (4366.444099 sec): 3 clusters Score: Raw -1124785.473556 + Penalty 1795.332995 = -1122990.140561 nChanged 5 SP:Iteration 22Q (4366.507535 sec): 3 clusters Score: Raw -1124786.172826 + Penalty 1795.332995 = -1122990.839832 nChanged 2 SP:Iteration 23Q (4366.570118 sec): 3 clusters Score: Raw -1124786.690516 + Penalty 1795.332995 = -1122991.357522 nChanged 3 SP:Iteration 24Q (4366.631861 sec): 3 clusters Score: Raw -1124787.036975 + Penalty 1795.332995 = -1122991.703981 nChanged 2 SP:Iteration 25Q (4366.694330 sec): 3 clusters Score: Raw -1124787.212678 + Penalty 1795.332995 = -1122991.879683 nChanged 3 SP:Iteration 26Q (4366.757728 sec): 3 clusters Score: Raw -1124787.607498 + Penalty 1795.332995 = -1122992.274504 nChanged 3 SP:Iteration 27Q (4366.830978 sec): 3 clusters Score: Raw -1124788.098590 + Penalty 1795.332995 = -1122992.765595 nChanged 6 SP:Iteration 28Q (4366.891622 sec): 3 clusters Score: Raw -1124788.949273 + Penalty 1795.332995 = -1122993.616279 nChanged 5 SP:Iteration 29Q (4366.956211 sec): 3 clusters Score: Raw -1124789.328265 + Penalty 1795.332995 = -1122993.995270 nChanged 1 SP:Iteration 30Q (4367.019877 sec): 3 clusters Score: Raw -1124789.447714 + Penalty 1795.332995 = -1122994.114720 nChanged 3 SP:Iteration 31Q (4367.078668 sec): 3 clusters Score: Raw -1124789.683224 + Penalty 1795.332995 = -1122994.350230 nChanged 2 SP:Iteration 32Q (4367.141346 sec): 3 clusters Score: Raw -1124789.843602 + Penalty 1795.332995 = -1122994.510608 nChanged 2 SP:Iteration 33Q (4367.204767 sec): 3 clusters Score: Raw -1124790.083371 + Penalty 1795.332995 = -1122994.750376 nChanged 1 SP:Iteration 34Q (4367.268168 sec): 3 clusters Score: Raw -1124790.106936 + Penalty 1795.332995 = -1122994.773942 nChanged 0 SP:Iteration 35F (4367.317859 sec): 3 clusters Score: Raw -1124790.106936 + Penalty 1795.332995 = -1122994.773942 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4367.357460 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4367.407050 sec): 3 clusters Score: Raw -286669.249994 + Penalty 1545.493112 = -285123.756882 nChanged 1431 SP:Iteration 1F (4367.461436 sec): 3 clusters Score: Raw -287543.766251 + Penalty 1545.493112 = -285998.273139 nChanged 269 SP:Iteration 2F (4367.511297 sec): 3 clusters Score: Raw -287733.895345 + Penalty 1545.493112 = -286188.402234 nChanged 237 SP:Iteration 3F (4367.557821 sec): 3 clusters Score: Raw -287888.553485 + Penalty 1545.493112 = -286343.060373 nChanged 212 SP:Iteration 4F (4367.611484 sec): 3 clusters Score: Raw -288010.317893 + Penalty 1545.493112 = -286464.824781 nChanged 167 SP:Iteration 5Q (4367.663649 sec): 3 clusters Score: Raw -288130.133112 + Penalty 1545.493112 = -286584.640001 nChanged 141 SP:Iteration 6Q (4367.721128 sec): 3 clusters Score: Raw -288235.431283 + Penalty 1545.493112 = -286689.938171 nChanged 118 SP:Iteration 7Q (4367.775532 sec): 3 clusters Score: Raw -288330.878014 + Penalty 1545.493112 = -286785.384902 nChanged 109 SP:Iteration 8Q (4367.818064 sec): 3 clusters Score: Raw -288414.236669 + Penalty 1545.493112 = -286868.743557 nChanged 87 SP:Iteration 9Q (4367.880224 sec): 3 clusters Score: Raw -288464.783014 + Penalty 1545.493112 = -286919.289902 nChanged 74 SP:Iteration 10Q (4367.929972 sec): 3 clusters Score: Raw -288502.154182 + Penalty 1545.493112 = -286956.661070 nChanged 57 SP:Iteration 11Q (4367.985578 sec): 3 clusters Score: Raw -288531.069072 + Penalty 1545.493112 = -286985.575960 nChanged 51 SP:Iteration 12Q (4368.040251 sec): 3 clusters Score: Raw -288560.303922 + Penalty 1545.493112 = -287014.810810 nChanged 42 SP:Iteration 13Q (4368.093354 sec): 3 clusters Score: Raw -288580.094080 + Penalty 1545.493112 = -287034.600968 nChanged 37 SP:Iteration 14Q (4368.145405 sec): 3 clusters Score: Raw -288595.387176 + Penalty 1545.493112 = -287049.894065 nChanged 24 SP:Iteration 15Q (4368.200762 sec): 3 clusters Score: Raw -288603.384760 + Penalty 1545.493112 = -287057.891648 nChanged 17 SP:Iteration 16Q (4368.254251 sec): 3 clusters Score: Raw -288610.618709 + Penalty 1545.493112 = -287065.125598 nChanged 16 SP:Iteration 17Q (4368.308064 sec): 3 clusters Score: Raw -288615.291508 + Penalty 1545.493112 = -287069.798397 nChanged 10 SP:Iteration 18Q (4368.361998 sec): 3 clusters Score: Raw -288616.813055 + Penalty 1545.493112 = -287071.319943 nChanged 5 SP:Iteration 19Q (4368.403080 sec): 3 clusters Score: Raw -288617.612951 + Penalty 1545.493112 = -287072.119839 nChanged 1 SP:Iteration 20F (4368.414489 sec): 3 clusters Score: Raw -288617.827716 + Penalty 1545.493112 = -287072.334605 nChanged 1 SP:Iteration 21Q (4368.426500 sec): 3 clusters Score: Raw -288617.978753 + Penalty 1545.493112 = -287072.485641 nChanged 0 SP:Iteration 22F (4368.438915 sec): 3 clusters Score: Raw -288617.978753 + Penalty 1545.493112 = -287072.485641 nChanged 0 Trying to split cluster 23 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4368.454100 sec): 2 clusters Score: Raw -123976.804766 + Penalty 703.000904 = -123273.803862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4368.460919 sec): 3 clusters Score: Raw -123224.543082 + Penalty 1406.001808 = -121818.541274 nChanged 623 SP:Iteration 1F (4368.467058 sec): 3 clusters Score: Raw -123661.876877 + Penalty 1406.001808 = -122255.875069 nChanged 157 SP:Iteration 2F (4368.473300 sec): 3 clusters Score: Raw -123790.588795 + Penalty 1406.001808 = -122384.586986 nChanged 83 SP:Iteration 3F (4368.479477 sec): 3 clusters Score: Raw -123843.570276 + Penalty 1406.001808 = -122437.568468 nChanged 63 SP:Iteration 4Q (4368.485627 sec): 3 clusters Score: Raw -123880.616611 + Penalty 1406.001808 = -122474.614803 nChanged 35 SP:Iteration 5Q (4368.491792 sec): 3 clusters Score: Raw -123904.868414 + Penalty 1406.001808 = -122498.866606 nChanged 34 SP:Iteration 6Q (4368.497952 sec): 3 clusters Score: Raw -123920.503939 + Penalty 1406.001808 = -122514.502131 nChanged 17 SP:Iteration 7Q (4368.504129 sec): 3 clusters Score: Raw -123929.119336 + Penalty 1406.001808 = -122523.117528 nChanged 15 SP:Iteration 8Q (4368.510302 sec): 3 clusters Score: Raw -123936.762008 + Penalty 1406.001808 = -122530.760199 nChanged 20 SP:Iteration 9Q (4368.516451 sec): 3 clusters Score: Raw -123944.552863 + Penalty 1406.001808 = -122538.551055 nChanged 18 SP:Iteration 10Q (4368.522595 sec): 3 clusters Score: Raw -123952.543081 + Penalty 1406.001808 = -122546.541273 nChanged 20 SP:Iteration 11Q (4368.528769 sec): 3 clusters Score: Raw -123959.867178 + Penalty 1406.001808 = -122553.865370 nChanged 14 SP:Iteration 12Q (4368.547035 sec): 3 clusters Score: Raw -123966.761838 + Penalty 1406.001808 = -122560.760030 nChanged 7 SP:Iteration 13Q (4368.553517 sec): 3 clusters Score: Raw -123968.597591 + Penalty 1406.001808 = -122562.595783 nChanged 3 SP:Iteration 14Q (4368.559680 sec): 3 clusters Score: Raw -123969.113365 + Penalty 1406.001808 = -122563.111557 nChanged 3 SP:Iteration 15Q (4368.565763 sec): 3 clusters Score: Raw -123970.380940 + Penalty 1406.001808 = -122564.379132 nChanged 5 SP:Iteration 16Q (4368.571909 sec): 3 clusters Score: Raw -123971.876921 + Penalty 1406.001808 = -122565.875112 nChanged 2 SP:Iteration 17Q (4368.578071 sec): 3 clusters Score: Raw -123972.302863 + Penalty 1406.001808 = -122566.301055 nChanged 3 SP:Iteration 18Q (4368.584163 sec): 3 clusters Score: Raw -123973.886196 + Penalty 1406.001808 = -122567.884388 nChanged 3 SP:Iteration 19Q (4368.590250 sec): 3 clusters Score: Raw -123975.581414 + Penalty 1406.001808 = -122569.579606 nChanged 4 SP:Iteration 20F (4368.596394 sec): 3 clusters Score: Raw -123976.656891 + Penalty 1406.001808 = -122570.655083 nChanged 2 SP:Iteration 21Q (4368.602533 sec): 3 clusters Score: Raw -123977.555788 + Penalty 1406.001808 = -122571.553980 nChanged 3 SP:Iteration 22Q (4368.608671 sec): 3 clusters Score: Raw -123978.061198 + Penalty 1406.001808 = -122572.059390 nChanged 3 SP:Iteration 23Q (4368.621971 sec): 3 clusters Score: Raw -123978.587830 + Penalty 1406.001808 = -122572.586021 nChanged 2 SP:Iteration 24Q (4368.628081 sec): 3 clusters Score: Raw -123978.832115 + Penalty 1406.001808 = -122572.830307 nChanged 1 SP:Iteration 25Q (4368.634224 sec): 3 clusters Score: Raw -123979.065567 + Penalty 1406.001808 = -122573.063759 nChanged 1 SP:Iteration 26Q (4368.642327 sec): 3 clusters Score: Raw -123979.232188 + Penalty 1406.001808 = -122573.230379 nChanged 0 SP:Iteration 27F (4368.648358 sec): 3 clusters Score: Raw -123979.232188 + Penalty 1406.001808 = -122573.230379 nChanged 0 Trying to split cluster 24 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4368.660412 sec): 2 clusters Score: Raw -15865.043273 + Penalty 531.850086 = -15333.193187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4368.662117 sec): 3 clusters Score: Raw -15932.114086 + Penalty 1063.700172 = -14868.413914 nChanged 76 SP:Iteration 1F (4368.663611 sec): 3 clusters Score: Raw -16232.778138 + Penalty 1063.700172 = -15169.077966 nChanged 23 SP:Iteration 2F (4368.665092 sec): 3 clusters Score: Raw -16417.057124 + Penalty 1063.700172 = -15353.356952 nChanged 12 SP:Iteration 3Q (4368.666529 sec): 3 clusters Score: Raw -16452.389709 + Penalty 1063.700172 = -15388.689537 nChanged 6 SP:Iteration 4Q (4368.667959 sec): 3 clusters Score: Raw -16466.049548 + Penalty 1063.700172 = -15402.349376 nChanged 4 SP:Iteration 5Q (4368.669384 sec): 3 clusters Score: Raw -16469.302901 + Penalty 1063.700172 = -15405.602729 nChanged 1 SP:Iteration 6Q (4368.670818 sec): 3 clusters Score: Raw -16470.899764 + Penalty 1063.700172 = -15407.199592 nChanged 0 SP:Iteration 7F (4368.672281 sec): 3 clusters Score: Raw -16470.899764 + Penalty 1063.700172 = -15407.199592 nChanged 0 Score: Raw -69585685.563912 + Penalty 59620.935958 = -69526064.627954 Splitting cluster 24 changes total score from -69526754.363788 to -69526064.627954 So it's not getting split. Trying to split cluster 25 (2575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4387.454939 sec): 2 clusters Score: Raw -218436.015133 + Penalty 746.092457 = -217689.922676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4387.502388 sec): 3 clusters Score: Raw -217130.521947 + Penalty 1492.184914 = -215638.337032 nChanged 1032 SP:Iteration 1F (4387.551508 sec): 3 clusters Score: Raw -217673.156200 + Penalty 1492.184914 = -216180.971285 nChanged 181 SP:Iteration 2F (4387.597169 sec): 3 clusters Score: Raw -217780.022544 + Penalty 1492.184914 = -216287.837630 nChanged 141 SP:Iteration 3F (4387.638649 sec): 3 clusters Score: Raw -217859.553905 + Penalty 1492.184914 = -216367.368990 nChanged 102 SP:Iteration 4Q (4387.687723 sec): 3 clusters Score: Raw -217926.873518 + Penalty 1492.184914 = -216434.688604 nChanged 95 SP:Iteration 5Q (4387.730313 sec): 3 clusters Score: Raw -217995.031541 + Penalty 1492.184914 = -216502.846626 nChanged 83 SP:Iteration 6Q (4387.762032 sec): 3 clusters Score: Raw -218049.276439 + Penalty 1492.184914 = -216557.091524 nChanged 87 SP:Iteration 7Q (4387.820827 sec): 3 clusters Score: Raw -218114.517270 + Penalty 1492.184914 = -216622.332356 nChanged 90 SP:Iteration 8Q (4387.864861 sec): 3 clusters Score: Raw -218177.134592 + Penalty 1492.184914 = -216684.949678 nChanged 73 SP:Iteration 9Q (4387.915255 sec): 3 clusters Score: Raw -218227.694992 + Penalty 1492.184914 = -216735.510078 nChanged 60 SP:Iteration 10Q (4387.952596 sec): 3 clusters Score: Raw -218273.054240 + Penalty 1492.184914 = -216780.869325 nChanged 53 SP:Iteration 11Q (4388.003875 sec): 3 clusters Score: Raw -218305.114766 + Penalty 1492.184914 = -216812.929852 nChanged 38 SP:Iteration 12Q (4388.050982 sec): 3 clusters Score: Raw -218328.531962 + Penalty 1492.184914 = -216836.347048 nChanged 27 SP:Iteration 13Q (4388.069099 sec): 3 clusters Score: Raw -218340.177617 + Penalty 1492.184914 = -216847.992703 nChanged 27 SP:Iteration 14Q (4388.078666 sec): 3 clusters Score: Raw -218360.669187 + Penalty 1492.184914 = -216868.484273 nChanged 30 SP:Iteration 15Q (4388.087805 sec): 3 clusters Score: Raw -218381.565130 + Penalty 1492.184914 = -216889.380216 nChanged 30 SP:Iteration 16Q (4388.096941 sec): 3 clusters Score: Raw -218400.992840 + Penalty 1492.184914 = -216908.807926 nChanged 24 SP:Iteration 17Q (4388.106052 sec): 3 clusters Score: Raw -218418.323957 + Penalty 1492.184914 = -216926.139043 nChanged 22 SP:Iteration 18Q (4388.115124 sec): 3 clusters Score: Raw -218432.609357 + Penalty 1492.184914 = -216940.424442 nChanged 22 SP:Iteration 19Q (4388.124262 sec): 3 clusters Score: Raw -218449.392302 + Penalty 1492.184914 = -216957.207387 nChanged 18 SP:Iteration 20F (4388.181046 sec): 3 clusters Score: Raw -218467.058602 + Penalty 1492.184914 = -216974.873688 nChanged 20 SP:Iteration 21Q (4388.228770 sec): 3 clusters Score: Raw -218481.908797 + Penalty 1492.184914 = -216989.723883 nChanged 20 SP:Iteration 22Q (4388.272540 sec): 3 clusters Score: Raw -218498.029759 + Penalty 1492.184914 = -217005.844845 nChanged 20 SP:Iteration 23Q (4388.324340 sec): 3 clusters Score: Raw -218514.090065 + Penalty 1492.184914 = -217021.905151 nChanged 17 SP:Iteration 24Q (4388.372382 sec): 3 clusters Score: Raw -218528.414757 + Penalty 1492.184914 = -217036.229843 nChanged 15 SP:Iteration 25Q (4388.406894 sec): 3 clusters Score: Raw -218539.988272 + Penalty 1492.184914 = -217047.803357 nChanged 19 SP:Iteration 26Q (4388.458513 sec): 3 clusters Score: Raw -218550.595666 + Penalty 1492.184914 = -217058.410752 nChanged 8 SP:Iteration 27Q (4388.495414 sec): 3 clusters Score: Raw -218558.407972 + Penalty 1492.184914 = -217066.223058 nChanged 8 SP:Iteration 28Q (4388.546732 sec): 3 clusters Score: Raw -218563.165531 + Penalty 1492.184914 = -217070.980617 nChanged 7 SP:Iteration 29Q (4388.595010 sec): 3 clusters Score: Raw -218569.145941 + Penalty 1492.184914 = -217076.961027 nChanged 11 SP:Iteration 30Q (4388.648255 sec): 3 clusters Score: Raw -218576.044402 + Penalty 1492.184914 = -217083.859487 nChanged 9 SP:Iteration 31Q (4388.696664 sec): 3 clusters Score: Raw -218584.224286 + Penalty 1492.184914 = -217092.039371 nChanged 14 SP:Iteration 32Q (4388.741156 sec): 3 clusters Score: Raw -218593.625588 + Penalty 1492.184914 = -217101.440674 nChanged 7 SP:Iteration 33Q (4388.782415 sec): 3 clusters Score: Raw -218596.662134 + Penalty 1492.184914 = -217104.477219 nChanged 3 SP:Iteration 34Q (4388.838947 sec): 3 clusters Score: Raw -218597.981935 + Penalty 1492.184914 = -217105.797020 nChanged 8 SP:Iteration 35Q (4388.886873 sec): 3 clusters Score: Raw -218603.047050 + Penalty 1492.184914 = -217110.862136 nChanged 4 SP:Iteration 36Q (4388.935463 sec): 3 clusters Score: Raw -218605.648390 + Penalty 1492.184914 = -217113.463475 nChanged 2 SP:Iteration 37Q (4388.983169 sec): 3 clusters Score: Raw -218606.352137 + Penalty 1492.184914 = -217114.167223 nChanged 3 SP:Iteration 38Q (4389.034172 sec): 3 clusters Score: Raw -218607.937067 + Penalty 1492.184914 = -217115.752153 nChanged 3 SP:Iteration 39Q (4389.083180 sec): 3 clusters Score: Raw -218610.388521 + Penalty 1492.184914 = -217118.203606 nChanged 1 SP:Iteration 40F (4389.130986 sec): 3 clusters Score: Raw -218611.273064 + Penalty 1492.184914 = -217119.088150 nChanged 2 SP:Iteration 41Q (4389.181066 sec): 3 clusters Score: Raw -218612.627021 + Penalty 1492.184914 = -217120.442106 nChanged 0 SP:Iteration 42F (4389.217920 sec): 3 clusters Score: Raw -218612.627021 + Penalty 1492.184914 = -217120.442106 nChanged 0 Trying to split cluster 26 (23545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4389.278915 sec): 2 clusters Score: Raw -2002198.473629 + Penalty 956.333532 = -2001242.140096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4389.354836 sec): 3 clusters Score: Raw -1987438.997387 + Penalty 1912.667065 = -1985526.330322 nChanged 10840 SP:Iteration 1F (4389.431227 sec): 3 clusters Score: Raw -1993635.130055 + Penalty 1912.667065 = -1991722.462990 nChanged 1069 SP:Iteration 2Q (4389.507694 sec): 3 clusters Score: Raw -1993965.032894 + Penalty 1912.667065 = -1992052.365829 nChanged 966 SP:Iteration 3Q (4389.580074 sec): 3 clusters Score: Raw -1994249.072311 + Penalty 1912.667065 = -1992336.405246 nChanged 899 SP:Iteration 4Q (4389.662291 sec): 3 clusters Score: Raw -1994548.128590 + Penalty 1912.667065 = -1992635.461525 nChanged 981 SP:Iteration 5Q (4389.729401 sec): 3 clusters Score: Raw -1994932.231225 + Penalty 1912.667065 = -1993019.564160 nChanged 1025 SP:Iteration 6Q (4389.805203 sec): 3 clusters Score: Raw -1995400.608843 + Penalty 1912.667065 = -1993487.941779 nChanged 1074 SP:Iteration 7Q (4389.877798 sec): 3 clusters Score: Raw -1996008.530478 + Penalty 1912.667065 = -1994095.863414 nChanged 1231 SP:Iteration 8F (4389.945677 sec): 3 clusters Score: Raw -1996830.117512 + Penalty 1912.667065 = -1994917.450447 nChanged 1252 SP:Iteration 9F (4390.024851 sec): 3 clusters Score: Raw -1997781.544468 + Penalty 1912.667065 = -1995868.877404 nChanged 1224 SP:Iteration 10F (4390.089049 sec): 3 clusters Score: Raw -1998580.584620 + Penalty 1912.667065 = -1996667.917555 nChanged 948 SP:Iteration 11Q (4390.162664 sec): 3 clusters Score: Raw -1999040.585356 + Penalty 1912.667065 = -1997127.918291 nChanged 650 SP:Iteration 12Q (4390.234902 sec): 3 clusters Score: Raw -1999248.324288 + Penalty 1912.667065 = -1997335.657223 nChanged 425 SP:Iteration 13Q (4390.311786 sec): 3 clusters Score: Raw -1999362.607414 + Penalty 1912.667065 = -1997449.940350 nChanged 339 SP:Iteration 14Q (4390.390310 sec): 3 clusters Score: Raw -1999453.330713 + Penalty 1912.667065 = -1997540.663648 nChanged 298 SP:Iteration 15Q (4390.466649 sec): 3 clusters Score: Raw -1999532.722755 + Penalty 1912.667065 = -1997620.055690 nChanged 272 SP:Iteration 16Q (4390.545123 sec): 3 clusters Score: Raw -1999602.713541 + Penalty 1912.667065 = -1997690.046476 nChanged 260 SP:Iteration 17Q (4390.622079 sec): 3 clusters Score: Raw -1999669.197123 + Penalty 1912.667065 = -1997756.530058 nChanged 248 SP:Iteration 18Q (4390.699460 sec): 3 clusters Score: Raw -1999731.321407 + Penalty 1912.667065 = -1997818.654342 nChanged 227 SP:Iteration 19Q (4390.776733 sec): 3 clusters Score: Raw -1999784.625237 + Penalty 1912.667065 = -1997871.958172 nChanged 215 SP:Iteration 20F (4390.844976 sec): 3 clusters Score: Raw -1999835.477171 + Penalty 1912.667065 = -1997922.810106 nChanged 196 SP:Iteration 21Q (4390.908548 sec): 3 clusters Score: Raw -1999874.715353 + Penalty 1912.667065 = -1997962.048288 nChanged 181 SP:Iteration 22Q (4390.985529 sec): 3 clusters Score: Raw -1999912.927405 + Penalty 1912.667065 = -1998000.260340 nChanged 180 SP:Iteration 23Q (4391.053657 sec): 3 clusters Score: Raw -1999952.714218 + Penalty 1912.667065 = -1998040.047153 nChanged 189 SP:Iteration 24Q (4391.122110 sec): 3 clusters Score: Raw -1999995.284528 + Penalty 1912.667065 = -1998082.617463 nChanged 199 SP:Iteration 25Q (4391.203022 sec): 3 clusters Score: Raw -2000045.422405 + Penalty 1912.667065 = -1998132.755340 nChanged 215 SP:Iteration 26Q (4391.284848 sec): 3 clusters Score: Raw -2000105.313449 + Penalty 1912.667065 = -1998192.646384 nChanged 233 SP:Iteration 27Q (4391.339407 sec): 3 clusters Score: Raw -2000171.569546 + Penalty 1912.667065 = -1998258.902481 nChanged 240 SP:Iteration 28Q (4391.414967 sec): 3 clusters Score: Raw -2000241.704902 + Penalty 1912.667065 = -1998329.037837 nChanged 245 SP:Iteration 29Q (4391.501740 sec): 3 clusters Score: Raw -2000310.885366 + Penalty 1912.667065 = -1998398.218301 nChanged 262 SP:Iteration 30Q (4391.577167 sec): 3 clusters Score: Raw -2000385.584817 + Penalty 1912.667065 = -1998472.917752 nChanged 253 SP:Iteration 31Q (4391.652754 sec): 3 clusters Score: Raw -2000464.437841 + Penalty 1912.667065 = -1998551.770776 nChanged 269 SP:Iteration 32Q (4391.731969 sec): 3 clusters Score: Raw -2000557.065869 + Penalty 1912.667065 = -1998644.398804 nChanged 283 SP:Iteration 33Q (4391.801116 sec): 3 clusters Score: Raw -2000662.239626 + Penalty 1912.667065 = -1998749.572561 nChanged 285 SP:Iteration 34Q (4391.865521 sec): 3 clusters Score: Raw -2000772.469926 + Penalty 1912.667065 = -1998859.802861 nChanged 313 SP:Iteration 35Q (4391.939690 sec): 3 clusters Score: Raw -2000914.820665 + Penalty 1912.667065 = -1999002.153600 nChanged 330 SP:Iteration 36Q (4392.005413 sec): 3 clusters Score: Raw -2001072.526147 + Penalty 1912.667065 = -1999159.859082 nChanged 344 SP:Iteration 37Q (4392.079822 sec): 3 clusters Score: Raw -2001251.108497 + Penalty 1912.667065 = -1999338.441432 nChanged 340 SP:Iteration 38Q (4392.151019 sec): 3 clusters Score: Raw -2001423.873278 + Penalty 1912.667065 = -1999511.206213 nChanged 302 SP:Iteration 39Q (4392.223524 sec): 3 clusters Score: Raw -2001565.531632 + Penalty 1912.667065 = -1999652.864567 nChanged 273 SP:Iteration 40F (4392.291169 sec): 3 clusters Score: Raw -2001694.649071 + Penalty 1912.667065 = -1999781.982006 nChanged 253 SP:Iteration 41Q (4392.364400 sec): 3 clusters Score: Raw -2001805.579508 + Penalty 1912.667065 = -1999892.912443 nChanged 223 SP:Iteration 42Q (4392.437816 sec): 3 clusters Score: Raw -2001883.780499 + Penalty 1912.667065 = -1999971.113435 nChanged 183 SP:Iteration 43Q (4392.510594 sec): 3 clusters Score: Raw -2001945.125840 + Penalty 1912.667065 = -2000032.458775 nChanged 171 SP:Iteration 44Q (4392.575874 sec): 3 clusters Score: Raw -2001992.111863 + Penalty 1912.667065 = -2000079.444799 nChanged 128 SP:Iteration 45Q (4392.644090 sec): 3 clusters Score: Raw -2002024.401692 + Penalty 1912.667065 = -2000111.734627 nChanged 121 SP:Iteration 46Q (4392.716502 sec): 3 clusters Score: Raw -2002051.620691 + Penalty 1912.667065 = -2000138.953626 nChanged 105 SP:Iteration 47Q (4392.786355 sec): 3 clusters Score: Raw -2002073.554570 + Penalty 1912.667065 = -2000160.887505 nChanged 100 SP:Iteration 48Q (4392.857990 sec): 3 clusters Score: Raw -2002093.106059 + Penalty 1912.667065 = -2000180.438994 nChanged 79 SP:Iteration 49Q (4392.922538 sec): 3 clusters Score: Raw -2002104.645268 + Penalty 1912.667065 = -2000191.978203 nChanged 59 SP:Iteration 50Q (4392.996063 sec): 3 clusters Score: Raw -2002113.448660 + Penalty 1912.667065 = -2000200.781595 nChanged 63 SP:Iteration 51Q (4393.066818 sec): 3 clusters Score: Raw -2002123.058695 + Penalty 1912.667065 = -2000210.391630 nChanged 55 SP:Iteration 52Q (4393.140757 sec): 3 clusters Score: Raw -2002132.227568 + Penalty 1912.667065 = -2000219.560503 nChanged 52 SP:Iteration 53Q (4393.214730 sec): 3 clusters Score: Raw -2002139.155369 + Penalty 1912.667065 = -2000226.488304 nChanged 45 SP:Iteration 54Q (4393.283165 sec): 3 clusters Score: Raw -2002146.429096 + Penalty 1912.667065 = -2000233.762031 nChanged 44 SP:Iteration 55Q (4393.360299 sec): 3 clusters Score: Raw -2002153.332584 + Penalty 1912.667065 = -2000240.665519 nChanged 39 SP:Iteration 56Q (4393.420867 sec): 3 clusters Score: Raw -2002157.114679 + Penalty 1912.667065 = -2000244.447614 nChanged 30 SP:Iteration 57Q (4393.503678 sec): 3 clusters Score: Raw -2002159.693298 + Penalty 1912.667065 = -2000247.026233 nChanged 25 SP:Iteration 58Q (4393.568277 sec): 3 clusters Score: Raw -2002161.681429 + Penalty 1912.667065 = -2000249.014364 nChanged 22 SP:Iteration 59Q (4393.639636 sec): 3 clusters Score: Raw -2002163.000914 + Penalty 1912.667065 = -2000250.333849 nChanged 17 SP:Iteration 60F (4393.713246 sec): 3 clusters Score: Raw -2002164.080915 + Penalty 1912.667065 = -2000251.413850 nChanged 6 SP:Iteration 61Q (4393.785515 sec): 3 clusters Score: Raw -2002164.391595 + Penalty 1912.667065 = -2000251.724530 nChanged 5 SP:Iteration 62Q (4393.850370 sec): 3 clusters Score: Raw -2002164.609174 + Penalty 1912.667065 = -2000251.942109 nChanged 8 SP:Iteration 63Q (4393.935556 sec): 3 clusters Score: Raw -2002164.898626 + Penalty 1912.667065 = -2000252.231561 nChanged 5 SP:Iteration 64Q (4394.011854 sec): 3 clusters Score: Raw -2002165.137344 + Penalty 1912.667065 = -2000252.470279 nChanged 3 SP:Iteration 65Q (4394.085544 sec): 3 clusters Score: Raw -2002165.278010 + Penalty 1912.667065 = -2000252.610945 nChanged 2 SP:Iteration 66Q (4394.139873 sec): 3 clusters Score: Raw -2002165.333126 + Penalty 1912.667065 = -2000252.666061 nChanged 2 SP:Iteration 67Q (4394.220538 sec): 3 clusters Score: Raw -2002165.447962 + Penalty 1912.667065 = -2000252.780897 nChanged 3 SP:Iteration 68Q (4394.297090 sec): 3 clusters Score: Raw -2002165.594390 + Penalty 1912.667065 = -2000252.927325 nChanged 1 SP:Iteration 69Q (4394.372311 sec): 3 clusters Score: Raw -2002165.820275 + Penalty 1912.667065 = -2000253.153210 nChanged 5 SP:Iteration 70Q (4394.446921 sec): 3 clusters Score: Raw -2002166.232898 + Penalty 1912.667065 = -2000253.565833 nChanged 4 SP:Iteration 71Q (4394.519305 sec): 3 clusters Score: Raw -2002166.432170 + Penalty 1912.667065 = -2000253.765105 nChanged 4 SP:Iteration 72Q (4394.592509 sec): 3 clusters Score: Raw -2002166.574049 + Penalty 1912.667065 = -2000253.906984 nChanged 4 SP:Iteration 73Q (4394.667960 sec): 3 clusters Score: Raw -2002166.707148 + Penalty 1912.667065 = -2000254.040083 nChanged 3 SP:Iteration 74Q (4394.741147 sec): 3 clusters Score: Raw -2002166.859720 + Penalty 1912.667065 = -2000254.192655 nChanged 4 SP:Iteration 75Q (4394.804545 sec): 3 clusters Score: Raw -2002167.120216 + Penalty 1912.667065 = -2000254.453151 nChanged 5 SP:Iteration 76Q (4394.882550 sec): 3 clusters Score: Raw -2002167.520881 + Penalty 1912.667065 = -2000254.853816 nChanged 17 SP:Iteration 77Q (4394.954784 sec): 3 clusters Score: Raw -2002168.799639 + Penalty 1912.667065 = -2000256.132574 nChanged 8 SP:Iteration 78Q (4395.027015 sec): 3 clusters Score: Raw -2002169.232848 + Penalty 1912.667065 = -2000256.565783 nChanged 8 SP:Iteration 79Q (4395.101743 sec): 3 clusters Score: Raw -2002169.673106 + Penalty 1912.667065 = -2000257.006041 nChanged 9 SP:Iteration 80F (4395.188874 sec): 3 clusters Score: Raw -2002170.396095 + Penalty 1912.667065 = -2000257.729030 nChanged 8 SP:Iteration 81Q (4395.263809 sec): 3 clusters Score: Raw -2002170.803465 + Penalty 1912.667065 = -2000258.136400 nChanged 5 SP:Iteration 82Q (4395.332428 sec): 3 clusters Score: Raw -2002171.089599 + Penalty 1912.667065 = -2000258.422534 nChanged 4 SP:Iteration 83Q (4395.412335 sec): 3 clusters Score: Raw -2002171.238471 + Penalty 1912.667065 = -2000258.571407 nChanged 5 SP:Iteration 84Q (4395.444852 sec): 3 clusters Score: Raw -2002171.590750 + Penalty 1912.667065 = -2000258.923685 nChanged 3 SP:Iteration 85Q (4395.521996 sec): 3 clusters Score: Raw -2002171.705288 + Penalty 1912.667065 = -2000259.038223 nChanged 2 SP:Iteration 86Q (4395.597538 sec): 3 clusters Score: Raw -2002171.799341 + Penalty 1912.667065 = -2000259.132276 nChanged 2 SP:Iteration 87Q (4395.679208 sec): 3 clusters Score: Raw -2002171.870423 + Penalty 1912.667065 = -2000259.203358 nChanged 0 SP:Iteration 88F (4395.756665 sec): 3 clusters Score: Raw -2002171.870423 + Penalty 1912.667065 = -2000259.203358 nChanged 0 Trying to split cluster 27 (31125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4395.814273 sec): 2 clusters Score: Raw -2758059.773356 + Penalty 982.847830 = -2757076.925526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4395.903755 sec): 3 clusters Score: Raw -2738400.981772 + Penalty 1965.695660 = -2736435.286112 nChanged 14638 SP:Iteration 1F (4395.987318 sec): 3 clusters Score: Raw -2747540.041762 + Penalty 1965.695660 = -2745574.346102 nChanged 2045 SP:Iteration 2F (4396.062761 sec): 3 clusters Score: Raw -2748810.167516 + Penalty 1965.695660 = -2746844.471856 nChanged 2383 SP:Iteration 3F (4396.148338 sec): 3 clusters Score: Raw -2750621.818164 + Penalty 1965.695660 = -2748656.122504 nChanged 2496 SP:Iteration 4F (4396.232099 sec): 3 clusters Score: Raw -2752794.572106 + Penalty 1965.695660 = -2750828.876446 nChanged 2266 SP:Iteration 5F (4396.317695 sec): 3 clusters Score: Raw -2754762.348510 + Penalty 1965.695660 = -2752796.652849 nChanged 1764 SP:Iteration 6F (4396.402345 sec): 3 clusters Score: Raw -2756084.283917 + Penalty 1965.695660 = -2754118.588257 nChanged 1185 SP:Iteration 7Q (4396.495192 sec): 3 clusters Score: Raw -2756762.820250 + Penalty 1965.695660 = -2754797.124589 nChanged 703 SP:Iteration 8Q (4396.582522 sec): 3 clusters Score: Raw -2757095.966942 + Penalty 1965.695660 = -2755130.271282 nChanged 512 SP:Iteration 9Q (4396.672306 sec): 3 clusters Score: Raw -2757294.141951 + Penalty 1965.695660 = -2755328.446290 nChanged 392 SP:Iteration 10Q (4396.759481 sec): 3 clusters Score: Raw -2757428.430926 + Penalty 1965.695660 = -2755462.735266 nChanged 325 SP:Iteration 11Q (4396.846474 sec): 3 clusters Score: Raw -2757525.766230 + Penalty 1965.695660 = -2755560.070569 nChanged 281 SP:Iteration 12Q (4396.930950 sec): 3 clusters Score: Raw -2757603.119116 + Penalty 1965.695660 = -2755637.423456 nChanged 273 SP:Iteration 13Q (4397.013357 sec): 3 clusters Score: Raw -2757676.358998 + Penalty 1965.695660 = -2755710.663338 nChanged 267 SP:Iteration 14Q (4397.081924 sec): 3 clusters Score: Raw -2757744.238471 + Penalty 1965.695660 = -2755778.542811 nChanged 214 SP:Iteration 15Q (4397.173239 sec): 3 clusters Score: Raw -2757789.617707 + Penalty 1965.695660 = -2755823.922047 nChanged 176 SP:Iteration 16Q (4397.256403 sec): 3 clusters Score: Raw -2757822.867970 + Penalty 1965.695660 = -2755857.172310 nChanged 168 SP:Iteration 17Q (4397.342558 sec): 3 clusters Score: Raw -2757850.497533 + Penalty 1965.695660 = -2755884.801873 nChanged 149 SP:Iteration 18Q (4397.428286 sec): 3 clusters Score: Raw -2757871.958710 + Penalty 1965.695660 = -2755906.263049 nChanged 137 SP:Iteration 19Q (4397.512909 sec): 3 clusters Score: Raw -2757894.733435 + Penalty 1965.695660 = -2755929.037774 nChanged 152 SP:Iteration 20F (4397.596925 sec): 3 clusters Score: Raw -2757920.294719 + Penalty 1965.695660 = -2755954.599058 nChanged 159 SP:Iteration 21Q (4397.675767 sec): 3 clusters Score: Raw -2757946.535930 + Penalty 1965.695660 = -2755980.840270 nChanged 139 SP:Iteration 22Q (4397.762839 sec): 3 clusters Score: Raw -2757968.668362 + Penalty 1965.695660 = -2756002.972702 nChanged 135 SP:Iteration 23Q (4397.841572 sec): 3 clusters Score: Raw -2757988.455155 + Penalty 1965.695660 = -2756022.759495 nChanged 133 SP:Iteration 24Q (4397.921055 sec): 3 clusters Score: Raw -2758006.718428 + Penalty 1965.695660 = -2756041.022767 nChanged 128 SP:Iteration 25Q (4398.003529 sec): 3 clusters Score: Raw -2758025.092064 + Penalty 1965.695660 = -2756059.396403 nChanged 112 SP:Iteration 26Q (4398.090656 sec): 3 clusters Score: Raw -2758040.899958 + Penalty 1965.695660 = -2756075.204298 nChanged 123 SP:Iteration 27Q (4398.172495 sec): 3 clusters Score: Raw -2758059.153170 + Penalty 1965.695660 = -2756093.457509 nChanged 119 SP:Iteration 28Q (4398.267618 sec): 3 clusters Score: Raw -2758076.107768 + Penalty 1965.695660 = -2756110.412107 nChanged 108 SP:Iteration 29Q (4398.348994 sec): 3 clusters Score: Raw -2758093.014569 + Penalty 1965.695660 = -2756127.318909 nChanged 127 SP:Iteration 30Q (4398.431735 sec): 3 clusters Score: Raw -2758113.866361 + Penalty 1965.695660 = -2756148.170700 nChanged 115 SP:Iteration 31Q (4398.515739 sec): 3 clusters Score: Raw -2758132.264356 + Penalty 1965.695660 = -2756166.568696 nChanged 110 SP:Iteration 32Q (4398.594215 sec): 3 clusters Score: Raw -2758147.818817 + Penalty 1965.695660 = -2756182.123157 nChanged 99 SP:Iteration 33Q (4398.676960 sec): 3 clusters Score: Raw -2758161.398447 + Penalty 1965.695660 = -2756195.702787 nChanged 94 SP:Iteration 34Q (4398.760965 sec): 3 clusters Score: Raw -2758173.633476 + Penalty 1965.695660 = -2756207.937816 nChanged 82 SP:Iteration 35Q (4398.841557 sec): 3 clusters Score: Raw -2758184.330435 + Penalty 1965.695660 = -2756218.634774 nChanged 70 SP:Iteration 36Q (4398.921048 sec): 3 clusters Score: Raw -2758192.507569 + Penalty 1965.695660 = -2756226.811908 nChanged 59 SP:Iteration 37Q (4399.004873 sec): 3 clusters Score: Raw -2758199.516973 + Penalty 1965.695660 = -2756233.821312 nChanged 55 SP:Iteration 38Q (4399.084471 sec): 3 clusters Score: Raw -2758205.882041 + Penalty 1965.695660 = -2756240.186381 nChanged 61 SP:Iteration 39Q (4399.167949 sec): 3 clusters Score: Raw -2758213.917620 + Penalty 1965.695660 = -2756248.221959 nChanged 66 SP:Iteration 40F (4399.254512 sec): 3 clusters Score: Raw -2758221.702953 + Penalty 1965.695660 = -2756256.007293 nChanged 60 SP:Iteration 41Q (4399.336864 sec): 3 clusters Score: Raw -2758226.768594 + Penalty 1965.695660 = -2756261.072934 nChanged 59 SP:Iteration 42Q (4399.419530 sec): 3 clusters Score: Raw -2758232.617589 + Penalty 1965.695660 = -2756266.921929 nChanged 58 SP:Iteration 43Q (4399.502677 sec): 3 clusters Score: Raw -2758238.804423 + Penalty 1965.695660 = -2756273.108762 nChanged 60 SP:Iteration 44Q (4399.581028 sec): 3 clusters Score: Raw -2758245.127932 + Penalty 1965.695660 = -2756279.432272 nChanged 56 SP:Iteration 45Q (4399.662723 sec): 3 clusters Score: Raw -2758251.435677 + Penalty 1965.695660 = -2756285.740017 nChanged 49 SP:Iteration 46Q (4399.746332 sec): 3 clusters Score: Raw -2758257.391821 + Penalty 1965.695660 = -2756291.696161 nChanged 61 SP:Iteration 47Q (4399.830446 sec): 3 clusters Score: Raw -2758265.223316 + Penalty 1965.695660 = -2756299.527656 nChanged 61 SP:Iteration 48Q (4399.908784 sec): 3 clusters Score: Raw -2758273.465480 + Penalty 1965.695660 = -2756307.769819 nChanged 55 SP:Iteration 49Q (4399.978756 sec): 3 clusters Score: Raw -2758279.860489 + Penalty 1965.695660 = -2756314.164829 nChanged 52 SP:Iteration 50Q (4400.064437 sec): 3 clusters Score: Raw -2758285.082070 + Penalty 1965.695660 = -2756319.386409 nChanged 52 SP:Iteration 51Q (4400.146780 sec): 3 clusters Score: Raw -2758290.529490 + Penalty 1965.695660 = -2756324.833830 nChanged 58 SP:Iteration 52Q (4400.221720 sec): 3 clusters Score: Raw -2758296.041621 + Penalty 1965.695660 = -2756330.345960 nChanged 44 SP:Iteration 53Q (4400.301803 sec): 3 clusters Score: Raw -2758300.342683 + Penalty 1965.695660 = -2756334.647022 nChanged 42 SP:Iteration 54Q (4400.383063 sec): 3 clusters Score: Raw -2758305.101441 + Penalty 1965.695660 = -2756339.405780 nChanged 39 SP:Iteration 55Q (4400.460637 sec): 3 clusters Score: Raw -2758311.089256 + Penalty 1965.695660 = -2756345.393596 nChanged 36 SP:Iteration 56Q (4400.554991 sec): 3 clusters Score: Raw -2758315.914354 + Penalty 1965.695660 = -2756350.218693 nChanged 39 SP:Iteration 57Q (4400.639216 sec): 3 clusters Score: Raw -2758319.986638 + Penalty 1965.695660 = -2756354.290977 nChanged 26 SP:Iteration 58Q (4400.715242 sec): 3 clusters Score: Raw -2758322.376540 + Penalty 1965.695660 = -2756356.680879 nChanged 21 SP:Iteration 59Q (4400.804082 sec): 3 clusters Score: Raw -2758324.303734 + Penalty 1965.695660 = -2756358.608073 nChanged 26 SP:Iteration 60F (4400.890178 sec): 3 clusters Score: Raw -2758326.561963 + Penalty 1965.695660 = -2756360.866303 nChanged 21 SP:Iteration 61Q (4400.972505 sec): 3 clusters Score: Raw -2758328.706224 + Penalty 1965.695660 = -2756363.010564 nChanged 22 SP:Iteration 62Q (4401.055232 sec): 3 clusters Score: Raw -2758330.547399 + Penalty 1965.695660 = -2756364.851739 nChanged 20 SP:Iteration 63Q (4401.127246 sec): 3 clusters Score: Raw -2758332.334634 + Penalty 1965.695660 = -2756366.638973 nChanged 16 SP:Iteration 64Q (4401.218092 sec): 3 clusters Score: Raw -2758333.490325 + Penalty 1965.695660 = -2756367.794664 nChanged 21 SP:Iteration 65Q (4401.301652 sec): 3 clusters Score: Raw -2758334.829301 + Penalty 1965.695660 = -2756369.133641 nChanged 21 SP:Iteration 66Q (4401.385728 sec): 3 clusters Score: Raw -2758336.424187 + Penalty 1965.695660 = -2756370.728526 nChanged 15 SP:Iteration 67Q (4401.468938 sec): 3 clusters Score: Raw -2758337.516423 + Penalty 1965.695660 = -2756371.820763 nChanged 20 SP:Iteration 68Q (4401.547373 sec): 3 clusters Score: Raw -2758339.310221 + Penalty 1965.695660 = -2756373.614561 nChanged 29 SP:Iteration 69Q (4401.627440 sec): 3 clusters Score: Raw -2758342.208884 + Penalty 1965.695660 = -2756376.513224 nChanged 36 SP:Iteration 70Q (4401.711950 sec): 3 clusters Score: Raw -2758345.564772 + Penalty 1965.695660 = -2756379.869111 nChanged 32 SP:Iteration 71Q (4401.795464 sec): 3 clusters Score: Raw -2758348.832526 + Penalty 1965.695660 = -2756383.136866 nChanged 34 SP:Iteration 72Q (4401.865254 sec): 3 clusters Score: Raw -2758351.996680 + Penalty 1965.695660 = -2756386.301020 nChanged 36 SP:Iteration 73Q (4401.948075 sec): 3 clusters Score: Raw -2758356.441926 + Penalty 1965.695660 = -2756390.746265 nChanged 38 SP:Iteration 74Q (4402.036040 sec): 3 clusters Score: Raw -2758360.554193 + Penalty 1965.695660 = -2756394.858533 nChanged 37 SP:Iteration 75Q (4402.117074 sec): 3 clusters Score: Raw -2758365.256417 + Penalty 1965.695660 = -2756399.560757 nChanged 39 SP:Iteration 76Q (4402.197684 sec): 3 clusters Score: Raw -2758370.613195 + Penalty 1965.695660 = -2756404.917534 nChanged 33 SP:Iteration 77Q (4402.282574 sec): 3 clusters Score: Raw -2758374.406636 + Penalty 1965.695660 = -2756408.710976 nChanged 33 SP:Iteration 78Q (4402.365770 sec): 3 clusters Score: Raw -2758378.017002 + Penalty 1965.695660 = -2756412.321341 nChanged 25 SP:Iteration 79Q (4402.449336 sec): 3 clusters Score: Raw -2758380.392610 + Penalty 1965.695660 = -2756414.696950 nChanged 14 SP:Iteration 80F (4402.536818 sec): 3 clusters Score: Raw -2758381.537457 + Penalty 1965.695660 = -2756415.841797 nChanged 15 SP:Iteration 81Q (4402.618531 sec): 3 clusters Score: Raw -2758382.528239 + Penalty 1965.695660 = -2756416.832578 nChanged 13 SP:Iteration 82Q (4402.686852 sec): 3 clusters Score: Raw -2758384.033315 + Penalty 1965.695660 = -2756418.337654 nChanged 13 SP:Iteration 83Q (4402.775503 sec): 3 clusters Score: Raw -2758385.218364 + Penalty 1965.695660 = -2756419.522704 nChanged 15 SP:Iteration 84Q (4402.855231 sec): 3 clusters Score: Raw -2758386.237370 + Penalty 1965.695660 = -2756420.541709 nChanged 11 SP:Iteration 85Q (4402.934995 sec): 3 clusters Score: Raw -2758386.926390 + Penalty 1965.695660 = -2756421.230729 nChanged 8 SP:Iteration 86Q (4403.017847 sec): 3 clusters Score: Raw -2758387.497747 + Penalty 1965.695660 = -2756421.802087 nChanged 5 SP:Iteration 87Q (4403.097031 sec): 3 clusters Score: Raw -2758387.791653 + Penalty 1965.695660 = -2756422.095993 nChanged 3 SP:Iteration 88Q (4403.191807 sec): 3 clusters Score: Raw -2758387.923824 + Penalty 1965.695660 = -2756422.228164 nChanged 2 SP:Iteration 89Q (4403.267421 sec): 3 clusters Score: Raw -2758387.987367 + Penalty 1965.695660 = -2756422.291707 nChanged 0 SP:Iteration 90F (4403.354406 sec): 3 clusters Score: Raw -2758387.987367 + Penalty 1965.695660 = -2756422.291707 nChanged 0 Trying to split cluster 28 (4168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4403.390161 sec): 2 clusters Score: Raw -358953.115754 + Penalty 791.843200 = -358161.272553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4403.443397 sec): 3 clusters Score: Raw -356696.450905 + Penalty 1583.686401 = -355112.764504 nChanged 1762 SP:Iteration 1F (4403.483019 sec): 3 clusters Score: Raw -357657.881987 + Penalty 1583.686401 = -356074.195586 nChanged 282 SP:Iteration 2F (4403.541016 sec): 3 clusters Score: Raw -357807.470152 + Penalty 1583.686401 = -356223.783751 nChanged 197 SP:Iteration 3Q (4403.579755 sec): 3 clusters Score: Raw -357942.156637 + Penalty 1583.686401 = -356358.470236 nChanged 216 SP:Iteration 4F (4403.629807 sec): 3 clusters Score: Raw -358058.487122 + Penalty 1583.686401 = -356474.800721 nChanged 219 SP:Iteration 5F (4403.677886 sec): 3 clusters Score: Raw -358193.706698 + Penalty 1583.686401 = -356610.020297 nChanged 213 SP:Iteration 6F (4403.727013 sec): 3 clusters Score: Raw -358324.153844 + Penalty 1583.686401 = -356740.467443 nChanged 190 SP:Iteration 7Q (4403.786933 sec): 3 clusters Score: Raw -358433.416190 + Penalty 1583.686401 = -356849.729789 nChanged 172 SP:Iteration 8Q (4403.825138 sec): 3 clusters Score: Raw -358551.036417 + Penalty 1583.686401 = -356967.350016 nChanged 174 SP:Iteration 9Q (4403.882704 sec): 3 clusters Score: Raw -358673.209075 + Penalty 1583.686401 = -357089.522674 nChanged 163 SP:Iteration 10Q (4403.928813 sec): 3 clusters Score: Raw -358762.495035 + Penalty 1583.686401 = -357178.808634 nChanged 123 SP:Iteration 11Q (4403.978534 sec): 3 clusters Score: Raw -358823.306517 + Penalty 1583.686401 = -357239.620116 nChanged 99 SP:Iteration 12Q (4404.034950 sec): 3 clusters Score: Raw -358869.020068 + Penalty 1583.686401 = -357285.333668 nChanged 107 SP:Iteration 13Q (4404.086609 sec): 3 clusters Score: Raw -358915.586700 + Penalty 1583.686401 = -357331.900299 nChanged 80 SP:Iteration 14Q (4404.138336 sec): 3 clusters Score: Raw -358942.803164 + Penalty 1583.686401 = -357359.116763 nChanged 58 SP:Iteration 15Q (4404.189069 sec): 3 clusters Score: Raw -358961.643054 + Penalty 1583.686401 = -357377.956654 nChanged 50 SP:Iteration 16Q (4404.235898 sec): 3 clusters Score: Raw -358973.368894 + Penalty 1583.686401 = -357389.682494 nChanged 35 SP:Iteration 17Q (4404.279424 sec): 3 clusters Score: Raw -358982.630788 + Penalty 1583.686401 = -357398.944387 nChanged 28 SP:Iteration 18Q (4404.331880 sec): 3 clusters Score: Raw -358989.507148 + Penalty 1583.686401 = -357405.820747 nChanged 23 SP:Iteration 19Q (4404.384749 sec): 3 clusters Score: Raw -358996.690567 + Penalty 1583.686401 = -357413.004166 nChanged 25 SP:Iteration 20F (4404.437439 sec): 3 clusters Score: Raw -359002.296282 + Penalty 1583.686401 = -357418.609881 nChanged 13 SP:Iteration 21Q (4404.474086 sec): 3 clusters Score: Raw -359004.277037 + Penalty 1583.686401 = -357420.590636 nChanged 12 SP:Iteration 22Q (4404.512443 sec): 3 clusters Score: Raw -359005.696352 + Penalty 1583.686401 = -357422.009951 nChanged 8 SP:Iteration 23Q (4404.564361 sec): 3 clusters Score: Raw -359006.689096 + Penalty 1583.686401 = -357423.002695 nChanged 5 SP:Iteration 24Q (4404.616836 sec): 3 clusters Score: Raw -359007.432635 + Penalty 1583.686401 = -357423.746234 nChanged 4 SP:Iteration 25Q (4404.663766 sec): 3 clusters Score: Raw -359007.817398 + Penalty 1583.686401 = -357424.130997 nChanged 2 SP:Iteration 26Q (4404.710225 sec): 3 clusters Score: Raw -359007.955191 + Penalty 1583.686401 = -357424.268790 nChanged 1 SP:Iteration 27Q (4404.756848 sec): 3 clusters Score: Raw -359008.059388 + Penalty 1583.686401 = -357424.372988 nChanged 1 SP:Iteration 28Q (4404.806563 sec): 3 clusters Score: Raw -359008.163983 + Penalty 1583.686401 = -357424.477583 nChanged 0 SP:Iteration 29F (4404.859324 sec): 3 clusters Score: Raw -359008.163983 + Penalty 1583.686401 = -357424.477583 nChanged 0 Trying to split cluster 29 (967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4404.884492 sec): 2 clusters Score: Raw -65937.305778 + Penalty 653.048857 = -65284.256921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4404.935122 sec): 3 clusters Score: Raw -65644.140381 + Penalty 1306.097714 = -64338.042667 nChanged 340 SP:Iteration 1F (4404.977820 sec): 3 clusters Score: Raw -66102.511012 + Penalty 1306.097714 = -64796.413298 nChanged 137 SP:Iteration 2F (4405.027982 sec): 3 clusters Score: Raw -66497.603296 + Penalty 1306.097714 = -65191.505582 nChanged 107 SP:Iteration 3F (4405.070234 sec): 3 clusters Score: Raw -66705.073498 + Penalty 1306.097714 = -65398.975784 nChanged 61 SP:Iteration 4F (4405.119858 sec): 3 clusters Score: Raw -66812.525083 + Penalty 1306.097714 = -65506.427368 nChanged 31 SP:Iteration 5Q (4405.166280 sec): 3 clusters Score: Raw -66854.758215 + Penalty 1306.097714 = -65548.660501 nChanged 19 SP:Iteration 6Q (4405.212011 sec): 3 clusters Score: Raw -66890.831072 + Penalty 1306.097714 = -65584.733358 nChanged 18 SP:Iteration 7Q (4405.262691 sec): 3 clusters Score: Raw -66926.033045 + Penalty 1306.097714 = -65619.935331 nChanged 17 SP:Iteration 8Q (4405.306049 sec): 3 clusters Score: Raw -66966.760285 + Penalty 1306.097714 = -65660.662571 nChanged 20 SP:Iteration 9Q (4405.356436 sec): 3 clusters Score: Raw -66996.281070 + Penalty 1306.097714 = -65690.183356 nChanged 13 SP:Iteration 10Q (4405.401626 sec): 3 clusters Score: Raw -67011.989946 + Penalty 1306.097714 = -65705.892232 nChanged 4 SP:Iteration 11Q (4405.459379 sec): 3 clusters Score: Raw -67014.373421 + Penalty 1306.097714 = -65708.275706 nChanged 1 SP:Iteration 12Q (4405.499620 sec): 3 clusters Score: Raw -67014.885245 + Penalty 1306.097714 = -65708.787531 nChanged 2 SP:Iteration 13Q (4405.549650 sec): 3 clusters Score: Raw -67016.341498 + Penalty 1306.097714 = -65710.243784 nChanged 1 SP:Iteration 14Q (4405.599458 sec): 3 clusters Score: Raw -67016.887196 + Penalty 1306.097714 = -65710.789482 nChanged 0 SP:Iteration 15F (4405.649066 sec): 3 clusters Score: Raw -67016.887196 + Penalty 1306.097714 = -65710.789482 nChanged 0 Score: Raw -69586159.288838 + Penalty 59620.935958 = -69526538.352880 Splitting cluster 29 changes total score from -69526754.363788 to -69526538.352880 So it's not getting split. Trying to split cluster 30 (7478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4423.279897 sec): 2 clusters Score: Raw -617729.774358 + Penalty 847.373462 = -616882.400896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4423.339714 sec): 3 clusters Score: Raw -613407.780346 + Penalty 1694.746925 = -611713.033421 nChanged 3338 SP:Iteration 1F (4423.388070 sec): 3 clusters Score: Raw -615483.373029 + Penalty 1694.746925 = -613788.626104 nChanged 624 SP:Iteration 2F (4423.455756 sec): 3 clusters Score: Raw -615969.142515 + Penalty 1694.746925 = -614274.395591 nChanged 634 SP:Iteration 3F (4423.503656 sec): 3 clusters Score: Raw -616543.289308 + Penalty 1694.746925 = -614848.542383 nChanged 630 SP:Iteration 4F (4423.561658 sec): 3 clusters Score: Raw -617046.347335 + Penalty 1694.746925 = -615351.600410 nChanged 448 SP:Iteration 5F (4423.625842 sec): 3 clusters Score: Raw -617395.299204 + Penalty 1694.746925 = -615700.552279 nChanged 336 SP:Iteration 6Q (4423.685420 sec): 3 clusters Score: Raw -617640.166726 + Penalty 1694.746925 = -615945.419802 nChanged 210 SP:Iteration 7Q (4423.734394 sec): 3 clusters Score: Raw -617795.562601 + Penalty 1694.746925 = -616100.815676 nChanged 169 SP:Iteration 8Q (4423.792279 sec): 3 clusters Score: Raw -617920.339227 + Penalty 1694.746925 = -616225.592302 nChanged 124 SP:Iteration 9Q (4423.847898 sec): 3 clusters Score: Raw -618009.564642 + Penalty 1694.746925 = -616314.817718 nChanged 106 SP:Iteration 10Q (4423.906381 sec): 3 clusters Score: Raw -618086.289159 + Penalty 1694.746925 = -616391.542234 nChanged 82 SP:Iteration 11Q (4423.952743 sec): 3 clusters Score: Raw -618128.985767 + Penalty 1694.746925 = -616434.238842 nChanged 56 SP:Iteration 12Q (4424.004373 sec): 3 clusters Score: Raw -618157.767413 + Penalty 1694.746925 = -616463.020489 nChanged 49 SP:Iteration 13Q (4424.055714 sec): 3 clusters Score: Raw -618177.187117 + Penalty 1694.746925 = -616482.440193 nChanged 45 SP:Iteration 14Q (4424.103231 sec): 3 clusters Score: Raw -618193.852265 + Penalty 1694.746925 = -616499.105341 nChanged 29 SP:Iteration 15Q (4424.158868 sec): 3 clusters Score: Raw -618203.189801 + Penalty 1694.746925 = -616508.442877 nChanged 30 SP:Iteration 16Q (4424.219133 sec): 3 clusters Score: Raw -618214.300279 + Penalty 1694.746925 = -616519.553354 nChanged 23 SP:Iteration 17Q (4424.261177 sec): 3 clusters Score: Raw -618221.709110 + Penalty 1694.746925 = -616526.962185 nChanged 21 SP:Iteration 18Q (4424.325377 sec): 3 clusters Score: Raw -618230.455049 + Penalty 1694.746925 = -616535.708124 nChanged 27 SP:Iteration 19Q (4424.379116 sec): 3 clusters Score: Raw -618239.246864 + Penalty 1694.746925 = -616544.499939 nChanged 21 SP:Iteration 20F (4424.434287 sec): 3 clusters Score: Raw -618245.467865 + Penalty 1694.746925 = -616550.720940 nChanged 17 SP:Iteration 21Q (4424.485319 sec): 3 clusters Score: Raw -618249.150184 + Penalty 1694.746925 = -616554.403260 nChanged 6 SP:Iteration 22Q (4424.539103 sec): 3 clusters Score: Raw -618251.047882 + Penalty 1694.746925 = -616556.300957 nChanged 8 SP:Iteration 23Q (4424.549651 sec): 3 clusters Score: Raw -618252.473968 + Penalty 1694.746925 = -616557.727044 nChanged 2 SP:Iteration 24Q (4424.569892 sec): 3 clusters Score: Raw -618252.968124 + Penalty 1694.746925 = -616558.221199 nChanged 0 SP:Iteration 25F (4424.623319 sec): 3 clusters Score: Raw -618252.968124 + Penalty 1694.746925 = -616558.221199 nChanged 0 Trying to split cluster 31 (8320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4424.664190 sec): 2 clusters Score: Raw -709757.237534 + Penalty 857.509666 = -708899.727868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4424.705392 sec): 3 clusters Score: Raw -704814.216848 + Penalty 1715.019331 = -703099.197516 nChanged 3749 SP:Iteration 1F (4424.760206 sec): 3 clusters Score: Raw -706830.923395 + Penalty 1715.019331 = -705115.904064 nChanged 441 SP:Iteration 2F (4424.823117 sec): 3 clusters Score: Raw -706980.918550 + Penalty 1715.019331 = -705265.899218 nChanged 370 SP:Iteration 3Q (4424.868781 sec): 3 clusters Score: Raw -707119.005423 + Penalty 1715.019331 = -705403.986091 nChanged 338 SP:Iteration 4Q (4424.933974 sec): 3 clusters Score: Raw -707247.510171 + Penalty 1715.019331 = -705532.490840 nChanged 327 SP:Iteration 5Q (4424.992121 sec): 3 clusters Score: Raw -707387.446157 + Penalty 1715.019331 = -705672.426826 nChanged 358 SP:Iteration 6Q (4425.038561 sec): 3 clusters Score: Raw -707577.262810 + Penalty 1715.019331 = -705862.243478 nChanged 426 SP:Iteration 7F (4425.103559 sec): 3 clusters Score: Raw -707849.354126 + Penalty 1715.019331 = -706134.334794 nChanged 499 SP:Iteration 8F (4425.160078 sec): 3 clusters Score: Raw -708219.236725 + Penalty 1715.019331 = -706504.217394 nChanged 463 SP:Iteration 9F (4425.196933 sec): 3 clusters Score: Raw -708594.232671 + Penalty 1715.019331 = -706879.213340 nChanged 421 SP:Iteration 10F (4425.219395 sec): 3 clusters Score: Raw -708937.522377 + Penalty 1715.019331 = -707222.503046 nChanged 333 SP:Iteration 11Q (4425.280662 sec): 3 clusters Score: Raw -709225.343582 + Penalty 1715.019331 = -707510.324250 nChanged 242 SP:Iteration 12Q (4425.338799 sec): 3 clusters Score: Raw -709426.179135 + Penalty 1715.019331 = -707711.159804 nChanged 176 SP:Iteration 13Q (4425.390030 sec): 3 clusters Score: Raw -709580.188948 + Penalty 1715.019331 = -707865.169617 nChanged 124 SP:Iteration 14Q (4425.446356 sec): 3 clusters Score: Raw -709701.769335 + Penalty 1715.019331 = -707986.750004 nChanged 64 SP:Iteration 15Q (4425.495634 sec): 3 clusters Score: Raw -709745.275005 + Penalty 1715.019331 = -708030.255674 nChanged 33 SP:Iteration 16Q (4425.548731 sec): 3 clusters Score: Raw -709765.745241 + Penalty 1715.019331 = -708050.725910 nChanged 31 SP:Iteration 17Q (4425.602726 sec): 3 clusters Score: Raw -709786.837209 + Penalty 1715.019331 = -708071.817877 nChanged 18 SP:Iteration 18Q (4425.656927 sec): 3 clusters Score: Raw -709801.702185 + Penalty 1715.019331 = -708086.682853 nChanged 11 SP:Iteration 19Q (4425.708710 sec): 3 clusters Score: Raw -709809.445437 + Penalty 1715.019331 = -708094.426105 nChanged 12 SP:Iteration 20F (4425.767041 sec): 3 clusters Score: Raw -709819.252887 + Penalty 1715.019331 = -708104.233556 nChanged 11 SP:Iteration 21Q (4425.821001 sec): 3 clusters Score: Raw -709825.208357 + Penalty 1715.019331 = -708110.189025 nChanged 8 SP:Iteration 22Q (4425.868335 sec): 3 clusters Score: Raw -709835.126482 + Penalty 1715.019331 = -708120.107151 nChanged 10 SP:Iteration 23Q (4425.921741 sec): 3 clusters Score: Raw -709844.631401 + Penalty 1715.019331 = -708129.612069 nChanged 8 SP:Iteration 24Q (4425.965581 sec): 3 clusters Score: Raw -709855.043397 + Penalty 1715.019331 = -708140.024065 nChanged 10 SP:Iteration 25Q (4426.019521 sec): 3 clusters Score: Raw -709864.948875 + Penalty 1715.019331 = -708149.929543 nChanged 5 SP:Iteration 26Q (4426.068053 sec): 3 clusters Score: Raw -709870.388996 + Penalty 1715.019331 = -708155.369665 nChanged 6 SP:Iteration 27Q (4426.125274 sec): 3 clusters Score: Raw -709874.406768 + Penalty 1715.019331 = -708159.387437 nChanged 5 SP:Iteration 28Q (4426.192810 sec): 3 clusters Score: Raw -709879.797310 + Penalty 1715.019331 = -708164.777978 nChanged 9 SP:Iteration 29Q (4426.238832 sec): 3 clusters Score: Raw -709884.981818 + Penalty 1715.019331 = -708169.962486 nChanged 2 SP:Iteration 30Q (4426.306221 sec): 3 clusters Score: Raw -709885.801517 + Penalty 1715.019331 = -708170.782185 nChanged 2 SP:Iteration 31Q (4426.348956 sec): 3 clusters Score: Raw -709886.741766 + Penalty 1715.019331 = -708171.722435 nChanged 1 SP:Iteration 32Q (4426.414710 sec): 3 clusters Score: Raw -709887.869708 + Penalty 1715.019331 = -708172.850377 nChanged 0 SP:Iteration 33F (4426.469663 sec): 3 clusters Score: Raw -709887.869708 + Penalty 1715.019331 = -708172.850377 nChanged 0 Trying to split cluster 32 (3279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4426.479871 sec): 2 clusters Score: Raw -283665.447135 + Penalty 769.052909 = -282896.394226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4426.532184 sec): 3 clusters Score: Raw -281902.604466 + Penalty 1538.105818 = -280364.498648 nChanged 1324 SP:Iteration 1F (4426.577522 sec): 3 clusters Score: Raw -282599.725590 + Penalty 1538.105818 = -281061.619772 nChanged 224 SP:Iteration 2F (4426.629492 sec): 3 clusters Score: Raw -282711.622180 + Penalty 1538.105818 = -281173.516362 nChanged 183 SP:Iteration 3F (4426.673401 sec): 3 clusters Score: Raw -282804.052512 + Penalty 1538.105818 = -281265.946695 nChanged 160 SP:Iteration 4Q (4426.731710 sec): 3 clusters Score: Raw -282896.529247 + Penalty 1538.105818 = -281358.423429 nChanged 151 SP:Iteration 5Q (4426.788585 sec): 3 clusters Score: Raw -282998.607551 + Penalty 1538.105818 = -281460.501734 nChanged 142 SP:Iteration 6Q (4426.829538 sec): 3 clusters Score: Raw -283085.456328 + Penalty 1538.105818 = -281547.350511 nChanged 122 SP:Iteration 7Q (4426.880082 sec): 3 clusters Score: Raw -283170.979776 + Penalty 1538.105818 = -281632.873958 nChanged 113 SP:Iteration 8Q (4426.921771 sec): 3 clusters Score: Raw -283247.702629 + Penalty 1538.105818 = -281709.596811 nChanged 101 SP:Iteration 9Q (4426.970775 sec): 3 clusters Score: Raw -283310.520700 + Penalty 1538.105818 = -281772.414882 nChanged 90 SP:Iteration 10Q (4427.022566 sec): 3 clusters Score: Raw -283372.314320 + Penalty 1538.105818 = -281834.208502 nChanged 72 SP:Iteration 11Q (4427.069564 sec): 3 clusters Score: Raw -283430.552990 + Penalty 1538.105818 = -281892.447172 nChanged 66 SP:Iteration 12Q (4427.114567 sec): 3 clusters Score: Raw -283480.127044 + Penalty 1538.105818 = -281942.021226 nChanged 64 SP:Iteration 13Q (4427.165676 sec): 3 clusters Score: Raw -283525.326521 + Penalty 1538.105818 = -281987.220704 nChanged 49 SP:Iteration 14Q (4427.207224 sec): 3 clusters Score: Raw -283563.894737 + Penalty 1538.105818 = -282025.788919 nChanged 43 SP:Iteration 15Q (4427.258601 sec): 3 clusters Score: Raw -283598.871566 + Penalty 1538.105818 = -282060.765749 nChanged 41 SP:Iteration 16Q (4427.303724 sec): 3 clusters Score: Raw -283628.424308 + Penalty 1538.105818 = -282090.318491 nChanged 34 SP:Iteration 17Q (4427.354963 sec): 3 clusters Score: Raw -283652.930408 + Penalty 1538.105818 = -282114.824590 nChanged 24 SP:Iteration 18Q (4427.399561 sec): 3 clusters Score: Raw -283671.454563 + Penalty 1538.105818 = -282133.348746 nChanged 20 SP:Iteration 19Q (4427.450395 sec): 3 clusters Score: Raw -283687.777413 + Penalty 1538.105818 = -282149.671595 nChanged 15 SP:Iteration 20F (4427.498498 sec): 3 clusters Score: Raw -283701.182203 + Penalty 1538.105818 = -282163.076386 nChanged 13 SP:Iteration 21Q (4427.541302 sec): 3 clusters Score: Raw -283713.996003 + Penalty 1538.105818 = -282175.890186 nChanged 7 SP:Iteration 22Q (4427.592256 sec): 3 clusters Score: Raw -283721.013888 + Penalty 1538.105818 = -282182.908071 nChanged 8 SP:Iteration 23Q (4427.638574 sec): 3 clusters Score: Raw -283728.075999 + Penalty 1538.105818 = -282189.970181 nChanged 4 SP:Iteration 24Q (4427.689306 sec): 3 clusters Score: Raw -283731.108064 + Penalty 1538.105818 = -282193.002246 nChanged 2 SP:Iteration 25Q (4427.734393 sec): 3 clusters Score: Raw -283731.247110 + Penalty 1538.105818 = -282193.141293 nChanged 0 SP:Iteration 26F (4427.784446 sec): 3 clusters Score: Raw -283731.247110 + Penalty 1538.105818 = -282193.141293 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4427.821368 sec): 2 clusters Score: Raw -41685.735332 + Penalty 588.855478 = -41096.879854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4427.866460 sec): 3 clusters Score: Raw -41553.423723 + Penalty 1177.710956 = -40375.712767 nChanged 124 SP:Iteration 1F (4427.903961 sec): 3 clusters Score: Raw -41681.628593 + Penalty 1177.710956 = -40503.917637 nChanged 26 SP:Iteration 2F (4427.946720 sec): 3 clusters Score: Raw -41717.419790 + Penalty 1177.710956 = -40539.708834 nChanged 20 SP:Iteration 3Q (4427.996404 sec): 3 clusters Score: Raw -41737.428641 + Penalty 1177.710956 = -40559.717685 nChanged 12 SP:Iteration 4Q (4428.039060 sec): 3 clusters Score: Raw -41751.674154 + Penalty 1177.710956 = -40573.963198 nChanged 12 SP:Iteration 5Q (4428.088339 sec): 3 clusters Score: Raw -41764.668404 + Penalty 1177.710956 = -40586.957448 nChanged 8 SP:Iteration 6Q (4428.134671 sec): 3 clusters Score: Raw -41774.220563 + Penalty 1177.710956 = -40596.509607 nChanged 1 SP:Iteration 7Q (4428.183649 sec): 3 clusters Score: Raw -41775.103025 + Penalty 1177.710956 = -40597.392068 nChanged 1 SP:Iteration 8Q (4428.194567 sec): 3 clusters Score: Raw -41775.421595 + Penalty 1177.710956 = -40597.710639 nChanged 0 SP:Iteration 9F (4428.196833 sec): 3 clusters Score: Raw -41775.421595 + Penalty 1177.710956 = -40597.710639 nChanged 0 Trying to split cluster 34 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4428.224842 sec): 2 clusters Score: Raw -178950.640867 + Penalty 720.456849 = -178230.184018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4428.276587 sec): 3 clusters Score: Raw -178007.529426 + Penalty 1440.913697 = -176566.615728 nChanged 770 SP:Iteration 1F (4428.339887 sec): 3 clusters Score: Raw -178569.702902 + Penalty 1440.913697 = -177128.789205 nChanged 180 SP:Iteration 2F (4428.379296 sec): 3 clusters Score: Raw -178731.971994 + Penalty 1440.913697 = -177291.058297 nChanged 134 SP:Iteration 3F (4428.429431 sec): 3 clusters Score: Raw -178837.773302 + Penalty 1440.913697 = -177396.859605 nChanged 93 SP:Iteration 4Q (4428.474304 sec): 3 clusters Score: Raw -178903.292500 + Penalty 1440.913697 = -177462.378802 nChanged 65 SP:Iteration 5Q (4428.519719 sec): 3 clusters Score: Raw -178949.048435 + Penalty 1440.913697 = -177508.134738 nChanged 58 SP:Iteration 6Q (4428.570164 sec): 3 clusters Score: Raw -178999.650381 + Penalty 1440.913697 = -177558.736684 nChanged 58 SP:Iteration 7Q (4428.621101 sec): 3 clusters Score: Raw -179043.747734 + Penalty 1440.913697 = -177602.834037 nChanged 52 SP:Iteration 8Q (4428.671524 sec): 3 clusters Score: Raw -179087.634152 + Penalty 1440.913697 = -177646.720455 nChanged 54 SP:Iteration 9Q (4428.711901 sec): 3 clusters Score: Raw -179129.915219 + Penalty 1440.913697 = -177689.001522 nChanged 55 SP:Iteration 10Q (4428.762378 sec): 3 clusters Score: Raw -179167.736760 + Penalty 1440.913697 = -177726.823063 nChanged 33 SP:Iteration 11Q (4428.808339 sec): 3 clusters Score: Raw -179187.219995 + Penalty 1440.913697 = -177746.306298 nChanged 28 SP:Iteration 12Q (4428.858925 sec): 3 clusters Score: Raw -179206.675985 + Penalty 1440.913697 = -177765.762288 nChanged 23 SP:Iteration 13Q (4428.901723 sec): 3 clusters Score: Raw -179223.402590 + Penalty 1440.913697 = -177782.488893 nChanged 19 SP:Iteration 14Q (4428.964057 sec): 3 clusters Score: Raw -179238.249188 + Penalty 1440.913697 = -177797.335491 nChanged 20 SP:Iteration 15Q (4429.002905 sec): 3 clusters Score: Raw -179253.835575 + Penalty 1440.913697 = -177812.921878 nChanged 17 SP:Iteration 16Q (4429.043609 sec): 3 clusters Score: Raw -179264.905320 + Penalty 1440.913697 = -177823.991623 nChanged 16 SP:Iteration 17Q (4429.091682 sec): 3 clusters Score: Raw -179272.132971 + Penalty 1440.913697 = -177831.219274 nChanged 12 SP:Iteration 18Q (4429.134920 sec): 3 clusters Score: Raw -179276.288151 + Penalty 1440.913697 = -177835.374453 nChanged 7 SP:Iteration 19Q (4429.178547 sec): 3 clusters Score: Raw -179277.786140 + Penalty 1440.913697 = -177836.872442 nChanged 3 SP:Iteration 20F (4429.229833 sec): 3 clusters Score: Raw -179278.946108 + Penalty 1440.913697 = -177838.032410 nChanged 2 SP:Iteration 21Q (4429.280908 sec): 3 clusters Score: Raw -179280.703528 + Penalty 1440.913697 = -177839.789831 nChanged 3 SP:Iteration 22Q (4429.331119 sec): 3 clusters Score: Raw -179281.885035 + Penalty 1440.913697 = -177840.971337 nChanged 4 SP:Iteration 23Q (4429.381572 sec): 3 clusters Score: Raw -179283.592469 + Penalty 1440.913697 = -177842.678772 nChanged 4 SP:Iteration 24Q (4429.421642 sec): 3 clusters Score: Raw -179284.308189 + Penalty 1440.913697 = -177843.394491 nChanged 1 SP:Iteration 25Q (4429.471743 sec): 3 clusters Score: Raw -179284.473881 + Penalty 1440.913697 = -177843.560184 nChanged 1 SP:Iteration 26Q (4429.518356 sec): 3 clusters Score: Raw -179284.728093 + Penalty 1440.913697 = -177843.814396 nChanged 0 SP:Iteration 27F (4429.569060 sec): 3 clusters Score: Raw -179284.728093 + Penalty 1440.913697 = -177843.814396 nChanged 0 Trying to split cluster 35 (5114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4429.611016 sec): 2 clusters Score: Raw -416448.332684 + Penalty 811.275030 = -415637.057654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4429.654641 sec): 3 clusters Score: Raw -413616.354000 + Penalty 1622.550060 = -411993.803941 nChanged 2175 SP:Iteration 1F (4429.720628 sec): 3 clusters Score: Raw -414818.217239 + Penalty 1622.550060 = -413195.667179 nChanged 346 SP:Iteration 2F (4429.764224 sec): 3 clusters Score: Raw -415006.321628 + Penalty 1622.550060 = -413383.771568 nChanged 325 SP:Iteration 3F (4429.823516 sec): 3 clusters Score: Raw -415208.508867 + Penalty 1622.550060 = -413585.958808 nChanged 261 SP:Iteration 4F (4429.870192 sec): 3 clusters Score: Raw -415392.172681 + Penalty 1622.550060 = -413769.622621 nChanged 274 SP:Iteration 5F (4429.907919 sec): 3 clusters Score: Raw -415596.807717 + Penalty 1622.550060 = -413974.257658 nChanged 249 SP:Iteration 6Q (4429.953066 sec): 3 clusters Score: Raw -415798.573296 + Penalty 1622.550060 = -414176.023237 nChanged 227 SP:Iteration 7Q (4430.000180 sec): 3 clusters Score: Raw -415977.698607 + Penalty 1622.550060 = -414355.148547 nChanged 193 SP:Iteration 8Q (4430.055921 sec): 3 clusters Score: Raw -416119.071841 + Penalty 1622.550060 = -414496.521781 nChanged 155 SP:Iteration 9Q (4430.113394 sec): 3 clusters Score: Raw -416217.800264 + Penalty 1622.550060 = -414595.250204 nChanged 126 SP:Iteration 10Q (4430.164141 sec): 3 clusters Score: Raw -416287.136014 + Penalty 1622.550060 = -414664.585954 nChanged 89 SP:Iteration 11Q (4430.211290 sec): 3 clusters Score: Raw -416343.593097 + Penalty 1622.550060 = -414721.043037 nChanged 85 SP:Iteration 12Q (4430.272105 sec): 3 clusters Score: Raw -416398.050654 + Penalty 1622.550060 = -414775.500595 nChanged 69 SP:Iteration 13Q (4430.319982 sec): 3 clusters Score: Raw -416430.510367 + Penalty 1622.550060 = -414807.960308 nChanged 49 SP:Iteration 14Q (4430.368663 sec): 3 clusters Score: Raw -416450.766223 + Penalty 1622.550060 = -414828.216164 nChanged 44 SP:Iteration 15Q (4430.418356 sec): 3 clusters Score: Raw -416470.098901 + Penalty 1622.550060 = -414847.548841 nChanged 34 SP:Iteration 16Q (4430.478764 sec): 3 clusters Score: Raw -416482.714798 + Penalty 1622.550060 = -414860.164739 nChanged 21 SP:Iteration 17Q (4430.528435 sec): 3 clusters Score: Raw -416488.746716 + Penalty 1622.550060 = -414866.196657 nChanged 17 SP:Iteration 18Q (4430.571388 sec): 3 clusters Score: Raw -416494.013221 + Penalty 1622.550060 = -414871.463162 nChanged 17 SP:Iteration 19Q (4430.613129 sec): 3 clusters Score: Raw -416500.015142 + Penalty 1622.550060 = -414877.465083 nChanged 23 SP:Iteration 20F (4430.665352 sec): 3 clusters Score: Raw -416511.615044 + Penalty 1622.550060 = -414889.064985 nChanged 27 SP:Iteration 21Q (4430.717647 sec): 3 clusters Score: Raw -416521.666502 + Penalty 1622.550060 = -414899.116442 nChanged 16 SP:Iteration 22Q (4430.771946 sec): 3 clusters Score: Raw -416527.542103 + Penalty 1622.550060 = -414904.992044 nChanged 19 SP:Iteration 23Q (4430.818226 sec): 3 clusters Score: Raw -416533.369148 + Penalty 1622.550060 = -414910.819088 nChanged 19 SP:Iteration 24Q (4430.870905 sec): 3 clusters Score: Raw -416539.282289 + Penalty 1622.550060 = -414916.732229 nChanged 20 SP:Iteration 25Q (4430.914913 sec): 3 clusters Score: Raw -416548.036494 + Penalty 1622.550060 = -414925.486435 nChanged 19 SP:Iteration 26Q (4430.971797 sec): 3 clusters Score: Raw -416554.841904 + Penalty 1622.550060 = -414932.291844 nChanged 14 SP:Iteration 27Q (4431.013937 sec): 3 clusters Score: Raw -416559.572250 + Penalty 1622.550060 = -414937.022190 nChanged 16 SP:Iteration 28Q (4431.036848 sec): 3 clusters Score: Raw -416566.299078 + Penalty 1622.550060 = -414943.749019 nChanged 11 SP:Iteration 29Q (4431.054173 sec): 3 clusters Score: Raw -416571.065843 + Penalty 1622.550060 = -414948.515783 nChanged 15 SP:Iteration 30Q (4431.071316 sec): 3 clusters Score: Raw -416576.141785 + Penalty 1622.550060 = -414953.591726 nChanged 11 SP:Iteration 31Q (4431.088470 sec): 3 clusters Score: Raw -416581.100687 + Penalty 1622.550060 = -414958.550627 nChanged 11 SP:Iteration 32Q (4431.105743 sec): 3 clusters Score: Raw -416585.383188 + Penalty 1622.550060 = -414962.833128 nChanged 17 SP:Iteration 33Q (4431.136026 sec): 3 clusters Score: Raw -416590.253155 + Penalty 1622.550060 = -414967.703095 nChanged 10 SP:Iteration 34Q (4431.153516 sec): 3 clusters Score: Raw -416593.467521 + Penalty 1622.550060 = -414970.917461 nChanged 10 SP:Iteration 35Q (4431.170643 sec): 3 clusters Score: Raw -416597.271069 + Penalty 1622.550060 = -414974.721009 nChanged 8 SP:Iteration 36Q (4431.187895 sec): 3 clusters Score: Raw -416601.670969 + Penalty 1622.550060 = -414979.120909 nChanged 16 SP:Iteration 37Q (4431.205005 sec): 3 clusters Score: Raw -416609.814300 + Penalty 1622.550060 = -414987.264241 nChanged 14 SP:Iteration 38Q (4431.222034 sec): 3 clusters Score: Raw -416615.405611 + Penalty 1622.550060 = -414992.855552 nChanged 12 SP:Iteration 39Q (4431.239373 sec): 3 clusters Score: Raw -416618.910907 + Penalty 1622.550060 = -414996.360847 nChanged 4 SP:Iteration 40F (4431.257698 sec): 3 clusters Score: Raw -416620.037982 + Penalty 1622.550060 = -414997.487922 nChanged 4 SP:Iteration 41Q (4431.274778 sec): 3 clusters Score: Raw -416621.560828 + Penalty 1622.550060 = -414999.010769 nChanged 4 SP:Iteration 42Q (4431.291824 sec): 3 clusters Score: Raw -416622.527034 + Penalty 1622.550060 = -414999.976975 nChanged 2 SP:Iteration 43Q (4431.309021 sec): 3 clusters Score: Raw -416623.036266 + Penalty 1622.550060 = -415000.486206 nChanged 2 SP:Iteration 44Q (4431.330278 sec): 3 clusters Score: Raw -416623.463584 + Penalty 1622.550060 = -415000.913525 nChanged 2 SP:Iteration 45Q (4431.347527 sec): 3 clusters Score: Raw -416623.794848 + Penalty 1622.550060 = -415001.244788 nChanged 2 SP:Iteration 46Q (4431.364781 sec): 3 clusters Score: Raw -416624.345409 + Penalty 1622.550060 = -415001.795349 nChanged 2 SP:Iteration 47Q (4431.381901 sec): 3 clusters Score: Raw -416624.867437 + Penalty 1622.550060 = -415002.317377 nChanged 1 SP:Iteration 48Q (4431.399113 sec): 3 clusters Score: Raw -416625.047917 + Penalty 1622.550060 = -415002.497857 nChanged 1 SP:Iteration 49Q (4431.416177 sec): 3 clusters Score: Raw -416625.153575 + Penalty 1622.550060 = -415002.603516 nChanged 0 SP:Iteration 50F (4431.434540 sec): 3 clusters Score: Raw -416625.153575 + Penalty 1622.550060 = -415002.603516 nChanged 0 Trying to split cluster 36 (14797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4431.475045 sec): 2 clusters Score: Raw -1288911.964465 + Penalty 912.207075 = -1287999.757390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4431.497077 sec): 3 clusters Score: Raw -1279908.325921 + Penalty 1824.414150 = -1278083.911771 nChanged 6765 SP:Iteration 1F (4431.528803 sec): 3 clusters Score: Raw -1284104.395760 + Penalty 1824.414150 = -1282279.981610 nChanged 1187 SP:Iteration 2F (4431.588464 sec): 3 clusters Score: Raw -1284967.855887 + Penalty 1824.414150 = -1283143.441737 nChanged 1322 SP:Iteration 3F (4431.610077 sec): 3 clusters Score: Raw -1286065.619760 + Penalty 1824.414150 = -1284241.205610 nChanged 1204 SP:Iteration 4F (4431.641852 sec): 3 clusters Score: Raw -1287024.969668 + Penalty 1824.414150 = -1285200.555518 nChanged 879 SP:Iteration 5F (4431.673714 sec): 3 clusters Score: Raw -1287646.142910 + Penalty 1824.414150 = -1285821.728760 nChanged 588 SP:Iteration 6Q (4431.705726 sec): 3 clusters Score: Raw -1288000.720472 + Penalty 1824.414150 = -1286176.306322 nChanged 373 SP:Iteration 7Q (4431.752537 sec): 3 clusters Score: Raw -1288223.364713 + Penalty 1824.414150 = -1286398.950563 nChanged 311 SP:Iteration 8Q (4431.782456 sec): 3 clusters Score: Raw -1288434.078628 + Penalty 1824.414150 = -1286609.664478 nChanged 245 SP:Iteration 9Q (4431.814189 sec): 3 clusters Score: Raw -1288584.059074 + Penalty 1824.414150 = -1286759.644924 nChanged 200 SP:Iteration 10Q (4431.845443 sec): 3 clusters Score: Raw -1288689.656300 + Penalty 1824.414150 = -1286865.242150 nChanged 180 SP:Iteration 11Q (4431.875919 sec): 3 clusters Score: Raw -1288770.512791 + Penalty 1824.414150 = -1286946.098641 nChanged 153 SP:Iteration 12Q (4431.906091 sec): 3 clusters Score: Raw -1288836.968835 + Penalty 1824.414150 = -1287012.554685 nChanged 126 SP:Iteration 13Q (4431.936156 sec): 3 clusters Score: Raw -1288892.582498 + Penalty 1824.414150 = -1287068.168348 nChanged 111 SP:Iteration 14Q (4431.979931 sec): 3 clusters Score: Raw -1288930.154448 + Penalty 1824.414150 = -1287105.740298 nChanged 99 SP:Iteration 15Q (4432.008794 sec): 3 clusters Score: Raw -1288963.944116 + Penalty 1824.414150 = -1287139.529966 nChanged 90 SP:Iteration 16Q (4432.084445 sec): 3 clusters Score: Raw -1288996.838917 + Penalty 1824.414150 = -1287172.424767 nChanged 81 SP:Iteration 17Q (4432.141349 sec): 3 clusters Score: Raw -1289020.486871 + Penalty 1824.414150 = -1287196.072721 nChanged 81 SP:Iteration 18Q (4432.199429 sec): 3 clusters Score: Raw -1289045.349056 + Penalty 1824.414150 = -1287220.934907 nChanged 70 SP:Iteration 19Q (4432.269454 sec): 3 clusters Score: Raw -1289069.836136 + Penalty 1824.414150 = -1287245.421986 nChanged 64 SP:Iteration 20F (4432.337430 sec): 3 clusters Score: Raw -1289094.374007 + Penalty 1824.414150 = -1287269.959857 nChanged 51 SP:Iteration 21Q (4432.398430 sec): 3 clusters Score: Raw -1289115.994265 + Penalty 1824.414150 = -1287291.580115 nChanged 57 SP:Iteration 22Q (4432.454122 sec): 3 clusters Score: Raw -1289132.763391 + Penalty 1824.414150 = -1287308.349241 nChanged 49 SP:Iteration 23Q (4432.515105 sec): 3 clusters Score: Raw -1289152.762394 + Penalty 1824.414150 = -1287328.348244 nChanged 57 SP:Iteration 24Q (4432.578112 sec): 3 clusters Score: Raw -1289175.832976 + Penalty 1824.414150 = -1287351.418826 nChanged 59 SP:Iteration 25Q (4432.650121 sec): 3 clusters Score: Raw -1289200.115194 + Penalty 1824.414150 = -1287375.701044 nChanged 66 SP:Iteration 26Q (4432.715344 sec): 3 clusters Score: Raw -1289221.278041 + Penalty 1824.414150 = -1287396.863891 nChanged 50 SP:Iteration 27Q (4432.771853 sec): 3 clusters Score: Raw -1289236.854470 + Penalty 1824.414150 = -1287412.440320 nChanged 40 SP:Iteration 28Q (4432.838933 sec): 3 clusters Score: Raw -1289247.222404 + Penalty 1824.414150 = -1287422.808254 nChanged 32 SP:Iteration 29Q (4432.901536 sec): 3 clusters Score: Raw -1289260.697576 + Penalty 1824.414150 = -1287436.283426 nChanged 35 SP:Iteration 30Q (4432.968228 sec): 3 clusters Score: Raw -1289274.707526 + Penalty 1824.414150 = -1287450.293376 nChanged 33 SP:Iteration 31Q (4433.022732 sec): 3 clusters Score: Raw -1289287.805294 + Penalty 1824.414150 = -1287463.391144 nChanged 40 SP:Iteration 32Q (4433.084975 sec): 3 clusters Score: Raw -1289306.700482 + Penalty 1824.414150 = -1287482.286332 nChanged 47 SP:Iteration 33Q (4433.146490 sec): 3 clusters Score: Raw -1289338.324305 + Penalty 1824.414150 = -1287513.910155 nChanged 44 SP:Iteration 34Q (4433.219571 sec): 3 clusters Score: Raw -1289366.407194 + Penalty 1824.414150 = -1287541.993044 nChanged 48 SP:Iteration 35Q (4433.286118 sec): 3 clusters Score: Raw -1289395.702193 + Penalty 1824.414150 = -1287571.288043 nChanged 47 SP:Iteration 36Q (4433.351378 sec): 3 clusters Score: Raw -1289424.716682 + Penalty 1824.414150 = -1287600.302532 nChanged 37 SP:Iteration 37Q (4433.416173 sec): 3 clusters Score: Raw -1289442.020030 + Penalty 1824.414150 = -1287617.605880 nChanged 41 SP:Iteration 38Q (4433.472110 sec): 3 clusters Score: Raw -1289462.260602 + Penalty 1824.414150 = -1287637.846453 nChanged 39 SP:Iteration 39Q (4433.546000 sec): 3 clusters Score: Raw -1289481.558101 + Penalty 1824.414150 = -1287657.143951 nChanged 38 SP:Iteration 40F (4433.603710 sec): 3 clusters Score: Raw -1289499.227432 + Penalty 1824.414150 = -1287674.813282 nChanged 23 SP:Iteration 41Q (4433.674192 sec): 3 clusters Score: Raw -1289515.069939 + Penalty 1824.414150 = -1287690.655789 nChanged 30 SP:Iteration 42Q (4433.735045 sec): 3 clusters Score: Raw -1289531.006177 + Penalty 1824.414150 = -1287706.592027 nChanged 28 SP:Iteration 43Q (4433.785473 sec): 3 clusters Score: Raw -1289550.982818 + Penalty 1824.414150 = -1287726.568668 nChanged 31 SP:Iteration 44Q (4433.853479 sec): 3 clusters Score: Raw -1289564.059405 + Penalty 1824.414150 = -1287739.645255 nChanged 21 SP:Iteration 45Q (4433.910605 sec): 3 clusters Score: Raw -1289570.437973 + Penalty 1824.414150 = -1287746.023823 nChanged 13 SP:Iteration 46Q (4433.957590 sec): 3 clusters Score: Raw -1289574.493936 + Penalty 1824.414150 = -1287750.079786 nChanged 11 SP:Iteration 47Q (4434.016807 sec): 3 clusters Score: Raw -1289576.893522 + Penalty 1824.414150 = -1287752.479372 nChanged 8 SP:Iteration 48Q (4434.068054 sec): 3 clusters Score: Raw -1289578.567792 + Penalty 1824.414150 = -1287754.153642 nChanged 8 SP:Iteration 49Q (4434.134064 sec): 3 clusters Score: Raw -1289580.232686 + Penalty 1824.414150 = -1287755.818536 nChanged 4 SP:Iteration 50Q (4434.202916 sec): 3 clusters Score: Raw -1289581.818497 + Penalty 1824.414150 = -1287757.404347 nChanged 5 SP:Iteration 51Q (4434.251722 sec): 3 clusters Score: Raw -1289582.797989 + Penalty 1824.414150 = -1287758.383839 nChanged 3 SP:Iteration 52Q (4434.309605 sec): 3 clusters Score: Raw -1289583.492111 + Penalty 1824.414150 = -1287759.077961 nChanged 5 SP:Iteration 53Q (4434.373433 sec): 3 clusters Score: Raw -1289584.207135 + Penalty 1824.414150 = -1287759.792985 nChanged 4 SP:Iteration 54Q (4434.437234 sec): 3 clusters Score: Raw -1289584.740631 + Penalty 1824.414150 = -1287760.326481 nChanged 4 SP:Iteration 55Q (4434.499898 sec): 3 clusters Score: Raw -1289585.830524 + Penalty 1824.414150 = -1287761.416374 nChanged 5 SP:Iteration 56Q (4434.561618 sec): 3 clusters Score: Raw -1289586.825177 + Penalty 1824.414150 = -1287762.411027 nChanged 3 SP:Iteration 57Q (4434.625103 sec): 3 clusters Score: Raw -1289587.703538 + Penalty 1824.414150 = -1287763.289388 nChanged 0 SP:Iteration 58F (4434.702382 sec): 3 clusters Score: Raw -1289587.703538 + Penalty 1824.414150 = -1287763.289388 nChanged 0 Trying to split cluster 37 (6136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4434.736085 sec): 2 clusters Score: Raw -527626.610812 + Penalty 828.583193 = -526798.027619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4434.784150 sec): 3 clusters Score: Raw -524102.677088 + Penalty 1657.166385 = -522445.510703 nChanged 2674 SP:Iteration 1F (4434.831445 sec): 3 clusters Score: Raw -525780.949574 + Penalty 1657.166385 = -524123.783189 nChanged 529 SP:Iteration 2F (4434.885670 sec): 3 clusters Score: Raw -526162.028552 + Penalty 1657.166385 = -524504.862166 nChanged 452 SP:Iteration 3F (4434.940619 sec): 3 clusters Score: Raw -526465.253328 + Penalty 1657.166385 = -524808.086942 nChanged 384 SP:Iteration 4F (4434.995489 sec): 3 clusters Score: Raw -526721.792189 + Penalty 1657.166385 = -525064.625804 nChanged 334 SP:Iteration 5F (4435.050402 sec): 3 clusters Score: Raw -526940.484433 + Penalty 1657.166385 = -525283.318047 nChanged 278 SP:Iteration 6Q (4435.105254 sec): 3 clusters Score: Raw -527124.027320 + Penalty 1657.166385 = -525466.860935 nChanged 241 SP:Iteration 7Q (4435.160165 sec): 3 clusters Score: Raw -527310.554464 + Penalty 1657.166385 = -525653.388079 nChanged 219 SP:Iteration 8Q (4435.203866 sec): 3 clusters Score: Raw -527496.934532 + Penalty 1657.166385 = -525839.768147 nChanged 156 SP:Iteration 9Q (4435.258725 sec): 3 clusters Score: Raw -527588.676833 + Penalty 1657.166385 = -525931.510448 nChanged 102 SP:Iteration 10Q (4435.312831 sec): 3 clusters Score: Raw -527634.685054 + Penalty 1657.166385 = -525977.518669 nChanged 64 SP:Iteration 11Q (4435.367306 sec): 3 clusters Score: Raw -527655.846733 + Penalty 1657.166385 = -525998.680348 nChanged 53 SP:Iteration 12Q (4435.421564 sec): 3 clusters Score: Raw -527676.242569 + Penalty 1657.166385 = -526019.076184 nChanged 43 SP:Iteration 13Q (4435.475912 sec): 3 clusters Score: Raw -527692.273153 + Penalty 1657.166385 = -526035.106768 nChanged 42 SP:Iteration 14Q (4435.530372 sec): 3 clusters Score: Raw -527706.968778 + Penalty 1657.166385 = -526049.802392 nChanged 32 SP:Iteration 15Q (4435.584983 sec): 3 clusters Score: Raw -527719.492709 + Penalty 1657.166385 = -526062.326324 nChanged 29 SP:Iteration 16Q (4435.639725 sec): 3 clusters Score: Raw -527728.453721 + Penalty 1657.166385 = -526071.287336 nChanged 25 SP:Iteration 17Q (4435.694205 sec): 3 clusters Score: Raw -527736.462528 + Penalty 1657.166385 = -526079.296143 nChanged 13 SP:Iteration 18Q (4435.748576 sec): 3 clusters Score: Raw -527740.658475 + Penalty 1657.166385 = -526083.492090 nChanged 20 SP:Iteration 19Q (4435.802794 sec): 3 clusters Score: Raw -527746.762914 + Penalty 1657.166385 = -526089.596529 nChanged 20 SP:Iteration 20F (4435.857827 sec): 3 clusters Score: Raw -527751.763976 + Penalty 1657.166385 = -526094.597591 nChanged 8 SP:Iteration 21Q (4435.912178 sec): 3 clusters Score: Raw -527753.331842 + Penalty 1657.166385 = -526096.165457 nChanged 6 SP:Iteration 22Q (4435.966217 sec): 3 clusters Score: Raw -527754.096445 + Penalty 1657.166385 = -526096.930060 nChanged 7 SP:Iteration 23Q (4436.020392 sec): 3 clusters Score: Raw -527755.288860 + Penalty 1657.166385 = -526098.122475 nChanged 8 SP:Iteration 24Q (4436.074596 sec): 3 clusters Score: Raw -527756.649889 + Penalty 1657.166385 = -526099.483504 nChanged 6 SP:Iteration 25Q (4436.114406 sec): 3 clusters Score: Raw -527757.811182 + Penalty 1657.166385 = -526100.644797 nChanged 4 SP:Iteration 26Q (4436.168518 sec): 3 clusters Score: Raw -527758.714285 + Penalty 1657.166385 = -526101.547899 nChanged 6 SP:Iteration 27Q (4436.222724 sec): 3 clusters Score: Raw -527759.937731 + Penalty 1657.166385 = -526102.771346 nChanged 9 SP:Iteration 28Q (4436.265652 sec): 3 clusters Score: Raw -527761.480479 + Penalty 1657.166385 = -526104.314094 nChanged 8 SP:Iteration 29Q (4436.320037 sec): 3 clusters Score: Raw -527762.634796 + Penalty 1657.166385 = -526105.468411 nChanged 5 SP:Iteration 30Q (4436.374224 sec): 3 clusters Score: Raw -527763.351818 + Penalty 1657.166385 = -526106.185432 nChanged 6 SP:Iteration 31Q (4436.428200 sec): 3 clusters Score: Raw -527764.468221 + Penalty 1657.166385 = -526107.301836 nChanged 5 SP:Iteration 32Q (4436.482395 sec): 3 clusters Score: Raw -527765.513148 + Penalty 1657.166385 = -526108.346763 nChanged 6 SP:Iteration 33Q (4436.536603 sec): 3 clusters Score: Raw -527766.812114 + Penalty 1657.166385 = -526109.645728 nChanged 8 SP:Iteration 34Q (4436.590717 sec): 3 clusters Score: Raw -527768.182567 + Penalty 1657.166385 = -526111.016181 nChanged 4 SP:Iteration 35Q (4436.644526 sec): 3 clusters Score: Raw -527768.779203 + Penalty 1657.166385 = -526111.612818 nChanged 4 SP:Iteration 36Q (4436.698367 sec): 3 clusters Score: Raw -527769.510564 + Penalty 1657.166385 = -526112.344179 nChanged 3 SP:Iteration 37Q (4436.751123 sec): 3 clusters Score: Raw -527769.990867 + Penalty 1657.166385 = -526112.824482 nChanged 3 SP:Iteration 38Q (4436.814572 sec): 3 clusters Score: Raw -527770.470148 + Penalty 1657.166385 = -526113.303762 nChanged 1 SP:Iteration 39Q (4436.867280 sec): 3 clusters Score: Raw -527770.562742 + Penalty 1657.166385 = -526113.396357 nChanged 1 SP:Iteration 40F (4436.907770 sec): 3 clusters Score: Raw -527770.689426 + Penalty 1657.166385 = -526113.523041 nChanged 1 SP:Iteration 41Q (4436.965921 sec): 3 clusters Score: Raw -527770.971025 + Penalty 1657.166385 = -526113.804640 nChanged 3 SP:Iteration 42Q (4437.005128 sec): 3 clusters Score: Raw -527772.099312 + Penalty 1657.166385 = -526114.932927 nChanged 5 SP:Iteration 43Q (4437.061693 sec): 3 clusters Score: Raw -527773.800395 + Penalty 1657.166385 = -526116.634010 nChanged 6 SP:Iteration 44Q (4437.103403 sec): 3 clusters Score: Raw -527775.788709 + Penalty 1657.166385 = -526118.622324 nChanged 9 SP:Iteration 45Q (4437.161617 sec): 3 clusters Score: Raw -527779.344890 + Penalty 1657.166385 = -526122.178505 nChanged 16 SP:Iteration 46Q (4437.202295 sec): 3 clusters Score: Raw -527785.205298 + Penalty 1657.166385 = -526128.038913 nChanged 16 SP:Iteration 47Q (4437.258075 sec): 3 clusters Score: Raw -527790.988722 + Penalty 1657.166385 = -526133.822337 nChanged 16 SP:Iteration 48Q (4437.302929 sec): 3 clusters Score: Raw -527795.806643 + Penalty 1657.166385 = -526138.640258 nChanged 18 SP:Iteration 49Q (4437.356176 sec): 3 clusters Score: Raw -527803.885082 + Penalty 1657.166385 = -526146.718697 nChanged 24 SP:Iteration 50Q (4437.419175 sec): 3 clusters Score: Raw -527813.052292 + Penalty 1657.166385 = -526155.885907 nChanged 21 SP:Iteration 51Q (4437.469948 sec): 3 clusters Score: Raw -527821.993341 + Penalty 1657.166385 = -526164.826956 nChanged 23 SP:Iteration 52Q (4437.531984 sec): 3 clusters Score: Raw -527833.240507 + Penalty 1657.166385 = -526176.074122 nChanged 20 SP:Iteration 53Q (4437.585551 sec): 3 clusters Score: Raw -527842.107150 + Penalty 1657.166385 = -526184.940764 nChanged 18 SP:Iteration 54Q (4437.626758 sec): 3 clusters Score: Raw -527847.075811 + Penalty 1657.166385 = -526189.909426 nChanged 19 SP:Iteration 55Q (4437.676033 sec): 3 clusters Score: Raw -527853.272255 + Penalty 1657.166385 = -526196.105870 nChanged 15 SP:Iteration 56Q (4437.728429 sec): 3 clusters Score: Raw -527857.042427 + Penalty 1657.166385 = -526199.876041 nChanged 11 SP:Iteration 57Q (4437.789356 sec): 3 clusters Score: Raw -527860.549855 + Penalty 1657.166385 = -526203.383470 nChanged 9 SP:Iteration 58Q (4437.835825 sec): 3 clusters Score: Raw -527862.765018 + Penalty 1657.166385 = -526205.598633 nChanged 9 SP:Iteration 59Q (4437.889574 sec): 3 clusters Score: Raw -527864.754761 + Penalty 1657.166385 = -526207.588376 nChanged 7 SP:Iteration 60F (4437.908702 sec): 3 clusters Score: Raw -527866.112412 + Penalty 1657.166385 = -526208.946027 nChanged 6 SP:Iteration 61Q (4437.927610 sec): 3 clusters Score: Raw -527867.405540 + Penalty 1657.166385 = -526210.239155 nChanged 4 SP:Iteration 62Q (4437.959543 sec): 3 clusters Score: Raw -527868.258392 + Penalty 1657.166385 = -526211.092007 nChanged 3 SP:Iteration 63Q (4437.978257 sec): 3 clusters Score: Raw -527869.245460 + Penalty 1657.166385 = -526212.079075 nChanged 3 SP:Iteration 64Q (4437.997090 sec): 3 clusters Score: Raw -527869.909687 + Penalty 1657.166385 = -526212.743301 nChanged 6 SP:Iteration 65Q (4438.027230 sec): 3 clusters Score: Raw -527872.170306 + Penalty 1657.166385 = -526215.003920 nChanged 2 SP:Iteration 66Q (4438.063690 sec): 3 clusters Score: Raw -527872.528250 + Penalty 1657.166385 = -526215.361865 nChanged 2 SP:Iteration 67Q (4438.082264 sec): 3 clusters Score: Raw -527873.034328 + Penalty 1657.166385 = -526215.867943 nChanged 2 SP:Iteration 68Q (4438.101099 sec): 3 clusters Score: Raw -527873.243362 + Penalty 1657.166385 = -526216.076976 nChanged 1 SP:Iteration 69Q (4438.119917 sec): 3 clusters Score: Raw -527873.262515 + Penalty 1657.166385 = -526216.096130 nChanged 0 SP:Iteration 70F (4438.148233 sec): 3 clusters Score: Raw -527873.262515 + Penalty 1657.166385 = -526216.096130 nChanged 0 Trying to split cluster 38 (9152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4438.193844 sec): 2 clusters Score: Raw -773103.768697 + Penalty 866.564133 = -772237.204564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4438.253334 sec): 3 clusters Score: Raw -767752.040955 + Penalty 1733.128266 = -766018.912689 nChanged 4087 SP:Iteration 1F (4438.305438 sec): 3 clusters Score: Raw -770133.610970 + Penalty 1733.128266 = -768400.482705 nChanged 611 SP:Iteration 2F (4438.363093 sec): 3 clusters Score: Raw -770450.796611 + Penalty 1733.128266 = -768717.668345 nChanged 584 SP:Iteration 3F (4438.423412 sec): 3 clusters Score: Raw -770821.403789 + Penalty 1733.128266 = -769088.275523 nChanged 592 SP:Iteration 4F (4438.484013 sec): 3 clusters Score: Raw -771277.001961 + Penalty 1733.128266 = -769543.873696 nChanged 631 SP:Iteration 5F (4438.541831 sec): 3 clusters Score: Raw -771832.123417 + Penalty 1733.128266 = -770098.995151 nChanged 549 SP:Iteration 6F (4438.589720 sec): 3 clusters Score: Raw -772304.170589 + Penalty 1733.128266 = -770571.042323 nChanged 426 SP:Iteration 7Q (4438.648225 sec): 3 clusters Score: Raw -772705.830810 + Penalty 1733.128266 = -770972.702544 nChanged 306 SP:Iteration 8Q (4438.713529 sec): 3 clusters Score: Raw -773005.233854 + Penalty 1733.128266 = -771272.105589 nChanged 189 SP:Iteration 9Q (4438.757671 sec): 3 clusters Score: Raw -773178.192165 + Penalty 1733.128266 = -771445.063900 nChanged 128 SP:Iteration 10Q (4438.820246 sec): 3 clusters Score: Raw -773263.858774 + Penalty 1733.128266 = -771530.730509 nChanged 75 SP:Iteration 11Q (4438.880099 sec): 3 clusters Score: Raw -773313.145057 + Penalty 1733.128266 = -771580.016791 nChanged 53 SP:Iteration 12Q (4438.939204 sec): 3 clusters Score: Raw -773349.969204 + Penalty 1733.128266 = -771616.840938 nChanged 44 SP:Iteration 13Q (4438.993925 sec): 3 clusters Score: Raw -773379.066311 + Penalty 1733.128266 = -771645.938045 nChanged 37 SP:Iteration 14Q (4439.047416 sec): 3 clusters Score: Raw -773407.817395 + Penalty 1733.128266 = -771674.689129 nChanged 37 SP:Iteration 15Q (4439.106307 sec): 3 clusters Score: Raw -773435.531564 + Penalty 1733.128266 = -771702.403298 nChanged 35 SP:Iteration 16Q (4439.165068 sec): 3 clusters Score: Raw -773461.120342 + Penalty 1733.128266 = -771727.992077 nChanged 32 SP:Iteration 17Q (4439.223665 sec): 3 clusters Score: Raw -773477.270607 + Penalty 1733.128266 = -771744.142341 nChanged 20 SP:Iteration 18Q (4439.281417 sec): 3 clusters Score: Raw -773488.777254 + Penalty 1733.128266 = -771755.648989 nChanged 17 SP:Iteration 19Q (4439.337011 sec): 3 clusters Score: Raw -773502.159400 + Penalty 1733.128266 = -771769.031135 nChanged 23 SP:Iteration 20F (4439.393274 sec): 3 clusters Score: Raw -773535.375025 + Penalty 1733.128266 = -771802.246760 nChanged 29 SP:Iteration 21Q (4439.451144 sec): 3 clusters Score: Raw -773563.573702 + Penalty 1733.128266 = -771830.445437 nChanged 33 SP:Iteration 22Q (4439.504076 sec): 3 clusters Score: Raw -773592.380450 + Penalty 1733.128266 = -771859.252185 nChanged 27 SP:Iteration 23Q (4439.551682 sec): 3 clusters Score: Raw -773610.184293 + Penalty 1733.128266 = -771877.056028 nChanged 24 SP:Iteration 24Q (4439.613569 sec): 3 clusters Score: Raw -773624.331106 + Penalty 1733.128266 = -771891.202840 nChanged 14 SP:Iteration 25Q (4439.665720 sec): 3 clusters Score: Raw -773629.800321 + Penalty 1733.128266 = -771896.672056 nChanged 10 SP:Iteration 26Q (4439.720889 sec): 3 clusters Score: Raw -773634.311190 + Penalty 1733.128266 = -771901.182925 nChanged 8 SP:Iteration 27Q (4439.775305 sec): 3 clusters Score: Raw -773637.116854 + Penalty 1733.128266 = -771903.988589 nChanged 5 SP:Iteration 28Q (4439.828983 sec): 3 clusters Score: Raw -773642.358882 + Penalty 1733.128266 = -771909.230617 nChanged 10 SP:Iteration 29Q (4439.877129 sec): 3 clusters Score: Raw -773650.714901 + Penalty 1733.128266 = -771917.586636 nChanged 10 SP:Iteration 30Q (4439.932696 sec): 3 clusters Score: Raw -773658.749658 + Penalty 1733.128266 = -771925.621393 nChanged 10 SP:Iteration 31Q (4439.988766 sec): 3 clusters Score: Raw -773670.221666 + Penalty 1733.128266 = -771937.093400 nChanged 12 SP:Iteration 32Q (4440.038870 sec): 3 clusters Score: Raw -773679.937931 + Penalty 1733.128266 = -771946.809665 nChanged 11 SP:Iteration 33Q (4440.095299 sec): 3 clusters Score: Raw -773685.340692 + Penalty 1733.128266 = -771952.212427 nChanged 10 SP:Iteration 34Q (4440.150110 sec): 3 clusters Score: Raw -773689.980997 + Penalty 1733.128266 = -771956.852731 nChanged 6 SP:Iteration 35Q (4440.193607 sec): 3 clusters Score: Raw -773692.222517 + Penalty 1733.128266 = -771959.094251 nChanged 2 SP:Iteration 36Q (4440.245484 sec): 3 clusters Score: Raw -773693.467259 + Penalty 1733.128266 = -771960.338993 nChanged 2 SP:Iteration 37Q (4440.307168 sec): 3 clusters Score: Raw -773693.933804 + Penalty 1733.128266 = -771960.805539 nChanged 1 SP:Iteration 38Q (4440.359407 sec): 3 clusters Score: Raw -773694.567542 + Penalty 1733.128266 = -771961.439277 nChanged 1 SP:Iteration 39Q (4440.417245 sec): 3 clusters Score: Raw -773695.172841 + Penalty 1733.128266 = -771962.044575 nChanged 0 SP:Iteration 40F (4440.466267 sec): 3 clusters Score: Raw -773695.172841 + Penalty 1733.128266 = -771962.044575 nChanged 0 Trying to split cluster 39 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4440.488431 sec): 2 clusters Score: Raw -119193.618375 + Penalty 692.318261 = -118501.300114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4440.546314 sec): 3 clusters Score: Raw -118513.979363 + Penalty 1384.636522 = -117129.342841 nChanged 568 SP:Iteration 1F (4440.591479 sec): 3 clusters Score: Raw -118860.782525 + Penalty 1384.636522 = -117476.146004 nChanged 127 SP:Iteration 2F (4440.631713 sec): 3 clusters Score: Raw -118973.567047 + Penalty 1384.636522 = -117588.930525 nChanged 95 SP:Iteration 3F (4440.675625 sec): 3 clusters Score: Raw -119077.565185 + Penalty 1384.636522 = -117692.928663 nChanged 104 SP:Iteration 4F (4440.719069 sec): 3 clusters Score: Raw -119174.380128 + Penalty 1384.636522 = -117789.743606 nChanged 85 SP:Iteration 5F (4440.772760 sec): 3 clusters Score: Raw -119261.232437 + Penalty 1384.636522 = -117876.595916 nChanged 80 SP:Iteration 6F (4440.815177 sec): 3 clusters Score: Raw -119334.353938 + Penalty 1384.636522 = -117949.717416 nChanged 81 SP:Iteration 7F (4440.860282 sec): 3 clusters Score: Raw -119409.467718 + Penalty 1384.636522 = -118024.831196 nChanged 65 SP:Iteration 8Q (4440.908482 sec): 3 clusters Score: Raw -119473.669064 + Penalty 1384.636522 = -118089.032542 nChanged 64 SP:Iteration 9Q (4440.961306 sec): 3 clusters Score: Raw -119540.646222 + Penalty 1384.636522 = -118156.009701 nChanged 55 SP:Iteration 10Q (4441.004795 sec): 3 clusters Score: Raw -119583.289064 + Penalty 1384.636522 = -118198.652542 nChanged 26 SP:Iteration 11Q (4441.038938 sec): 3 clusters Score: Raw -119606.081028 + Penalty 1384.636522 = -118221.444506 nChanged 20 SP:Iteration 12Q (4441.095191 sec): 3 clusters Score: Raw -119621.233570 + Penalty 1384.636522 = -118236.597049 nChanged 13 SP:Iteration 13Q (4441.139500 sec): 3 clusters Score: Raw -119631.114942 + Penalty 1384.636522 = -118246.478421 nChanged 9 SP:Iteration 14Q (4441.178565 sec): 3 clusters Score: Raw -119637.431861 + Penalty 1384.636522 = -118252.795339 nChanged 10 SP:Iteration 15Q (4441.229066 sec): 3 clusters Score: Raw -119643.260052 + Penalty 1384.636522 = -118258.623530 nChanged 8 SP:Iteration 16Q (4441.279252 sec): 3 clusters Score: Raw -119647.979858 + Penalty 1384.636522 = -118263.343336 nChanged 1 SP:Iteration 17Q (4441.321860 sec): 3 clusters Score: Raw -119649.777378 + Penalty 1384.636522 = -118265.140856 nChanged 3 SP:Iteration 18Q (4441.371991 sec): 3 clusters Score: Raw -119654.055154 + Penalty 1384.636522 = -118269.418633 nChanged 2 SP:Iteration 19Q (4441.417870 sec): 3 clusters Score: Raw -119655.535007 + Penalty 1384.636522 = -118270.898485 nChanged 2 SP:Iteration 20F (4441.468023 sec): 3 clusters Score: Raw -119657.939976 + Penalty 1384.636522 = -118273.303454 nChanged 1 SP:Iteration 21Q (4441.514489 sec): 3 clusters Score: Raw -119658.720340 + Penalty 1384.636522 = -118274.083818 nChanged 1 SP:Iteration 22Q (4441.564562 sec): 3 clusters Score: Raw -119658.968035 + Penalty 1384.636522 = -118274.331513 nChanged 0 SP:Iteration 23F (4441.611263 sec): 3 clusters Score: Raw -119658.968035 + Penalty 1384.636522 = -118274.331513 nChanged 0 Trying to split cluster 40 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4441.636045 sec): 2 clusters Score: Raw -33680.285224 + Penalty 585.314696 = -33094.970528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4441.679323 sec): 3 clusters Score: Raw -33585.204743 + Penalty 1170.629391 = -32414.575352 nChanged 124 SP:Iteration 1F (4441.723362 sec): 3 clusters Score: Raw -33799.390718 + Penalty 1170.629391 = -32628.761327 nChanged 46 SP:Iteration 2F (4441.765861 sec): 3 clusters Score: Raw -33907.841439 + Penalty 1170.629391 = -32737.212048 nChanged 28 SP:Iteration 3F (4441.808502 sec): 3 clusters Score: Raw -33981.461890 + Penalty 1170.629391 = -32810.832499 nChanged 13 SP:Iteration 4Q (4441.857238 sec): 3 clusters Score: Raw -34003.848285 + Penalty 1170.629391 = -32833.218893 nChanged 6 SP:Iteration 5Q (4441.895494 sec): 3 clusters Score: Raw -34015.767586 + Penalty 1170.629391 = -32845.138195 nChanged 3 SP:Iteration 6Q (4441.945343 sec): 3 clusters Score: Raw -34021.424132 + Penalty 1170.629391 = -32850.794741 nChanged 1 SP:Iteration 7Q (4441.991473 sec): 3 clusters Score: Raw -34022.490179 + Penalty 1170.629391 = -32851.860787 nChanged 2 SP:Iteration 8Q (4442.040604 sec): 3 clusters Score: Raw -34029.528522 + Penalty 1170.629391 = -32858.899130 nChanged 2 SP:Iteration 9Q (4442.089235 sec): 3 clusters Score: Raw -34033.913419 + Penalty 1170.629391 = -32863.284028 nChanged 2 SP:Iteration 10Q (4442.130313 sec): 3 clusters Score: Raw -34039.134489 + Penalty 1170.629391 = -32868.505098 nChanged 3 SP:Iteration 11Q (4442.179401 sec): 3 clusters Score: Raw -34044.165442 + Penalty 1170.629391 = -32873.536051 nChanged 2 SP:Iteration 12Q (4442.228602 sec): 3 clusters Score: Raw -34048.988614 + Penalty 1170.629391 = -32878.359222 nChanged 2 SP:Iteration 13Q (4442.277624 sec): 3 clusters Score: Raw -34052.229382 + Penalty 1170.629391 = -32881.599991 nChanged 2 SP:Iteration 14Q (4442.320448 sec): 3 clusters Score: Raw -34054.327005 + Penalty 1170.629391 = -32883.697614 nChanged 0 SP:Iteration 15F (4442.367305 sec): 3 clusters Score: Raw -34054.327005 + Penalty 1170.629391 = -32883.697614 nChanged 0 Trying to split cluster 41 (96145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4442.481779 sec): 2 clusters Score: Raw -8177946.924230 + Penalty 1089.993211 = -8176856.931019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4442.641459 sec): 3 clusters Score: Raw -8114392.980304 + Penalty 2179.986422 = -8112212.993882 nChanged 46485 SP:Iteration 1F (4442.790116 sec): 3 clusters Score: Raw -8142748.774867 + Penalty 2179.986422 = -8140568.788445 nChanged 4313 SP:Iteration 2Q (4442.959172 sec): 3 clusters Score: Raw -8144328.389383 + Penalty 2179.986422 = -8142148.402961 nChanged 4800 SP:Iteration 3Q (4443.128829 sec): 3 clusters Score: Raw -8146646.133269 + Penalty 2179.986422 = -8144466.146847 nChanged 5726 SP:Iteration 4F (4443.286753 sec): 3 clusters Score: Raw -8150199.729441 + Penalty 2179.986422 = -8148019.743019 nChanged 6157 SP:Iteration 5F (4443.454980 sec): 3 clusters Score: Raw -8154954.202810 + Penalty 2179.986422 = -8152774.216388 nChanged 6249 SP:Iteration 6F (4443.603110 sec): 3 clusters Score: Raw -8160320.836773 + Penalty 2179.986422 = -8158140.850351 nChanged 5410 SP:Iteration 7F (4443.770218 sec): 3 clusters Score: Raw -8164481.804063 + Penalty 2179.986422 = -8162301.817641 nChanged 4065 SP:Iteration 8Q (4443.943127 sec): 3 clusters Score: Raw -8166981.220527 + Penalty 2179.986422 = -8164801.234105 nChanged 2935 SP:Iteration 9Q (4444.099651 sec): 3 clusters Score: Raw -8168528.429361 + Penalty 2179.986422 = -8166348.442939 nChanged 2294 SP:Iteration 10Q (4444.247345 sec): 3 clusters Score: Raw -8169700.931800 + Penalty 2179.986422 = -8167520.945378 nChanged 2054 SP:Iteration 11Q (4444.400492 sec): 3 clusters Score: Raw -8170744.940927 + Penalty 2179.986422 = -8168564.954505 nChanged 1862 SP:Iteration 12Q (4444.552695 sec): 3 clusters Score: Raw -8171679.014075 + Penalty 2179.986422 = -8169499.027652 nChanged 1783 SP:Iteration 13Q (4444.716420 sec): 3 clusters Score: Raw -8172589.715166 + Penalty 2179.986422 = -8170409.728744 nChanged 1686 SP:Iteration 14Q (4444.872595 sec): 3 clusters Score: Raw -8173466.757023 + Penalty 2179.986422 = -8171286.770601 nChanged 1593 SP:Iteration 15Q (4445.038436 sec): 3 clusters Score: Raw -8174324.148312 + Penalty 2179.986422 = -8172144.161890 nChanged 1402 SP:Iteration 16Q (4445.189688 sec): 3 clusters Score: Raw -8175094.712412 + Penalty 2179.986422 = -8172914.725990 nChanged 1296 SP:Iteration 17Q (4445.339323 sec): 3 clusters Score: Raw -8175833.310347 + Penalty 2179.986422 = -8173653.323925 nChanged 1100 SP:Iteration 18Q (4445.499667 sec): 3 clusters Score: Raw -8176447.154386 + Penalty 2179.986422 = -8174267.167964 nChanged 914 SP:Iteration 19Q (4445.650085 sec): 3 clusters Score: Raw -8176964.433969 + Penalty 2179.986422 = -8174784.447547 nChanged 751 SP:Iteration 20F (4445.809849 sec): 3 clusters Score: Raw -8177391.899698 + Penalty 2179.986422 = -8175211.913276 nChanged 578 SP:Iteration 21Q (4445.972683 sec): 3 clusters Score: Raw -8177697.692263 + Penalty 2179.986422 = -8175517.705841 nChanged 416 SP:Iteration 22Q (4446.116609 sec): 3 clusters Score: Raw -8177909.590277 + Penalty 2179.986422 = -8175729.603855 nChanged 304 SP:Iteration 23Q (4446.249159 sec): 3 clusters Score: Raw -8178062.216036 + Penalty 2179.986422 = -8175882.229614 nChanged 239 SP:Iteration 24Q (4446.396474 sec): 3 clusters Score: Raw -8178169.156168 + Penalty 2179.986422 = -8175989.169746 nChanged 177 SP:Iteration 25Q (4446.548648 sec): 3 clusters Score: Raw -8178253.271367 + Penalty 2179.986422 = -8176073.284945 nChanged 144 SP:Iteration 26Q (4446.691400 sec): 3 clusters Score: Raw -8178315.572339 + Penalty 2179.986422 = -8176135.585917 nChanged 110 SP:Iteration 27Q (4446.833433 sec): 3 clusters Score: Raw -8178359.433698 + Penalty 2179.986422 = -8176179.447276 nChanged 73 SP:Iteration 28Q (4446.974358 sec): 3 clusters Score: Raw -8178388.931407 + Penalty 2179.986422 = -8176208.944985 nChanged 73 SP:Iteration 29Q (4447.115803 sec): 3 clusters Score: Raw -8178414.988729 + Penalty 2179.986422 = -8176235.002307 nChanged 60 SP:Iteration 30Q (4447.255597 sec): 3 clusters Score: Raw -8178437.153454 + Penalty 2179.986422 = -8176257.167032 nChanged 50 SP:Iteration 31Q (4447.386022 sec): 3 clusters Score: Raw -8178455.471653 + Penalty 2179.986422 = -8176275.485231 nChanged 39 SP:Iteration 32Q (4447.526621 sec): 3 clusters Score: Raw -8178472.338423 + Penalty 2179.986422 = -8176292.352001 nChanged 40 SP:Iteration 33Q (4447.660621 sec): 3 clusters Score: Raw -8178486.427904 + Penalty 2179.986422 = -8176306.441482 nChanged 40 SP:Iteration 34Q (4447.803071 sec): 3 clusters Score: Raw -8178497.852684 + Penalty 2179.986422 = -8176317.866262 nChanged 22 SP:Iteration 35Q (4447.943865 sec): 3 clusters Score: Raw -8178503.088376 + Penalty 2179.986422 = -8176323.101954 nChanged 24 SP:Iteration 36Q (4448.089239 sec): 3 clusters Score: Raw -8178508.365321 + Penalty 2179.986422 = -8176328.378899 nChanged 19 SP:Iteration 37Q (4448.241294 sec): 3 clusters Score: Raw -8178512.982921 + Penalty 2179.986422 = -8176332.996499 nChanged 13 SP:Iteration 38Q (4448.376573 sec): 3 clusters Score: Raw -8178515.398125 + Penalty 2179.986422 = -8176335.411703 nChanged 9 SP:Iteration 39Q (4448.525296 sec): 3 clusters Score: Raw -8178517.438044 + Penalty 2179.986422 = -8176337.451622 nChanged 13 SP:Iteration 40F (4448.685642 sec): 3 clusters Score: Raw -8178519.810565 + Penalty 2179.986422 = -8176339.824142 nChanged 6 SP:Iteration 41Q (4448.821224 sec): 3 clusters Score: Raw -8178520.989522 + Penalty 2179.986422 = -8176341.003100 nChanged 9 SP:Iteration 42Q (4448.962003 sec): 3 clusters Score: Raw -8178522.961792 + Penalty 2179.986422 = -8176342.975370 nChanged 7 SP:Iteration 43Q (4449.109900 sec): 3 clusters Score: Raw -8178524.654034 + Penalty 2179.986422 = -8176344.667612 nChanged 5 SP:Iteration 44Q (4449.256540 sec): 3 clusters Score: Raw -8178525.362648 + Penalty 2179.986422 = -8176345.376226 nChanged 5 SP:Iteration 45Q (4449.402613 sec): 3 clusters Score: Raw -8178526.014333 + Penalty 2179.986422 = -8176346.027911 nChanged 1 SP:Iteration 46Q (4449.540837 sec): 3 clusters Score: Raw -8178526.139192 + Penalty 2179.986422 = -8176346.152770 nChanged 0 SP:Iteration 47F (4449.703869 sec): 3 clusters Score: Raw -8178526.139192 + Penalty 2179.986422 = -8176346.152770 nChanged 0 Trying to split cluster 42 (4052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4449.740683 sec): 2 clusters Score: Raw -299631.760876 + Penalty 789.161757 = -298842.599119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4449.783464 sec): 3 clusters Score: Raw -297446.332706 + Penalty 1578.323514 = -295868.009191 nChanged 1692 SP:Iteration 1F (4449.839163 sec): 3 clusters Score: Raw -298409.923029 + Penalty 1578.323514 = -296831.599515 nChanged 386 SP:Iteration 2F (4449.879966 sec): 3 clusters Score: Raw -298698.965664 + Penalty 1578.323514 = -297120.642150 nChanged 346 SP:Iteration 3F (4449.934964 sec): 3 clusters Score: Raw -299029.719477 + Penalty 1578.323514 = -297451.395962 nChanged 333 SP:Iteration 4F (4449.984538 sec): 3 clusters Score: Raw -299352.157581 + Penalty 1578.323514 = -297773.834066 nChanged 288 SP:Iteration 5F (4450.031946 sec): 3 clusters Score: Raw -299637.002848 + Penalty 1578.323514 = -298058.679334 nChanged 208 SP:Iteration 6F (4450.079830 sec): 3 clusters Score: Raw -299822.444981 + Penalty 1578.323514 = -298244.121467 nChanged 159 SP:Iteration 7Q (4450.133075 sec): 3 clusters Score: Raw -299951.667846 + Penalty 1578.323514 = -298373.344331 nChanged 118 SP:Iteration 8Q (4450.184136 sec): 3 clusters Score: Raw -300043.046010 + Penalty 1578.323514 = -298464.722496 nChanged 76 SP:Iteration 9Q (4450.227524 sec): 3 clusters Score: Raw -300095.331924 + Penalty 1578.323514 = -298517.008410 nChanged 60 SP:Iteration 10Q (4450.276517 sec): 3 clusters Score: Raw -300137.025311 + Penalty 1578.323514 = -298558.701797 nChanged 35 SP:Iteration 11Q (4450.318961 sec): 3 clusters Score: Raw -300157.353623 + Penalty 1578.323514 = -298579.030108 nChanged 23 SP:Iteration 12Q (4450.362062 sec): 3 clusters Score: Raw -300168.831510 + Penalty 1578.323514 = -298590.507995 nChanged 17 SP:Iteration 13Q (4450.406442 sec): 3 clusters Score: Raw -300176.647517 + Penalty 1578.323514 = -298598.324003 nChanged 8 SP:Iteration 14Q (4450.446361 sec): 3 clusters Score: Raw -300179.295062 + Penalty 1578.323514 = -298600.971548 nChanged 4 SP:Iteration 15Q (4450.495148 sec): 3 clusters Score: Raw -300180.900689 + Penalty 1578.323514 = -298602.577175 nChanged 3 SP:Iteration 16Q (4450.547499 sec): 3 clusters Score: Raw -300181.623272 + Penalty 1578.323514 = -298603.299757 nChanged 3 SP:Iteration 17Q (4450.599849 sec): 3 clusters Score: Raw -300182.332317 + Penalty 1578.323514 = -298604.008803 nChanged 5 SP:Iteration 18Q (4450.651656 sec): 3 clusters Score: Raw -300184.552126 + Penalty 1578.323514 = -298606.228611 nChanged 3 SP:Iteration 19Q (4450.704127 sec): 3 clusters Score: Raw -300185.614048 + Penalty 1578.323514 = -298607.290534 nChanged 2 SP:Iteration 20F (4450.756678 sec): 3 clusters Score: Raw -300186.469331 + Penalty 1578.323514 = -298608.145816 nChanged 3 SP:Iteration 21Q (4450.803169 sec): 3 clusters Score: Raw -300186.987077 + Penalty 1578.323514 = -298608.663563 nChanged 2 SP:Iteration 22Q (4450.855235 sec): 3 clusters Score: Raw -300187.329223 + Penalty 1578.323514 = -298609.005709 nChanged 0 SP:Iteration 23F (4450.902135 sec): 3 clusters Score: Raw -300187.329223 + Penalty 1578.323514 = -298609.005709 nChanged 0 Trying to split cluster 43 (3751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4450.942330 sec): 2 clusters Score: Raw -329461.272320 + Penalty 781.828886 = -328679.443434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4450.984775 sec): 3 clusters Score: Raw -327501.440087 + Penalty 1563.657773 = -325937.782315 nChanged 1539 SP:Iteration 1F (4451.046446 sec): 3 clusters Score: Raw -328371.676438 + Penalty 1563.657773 = -326808.018665 nChanged 258 SP:Iteration 2F (4451.077412 sec): 3 clusters Score: Raw -328502.752583 + Penalty 1563.657773 = -326939.094810 nChanged 191 SP:Iteration 3F (4451.120744 sec): 3 clusters Score: Raw -328589.650191 + Penalty 1563.657773 = -327025.992418 nChanged 157 SP:Iteration 4Q (4451.160883 sec): 3 clusters Score: Raw -328678.072217 + Penalty 1563.657773 = -327114.414444 nChanged 174 SP:Iteration 5Q (4451.203244 sec): 3 clusters Score: Raw -328772.192175 + Penalty 1563.657773 = -327208.534402 nChanged 156 SP:Iteration 6Q (4451.254893 sec): 3 clusters Score: Raw -328858.523928 + Penalty 1563.657773 = -327294.866155 nChanged 133 SP:Iteration 7Q (4451.307098 sec): 3 clusters Score: Raw -328938.243109 + Penalty 1563.657773 = -327374.585336 nChanged 125 SP:Iteration 8Q (4451.354433 sec): 3 clusters Score: Raw -329012.274055 + Penalty 1563.657773 = -327448.616283 nChanged 122 SP:Iteration 9Q (4451.407987 sec): 3 clusters Score: Raw -329082.640208 + Penalty 1563.657773 = -327518.982436 nChanged 105 SP:Iteration 10Q (4451.461029 sec): 3 clusters Score: Raw -329136.146480 + Penalty 1563.657773 = -327572.488707 nChanged 88 SP:Iteration 11Q (4451.514371 sec): 3 clusters Score: Raw -329178.664749 + Penalty 1563.657773 = -327615.006976 nChanged 86 SP:Iteration 12Q (4451.578244 sec): 3 clusters Score: Raw -329220.729686 + Penalty 1563.657773 = -327657.071914 nChanged 81 SP:Iteration 13Q (4451.620468 sec): 3 clusters Score: Raw -329257.656275 + Penalty 1563.657773 = -327693.998502 nChanged 69 SP:Iteration 14Q (4451.661537 sec): 3 clusters Score: Raw -329288.399523 + Penalty 1563.657773 = -327724.741750 nChanged 71 SP:Iteration 15Q (4451.713277 sec): 3 clusters Score: Raw -329318.129611 + Penalty 1563.657773 = -327754.471838 nChanged 70 SP:Iteration 16Q (4451.765191 sec): 3 clusters Score: Raw -329346.753254 + Penalty 1563.657773 = -327783.095481 nChanged 48 SP:Iteration 17Q (4451.817159 sec): 3 clusters Score: Raw -329368.915833 + Penalty 1563.657773 = -327805.258061 nChanged 47 SP:Iteration 18Q (4451.868871 sec): 3 clusters Score: Raw -329387.054034 + Penalty 1563.657773 = -327823.396261 nChanged 40 SP:Iteration 19Q (4451.918505 sec): 3 clusters Score: Raw -329401.139214 + Penalty 1563.657773 = -327837.481442 nChanged 31 SP:Iteration 20F (4451.970532 sec): 3 clusters Score: Raw -329412.338738 + Penalty 1563.657773 = -327848.680965 nChanged 22 SP:Iteration 21Q (4452.022307 sec): 3 clusters Score: Raw -329421.977102 + Penalty 1563.657773 = -327858.319329 nChanged 22 SP:Iteration 22Q (4452.063505 sec): 3 clusters Score: Raw -329430.074953 + Penalty 1563.657773 = -327866.417180 nChanged 19 SP:Iteration 23Q (4452.115282 sec): 3 clusters Score: Raw -329436.059710 + Penalty 1563.657773 = -327872.401937 nChanged 21 SP:Iteration 24Q (4452.166985 sec): 3 clusters Score: Raw -329442.104841 + Penalty 1563.657773 = -327878.447069 nChanged 17 SP:Iteration 25Q (4452.218626 sec): 3 clusters Score: Raw -329450.950119 + Penalty 1563.657773 = -327887.292346 nChanged 18 SP:Iteration 26Q (4452.270461 sec): 3 clusters Score: Raw -329459.565027 + Penalty 1563.657773 = -327895.907255 nChanged 33 SP:Iteration 27Q (4452.314524 sec): 3 clusters Score: Raw -329470.750594 + Penalty 1563.657773 = -327907.092822 nChanged 25 SP:Iteration 28Q (4452.365676 sec): 3 clusters Score: Raw -329478.378624 + Penalty 1563.657773 = -327914.720851 nChanged 19 SP:Iteration 29Q (4452.417275 sec): 3 clusters Score: Raw -329485.134877 + Penalty 1563.657773 = -327921.477105 nChanged 12 SP:Iteration 30Q (4452.466965 sec): 3 clusters Score: Raw -329488.960534 + Penalty 1563.657773 = -327925.302762 nChanged 13 SP:Iteration 31Q (4452.512116 sec): 3 clusters Score: Raw -329491.878358 + Penalty 1563.657773 = -327928.220585 nChanged 5 SP:Iteration 32Q (4452.556398 sec): 3 clusters Score: Raw -329492.864488 + Penalty 1563.657773 = -327929.206715 nChanged 2 SP:Iteration 33Q (4452.607839 sec): 3 clusters Score: Raw -329493.679616 + Penalty 1563.657773 = -327930.021844 nChanged 3 SP:Iteration 34Q (4452.659368 sec): 3 clusters Score: Raw -329494.449029 + Penalty 1563.657773 = -327930.791257 nChanged 3 SP:Iteration 35Q (4452.710897 sec): 3 clusters Score: Raw -329495.082419 + Penalty 1563.657773 = -327931.424646 nChanged 5 SP:Iteration 36Q (4452.762559 sec): 3 clusters Score: Raw -329496.591243 + Penalty 1563.657773 = -327932.933471 nChanged 6 SP:Iteration 37Q (4452.804812 sec): 3 clusters Score: Raw -329498.260775 + Penalty 1563.657773 = -327934.603003 nChanged 7 SP:Iteration 38Q (4452.856378 sec): 3 clusters Score: Raw -329500.176512 + Penalty 1563.657773 = -327936.518739 nChanged 8 SP:Iteration 39Q (4452.908054 sec): 3 clusters Score: Raw -329502.791943 + Penalty 1563.657773 = -327939.134171 nChanged 10 SP:Iteration 40F (4452.948877 sec): 3 clusters Score: Raw -329507.814997 + Penalty 1563.657773 = -327944.157225 nChanged 14 SP:Iteration 41Q (4453.000824 sec): 3 clusters Score: Raw -329516.086879 + Penalty 1563.657773 = -327952.429106 nChanged 18 SP:Iteration 42Q (4453.045384 sec): 3 clusters Score: Raw -329526.711790 + Penalty 1563.657773 = -327963.054018 nChanged 21 SP:Iteration 43Q (4453.107622 sec): 3 clusters Score: Raw -329538.455512 + Penalty 1563.657773 = -327974.797740 nChanged 16 SP:Iteration 44Q (4453.161009 sec): 3 clusters Score: Raw -329545.551258 + Penalty 1563.657773 = -327981.893485 nChanged 17 SP:Iteration 45Q (4453.213124 sec): 3 clusters Score: Raw -329554.507176 + Penalty 1563.657773 = -327990.849404 nChanged 24 SP:Iteration 46Q (4453.255027 sec): 3 clusters Score: Raw -329564.230134 + Penalty 1563.657773 = -328000.572362 nChanged 17 SP:Iteration 47Q (4453.319864 sec): 3 clusters Score: Raw -329572.742492 + Penalty 1563.657773 = -328009.084719 nChanged 21 SP:Iteration 48Q (4453.373862 sec): 3 clusters Score: Raw -329580.832434 + Penalty 1563.657773 = -328017.174661 nChanged 8 SP:Iteration 49Q (4453.425181 sec): 3 clusters Score: Raw -329583.232798 + Penalty 1563.657773 = -328019.575026 nChanged 10 SP:Iteration 50Q (4453.473532 sec): 3 clusters Score: Raw -329585.854061 + Penalty 1563.657773 = -328022.196288 nChanged 6 SP:Iteration 51Q (4453.513407 sec): 3 clusters Score: Raw -329587.436861 + Penalty 1563.657773 = -328023.779088 nChanged 2 SP:Iteration 52Q (4453.576015 sec): 3 clusters Score: Raw -329587.985690 + Penalty 1563.657773 = -328024.327917 nChanged 0 SP:Iteration 53F (4453.617390 sec): 3 clusters Score: Raw -329587.985690 + Penalty 1563.657773 = -328024.327917 nChanged 0 Trying to split cluster 44 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4453.661519 sec): 2 clusters Score: Raw -1502616.368164 + Penalty 924.414656 = -1501691.953508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4453.724823 sec): 3 clusters Score: Raw -1492280.597767 + Penalty 1848.829312 = -1490431.768456 nChanged 7707 SP:Iteration 1F (4453.793224 sec): 3 clusters Score: Raw -1496703.106477 + Penalty 1848.829312 = -1494854.277165 nChanged 902 SP:Iteration 2F (4453.857088 sec): 3 clusters Score: Raw -1497098.934301 + Penalty 1848.829312 = -1495250.104989 nChanged 910 SP:Iteration 3F (4453.921100 sec): 3 clusters Score: Raw -1497569.275213 + Penalty 1848.829312 = -1495720.445901 nChanged 945 SP:Iteration 4F (4453.995768 sec): 3 clusters Score: Raw -1498125.990096 + Penalty 1848.829312 = -1496277.160784 nChanged 1036 SP:Iteration 5F (4454.044025 sec): 3 clusters Score: Raw -1498868.921214 + Penalty 1848.829312 = -1497020.091902 nChanged 1117 SP:Iteration 6F (4454.107706 sec): 3 clusters Score: Raw -1499750.610485 + Penalty 1848.829312 = -1497901.781174 nChanged 1100 SP:Iteration 7F (4454.182436 sec): 3 clusters Score: Raw -1500574.250792 + Penalty 1848.829312 = -1498725.421481 nChanged 984 SP:Iteration 8F (4454.244124 sec): 3 clusters Score: Raw -1501175.980343 + Penalty 1848.829312 = -1499327.151031 nChanged 685 SP:Iteration 9Q (4454.310659 sec): 3 clusters Score: Raw -1501440.856333 + Penalty 1848.829312 = -1499592.027021 nChanged 396 SP:Iteration 10Q (4454.373855 sec): 3 clusters Score: Raw -1501561.965617 + Penalty 1848.829312 = -1499713.136305 nChanged 296 SP:Iteration 11Q (4454.448418 sec): 3 clusters Score: Raw -1501640.824204 + Penalty 1848.829312 = -1499791.994892 nChanged 229 SP:Iteration 12Q (4454.516295 sec): 3 clusters Score: Raw -1501700.097512 + Penalty 1848.829312 = -1499851.268201 nChanged 195 SP:Iteration 13Q (4454.571806 sec): 3 clusters Score: Raw -1501746.021850 + Penalty 1848.829312 = -1499897.192538 nChanged 173 SP:Iteration 14Q (4454.640081 sec): 3 clusters Score: Raw -1501780.815609 + Penalty 1848.829312 = -1499931.986297 nChanged 155 SP:Iteration 15Q (4454.711403 sec): 3 clusters Score: Raw -1501809.179405 + Penalty 1848.829312 = -1499960.350093 nChanged 146 SP:Iteration 16Q (4454.772580 sec): 3 clusters Score: Raw -1501834.056489 + Penalty 1848.829312 = -1499985.227178 nChanged 130 SP:Iteration 17Q (4454.839460 sec): 3 clusters Score: Raw -1501858.100929 + Penalty 1848.829312 = -1500009.271617 nChanged 123 SP:Iteration 18Q (4454.901946 sec): 3 clusters Score: Raw -1501880.018288 + Penalty 1848.829312 = -1500031.188976 nChanged 134 SP:Iteration 19Q (4454.979612 sec): 3 clusters Score: Raw -1501902.843023 + Penalty 1848.829312 = -1500054.013711 nChanged 133 SP:Iteration 20F (4455.038515 sec): 3 clusters Score: Raw -1501926.477283 + Penalty 1848.829312 = -1500077.647971 nChanged 124 SP:Iteration 21Q (4455.105749 sec): 3 clusters Score: Raw -1501948.992545 + Penalty 1848.829312 = -1500100.163233 nChanged 125 SP:Iteration 22Q (4455.179232 sec): 3 clusters Score: Raw -1501968.671449 + Penalty 1848.829312 = -1500119.842137 nChanged 103 SP:Iteration 23Q (4455.250694 sec): 3 clusters Score: Raw -1501982.583354 + Penalty 1848.829312 = -1500133.754042 nChanged 98 SP:Iteration 24Q (4455.322385 sec): 3 clusters Score: Raw -1501997.401004 + Penalty 1848.829312 = -1500148.571692 nChanged 114 SP:Iteration 25Q (4455.396392 sec): 3 clusters Score: Raw -1502013.634129 + Penalty 1848.829312 = -1500164.804817 nChanged 109 SP:Iteration 26Q (4455.454275 sec): 3 clusters Score: Raw -1502028.924603 + Penalty 1848.829312 = -1500180.095291 nChanged 107 SP:Iteration 27Q (4455.527257 sec): 3 clusters Score: Raw -1502045.354130 + Penalty 1848.829312 = -1500196.524819 nChanged 108 SP:Iteration 28Q (4455.589318 sec): 3 clusters Score: Raw -1502062.355240 + Penalty 1848.829312 = -1500213.525928 nChanged 89 SP:Iteration 29Q (4455.654284 sec): 3 clusters Score: Raw -1502075.124077 + Penalty 1848.829312 = -1500226.294765 nChanged 101 SP:Iteration 30Q (4455.715495 sec): 3 clusters Score: Raw -1502091.550567 + Penalty 1848.829312 = -1500242.721255 nChanged 102 SP:Iteration 31Q (4455.786334 sec): 3 clusters Score: Raw -1502106.241386 + Penalty 1848.829312 = -1500257.412074 nChanged 98 SP:Iteration 32Q (4455.865553 sec): 3 clusters Score: Raw -1502122.011166 + Penalty 1848.829312 = -1500273.181854 nChanged 113 SP:Iteration 33Q (4455.931148 sec): 3 clusters Score: Raw -1502141.028034 + Penalty 1848.829312 = -1500292.198722 nChanged 132 SP:Iteration 34Q (4455.999392 sec): 3 clusters Score: Raw -1502169.514359 + Penalty 1848.829312 = -1500320.685047 nChanged 152 SP:Iteration 35Q (4456.068483 sec): 3 clusters Score: Raw -1502203.492893 + Penalty 1848.829312 = -1500354.663581 nChanged 148 SP:Iteration 36Q (4456.120974 sec): 3 clusters Score: Raw -1502235.595861 + Penalty 1848.829312 = -1500386.766550 nChanged 149 SP:Iteration 37Q (4456.195164 sec): 3 clusters Score: Raw -1502272.009258 + Penalty 1848.829312 = -1500423.179946 nChanged 161 SP:Iteration 38Q (4456.264462 sec): 3 clusters Score: Raw -1502312.326657 + Penalty 1848.829312 = -1500463.497345 nChanged 160 SP:Iteration 39Q (4456.335363 sec): 3 clusters Score: Raw -1502350.737172 + Penalty 1848.829312 = -1500501.907860 nChanged 159 SP:Iteration 40F (4456.392362 sec): 3 clusters Score: Raw -1502392.919127 + Penalty 1848.829312 = -1500544.089816 nChanged 156 SP:Iteration 41Q (4456.456487 sec): 3 clusters Score: Raw -1502427.634455 + Penalty 1848.829312 = -1500578.805143 nChanged 147 SP:Iteration 42Q (4456.532610 sec): 3 clusters Score: Raw -1502464.513128 + Penalty 1848.829312 = -1500615.683816 nChanged 150 SP:Iteration 43Q (4456.596984 sec): 3 clusters Score: Raw -1502500.588337 + Penalty 1848.829312 = -1500651.759025 nChanged 146 SP:Iteration 44Q (4456.662144 sec): 3 clusters Score: Raw -1502538.422775 + Penalty 1848.829312 = -1500689.593463 nChanged 165 SP:Iteration 45Q (4456.728402 sec): 3 clusters Score: Raw -1502589.402026 + Penalty 1848.829312 = -1500740.572714 nChanged 176 SP:Iteration 46Q (4456.791686 sec): 3 clusters Score: Raw -1502646.635133 + Penalty 1848.829312 = -1500797.805821 nChanged 169 SP:Iteration 47Q (4456.853707 sec): 3 clusters Score: Raw -1502695.637920 + Penalty 1848.829312 = -1500846.808609 nChanged 153 SP:Iteration 48Q (4456.919649 sec): 3 clusters Score: Raw -1502733.648381 + Penalty 1848.829312 = -1500884.819069 nChanged 132 SP:Iteration 49Q (4456.990659 sec): 3 clusters Score: Raw -1502764.444017 + Penalty 1848.829312 = -1500915.614705 nChanged 138 SP:Iteration 50Q (4457.052970 sec): 3 clusters Score: Raw -1502798.869411 + Penalty 1848.829312 = -1500950.040099 nChanged 126 SP:Iteration 51Q (4457.118120 sec): 3 clusters Score: Raw -1502829.370146 + Penalty 1848.829312 = -1500980.540834 nChanged 122 SP:Iteration 52Q (4457.179359 sec): 3 clusters Score: Raw -1502858.648635 + Penalty 1848.829312 = -1501009.819323 nChanged 130 SP:Iteration 53Q (4457.257472 sec): 3 clusters Score: Raw -1502889.511831 + Penalty 1848.829312 = -1501040.682519 nChanged 113 SP:Iteration 54Q (4457.326994 sec): 3 clusters Score: Raw -1502914.821443 + Penalty 1848.829312 = -1501065.992131 nChanged 99 SP:Iteration 55Q (4457.394235 sec): 3 clusters Score: Raw -1502935.031917 + Penalty 1848.829312 = -1501086.202605 nChanged 72 SP:Iteration 56Q (4457.463667 sec): 3 clusters Score: Raw -1502949.531685 + Penalty 1848.829312 = -1501100.702373 nChanged 83 SP:Iteration 57Q (4457.532905 sec): 3 clusters Score: Raw -1502967.944272 + Penalty 1848.829312 = -1501119.114961 nChanged 75 SP:Iteration 58Q (4457.593858 sec): 3 clusters Score: Raw -1502982.910093 + Penalty 1848.829312 = -1501134.080782 nChanged 74 SP:Iteration 59Q (4457.646064 sec): 3 clusters Score: Raw -1502995.166931 + Penalty 1848.829312 = -1501146.337619 nChanged 68 SP:Iteration 60F (4457.706252 sec): 3 clusters Score: Raw -1503005.290036 + Penalty 1848.829312 = -1501156.460725 nChanged 65 SP:Iteration 61Q (4457.764968 sec): 3 clusters Score: Raw -1503015.760107 + Penalty 1848.829312 = -1501166.930796 nChanged 53 SP:Iteration 62Q (4457.823163 sec): 3 clusters Score: Raw -1503023.723700 + Penalty 1848.829312 = -1501174.894388 nChanged 42 SP:Iteration 63Q (4457.882046 sec): 3 clusters Score: Raw -1503029.463500 + Penalty 1848.829312 = -1501180.634188 nChanged 43 SP:Iteration 64Q (4457.942183 sec): 3 clusters Score: Raw -1503034.842826 + Penalty 1848.829312 = -1501186.013514 nChanged 49 SP:Iteration 65Q (4458.016915 sec): 3 clusters Score: Raw -1503042.098785 + Penalty 1848.829312 = -1501193.269474 nChanged 39 SP:Iteration 66Q (4458.078776 sec): 3 clusters Score: Raw -1503047.799822 + Penalty 1848.829312 = -1501198.970511 nChanged 43 SP:Iteration 67Q (4458.144263 sec): 3 clusters Score: Raw -1503055.441765 + Penalty 1848.829312 = -1501206.612453 nChanged 55 SP:Iteration 68Q (4458.209520 sec): 3 clusters Score: Raw -1503066.549845 + Penalty 1848.829312 = -1501217.720533 nChanged 63 SP:Iteration 69Q (4458.270887 sec): 3 clusters Score: Raw -1503079.921042 + Penalty 1848.829312 = -1501231.091731 nChanged 57 SP:Iteration 70Q (4458.332932 sec): 3 clusters Score: Raw -1503090.900312 + Penalty 1848.829312 = -1501242.071000 nChanged 55 SP:Iteration 71Q (4458.409434 sec): 3 clusters Score: Raw -1503101.453692 + Penalty 1848.829312 = -1501252.624381 nChanged 49 SP:Iteration 72Q (4458.476780 sec): 3 clusters Score: Raw -1503110.690538 + Penalty 1848.829312 = -1501261.861226 nChanged 52 SP:Iteration 73Q (4458.534430 sec): 3 clusters Score: Raw -1503118.421853 + Penalty 1848.829312 = -1501269.592541 nChanged 40 SP:Iteration 74Q (4458.600235 sec): 3 clusters Score: Raw -1503124.780546 + Penalty 1848.829312 = -1501275.951235 nChanged 29 SP:Iteration 75Q (4458.657508 sec): 3 clusters Score: Raw -1503127.876037 + Penalty 1848.829312 = -1501279.046726 nChanged 22 SP:Iteration 76Q (4458.733177 sec): 3 clusters Score: Raw -1503130.233515 + Penalty 1848.829312 = -1501281.404203 nChanged 22 SP:Iteration 77Q (4458.789320 sec): 3 clusters Score: Raw -1503132.712975 + Penalty 1848.829312 = -1501283.883664 nChanged 20 SP:Iteration 78Q (4458.855707 sec): 3 clusters Score: Raw -1503135.204751 + Penalty 1848.829312 = -1501286.375440 nChanged 12 SP:Iteration 79Q (4458.932422 sec): 3 clusters Score: Raw -1503136.790734 + Penalty 1848.829312 = -1501287.961422 nChanged 16 SP:Iteration 80F (4458.989641 sec): 3 clusters Score: Raw -1503138.725378 + Penalty 1848.829312 = -1501289.896066 nChanged 12 SP:Iteration 81Q (4459.064888 sec): 3 clusters Score: Raw -1503139.779276 + Penalty 1848.829312 = -1501290.949964 nChanged 7 SP:Iteration 82Q (4459.121793 sec): 3 clusters Score: Raw -1503140.277767 + Penalty 1848.829312 = -1501291.448455 nChanged 7 SP:Iteration 83Q (4459.194277 sec): 3 clusters Score: Raw -1503140.694495 + Penalty 1848.829312 = -1501291.865183 nChanged 3 SP:Iteration 84Q (4459.251006 sec): 3 clusters Score: Raw -1503140.964438 + Penalty 1848.829312 = -1501292.135126 nChanged 3 SP:Iteration 85Q (4459.312273 sec): 3 clusters Score: Raw -1503141.082945 + Penalty 1848.829312 = -1501292.253633 nChanged 3 SP:Iteration 86Q (4459.372732 sec): 3 clusters Score: Raw -1503141.264819 + Penalty 1848.829312 = -1501292.435507 nChanged 3 SP:Iteration 87Q (4459.438802 sec): 3 clusters Score: Raw -1503141.427462 + Penalty 1848.829312 = -1501292.598150 nChanged 3 SP:Iteration 88Q (4459.505121 sec): 3 clusters Score: Raw -1503141.553512 + Penalty 1848.829312 = -1501292.724200 nChanged 1 SP:Iteration 89Q (4459.571932 sec): 3 clusters Score: Raw -1503141.585498 + Penalty 1848.829312 = -1501292.756186 nChanged 0 SP:Iteration 90F (4459.632526 sec): 3 clusters Score: Raw -1503141.585498 + Penalty 1848.829312 = -1501292.756186 nChanged 0 Trying to split cluster 45 (1595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4459.670215 sec): 2 clusters Score: Raw -117090.857230 + Penalty 700.589756 = -116390.267473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4459.721152 sec): 3 clusters Score: Raw -116352.326487 + Penalty 1401.179513 = -114951.146974 nChanged 592 SP:Iteration 1F (4459.772227 sec): 3 clusters Score: Raw -116881.320713 + Penalty 1401.179513 = -115480.141200 nChanged 168 SP:Iteration 2F (4459.810924 sec): 3 clusters Score: Raw -117074.620690 + Penalty 1401.179513 = -115673.441177 nChanged 108 SP:Iteration 3F (4459.860853 sec): 3 clusters Score: Raw -117237.367712 + Penalty 1401.179513 = -115836.188199 nChanged 117 SP:Iteration 4F (4459.903150 sec): 3 clusters Score: Raw -117398.691912 + Penalty 1401.179513 = -115997.512400 nChanged 86 SP:Iteration 5F (4459.945395 sec): 3 clusters Score: Raw -117482.064633 + Penalty 1401.179513 = -116080.885120 nChanged 44 SP:Iteration 6Q (4459.995305 sec): 3 clusters Score: Raw -117518.203669 + Penalty 1401.179513 = -116117.024156 nChanged 41 SP:Iteration 7Q (4460.045125 sec): 3 clusters Score: Raw -117550.606406 + Penalty 1401.179513 = -116149.426893 nChanged 27 SP:Iteration 8Q (4460.095170 sec): 3 clusters Score: Raw -117572.067682 + Penalty 1401.179513 = -116170.888169 nChanged 24 SP:Iteration 9Q (4460.140814 sec): 3 clusters Score: Raw -117585.554894 + Penalty 1401.179513 = -116184.375381 nChanged 19 SP:Iteration 10Q (4460.190660 sec): 3 clusters Score: Raw -117596.984434 + Penalty 1401.179513 = -116195.804921 nChanged 12 SP:Iteration 11Q (4460.237355 sec): 3 clusters Score: Raw -117601.626378 + Penalty 1401.179513 = -116200.446865 nChanged 7 SP:Iteration 12Q (4460.282685 sec): 3 clusters Score: Raw -117603.925026 + Penalty 1401.179513 = -116202.745513 nChanged 3 SP:Iteration 13Q (4460.332349 sec): 3 clusters Score: Raw -117606.482313 + Penalty 1401.179513 = -116205.302800 nChanged 3 SP:Iteration 14Q (4460.378782 sec): 3 clusters Score: Raw -117608.384770 + Penalty 1401.179513 = -116207.205257 nChanged 5 SP:Iteration 15Q (4460.440641 sec): 3 clusters Score: Raw -117610.669757 + Penalty 1401.179513 = -116209.490244 nChanged 3 SP:Iteration 16Q (4460.471787 sec): 3 clusters Score: Raw -117611.754234 + Penalty 1401.179513 = -116210.574721 nChanged 2 SP:Iteration 17Q (4460.529308 sec): 3 clusters Score: Raw -117613.468404 + Penalty 1401.179513 = -116212.288891 nChanged 6 SP:Iteration 18Q (4460.568052 sec): 3 clusters Score: Raw -117614.996125 + Penalty 1401.179513 = -116213.816612 nChanged 3 SP:Iteration 19Q (4460.603170 sec): 3 clusters Score: Raw -117616.239592 + Penalty 1401.179513 = -116215.060079 nChanged 2 SP:Iteration 20F (4460.655895 sec): 3 clusters Score: Raw -117616.604605 + Penalty 1401.179513 = -116215.425092 nChanged 3 SP:Iteration 21Q (4460.693145 sec): 3 clusters Score: Raw -117617.248017 + Penalty 1401.179513 = -116216.068505 nChanged 1 SP:Iteration 22Q (4460.734606 sec): 3 clusters Score: Raw -117617.574450 + Penalty 1401.179513 = -116216.394937 nChanged 2 SP:Iteration 23Q (4460.781819 sec): 3 clusters Score: Raw -117618.317202 + Penalty 1401.179513 = -116217.137689 nChanged 2 SP:Iteration 24Q (4460.830741 sec): 3 clusters Score: Raw -117619.333799 + Penalty 1401.179513 = -116218.154286 nChanged 2 SP:Iteration 25Q (4460.879233 sec): 3 clusters Score: Raw -117620.270947 + Penalty 1401.179513 = -116219.091434 nChanged 2 SP:Iteration 26Q (4460.920558 sec): 3 clusters Score: Raw -117621.143269 + Penalty 1401.179513 = -116219.963756 nChanged 4 SP:Iteration 27Q (4460.964683 sec): 3 clusters Score: Raw -117634.093300 + Penalty 1401.179513 = -116232.913787 nChanged 9 SP:Iteration 28Q (4461.018992 sec): 3 clusters Score: Raw -117639.071362 + Penalty 1401.179513 = -116237.891849 nChanged 7 SP:Iteration 29Q (4461.058044 sec): 3 clusters Score: Raw -117643.751950 + Penalty 1401.179513 = -116242.572437 nChanged 10 SP:Iteration 30Q (4461.067942 sec): 3 clusters Score: Raw -117647.034399 + Penalty 1401.179513 = -116245.854886 nChanged 4 SP:Iteration 31Q (4461.075474 sec): 3 clusters Score: Raw -117650.295552 + Penalty 1401.179513 = -116249.116039 nChanged 6 SP:Iteration 32Q (4461.083091 sec): 3 clusters Score: Raw -117654.316421 + Penalty 1401.179513 = -116253.136908 nChanged 5 SP:Iteration 33Q (4461.090713 sec): 3 clusters Score: Raw -117657.335670 + Penalty 1401.179513 = -116256.156157 nChanged 3 SP:Iteration 34Q (4461.098263 sec): 3 clusters Score: Raw -117658.746254 + Penalty 1401.179513 = -116257.566741 nChanged 3 SP:Iteration 35Q (4461.105873 sec): 3 clusters Score: Raw -117659.804042 + Penalty 1401.179513 = -116258.624529 nChanged 1 SP:Iteration 36Q (4461.113468 sec): 3 clusters Score: Raw -117660.209229 + Penalty 1401.179513 = -116259.029717 nChanged 2 SP:Iteration 37Q (4461.120025 sec): 3 clusters Score: Raw -117660.482932 + Penalty 1401.179513 = -116259.303419 nChanged 1 SP:Iteration 38Q (4461.166473 sec): 3 clusters Score: Raw -117660.654608 + Penalty 1401.179513 = -116259.475095 nChanged 0 SP:Iteration 39F (4461.214889 sec): 3 clusters Score: Raw -117660.654608 + Penalty 1401.179513 = -116259.475095 nChanged 0 Iteration 339Q (4470.328447 sec): 46 clusters Score: Raw -69585079.914960 + Penalty 58324.828655 = -69526755.086305 nChanged 72 Iteration 340F (4488.111452 sec): 46 clusters Score: Raw -69585080.604958 + Penalty 58324.828655 = -69526755.776303 nChanged 68 Iteration 341Q (4496.718803 sec): 46 clusters Score: Raw -69585081.308537 + Penalty 58324.828655 = -69526756.479882 nChanged 85 Iteration 342Q (4505.489946 sec): 46 clusters Score: Raw -69585082.379955 + Penalty 58324.828655 = -69526757.551300 nChanged 103 Iteration 343Q (4514.519531 sec): 46 clusters Score: Raw -69585083.643846 + Penalty 58324.828655 = -69526758.815191 nChanged 102 Iteration 344Q (4523.668770 sec): 46 clusters Score: Raw -69585084.857021 + Penalty 58324.828655 = -69526760.028367 nChanged 94 Iteration 345Q (4532.538905 sec): 46 clusters Score: Raw -69585086.100076 + Penalty 58324.828655 = -69526761.271421 nChanged 90 Iteration 346Q (4541.408875 sec): 46 clusters Score: Raw -69585087.152811 + Penalty 58324.828655 = -69526762.324157 nChanged 101 Iteration 347Q (4550.175724 sec): 46 clusters Score: Raw -69585088.215580 + Penalty 58324.828655 = -69526763.386926 nChanged 93 Iteration 348Q (4558.765975 sec): 46 clusters Score: Raw -69585089.422709 + Penalty 58324.828655 = -69526764.594054 nChanged 104 Iteration 349Q (4567.502108 sec): 46 clusters Score: Raw -69585090.704318 + Penalty 58324.828655 = -69526765.875663 nChanged 95 Iteration 350Q (4576.248801 sec): 46 clusters Score: Raw -69585091.733455 + Penalty 58324.828655 = -69526766.904800 nChanged 79 Iteration 351Q (4584.890039 sec): 46 clusters Score: Raw -69585092.733418 + Penalty 58324.828655 = -69526767.904764 nChanged 82 Iteration 352Q (4593.558276 sec): 46 clusters Score: Raw -69585093.721760 + Penalty 58324.828655 = -69526768.893105 nChanged 88 Iteration 353Q (4602.124533 sec): 46 clusters Score: Raw -69585094.668837 + Penalty 58324.828655 = -69526769.840182 nChanged 91 Iteration 354Q (4610.755976 sec): 46 clusters Score: Raw -69585095.924193 + Penalty 58324.828655 = -69526771.095539 nChanged 87 Iteration 355Q (4619.425178 sec): 46 clusters Score: Raw -69585096.806793 + Penalty 58324.828655 = -69526771.978138 nChanged 83 Iteration 356Q (4628.183442 sec): 46 clusters Score: Raw -69585097.765480 + Penalty 58324.828655 = -69526772.936825 nChanged 84 Iteration 357Q (4636.844538 sec): 46 clusters Score: Raw -69585098.963036 + Penalty 58324.828655 = -69526774.134381 nChanged 88 Iteration 358Q (4645.517166 sec): 46 clusters Score: Raw -69585100.154052 + Penalty 58324.828655 = -69526775.325397 nChanged 84 Iteration 359Q (4654.091327 sec): 46 clusters Score: Raw -69585101.162392 + Penalty 58324.828655 = -69526776.333738 nChanged 84 Iteration 360F (4671.762419 sec): 46 clusters Score: Raw -69585102.247053 + Penalty 58324.828655 = -69526777.418398 nChanged 84 Iteration 361Q (4680.814096 sec): 46 clusters Score: Raw -69585103.182065 + Penalty 58324.828655 = -69526778.353411 nChanged 85 Iteration 362Q (4689.820024 sec): 46 clusters Score: Raw -69585104.127397 + Penalty 58324.828655 = -69526779.298742 nChanged 70 Iteration 363Q (4698.748518 sec): 46 clusters Score: Raw -69585105.041606 + Penalty 58324.828655 = -69526780.212951 nChanged 64 Iteration 364Q (4707.007332 sec): 46 clusters Score: Raw -69585105.629046 + Penalty 58324.828655 = -69526780.800392 nChanged 63 Iteration 365Q (4716.031751 sec): 46 clusters Score: Raw -69585106.163851 + Penalty 58324.828655 = -69526781.335197 nChanged 58 Iteration 366Q (4724.926112 sec): 46 clusters Score: Raw -69585106.686129 + Penalty 58324.828655 = -69526781.857475 nChanged 72 Iteration 367Q (4733.531315 sec): 46 clusters Score: Raw -69585107.336165 + Penalty 58324.828655 = -69526782.507510 nChanged 60 Iteration 368Q (4742.373282 sec): 46 clusters Score: Raw -69585107.898835 + Penalty 58324.828655 = -69526783.070180 nChanged 52 Iteration 369Q (4750.678365 sec): 46 clusters Score: Raw -69585108.394808 + Penalty 58324.828655 = -69526783.566153 nChanged 58 Iteration 370Q (4759.425865 sec): 46 clusters Score: Raw -69585108.949961 + Penalty 58324.828655 = -69526784.121306 nChanged 72 Iteration 371Q (4768.156321 sec): 46 clusters Score: Raw -69585109.572725 + Penalty 58324.828655 = -69526784.744071 nChanged 69 Iteration 372Q (4776.666355 sec): 46 clusters Score: Raw -69585110.164399 + Penalty 58324.828655 = -69526785.335744 nChanged 66 Iteration 373Q (4785.576856 sec): 46 clusters Score: Raw -69585110.736146 + Penalty 58324.828655 = -69526785.907491 nChanged 69 Iteration 374Q (4793.983605 sec): 46 clusters Score: Raw -69585111.303367 + Penalty 58324.828655 = -69526786.474712 nChanged 62 Iteration 375Q (4803.289296 sec): 46 clusters Score: Raw -69585111.848682 + Penalty 58324.828655 = -69526787.020027 nChanged 68 Iteration 376Q (4812.620593 sec): 46 clusters Score: Raw -69585112.583639 + Penalty 58324.828655 = -69526787.754985 nChanged 66 Iteration 377Q (4821.889066 sec): 46 clusters Score: Raw -69585113.167534 + Penalty 58324.828655 = -69526788.338879 nChanged 70 Iteration 378Q (4831.147177 sec): 46 clusters Score: Raw -69585114.011028 + Penalty 58324.828655 = -69526789.182374 nChanged 79 Writing temp clu file Because OldScore, -69526788.338879, is greater than current (better) Score,-69526789.182374 Compute initial score before splitting: Score: Raw -69585114.011028 + Penalty 58324.828655 = -69526789.182374 Trying to split cluster 1 (234112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.559073 sec): 2 clusters Score: Raw -20338813.882085 + Penalty 1174.537717 = -20337639.344368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.868211 sec): 3 clusters Score: Raw -20181403.276081 + Penalty 2349.075433 = -20179054.200648 nChanged 114383 SP:Iteration 1F (4832.175933 sec): 3 clusters Score: Raw -20255261.768365 + Penalty 2349.075433 = -20252912.692931 nChanged 10320 SP:Iteration 2Q (4832.514547 sec): 3 clusters Score: Raw -20259363.523897 + Penalty 2349.075433 = -20257014.448464 nChanged 11384 SP:Iteration 3Q (4832.873898 sec): 3 clusters Score: Raw -20264462.779569 + Penalty 2349.075433 = -20262113.704136 nChanged 12137 SP:Iteration 4F (4833.213031 sec): 3 clusters Score: Raw -20270408.678552 + Penalty 2349.075433 = -20268059.603119 nChanged 12908 SP:Iteration 5F (4833.550114 sec): 3 clusters Score: Raw -20277393.689227 + Penalty 2349.075433 = -20275044.613794 nChanged 13199 SP:Iteration 6F (4833.886413 sec): 3 clusters Score: Raw -20285364.953254 + Penalty 2349.075433 = -20283015.877821 nChanged 13015 SP:Iteration 7F (4834.214991 sec): 3 clusters Score: Raw -20293301.309867 + Penalty 2349.075433 = -20290952.234434 nChanged 11575 SP:Iteration 8Q (4834.561843 sec): 3 clusters Score: Raw -20299217.199403 + Penalty 2349.075433 = -20296868.123969 nChanged 8847 SP:Iteration 9Q (4834.927572 sec): 3 clusters Score: Raw -20302331.774862 + Penalty 2349.075433 = -20299982.699429 nChanged 5733 SP:Iteration 10Q (4835.278579 sec): 3 clusters Score: Raw -20303542.472039 + Penalty 2349.075433 = -20301193.396605 nChanged 3425 SP:Iteration 11Q (4835.631276 sec): 3 clusters Score: Raw -20304001.807364 + Penalty 2349.075433 = -20301652.731931 nChanged 2111 SP:Iteration 12Q (4835.986189 sec): 3 clusters Score: Raw -20304231.885271 + Penalty 2349.075433 = -20301882.809838 nChanged 1653 SP:Iteration 13Q (4836.342752 sec): 3 clusters Score: Raw -20304409.715973 + Penalty 2349.075433 = -20302060.640540 nChanged 1505 SP:Iteration 14Q (4836.700278 sec): 3 clusters Score: Raw -20304578.448855 + Penalty 2349.075433 = -20302229.373421 nChanged 1460 SP:Iteration 15Q (4837.048716 sec): 3 clusters Score: Raw -20304735.860450 + Penalty 2349.075433 = -20302386.785017 nChanged 1457 SP:Iteration 16Q (4837.401344 sec): 3 clusters Score: Raw -20304896.569270 + Penalty 2349.075433 = -20302547.493837 nChanged 1415 SP:Iteration 17Q (4837.746064 sec): 3 clusters Score: Raw -20305053.123117 + Penalty 2349.075433 = -20302704.047684 nChanged 1387 SP:Iteration 18Q (4838.094197 sec): 3 clusters Score: Raw -20305211.562391 + Penalty 2349.075433 = -20302862.486958 nChanged 1476 SP:Iteration 19Q (4838.442786 sec): 3 clusters Score: Raw -20305384.830749 + Penalty 2349.075433 = -20303035.755316 nChanged 1490 SP:Iteration 20F (4838.768183 sec): 3 clusters Score: Raw -20305565.992731 + Penalty 2349.075433 = -20303216.917298 nChanged 1520 SP:Iteration 21Q (4839.116535 sec): 3 clusters Score: Raw -20305760.355468 + Penalty 2349.075433 = -20303411.280035 nChanged 1575 SP:Iteration 22Q (4839.435931 sec): 3 clusters Score: Raw -20305968.455898 + Penalty 2349.075433 = -20303619.380465 nChanged 1609 SP:Iteration 23Q (4839.743813 sec): 3 clusters Score: Raw -20306182.753317 + Penalty 2349.075433 = -20303833.677883 nChanged 1659 SP:Iteration 24Q (4840.072358 sec): 3 clusters Score: Raw -20306413.753351 + Penalty 2349.075433 = -20304064.677918 nChanged 1762 SP:Iteration 25Q (4840.400843 sec): 3 clusters Score: Raw -20306679.917618 + Penalty 2349.075433 = -20304330.842184 nChanged 1805 SP:Iteration 26Q (4840.730558 sec): 3 clusters Score: Raw -20306970.915100 + Penalty 2349.075433 = -20304621.839666 nChanged 1871 SP:Iteration 27Q (4841.064666 sec): 3 clusters Score: Raw -20307286.564168 + Penalty 2349.075433 = -20304937.488735 nChanged 1991 SP:Iteration 28Q (4841.397612 sec): 3 clusters Score: Raw -20307638.441527 + Penalty 2349.075433 = -20305289.366093 nChanged 2022 SP:Iteration 29Q (4841.731255 sec): 3 clusters Score: Raw -20308004.452649 + Penalty 2349.075433 = -20305655.377216 nChanged 2048 SP:Iteration 30Q (4842.051574 sec): 3 clusters Score: Raw -20308392.865234 + Penalty 2349.075433 = -20306043.789801 nChanged 2170 SP:Iteration 31Q (4842.380169 sec): 3 clusters Score: Raw -20308830.844905 + Penalty 2349.075433 = -20306481.769472 nChanged 2317 SP:Iteration 32Q (4842.706266 sec): 3 clusters Score: Raw -20309330.591517 + Penalty 2349.075433 = -20306981.516084 nChanged 2431 SP:Iteration 33Q (4843.036858 sec): 3 clusters Score: Raw -20309864.049574 + Penalty 2349.075433 = -20307514.974141 nChanged 2515 SP:Iteration 34Q (4843.359415 sec): 3 clusters Score: Raw -20310426.296447 + Penalty 2349.075433 = -20308077.221013 nChanged 2565 SP:Iteration 35Q (4843.699526 sec): 3 clusters Score: Raw -20310989.255696 + Penalty 2349.075433 = -20308640.180263 nChanged 2560 SP:Iteration 36Q (4844.000474 sec): 3 clusters Score: Raw -20311565.564361 + Penalty 2349.075433 = -20309216.488927 nChanged 2572 SP:Iteration 37Q (4844.298411 sec): 3 clusters Score: Raw -20312184.865792 + Penalty 2349.075433 = -20309835.790359 nChanged 2644 SP:Iteration 38Q (4844.588932 sec): 3 clusters Score: Raw -20312825.714856 + Penalty 2349.075433 = -20310476.639423 nChanged 2803 SP:Iteration 39Q (4844.900709 sec): 3 clusters Score: Raw -20313536.059201 + Penalty 2349.075433 = -20311186.983767 nChanged 2881 SP:Iteration 40F (4845.214635 sec): 3 clusters Score: Raw -20314282.356479 + Penalty 2349.075433 = -20311933.281046 nChanged 2955 SP:Iteration 41Q (4845.502271 sec): 3 clusters Score: Raw -20315077.394909 + Penalty 2349.075433 = -20312728.319476 nChanged 2954 SP:Iteration 42Q (4845.790318 sec): 3 clusters Score: Raw -20315862.336664 + Penalty 2349.075433 = -20313513.261231 nChanged 2856 SP:Iteration 43Q (4846.107313 sec): 3 clusters Score: Raw -20316626.706530 + Penalty 2349.075433 = -20314277.631096 nChanged 2894 SP:Iteration 44Q (4846.410991 sec): 3 clusters Score: Raw -20317414.744345 + Penalty 2349.075433 = -20315065.668912 nChanged 2938 SP:Iteration 45Q (4846.710671 sec): 3 clusters Score: Raw -20318252.772147 + Penalty 2349.075433 = -20315903.696714 nChanged 2920 SP:Iteration 46Q (4847.008154 sec): 3 clusters Score: Raw -20319099.463148 + Penalty 2349.075433 = -20316750.387715 nChanged 3006 SP:Iteration 47Q (4847.338712 sec): 3 clusters Score: Raw -20319995.043434 + Penalty 2349.075433 = -20317645.968001 nChanged 3048 SP:Iteration 48Q (4847.643532 sec): 3 clusters Score: Raw -20320966.212958 + Penalty 2349.075433 = -20318617.137525 nChanged 3018 SP:Iteration 49Q (4847.937779 sec): 3 clusters Score: Raw -20321979.118363 + Penalty 2349.075433 = -20319630.042929 nChanged 3014 SP:Iteration 50Q (4848.209701 sec): 3 clusters Score: Raw -20323027.519285 + Penalty 2349.075433 = -20320678.443852 nChanged 3000 SP:Iteration 51Q (4848.526607 sec): 3 clusters Score: Raw -20324114.411539 + Penalty 2349.075433 = -20321765.336105 nChanged 2960 SP:Iteration 52Q (4848.826496 sec): 3 clusters Score: Raw -20325242.893628 + Penalty 2349.075433 = -20322893.818195 nChanged 2941 SP:Iteration 53Q (4849.097000 sec): 3 clusters Score: Raw -20326426.223739 + Penalty 2349.075433 = -20324077.148306 nChanged 2888 SP:Iteration 54Q (4849.383204 sec): 3 clusters Score: Raw -20327681.311343 + Penalty 2349.075433 = -20325332.235910 nChanged 2820 SP:Iteration 55Q (4849.686727 sec): 3 clusters Score: Raw -20328975.225875 + Penalty 2349.075433 = -20326626.150442 nChanged 2750 SP:Iteration 56Q (4849.957127 sec): 3 clusters Score: Raw -20330307.534751 + Penalty 2349.075433 = -20327958.459318 nChanged 2621 SP:Iteration 57Q (4850.223898 sec): 3 clusters Score: Raw -20331631.722301 + Penalty 2349.075433 = -20329282.646868 nChanged 2392 SP:Iteration 58Q (4850.488689 sec): 3 clusters Score: Raw -20332884.747218 + Penalty 2349.075433 = -20330535.671784 nChanged 2190 SP:Iteration 59Q (4850.777012 sec): 3 clusters Score: Raw -20334046.893305 + Penalty 2349.075433 = -20331697.817872 nChanged 1907 SP:Iteration 60F (4851.071325 sec): 3 clusters Score: Raw -20335071.944961 + Penalty 2349.075433 = -20332722.869528 nChanged 1690 SP:Iteration 61Q (4851.322733 sec): 3 clusters Score: Raw -20335988.199280 + Penalty 2349.075433 = -20333639.123846 nChanged 1348 SP:Iteration 62Q (4851.590429 sec): 3 clusters Score: Raw -20336700.243230 + Penalty 2349.075433 = -20334351.167797 nChanged 1067 SP:Iteration 63Q (4851.862704 sec): 3 clusters Score: Raw -20337260.393025 + Penalty 2349.075433 = -20334911.317592 nChanged 859 SP:Iteration 64Q (4852.155172 sec): 3 clusters Score: Raw -20337698.781179 + Penalty 2349.075433 = -20335349.705746 nChanged 673 SP:Iteration 65Q (4852.417936 sec): 3 clusters Score: Raw -20338043.924908 + Penalty 2349.075433 = -20335694.849474 nChanged 529 SP:Iteration 66Q (4852.676140 sec): 3 clusters Score: Raw -20338309.699649 + Penalty 2349.075433 = -20335960.624216 nChanged 385 SP:Iteration 67Q (4852.926265 sec): 3 clusters Score: Raw -20338500.102835 + Penalty 2349.075433 = -20336151.027402 nChanged 296 SP:Iteration 68Q (4853.171037 sec): 3 clusters Score: Raw -20338642.491458 + Penalty 2349.075433 = -20336293.416025 nChanged 219 SP:Iteration 69Q (4853.460407 sec): 3 clusters Score: Raw -20338743.537110 + Penalty 2349.075433 = -20336394.461677 nChanged 160 SP:Iteration 70Q (4853.739469 sec): 3 clusters Score: Raw -20338824.200140 + Penalty 2349.075433 = -20336475.124707 nChanged 120 SP:Iteration 71Q (4854.023037 sec): 3 clusters Score: Raw -20338876.329311 + Penalty 2349.075433 = -20336527.253878 nChanged 95 SP:Iteration 72Q (4854.306838 sec): 3 clusters Score: Raw -20338911.650031 + Penalty 2349.075433 = -20336562.574598 nChanged 69 SP:Iteration 73Q (4854.589515 sec): 3 clusters Score: Raw -20338937.704595 + Penalty 2349.075433 = -20336588.629162 nChanged 49 SP:Iteration 74Q (4854.855828 sec): 3 clusters Score: Raw -20338954.272550 + Penalty 2349.075433 = -20336605.197117 nChanged 41 SP:Iteration 75Q (4855.142299 sec): 3 clusters Score: Raw -20338969.989910 + Penalty 2349.075433 = -20336620.914477 nChanged 42 SP:Iteration 76Q (4855.423104 sec): 3 clusters Score: Raw -20338984.235066 + Penalty 2349.075433 = -20336635.159633 nChanged 32 SP:Iteration 77Q (4855.695984 sec): 3 clusters Score: Raw -20338995.055001 + Penalty 2349.075433 = -20336645.979568 nChanged 32 SP:Iteration 78Q (4855.963548 sec): 3 clusters Score: Raw -20339003.161759 + Penalty 2349.075433 = -20336654.086326 nChanged 20 SP:Iteration 79Q (4856.240501 sec): 3 clusters Score: Raw -20339007.192726 + Penalty 2349.075433 = -20336658.117293 nChanged 12 SP:Iteration 80F (4856.570589 sec): 3 clusters Score: Raw -20339010.321906 + Penalty 2349.075433 = -20336661.246472 nChanged 15 SP:Iteration 81Q (4856.853269 sec): 3 clusters Score: Raw -20339014.006150 + Penalty 2349.075433 = -20336664.930716 nChanged 11 SP:Iteration 82Q (4857.141228 sec): 3 clusters Score: Raw -20339017.239617 + Penalty 2349.075433 = -20336668.164184 nChanged 9 SP:Iteration 83Q (4857.427760 sec): 3 clusters Score: Raw -20339019.444069 + Penalty 2349.075433 = -20336670.368636 nChanged 10 SP:Iteration 84Q (4857.712387 sec): 3 clusters Score: Raw -20339022.202706 + Penalty 2349.075433 = -20336673.127273 nChanged 7 SP:Iteration 85Q (4857.997518 sec): 3 clusters Score: Raw -20339024.335879 + Penalty 2349.075433 = -20336675.260446 nChanged 8 SP:Iteration 86Q (4858.274597 sec): 3 clusters Score: Raw -20339026.765396 + Penalty 2349.075433 = -20336677.689963 nChanged 7 SP:Iteration 87Q (4858.549000 sec): 3 clusters Score: Raw -20339028.350976 + Penalty 2349.075433 = -20336679.275543 nChanged 5 SP:Iteration 88Q (4858.811835 sec): 3 clusters Score: Raw -20339029.566798 + Penalty 2349.075433 = -20336680.491364 nChanged 4 SP:Iteration 89Q (4859.087864 sec): 3 clusters Score: Raw -20339030.808830 + Penalty 2349.075433 = -20336681.733397 nChanged 10 SP:Iteration 90Q (4859.338013 sec): 3 clusters Score: Raw -20339033.255464 + Penalty 2349.075433 = -20336684.180030 nChanged 7 SP:Iteration 91Q (4859.581345 sec): 3 clusters Score: Raw -20339035.181384 + Penalty 2349.075433 = -20336686.105950 nChanged 8 SP:Iteration 92Q (4859.830247 sec): 3 clusters Score: Raw -20339037.856971 + Penalty 2349.075433 = -20336688.781537 nChanged 7 SP:Iteration 93Q (4860.099226 sec): 3 clusters Score: Raw -20339039.520357 + Penalty 2349.075433 = -20336690.444923 nChanged 6 SP:Iteration 94Q (4860.384007 sec): 3 clusters Score: Raw -20339040.594130 + Penalty 2349.075433 = -20336691.518697 nChanged 5 SP:Iteration 95Q (4860.628663 sec): 3 clusters Score: Raw -20339042.004480 + Penalty 2349.075433 = -20336692.929046 nChanged 7 SP:Iteration 96Q (4860.892529 sec): 3 clusters Score: Raw -20339043.774443 + Penalty 2349.075433 = -20336694.699010 nChanged 1 SP:Iteration 97Q (4861.136387 sec): 3 clusters Score: Raw -20339043.943172 + Penalty 2349.075433 = -20336694.867739 nChanged 0 SP:Iteration 98F (4861.449230 sec): 3 clusters Score: Raw -20339043.943172 + Penalty 2349.075433 = -20336694.867739 nChanged 0 Trying to split cluster 2 (6221 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4861.497508 sec): 2 clusters Score: Raw -489227.165378 + Penalty 829.890165 = -488397.275213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4861.543446 sec): 3 clusters Score: Raw -485726.321543 + Penalty 1659.780329 = -484066.541214 nChanged 2660 SP:Iteration 1F (4861.599630 sec): 3 clusters Score: Raw -487174.356001 + Penalty 1659.780329 = -485514.575671 nChanged 433 SP:Iteration 2F (4861.652384 sec): 3 clusters Score: Raw -487407.686072 + Penalty 1659.780329 = -485747.905743 nChanged 374 SP:Iteration 3F (4861.708285 sec): 3 clusters Score: Raw -487647.111961 + Penalty 1659.780329 = -485987.331632 nChanged 365 SP:Iteration 4F (4861.761049 sec): 3 clusters Score: Raw -487872.989975 + Penalty 1659.780329 = -486213.209646 nChanged 355 SP:Iteration 5F (4861.809527 sec): 3 clusters Score: Raw -488107.088652 + Penalty 1659.780329 = -486447.308323 nChanged 319 SP:Iteration 6F (4861.831137 sec): 3 clusters Score: Raw -488315.262646 + Penalty 1659.780329 = -486655.482316 nChanged 289 SP:Iteration 7Q (4861.886268 sec): 3 clusters Score: Raw -488519.488264 + Penalty 1659.780329 = -486859.707935 nChanged 278 SP:Iteration 8Q (4861.948847 sec): 3 clusters Score: Raw -488719.544675 + Penalty 1659.780329 = -487059.764346 nChanged 226 SP:Iteration 9Q (4861.984236 sec): 3 clusters Score: Raw -488869.349068 + Penalty 1659.780329 = -487209.568738 nChanged 204 SP:Iteration 10Q (4862.035540 sec): 3 clusters Score: Raw -489011.694207 + Penalty 1659.780329 = -487351.913877 nChanged 172 SP:Iteration 11Q (4862.085368 sec): 3 clusters Score: Raw -489115.500964 + Penalty 1659.780329 = -487455.720635 nChanged 128 SP:Iteration 12Q (4862.133024 sec): 3 clusters Score: Raw -489189.219629 + Penalty 1659.780329 = -487529.439300 nChanged 101 SP:Iteration 13Q (4862.187085 sec): 3 clusters Score: Raw -489244.922107 + Penalty 1659.780329 = -487585.141778 nChanged 85 SP:Iteration 14Q (4862.229553 sec): 3 clusters Score: Raw -489300.029112 + Penalty 1659.780329 = -487640.248783 nChanged 83 SP:Iteration 15Q (4862.288786 sec): 3 clusters Score: Raw -489358.322279 + Penalty 1659.780329 = -487698.541950 nChanged 77 SP:Iteration 16Q (4862.341998 sec): 3 clusters Score: Raw -489403.196854 + Penalty 1659.780329 = -487743.416524 nChanged 59 SP:Iteration 17Q (4862.361477 sec): 3 clusters Score: Raw -489435.778158 + Penalty 1659.780329 = -487775.997828 nChanged 54 SP:Iteration 18Q (4862.416278 sec): 3 clusters Score: Raw -489471.359029 + Penalty 1659.780329 = -487811.578699 nChanged 54 SP:Iteration 19Q (4862.474565 sec): 3 clusters Score: Raw -489508.808965 + Penalty 1659.780329 = -487849.028635 nChanged 44 SP:Iteration 20F (4862.513015 sec): 3 clusters Score: Raw -489536.928586 + Penalty 1659.780329 = -487877.148257 nChanged 19 SP:Iteration 21Q (4862.566501 sec): 3 clusters Score: Raw -489548.530245 + Penalty 1659.780329 = -487888.749916 nChanged 22 SP:Iteration 22Q (4862.611359 sec): 3 clusters Score: Raw -489557.457899 + Penalty 1659.780329 = -487897.677569 nChanged 16 SP:Iteration 23Q (4862.655160 sec): 3 clusters Score: Raw -489565.289627 + Penalty 1659.780329 = -487905.509297 nChanged 16 SP:Iteration 24Q (4862.704832 sec): 3 clusters Score: Raw -489570.730911 + Penalty 1659.780329 = -487910.950581 nChanged 8 SP:Iteration 25Q (4862.735038 sec): 3 clusters Score: Raw -489573.372990 + Penalty 1659.780329 = -487913.592660 nChanged 7 SP:Iteration 26Q (4862.779455 sec): 3 clusters Score: Raw -489576.577582 + Penalty 1659.780329 = -487916.797253 nChanged 6 SP:Iteration 27Q (4862.832915 sec): 3 clusters Score: Raw -489578.677582 + Penalty 1659.780329 = -487918.897252 nChanged 10 SP:Iteration 28Q (4862.868655 sec): 3 clusters Score: Raw -489581.430206 + Penalty 1659.780329 = -487921.649877 nChanged 8 SP:Iteration 29Q (4862.928402 sec): 3 clusters Score: Raw -489584.153587 + Penalty 1659.780329 = -487924.373257 nChanged 5 SP:Iteration 30Q (4862.982809 sec): 3 clusters Score: Raw -489585.109763 + Penalty 1659.780329 = -487925.329433 nChanged 7 SP:Iteration 31Q (4863.034869 sec): 3 clusters Score: Raw -489586.716673 + Penalty 1659.780329 = -487926.936344 nChanged 1 SP:Iteration 32Q (4863.069094 sec): 3 clusters Score: Raw -489587.050682 + Penalty 1659.780329 = -487927.270352 nChanged 1 SP:Iteration 33Q (4863.117819 sec): 3 clusters Score: Raw -489587.174109 + Penalty 1659.780329 = -487927.393780 nChanged 1 SP:Iteration 34Q (4863.172070 sec): 3 clusters Score: Raw -489587.342267 + Penalty 1659.780329 = -487927.561937 nChanged 0 SP:Iteration 35F (4863.220865 sec): 3 clusters Score: Raw -489587.342267 + Penalty 1659.780329 = -487927.561937 nChanged 0 Trying to split cluster 3 (24288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4863.280234 sec): 2 clusters Score: Raw -2100654.828716 + Penalty 959.285080 = -2099695.543637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4863.351799 sec): 3 clusters Score: Raw -2085394.291553 + Penalty 1918.570159 = -2083475.721394 nChanged 11321 SP:Iteration 1F (4863.418799 sec): 3 clusters Score: Raw -2091934.001625 + Penalty 1918.570159 = -2090015.431465 nChanged 1289 SP:Iteration 2F (4863.487835 sec): 3 clusters Score: Raw -2092539.503431 + Penalty 1918.570159 = -2090620.933272 nChanged 1378 SP:Iteration 3F (4863.556355 sec): 3 clusters Score: Raw -2093273.927595 + Penalty 1918.570159 = -2091355.357435 nChanged 1499 SP:Iteration 4F (4863.627407 sec): 3 clusters Score: Raw -2094181.268740 + Penalty 1918.570159 = -2092262.698581 nChanged 1607 SP:Iteration 5F (4863.698091 sec): 3 clusters Score: Raw -2095292.927819 + Penalty 1918.570159 = -2093374.357659 nChanged 1635 SP:Iteration 6F (4863.764198 sec): 3 clusters Score: Raw -2096562.730952 + Penalty 1918.570159 = -2094644.160792 nChanged 1461 SP:Iteration 7F (4863.842555 sec): 3 clusters Score: Raw -2097795.943633 + Penalty 1918.570159 = -2095877.373473 nChanged 1169 SP:Iteration 8Q (4863.910016 sec): 3 clusters Score: Raw -2098793.122298 + Penalty 1918.570159 = -2096874.552139 nChanged 827 SP:Iteration 9Q (4863.975992 sec): 3 clusters Score: Raw -2099474.914476 + Penalty 1918.570159 = -2097556.344317 nChanged 561 SP:Iteration 10Q (4864.046606 sec): 3 clusters Score: Raw -2099919.704893 + Penalty 1918.570159 = -2098001.134734 nChanged 366 SP:Iteration 11Q (4864.108461 sec): 3 clusters Score: Raw -2100181.461960 + Penalty 1918.570159 = -2098262.891801 nChanged 284 SP:Iteration 12Q (4864.168130 sec): 3 clusters Score: Raw -2100381.610758 + Penalty 1918.570159 = -2098463.040599 nChanged 188 SP:Iteration 13Q (4864.232883 sec): 3 clusters Score: Raw -2100503.590106 + Penalty 1918.570159 = -2098585.019947 nChanged 146 SP:Iteration 14Q (4864.298301 sec): 3 clusters Score: Raw -2100595.882475 + Penalty 1918.570159 = -2098677.312316 nChanged 118 SP:Iteration 15Q (4864.372901 sec): 3 clusters Score: Raw -2100674.347231 + Penalty 1918.570159 = -2098755.777072 nChanged 93 SP:Iteration 16Q (4864.444106 sec): 3 clusters Score: Raw -2100725.004956 + Penalty 1918.570159 = -2098806.434796 nChanged 68 SP:Iteration 17Q (4864.515061 sec): 3 clusters Score: Raw -2100764.155619 + Penalty 1918.570159 = -2098845.585460 nChanged 63 SP:Iteration 18Q (4864.577425 sec): 3 clusters Score: Raw -2100803.566000 + Penalty 1918.570159 = -2098884.995841 nChanged 48 SP:Iteration 19Q (4864.620195 sec): 3 clusters Score: Raw -2100831.453004 + Penalty 1918.570159 = -2098912.882845 nChanged 42 SP:Iteration 20F (4864.691162 sec): 3 clusters Score: Raw -2100856.043592 + Penalty 1918.570159 = -2098937.473433 nChanged 25 SP:Iteration 21Q (4864.762408 sec): 3 clusters Score: Raw -2100870.610208 + Penalty 1918.570159 = -2098952.040049 nChanged 22 SP:Iteration 22Q (4864.831890 sec): 3 clusters Score: Raw -2100880.500875 + Penalty 1918.570159 = -2098961.930716 nChanged 22 SP:Iteration 23Q (4864.891006 sec): 3 clusters Score: Raw -2100891.219169 + Penalty 1918.570159 = -2098972.649010 nChanged 20 SP:Iteration 24Q (4864.958613 sec): 3 clusters Score: Raw -2100901.157418 + Penalty 1918.570159 = -2098982.587259 nChanged 20 SP:Iteration 25Q (4865.019390 sec): 3 clusters Score: Raw -2100908.344760 + Penalty 1918.570159 = -2098989.774601 nChanged 12 SP:Iteration 26Q (4865.083024 sec): 3 clusters Score: Raw -2100913.025111 + Penalty 1918.570159 = -2098994.454951 nChanged 14 SP:Iteration 27Q (4865.153004 sec): 3 clusters Score: Raw -2100919.563909 + Penalty 1918.570159 = -2099000.993750 nChanged 9 SP:Iteration 28Q (4865.227323 sec): 3 clusters Score: Raw -2100922.468897 + Penalty 1918.570159 = -2099003.898738 nChanged 3 SP:Iteration 29Q (4865.295492 sec): 3 clusters Score: Raw -2100923.306638 + Penalty 1918.570159 = -2099004.736479 nChanged 1 SP:Iteration 30Q (4865.363662 sec): 3 clusters Score: Raw -2100923.562058 + Penalty 1918.570159 = -2099004.991899 nChanged 0 SP:Iteration 31F (4865.431038 sec): 3 clusters Score: Raw -2100923.562058 + Penalty 1918.570159 = -2099004.991899 nChanged 0 Trying to split cluster 4 (45313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4865.497406 sec): 2 clusters Score: Raw -3684197.404992 + Penalty 1018.528178 = -3683178.876814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4865.600531 sec): 3 clusters Score: Raw -3655039.376865 + Penalty 2037.056357 = -3653002.320509 nChanged 21424 SP:Iteration 1F (4865.703297 sec): 3 clusters Score: Raw -3667454.518326 + Penalty 2037.056357 = -3665417.461969 nChanged 2035 SP:Iteration 2Q (4865.806629 sec): 3 clusters Score: Raw -3668189.427588 + Penalty 2037.056357 = -3666152.371232 nChanged 2127 SP:Iteration 3Q (4865.907002 sec): 3 clusters Score: Raw -3669077.426920 + Penalty 2037.056357 = -3667040.370563 nChanged 2321 SP:Iteration 4F (4866.002621 sec): 3 clusters Score: Raw -3670166.837189 + Penalty 2037.056357 = -3668129.780832 nChanged 2526 SP:Iteration 5F (4866.092792 sec): 3 clusters Score: Raw -3671500.829078 + Penalty 2037.056357 = -3669463.772721 nChanged 2647 SP:Iteration 6F (4866.187515 sec): 3 clusters Score: Raw -3673035.800425 + Penalty 2037.056357 = -3670998.744068 nChanged 2676 SP:Iteration 7F (4866.283473 sec): 3 clusters Score: Raw -3674727.000394 + Penalty 2037.056357 = -3672689.944038 nChanged 2594 SP:Iteration 8F (4866.373155 sec): 3 clusters Score: Raw -3676376.808217 + Penalty 2037.056357 = -3674339.751860 nChanged 2266 SP:Iteration 9F (4866.468532 sec): 3 clusters Score: Raw -3677737.204122 + Penalty 2037.056357 = -3675700.147765 nChanged 1850 SP:Iteration 10Q (4866.573054 sec): 3 clusters Score: Raw -3678631.282980 + Penalty 2037.056357 = -3676594.226623 nChanged 1348 SP:Iteration 11Q (4866.662110 sec): 3 clusters Score: Raw -3679152.990046 + Penalty 2037.056357 = -3677115.933689 nChanged 954 SP:Iteration 12Q (4866.759430 sec): 3 clusters Score: Raw -3679477.974878 + Penalty 2037.056357 = -3677440.918521 nChanged 762 SP:Iteration 13Q (4866.849016 sec): 3 clusters Score: Raw -3679732.242025 + Penalty 2037.056357 = -3677695.185668 nChanged 694 SP:Iteration 14Q (4866.947445 sec): 3 clusters Score: Raw -3679975.262936 + Penalty 2037.056357 = -3677938.206579 nChanged 684 SP:Iteration 15Q (4867.048024 sec): 3 clusters Score: Raw -3680206.578719 + Penalty 2037.056357 = -3678169.522362 nChanged 682 SP:Iteration 16Q (4867.146494 sec): 3 clusters Score: Raw -3680428.710190 + Penalty 2037.056357 = -3678391.653833 nChanged 679 SP:Iteration 17Q (4867.238262 sec): 3 clusters Score: Raw -3680645.624636 + Penalty 2037.056357 = -3678608.568279 nChanged 639 SP:Iteration 18Q (4867.338083 sec): 3 clusters Score: Raw -3680856.732994 + Penalty 2037.056357 = -3678819.676637 nChanged 642 SP:Iteration 19Q (4867.437929 sec): 3 clusters Score: Raw -3681073.948687 + Penalty 2037.056357 = -3679036.892331 nChanged 637 SP:Iteration 20F (4867.537833 sec): 3 clusters Score: Raw -3681304.531106 + Penalty 2037.056357 = -3679267.474749 nChanged 675 SP:Iteration 21Q (4867.638166 sec): 3 clusters Score: Raw -3681540.352528 + Penalty 2037.056357 = -3679503.296171 nChanged 617 SP:Iteration 22Q (4867.723453 sec): 3 clusters Score: Raw -3681742.534621 + Penalty 2037.056357 = -3679705.478264 nChanged 616 SP:Iteration 23Q (4867.823171 sec): 3 clusters Score: Raw -3681946.892505 + Penalty 2037.056357 = -3679909.836149 nChanged 583 SP:Iteration 24Q (4867.915459 sec): 3 clusters Score: Raw -3682138.650198 + Penalty 2037.056357 = -3680101.593841 nChanged 573 SP:Iteration 25Q (4868.017239 sec): 3 clusters Score: Raw -3682311.669327 + Penalty 2037.056357 = -3680274.612970 nChanged 529 SP:Iteration 26Q (4868.113989 sec): 3 clusters Score: Raw -3682473.533006 + Penalty 2037.056357 = -3680436.476649 nChanged 512 SP:Iteration 27Q (4868.217660 sec): 3 clusters Score: Raw -3682627.163934 + Penalty 2037.056357 = -3680590.107577 nChanged 479 SP:Iteration 28Q (4868.308599 sec): 3 clusters Score: Raw -3682764.106462 + Penalty 2037.056357 = -3680727.050105 nChanged 448 SP:Iteration 29Q (4868.413246 sec): 3 clusters Score: Raw -3682896.596541 + Penalty 2037.056357 = -3680859.540184 nChanged 467 SP:Iteration 30Q (4868.516139 sec): 3 clusters Score: Raw -3683041.299982 + Penalty 2037.056357 = -3681004.243625 nChanged 463 SP:Iteration 31Q (4868.611330 sec): 3 clusters Score: Raw -3683190.902923 + Penalty 2037.056357 = -3681153.846566 nChanged 439 SP:Iteration 32Q (4868.716214 sec): 3 clusters Score: Raw -3683338.001653 + Penalty 2037.056357 = -3681300.945296 nChanged 406 SP:Iteration 33Q (4868.817691 sec): 3 clusters Score: Raw -3683480.358436 + Penalty 2037.056357 = -3681443.302079 nChanged 384 SP:Iteration 34Q (4868.902232 sec): 3 clusters Score: Raw -3683621.891500 + Penalty 2037.056357 = -3681584.835144 nChanged 358 SP:Iteration 35Q (4869.003654 sec): 3 clusters Score: Raw -3683751.336949 + Penalty 2037.056357 = -3681714.280592 nChanged 315 SP:Iteration 36Q (4869.084555 sec): 3 clusters Score: Raw -3683859.898730 + Penalty 2037.056357 = -3681822.842373 nChanged 276 SP:Iteration 37Q (4869.176358 sec): 3 clusters Score: Raw -3683961.175782 + Penalty 2037.056357 = -3681924.119425 nChanged 267 SP:Iteration 38Q (4869.279218 sec): 3 clusters Score: Raw -3684059.016907 + Penalty 2037.056357 = -3682021.960550 nChanged 232 SP:Iteration 39Q (4869.373692 sec): 3 clusters Score: Raw -3684143.477799 + Penalty 2037.056357 = -3682106.421442 nChanged 194 SP:Iteration 40F (4869.479659 sec): 3 clusters Score: Raw -3684209.120238 + Penalty 2037.056357 = -3682172.063881 nChanged 166 SP:Iteration 41Q (4869.575233 sec): 3 clusters Score: Raw -3684264.750508 + Penalty 2037.056357 = -3682227.694151 nChanged 132 SP:Iteration 42Q (4869.668924 sec): 3 clusters Score: Raw -3684312.508203 + Penalty 2037.056357 = -3682275.451846 nChanged 130 SP:Iteration 43Q (4869.762207 sec): 3 clusters Score: Raw -3684358.451884 + Penalty 2037.056357 = -3682321.395528 nChanged 107 SP:Iteration 44Q (4869.852677 sec): 3 clusters Score: Raw -3684398.928409 + Penalty 2037.056357 = -3682361.872053 nChanged 87 SP:Iteration 45Q (4869.954608 sec): 3 clusters Score: Raw -3684430.399874 + Penalty 2037.056357 = -3682393.343517 nChanged 68 SP:Iteration 46Q (4870.050057 sec): 3 clusters Score: Raw -3684455.694191 + Penalty 2037.056357 = -3682418.637835 nChanged 64 SP:Iteration 47Q (4870.146605 sec): 3 clusters Score: Raw -3684481.435084 + Penalty 2037.056357 = -3682444.378727 nChanged 67 SP:Iteration 48Q (4870.242521 sec): 3 clusters Score: Raw -3684508.276626 + Penalty 2037.056357 = -3682471.220270 nChanged 61 SP:Iteration 49Q (4870.297447 sec): 3 clusters Score: Raw -3684527.459027 + Penalty 2037.056357 = -3682490.402670 nChanged 38 SP:Iteration 50Q (4870.356167 sec): 3 clusters Score: Raw -3684539.081537 + Penalty 2037.056357 = -3682502.025181 nChanged 23 SP:Iteration 51Q (4870.427640 sec): 3 clusters Score: Raw -3684547.027472 + Penalty 2037.056357 = -3682509.971115 nChanged 28 SP:Iteration 52Q (4870.484649 sec): 3 clusters Score: Raw -3684556.798937 + Penalty 2037.056357 = -3682519.742581 nChanged 29 SP:Iteration 53Q (4870.541949 sec): 3 clusters Score: Raw -3684567.649933 + Penalty 2037.056357 = -3682530.593576 nChanged 26 SP:Iteration 54Q (4870.599280 sec): 3 clusters Score: Raw -3684575.821512 + Penalty 2037.056357 = -3682538.765155 nChanged 26 SP:Iteration 55Q (4870.687953 sec): 3 clusters Score: Raw -3684584.295158 + Penalty 2037.056357 = -3682547.238801 nChanged 19 SP:Iteration 56Q (4870.792786 sec): 3 clusters Score: Raw -3684592.490766 + Penalty 2037.056357 = -3682555.434409 nChanged 21 SP:Iteration 57Q (4870.889020 sec): 3 clusters Score: Raw -3684597.636839 + Penalty 2037.056357 = -3682560.580483 nChanged 15 SP:Iteration 58Q (4870.985448 sec): 3 clusters Score: Raw -3684602.620380 + Penalty 2037.056357 = -3682565.564023 nChanged 9 SP:Iteration 59Q (4871.081359 sec): 3 clusters Score: Raw -3684604.331315 + Penalty 2037.056357 = -3682567.274959 nChanged 7 SP:Iteration 60F (4871.186886 sec): 3 clusters Score: Raw -3684606.575535 + Penalty 2037.056357 = -3682569.519178 nChanged 8 SP:Iteration 61Q (4871.284190 sec): 3 clusters Score: Raw -3684609.304114 + Penalty 2037.056357 = -3682572.247758 nChanged 9 SP:Iteration 62Q (4871.379872 sec): 3 clusters Score: Raw -3684612.259227 + Penalty 2037.056357 = -3682575.202870 nChanged 14 SP:Iteration 63Q (4871.460344 sec): 3 clusters Score: Raw -3684615.153045 + Penalty 2037.056357 = -3682578.096688 nChanged 5 SP:Iteration 64Q (4871.549817 sec): 3 clusters Score: Raw -3684617.350233 + Penalty 2037.056357 = -3682580.293876 nChanged 3 SP:Iteration 65Q (4871.643378 sec): 3 clusters Score: Raw -3684617.795079 + Penalty 2037.056357 = -3682580.738722 nChanged 4 SP:Iteration 66Q (4871.736070 sec): 3 clusters Score: Raw -3684618.698387 + Penalty 2037.056357 = -3682581.642030 nChanged 5 SP:Iteration 67Q (4871.832458 sec): 3 clusters Score: Raw -3684620.153138 + Penalty 2037.056357 = -3682583.096782 nChanged 5 SP:Iteration 68Q (4871.919761 sec): 3 clusters Score: Raw -3684621.947977 + Penalty 2037.056357 = -3682584.891620 nChanged 5 SP:Iteration 69Q (4872.004699 sec): 3 clusters Score: Raw -3684623.239713 + Penalty 2037.056357 = -3682586.183356 nChanged 3 SP:Iteration 70Q (4872.103074 sec): 3 clusters Score: Raw -3684623.874594 + Penalty 2037.056357 = -3682586.818237 nChanged 4 SP:Iteration 71Q (4872.198552 sec): 3 clusters Score: Raw -3684624.717447 + Penalty 2037.056357 = -3682587.661090 nChanged 2 SP:Iteration 72Q (4872.295852 sec): 3 clusters Score: Raw -3684625.156369 + Penalty 2037.056357 = -3682588.100012 nChanged 1 SP:Iteration 73Q (4872.390721 sec): 3 clusters Score: Raw -3684625.256954 + Penalty 2037.056357 = -3682588.200597 nChanged 1 SP:Iteration 74Q (4872.483676 sec): 3 clusters Score: Raw -3684625.886283 + Penalty 2037.056357 = -3682588.829926 nChanged 3 SP:Iteration 75Q (4872.571170 sec): 3 clusters Score: Raw -3684627.389234 + Penalty 2037.056357 = -3682590.332877 nChanged 4 SP:Iteration 76Q (4872.672153 sec): 3 clusters Score: Raw -3684628.318844 + Penalty 2037.056357 = -3682591.262487 nChanged 1 SP:Iteration 77Q (4872.750448 sec): 3 clusters Score: Raw -3684628.401800 + Penalty 2037.056357 = -3682591.345443 nChanged 0 SP:Iteration 78F (4872.864018 sec): 3 clusters Score: Raw -3684628.401800 + Penalty 2037.056357 = -3682591.345443 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4872.896752 sec): 2 clusters Score: Raw -310976.082248 + Penalty 778.478023 = -310197.604225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4872.938853 sec): 3 clusters Score: Raw -309025.744722 + Penalty 1556.956047 = -307468.788675 nChanged 1520 SP:Iteration 1F (4872.992522 sec): 3 clusters Score: Raw -309966.961701 + Penalty 1556.956047 = -308410.005654 nChanged 313 SP:Iteration 2F (4873.052557 sec): 3 clusters Score: Raw -310273.985625 + Penalty 1556.956047 = -308717.029578 nChanged 299 SP:Iteration 3F (4873.097521 sec): 3 clusters Score: Raw -310542.734936 + Penalty 1556.956047 = -308985.778889 nChanged 257 SP:Iteration 4F (4873.159413 sec): 3 clusters Score: Raw -310765.426190 + Penalty 1556.956047 = -309208.470143 nChanged 218 SP:Iteration 5F (4873.210716 sec): 3 clusters Score: Raw -310936.354241 + Penalty 1556.956047 = -309379.398194 nChanged 186 SP:Iteration 6F (4873.256721 sec): 3 clusters Score: Raw -311053.338277 + Penalty 1556.956047 = -309496.382230 nChanged 109 SP:Iteration 7Q (4873.306775 sec): 3 clusters Score: Raw -311115.127963 + Penalty 1556.956047 = -309558.171916 nChanged 93 SP:Iteration 8Q (4873.369062 sec): 3 clusters Score: Raw -311163.092258 + Penalty 1556.956047 = -309606.136212 nChanged 77 SP:Iteration 9Q (4873.411231 sec): 3 clusters Score: Raw -311200.576520 + Penalty 1556.956047 = -309643.620473 nChanged 59 SP:Iteration 10Q (4873.472303 sec): 3 clusters Score: Raw -311230.144504 + Penalty 1556.956047 = -309673.188457 nChanged 43 SP:Iteration 11Q (4873.530207 sec): 3 clusters Score: Raw -311249.031396 + Penalty 1556.956047 = -309692.075349 nChanged 41 SP:Iteration 12Q (4873.576131 sec): 3 clusters Score: Raw -311270.057569 + Penalty 1556.956047 = -309713.101522 nChanged 33 SP:Iteration 13Q (4873.623822 sec): 3 clusters Score: Raw -311281.070903 + Penalty 1556.956047 = -309724.114857 nChanged 21 SP:Iteration 14Q (4873.664814 sec): 3 clusters Score: Raw -311287.662828 + Penalty 1556.956047 = -309730.706781 nChanged 14 SP:Iteration 15Q (4873.710296 sec): 3 clusters Score: Raw -311291.013007 + Penalty 1556.956047 = -309734.056960 nChanged 12 SP:Iteration 16Q (4873.756082 sec): 3 clusters Score: Raw -311294.568947 + Penalty 1556.956047 = -309737.612900 nChanged 13 SP:Iteration 17Q (4873.803315 sec): 3 clusters Score: Raw -311297.776073 + Penalty 1556.956047 = -309740.820026 nChanged 12 SP:Iteration 18Q (4873.851210 sec): 3 clusters Score: Raw -311301.596715 + Penalty 1556.956047 = -309744.640668 nChanged 16 SP:Iteration 19Q (4873.896537 sec): 3 clusters Score: Raw -311305.487451 + Penalty 1556.956047 = -309748.531404 nChanged 14 SP:Iteration 20F (4873.950674 sec): 3 clusters Score: Raw -311310.254667 + Penalty 1556.956047 = -309753.298620 nChanged 17 SP:Iteration 21Q (4873.996366 sec): 3 clusters Score: Raw -311317.289647 + Penalty 1556.956047 = -309760.333600 nChanged 14 SP:Iteration 22Q (4874.045795 sec): 3 clusters Score: Raw -311322.717369 + Penalty 1556.956047 = -309765.761322 nChanged 16 SP:Iteration 23Q (4874.096491 sec): 3 clusters Score: Raw -311327.635706 + Penalty 1556.956047 = -309770.679659 nChanged 11 SP:Iteration 24Q (4874.146025 sec): 3 clusters Score: Raw -311330.030511 + Penalty 1556.956047 = -309773.074465 nChanged 7 SP:Iteration 25Q (4874.211151 sec): 3 clusters Score: Raw -311331.832231 + Penalty 1556.956047 = -309774.876184 nChanged 7 SP:Iteration 26Q (4874.265186 sec): 3 clusters Score: Raw -311333.024521 + Penalty 1556.956047 = -309776.068474 nChanged 3 SP:Iteration 27Q (4874.317680 sec): 3 clusters Score: Raw -311333.495672 + Penalty 1556.956047 = -309776.539625 nChanged 4 SP:Iteration 28Q (4874.372828 sec): 3 clusters Score: Raw -311333.923756 + Penalty 1556.956047 = -309776.967709 nChanged 1 SP:Iteration 29Q (4874.426891 sec): 3 clusters Score: Raw -311334.100811 + Penalty 1556.956047 = -309777.144764 nChanged 0 SP:Iteration 30F (4874.478159 sec): 3 clusters Score: Raw -311334.100811 + Penalty 1556.956047 = -309777.144764 nChanged 0 Trying to split cluster 6 (15399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4874.518192 sec): 2 clusters Score: Raw -1326612.133028 + Penalty 915.995496 = -1325696.137532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4874.584118 sec): 3 clusters Score: Raw -1317278.291732 + Penalty 1831.990992 = -1315446.300740 nChanged 7016 SP:Iteration 1F (4874.637229 sec): 3 clusters Score: Raw -1321292.888296 + Penalty 1831.990992 = -1319460.897304 nChanged 817 SP:Iteration 2F (4874.711283 sec): 3 clusters Score: Raw -1321658.421998 + Penalty 1831.990992 = -1319826.431006 nChanged 848 SP:Iteration 3F (4874.778568 sec): 3 clusters Score: Raw -1322101.334278 + Penalty 1831.990992 = -1320269.343286 nChanged 898 SP:Iteration 4F (4874.843311 sec): 3 clusters Score: Raw -1322616.606854 + Penalty 1831.990992 = -1320784.615862 nChanged 941 SP:Iteration 5F (4874.911011 sec): 3 clusters Score: Raw -1323272.050252 + Penalty 1831.990992 = -1321440.059260 nChanged 967 SP:Iteration 6F (4874.970274 sec): 3 clusters Score: Raw -1324047.261057 + Penalty 1831.990992 = -1322215.270065 nChanged 911 SP:Iteration 7F (4875.050269 sec): 3 clusters Score: Raw -1324836.886698 + Penalty 1831.990992 = -1323004.895706 nChanged 687 SP:Iteration 8Q (4875.114120 sec): 3 clusters Score: Raw -1325439.250673 + Penalty 1831.990992 = -1323607.259681 nChanged 505 SP:Iteration 9Q (4875.179916 sec): 3 clusters Score: Raw -1325825.493451 + Penalty 1831.990992 = -1323993.502460 nChanged 332 SP:Iteration 10Q (4875.233835 sec): 3 clusters Score: Raw -1326074.006408 + Penalty 1831.990992 = -1324242.015416 nChanged 244 SP:Iteration 11Q (4875.310890 sec): 3 clusters Score: Raw -1326233.505801 + Penalty 1831.990992 = -1324401.514809 nChanged 178 SP:Iteration 12Q (4875.366378 sec): 3 clusters Score: Raw -1326336.405127 + Penalty 1831.990992 = -1324504.414136 nChanged 122 SP:Iteration 13Q (4875.431401 sec): 3 clusters Score: Raw -1326399.038032 + Penalty 1831.990992 = -1324567.047041 nChanged 100 SP:Iteration 14Q (4875.494606 sec): 3 clusters Score: Raw -1326448.120488 + Penalty 1831.990992 = -1324616.129496 nChanged 91 SP:Iteration 15Q (4875.554031 sec): 3 clusters Score: Raw -1326492.309266 + Penalty 1831.990992 = -1324660.318275 nChanged 78 SP:Iteration 16Q (4875.625258 sec): 3 clusters Score: Raw -1326531.784213 + Penalty 1831.990992 = -1324699.793222 nChanged 67 SP:Iteration 17Q (4875.693415 sec): 3 clusters Score: Raw -1326561.643182 + Penalty 1831.990992 = -1324729.652190 nChanged 49 SP:Iteration 18Q (4875.743519 sec): 3 clusters Score: Raw -1326581.873421 + Penalty 1831.990992 = -1324749.882429 nChanged 46 SP:Iteration 19Q (4875.806942 sec): 3 clusters Score: Raw -1326600.033192 + Penalty 1831.990992 = -1324768.042201 nChanged 39 SP:Iteration 20F (4875.876065 sec): 3 clusters Score: Raw -1326617.952973 + Penalty 1831.990992 = -1324785.961982 nChanged 38 SP:Iteration 21Q (4875.937984 sec): 3 clusters Score: Raw -1326633.337714 + Penalty 1831.990992 = -1324801.346722 nChanged 32 SP:Iteration 22Q (4876.011024 sec): 3 clusters Score: Raw -1326645.401476 + Penalty 1831.990992 = -1324813.410484 nChanged 25 SP:Iteration 23Q (4876.076443 sec): 3 clusters Score: Raw -1326651.898306 + Penalty 1831.990992 = -1324819.907314 nChanged 32 SP:Iteration 24Q (4876.141665 sec): 3 clusters Score: Raw -1326662.941823 + Penalty 1831.990992 = -1324830.950831 nChanged 27 SP:Iteration 25Q (4876.197399 sec): 3 clusters Score: Raw -1326671.326041 + Penalty 1831.990992 = -1324839.335049 nChanged 24 SP:Iteration 26Q (4876.264293 sec): 3 clusters Score: Raw -1326679.805181 + Penalty 1831.990992 = -1324847.814190 nChanged 21 SP:Iteration 27Q (4876.327173 sec): 3 clusters Score: Raw -1326686.010626 + Penalty 1831.990992 = -1324854.019634 nChanged 18 SP:Iteration 28Q (4876.391067 sec): 3 clusters Score: Raw -1326691.405664 + Penalty 1831.990992 = -1324859.414672 nChanged 15 SP:Iteration 29Q (4876.455806 sec): 3 clusters Score: Raw -1326696.227361 + Penalty 1831.990992 = -1324864.236369 nChanged 19 SP:Iteration 30Q (4876.520115 sec): 3 clusters Score: Raw -1326704.160824 + Penalty 1831.990992 = -1324872.169832 nChanged 24 SP:Iteration 31Q (4876.585067 sec): 3 clusters Score: Raw -1326713.144102 + Penalty 1831.990992 = -1324881.153110 nChanged 15 SP:Iteration 32Q (4876.613313 sec): 3 clusters Score: Raw -1326719.275689 + Penalty 1831.990992 = -1324887.284697 nChanged 13 SP:Iteration 33Q (4876.679038 sec): 3 clusters Score: Raw -1326723.242899 + Penalty 1831.990992 = -1324891.251907 nChanged 19 SP:Iteration 34Q (4876.744238 sec): 3 clusters Score: Raw -1326731.857348 + Penalty 1831.990992 = -1324899.866357 nChanged 17 SP:Iteration 35Q (4876.818663 sec): 3 clusters Score: Raw -1326740.341427 + Penalty 1831.990992 = -1324908.350435 nChanged 18 SP:Iteration 36Q (4876.883946 sec): 3 clusters Score: Raw -1326748.145965 + Penalty 1831.990992 = -1324916.154974 nChanged 11 SP:Iteration 37Q (4876.938859 sec): 3 clusters Score: Raw -1326753.976703 + Penalty 1831.990992 = -1324921.985711 nChanged 14 SP:Iteration 38Q (4877.003132 sec): 3 clusters Score: Raw -1326760.425385 + Penalty 1831.990992 = -1324928.434393 nChanged 14 SP:Iteration 39Q (4877.077761 sec): 3 clusters Score: Raw -1326766.283322 + Penalty 1831.990992 = -1324934.292331 nChanged 11 SP:Iteration 40F (4877.134951 sec): 3 clusters Score: Raw -1326771.056284 + Penalty 1831.990992 = -1324939.065293 nChanged 12 SP:Iteration 41Q (4877.210028 sec): 3 clusters Score: Raw -1326777.237192 + Penalty 1831.990992 = -1324945.246200 nChanged 9 SP:Iteration 42Q (4877.274166 sec): 3 clusters Score: Raw -1326780.380612 + Penalty 1831.990992 = -1324948.389620 nChanged 9 SP:Iteration 43Q (4877.328254 sec): 3 clusters Score: Raw -1326783.486857 + Penalty 1831.990992 = -1324951.495866 nChanged 8 SP:Iteration 44Q (4877.401910 sec): 3 clusters Score: Raw -1326786.508830 + Penalty 1831.990992 = -1324954.517838 nChanged 6 SP:Iteration 45Q (4877.458818 sec): 3 clusters Score: Raw -1326788.141651 + Penalty 1831.990992 = -1324956.150660 nChanged 4 SP:Iteration 46Q (4877.532110 sec): 3 clusters Score: Raw -1326789.635328 + Penalty 1831.990992 = -1324957.644336 nChanged 4 SP:Iteration 47Q (4877.595821 sec): 3 clusters Score: Raw -1326790.741259 + Penalty 1831.990992 = -1324958.750267 nChanged 3 SP:Iteration 48Q (4877.651641 sec): 3 clusters Score: Raw -1326791.894265 + Penalty 1831.990992 = -1324959.903274 nChanged 2 SP:Iteration 49Q (4877.725141 sec): 3 clusters Score: Raw -1326792.239891 + Penalty 1831.990992 = -1324960.248900 nChanged 2 SP:Iteration 50Q (4877.788163 sec): 3 clusters Score: Raw -1326792.540946 + Penalty 1831.990992 = -1324960.549954 nChanged 4 SP:Iteration 51Q (4877.841187 sec): 3 clusters Score: Raw -1326793.640705 + Penalty 1831.990992 = -1324961.649713 nChanged 2 SP:Iteration 52Q (4877.903858 sec): 3 clusters Score: Raw -1326794.400390 + Penalty 1831.990992 = -1324962.409398 nChanged 5 SP:Iteration 53Q (4877.950522 sec): 3 clusters Score: Raw -1326795.625662 + Penalty 1831.990992 = -1324963.634671 nChanged 3 SP:Iteration 54Q (4878.001685 sec): 3 clusters Score: Raw -1326796.658548 + Penalty 1831.990992 = -1324964.667557 nChanged 5 SP:Iteration 55Q (4878.057499 sec): 3 clusters Score: Raw -1326798.833230 + Penalty 1831.990992 = -1324966.842238 nChanged 3 SP:Iteration 56Q (4878.111279 sec): 3 clusters Score: Raw -1326800.098399 + Penalty 1831.990992 = -1324968.107407 nChanged 5 SP:Iteration 57Q (4878.167626 sec): 3 clusters Score: Raw -1326802.205942 + Penalty 1831.990992 = -1324970.214950 nChanged 6 SP:Iteration 58Q (4878.228002 sec): 3 clusters Score: Raw -1326803.812472 + Penalty 1831.990992 = -1324971.821480 nChanged 1 SP:Iteration 59Q (4878.274968 sec): 3 clusters Score: Raw -1326804.203449 + Penalty 1831.990992 = -1324972.212457 nChanged 3 SP:Iteration 60F (4878.337474 sec): 3 clusters Score: Raw -1326804.812523 + Penalty 1831.990992 = -1324972.821531 nChanged 2 SP:Iteration 61Q (4878.388753 sec): 3 clusters Score: Raw -1326805.875808 + Penalty 1831.990992 = -1324973.884816 nChanged 0 SP:Iteration 62F (4878.448747 sec): 3 clusters Score: Raw -1326805.875808 + Penalty 1831.990992 = -1324973.884816 nChanged 0 Trying to split cluster 7 (112283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4878.588954 sec): 2 clusters Score: Raw -9800116.368104 + Penalty 1104.733886 = -9799011.634218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4878.771367 sec): 3 clusters Score: Raw -9726254.444639 + Penalty 2209.467772 = -9724044.976866 nChanged 54218 SP:Iteration 1F (4878.922566 sec): 3 clusters Score: Raw -9760348.097846 + Penalty 2209.467772 = -9758138.630073 nChanged 6278 SP:Iteration 2F (4879.112309 sec): 3 clusters Score: Raw -9763304.521453 + Penalty 2209.467772 = -9761095.053681 nChanged 7185 SP:Iteration 3F (4879.285174 sec): 3 clusters Score: Raw -9767385.978842 + Penalty 2209.467772 = -9765176.511070 nChanged 7650 SP:Iteration 4F (4879.473441 sec): 3 clusters Score: Raw -9772230.894832 + Penalty 2209.467772 = -9770021.427060 nChanged 7409 SP:Iteration 5F (4879.653096 sec): 3 clusters Score: Raw -9777336.123265 + Penalty 2209.467772 = -9775126.655493 nChanged 6525 SP:Iteration 6F (4879.832231 sec): 3 clusters Score: Raw -9782038.816919 + Penalty 2209.467772 = -9779829.349146 nChanged 5199 SP:Iteration 7Q (4880.018469 sec): 3 clusters Score: Raw -9785806.118643 + Penalty 2209.467772 = -9783596.650871 nChanged 3949 SP:Iteration 8Q (4880.216613 sec): 3 clusters Score: Raw -9788499.694008 + Penalty 2209.467772 = -9786290.226236 nChanged 2944 SP:Iteration 9Q (4880.390481 sec): 3 clusters Score: Raw -9790254.924489 + Penalty 2209.467772 = -9788045.456717 nChanged 2208 SP:Iteration 10Q (4880.570460 sec): 3 clusters Score: Raw -9791458.844807 + Penalty 2209.467772 = -9789249.377035 nChanged 1863 SP:Iteration 11Q (4880.744359 sec): 3 clusters Score: Raw -9792408.724387 + Penalty 2209.467772 = -9790199.256615 nChanged 1752 SP:Iteration 12Q (4880.925478 sec): 3 clusters Score: Raw -9793313.290907 + Penalty 2209.467772 = -9791103.823134 nChanged 1608 SP:Iteration 13Q (4881.109368 sec): 3 clusters Score: Raw -9794146.850348 + Penalty 2209.467772 = -9791937.382575 nChanged 1461 SP:Iteration 14Q (4881.268774 sec): 3 clusters Score: Raw -9794886.179838 + Penalty 2209.467772 = -9792676.712065 nChanged 1357 SP:Iteration 15Q (4881.431521 sec): 3 clusters Score: Raw -9795577.244762 + Penalty 2209.467772 = -9793367.776990 nChanged 1250 SP:Iteration 16Q (4881.584614 sec): 3 clusters Score: Raw -9796254.531464 + Penalty 2209.467772 = -9794045.063692 nChanged 1104 SP:Iteration 17Q (4881.747845 sec): 3 clusters Score: Raw -9796868.897595 + Penalty 2209.467772 = -9794659.429822 nChanged 1024 SP:Iteration 18Q (4881.899557 sec): 3 clusters Score: Raw -9797424.448711 + Penalty 2209.467772 = -9795214.980939 nChanged 896 SP:Iteration 19Q (4882.061266 sec): 3 clusters Score: Raw -9797884.854694 + Penalty 2209.467772 = -9795675.386922 nChanged 821 SP:Iteration 20F (4882.237625 sec): 3 clusters Score: Raw -9798288.466924 + Penalty 2209.467772 = -9796078.999151 nChanged 680 SP:Iteration 21Q (4882.407470 sec): 3 clusters Score: Raw -9798612.409859 + Penalty 2209.467772 = -9796402.942086 nChanged 619 SP:Iteration 22Q (4882.569193 sec): 3 clusters Score: Raw -9798901.507662 + Penalty 2209.467772 = -9796692.039890 nChanged 543 SP:Iteration 23Q (4882.743416 sec): 3 clusters Score: Raw -9799132.490230 + Penalty 2209.467772 = -9796923.022457 nChanged 450 SP:Iteration 24Q (4882.918165 sec): 3 clusters Score: Raw -9799319.407284 + Penalty 2209.467772 = -9797109.939512 nChanged 425 SP:Iteration 25Q (4883.075424 sec): 3 clusters Score: Raw -9799500.036188 + Penalty 2209.467772 = -9797290.568415 nChanged 377 SP:Iteration 26Q (4883.248230 sec): 3 clusters Score: Raw -9799664.815189 + Penalty 2209.467772 = -9797455.347417 nChanged 311 SP:Iteration 27Q (4883.412123 sec): 3 clusters Score: Raw -9799796.959338 + Penalty 2209.467772 = -9797587.491565 nChanged 261 SP:Iteration 28Q (4883.576340 sec): 3 clusters Score: Raw -9799906.990829 + Penalty 2209.467772 = -9797697.523057 nChanged 204 SP:Iteration 29Q (4883.742042 sec): 3 clusters Score: Raw -9799985.337275 + Penalty 2209.467772 = -9797775.869502 nChanged 161 SP:Iteration 30Q (4883.903896 sec): 3 clusters Score: Raw -9800050.139578 + Penalty 2209.467772 = -9797840.671806 nChanged 152 SP:Iteration 31Q (4884.058307 sec): 3 clusters Score: Raw -9800107.294219 + Penalty 2209.467772 = -9797897.826447 nChanged 111 SP:Iteration 32Q (4884.222106 sec): 3 clusters Score: Raw -9800142.390164 + Penalty 2209.467772 = -9797932.922391 nChanged 71 SP:Iteration 33Q (4884.388336 sec): 3 clusters Score: Raw -9800163.559376 + Penalty 2209.467772 = -9797954.091604 nChanged 58 SP:Iteration 34Q (4884.544341 sec): 3 clusters Score: Raw -9800180.793627 + Penalty 2209.467772 = -9797971.325855 nChanged 59 SP:Iteration 35Q (4884.700064 sec): 3 clusters Score: Raw -9800199.670958 + Penalty 2209.467772 = -9797990.203186 nChanged 47 SP:Iteration 36Q (4884.866615 sec): 3 clusters Score: Raw -9800216.204052 + Penalty 2209.467772 = -9798006.736279 nChanged 50 SP:Iteration 37Q (4885.026045 sec): 3 clusters Score: Raw -9800233.355168 + Penalty 2209.467772 = -9798023.887396 nChanged 45 SP:Iteration 38Q (4885.187493 sec): 3 clusters Score: Raw -9800245.590993 + Penalty 2209.467772 = -9798036.123221 nChanged 31 SP:Iteration 39Q (4885.350257 sec): 3 clusters Score: Raw -9800255.442407 + Penalty 2209.467772 = -9798045.974635 nChanged 27 SP:Iteration 40F (4885.545450 sec): 3 clusters Score: Raw -9800264.433867 + Penalty 2209.467772 = -9798054.966095 nChanged 31 SP:Iteration 41Q (4885.707597 sec): 3 clusters Score: Raw -9800275.178964 + Penalty 2209.467772 = -9798065.711192 nChanged 27 SP:Iteration 42Q (4885.864458 sec): 3 clusters Score: Raw -9800283.270317 + Penalty 2209.467772 = -9798073.802545 nChanged 25 SP:Iteration 43Q (4886.020163 sec): 3 clusters Score: Raw -9800292.956902 + Penalty 2209.467772 = -9798083.489130 nChanged 18 SP:Iteration 44Q (4886.183347 sec): 3 clusters Score: Raw -9800298.143581 + Penalty 2209.467772 = -9798088.675809 nChanged 12 SP:Iteration 45Q (4886.341683 sec): 3 clusters Score: Raw -9800301.435775 + Penalty 2209.467772 = -9798091.968003 nChanged 13 SP:Iteration 46Q (4886.504876 sec): 3 clusters Score: Raw -9800304.784466 + Penalty 2209.467772 = -9798095.316693 nChanged 11 SP:Iteration 47Q (4886.660990 sec): 3 clusters Score: Raw -9800308.311490 + Penalty 2209.467772 = -9798098.843717 nChanged 11 SP:Iteration 48Q (4886.827617 sec): 3 clusters Score: Raw -9800310.380972 + Penalty 2209.467772 = -9798100.913199 nChanged 8 SP:Iteration 49Q (4886.982786 sec): 3 clusters Score: Raw -9800312.153387 + Penalty 2209.467772 = -9798102.685615 nChanged 11 SP:Iteration 50Q (4887.137159 sec): 3 clusters Score: Raw -9800315.312208 + Penalty 2209.467772 = -9798105.844436 nChanged 7 SP:Iteration 51Q (4887.295314 sec): 3 clusters Score: Raw -9800317.486410 + Penalty 2209.467772 = -9798108.018638 nChanged 6 SP:Iteration 52Q (4887.455903 sec): 3 clusters Score: Raw -9800318.746505 + Penalty 2209.467772 = -9798109.278732 nChanged 5 SP:Iteration 53Q (4887.612206 sec): 3 clusters Score: Raw -9800319.861821 + Penalty 2209.467772 = -9798110.394049 nChanged 2 SP:Iteration 54Q (4887.775036 sec): 3 clusters Score: Raw -9800320.145819 + Penalty 2209.467772 = -9798110.678046 nChanged 0 SP:Iteration 55F (4887.966080 sec): 3 clusters Score: Raw -9800320.145819 + Penalty 2209.467772 = -9798110.678046 nChanged 0 Trying to split cluster 8 (10908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4888.014846 sec): 2 clusters Score: Raw -935262.852330 + Penalty 883.238916 = -934379.613414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4888.077343 sec): 3 clusters Score: Raw -928753.465103 + Penalty 1766.477831 = -926986.987272 nChanged 4917 SP:Iteration 1F (4888.129352 sec): 3 clusters Score: Raw -931771.796894 + Penalty 1766.477831 = -930005.319062 nChanged 806 SP:Iteration 2F (4888.191481 sec): 3 clusters Score: Raw -932256.508991 + Penalty 1766.477831 = -930490.031160 nChanged 779 SP:Iteration 3F (4888.265243 sec): 3 clusters Score: Raw -932798.588701 + Penalty 1766.477831 = -931032.110869 nChanged 746 SP:Iteration 4F (4888.317691 sec): 3 clusters Score: Raw -933310.096060 + Penalty 1766.477831 = -931543.618229 nChanged 656 SP:Iteration 5F (4888.348600 sec): 3 clusters Score: Raw -933755.953328 + Penalty 1766.477831 = -931989.475496 nChanged 568 SP:Iteration 6F (4888.407413 sec): 3 clusters Score: Raw -934082.432364 + Penalty 1766.477831 = -932315.954532 nChanged 446 SP:Iteration 7Q (4888.470627 sec): 3 clusters Score: Raw -934277.313821 + Penalty 1766.477831 = -932510.835990 nChanged 309 SP:Iteration 8Q (4888.520282 sec): 3 clusters Score: Raw -934382.813192 + Penalty 1766.477831 = -932616.335361 nChanged 220 SP:Iteration 9Q (4888.582310 sec): 3 clusters Score: Raw -934443.982368 + Penalty 1766.477831 = -932677.504537 nChanged 164 SP:Iteration 10Q (4888.621083 sec): 3 clusters Score: Raw -934482.946827 + Penalty 1766.477831 = -932716.468996 nChanged 119 SP:Iteration 11Q (4888.680167 sec): 3 clusters Score: Raw -934516.083832 + Penalty 1766.477831 = -932749.606000 nChanged 120 SP:Iteration 12Q (4888.740186 sec): 3 clusters Score: Raw -934546.236246 + Penalty 1766.477831 = -932779.758414 nChanged 121 SP:Iteration 13Q (4888.798667 sec): 3 clusters Score: Raw -934576.082826 + Penalty 1766.477831 = -932809.604995 nChanged 113 SP:Iteration 14Q (4888.860304 sec): 3 clusters Score: Raw -934604.416667 + Penalty 1766.477831 = -932837.938836 nChanged 105 SP:Iteration 15Q (4888.915382 sec): 3 clusters Score: Raw -934628.948525 + Penalty 1766.477831 = -932862.470694 nChanged 104 SP:Iteration 16Q (4888.972525 sec): 3 clusters Score: Raw -934654.905574 + Penalty 1766.477831 = -932888.427742 nChanged 113 SP:Iteration 17Q (4888.999435 sec): 3 clusters Score: Raw -934679.742415 + Penalty 1766.477831 = -932913.264583 nChanged 92 SP:Iteration 18Q (4889.067320 sec): 3 clusters Score: Raw -934703.102751 + Penalty 1766.477831 = -932936.624920 nChanged 108 SP:Iteration 19Q (4889.131807 sec): 3 clusters Score: Raw -934736.313894 + Penalty 1766.477831 = -932969.836063 nChanged 138 SP:Iteration 20F (4889.184760 sec): 3 clusters Score: Raw -934773.969410 + Penalty 1766.477831 = -933007.491579 nChanged 123 SP:Iteration 21Q (4889.245511 sec): 3 clusters Score: Raw -934805.692841 + Penalty 1766.477831 = -933039.215009 nChanged 114 SP:Iteration 22Q (4889.308992 sec): 3 clusters Score: Raw -934830.414192 + Penalty 1766.477831 = -933063.936360 nChanged 103 SP:Iteration 23Q (4889.381559 sec): 3 clusters Score: Raw -934850.963495 + Penalty 1766.477831 = -933084.485663 nChanged 98 SP:Iteration 24Q (4889.443861 sec): 3 clusters Score: Raw -934867.876376 + Penalty 1766.477831 = -933101.398545 nChanged 72 SP:Iteration 25Q (4889.499268 sec): 3 clusters Score: Raw -934878.648296 + Penalty 1766.477831 = -933112.170465 nChanged 49 SP:Iteration 26Q (4889.548363 sec): 3 clusters Score: Raw -934886.522061 + Penalty 1766.477831 = -933120.044229 nChanged 51 SP:Iteration 27Q (4889.621499 sec): 3 clusters Score: Raw -934894.393192 + Penalty 1766.477831 = -933127.915361 nChanged 48 SP:Iteration 28Q (4889.684229 sec): 3 clusters Score: Raw -934901.389660 + Penalty 1766.477831 = -933134.911829 nChanged 54 SP:Iteration 29Q (4889.746818 sec): 3 clusters Score: Raw -934908.754264 + Penalty 1766.477831 = -933142.276432 nChanged 56 SP:Iteration 30Q (4889.805087 sec): 3 clusters Score: Raw -934917.771785 + Penalty 1766.477831 = -933151.293953 nChanged 58 SP:Iteration 31Q (4889.865839 sec): 3 clusters Score: Raw -934926.987862 + Penalty 1766.477831 = -933160.510031 nChanged 59 SP:Iteration 32Q (4889.925944 sec): 3 clusters Score: Raw -934936.066134 + Penalty 1766.477831 = -933169.588303 nChanged 50 SP:Iteration 33Q (4889.969969 sec): 3 clusters Score: Raw -934944.661268 + Penalty 1766.477831 = -933178.183436 nChanged 52 SP:Iteration 34Q (4890.027319 sec): 3 clusters Score: Raw -934954.110981 + Penalty 1766.477831 = -933187.633150 nChanged 67 SP:Iteration 35Q (4890.086759 sec): 3 clusters Score: Raw -934966.836365 + Penalty 1766.477831 = -933200.358534 nChanged 82 SP:Iteration 36Q (4890.151510 sec): 3 clusters Score: Raw -934983.106181 + Penalty 1766.477831 = -933216.628350 nChanged 76 SP:Iteration 37Q (4890.204357 sec): 3 clusters Score: Raw -934997.279173 + Penalty 1766.477831 = -933230.801342 nChanged 67 SP:Iteration 38Q (4890.259923 sec): 3 clusters Score: Raw -935008.780579 + Penalty 1766.477831 = -933242.302748 nChanged 56 SP:Iteration 39Q (4890.303719 sec): 3 clusters Score: Raw -935020.015650 + Penalty 1766.477831 = -933253.537819 nChanged 61 SP:Iteration 40F (4890.348590 sec): 3 clusters Score: Raw -935031.521444 + Penalty 1766.477831 = -933265.043613 nChanged 57 SP:Iteration 41Q (4890.411217 sec): 3 clusters Score: Raw -935040.814996 + Penalty 1766.477831 = -933274.337164 nChanged 51 SP:Iteration 42Q (4890.460670 sec): 3 clusters Score: Raw -935048.148958 + Penalty 1766.477831 = -933281.671127 nChanged 45 SP:Iteration 43Q (4890.521225 sec): 3 clusters Score: Raw -935053.729603 + Penalty 1766.477831 = -933287.251772 nChanged 33 SP:Iteration 44Q (4890.584324 sec): 3 clusters Score: Raw -935057.070385 + Penalty 1766.477831 = -933290.592554 nChanged 25 SP:Iteration 45Q (4890.652465 sec): 3 clusters Score: Raw -935059.648833 + Penalty 1766.477831 = -933293.171002 nChanged 25 SP:Iteration 46Q (4890.718722 sec): 3 clusters Score: Raw -935062.067703 + Penalty 1766.477831 = -933295.589872 nChanged 21 SP:Iteration 47Q (4890.733767 sec): 3 clusters Score: Raw -935063.895609 + Penalty 1766.477831 = -933297.417778 nChanged 16 SP:Iteration 48Q (4890.759117 sec): 3 clusters Score: Raw -935065.259304 + Penalty 1766.477831 = -933298.781473 nChanged 16 SP:Iteration 49Q (4890.784480 sec): 3 clusters Score: Raw -935066.661481 + Penalty 1766.477831 = -933300.183650 nChanged 10 SP:Iteration 50Q (4890.823586 sec): 3 clusters Score: Raw -935067.399916 + Penalty 1766.477831 = -933300.922085 nChanged 10 SP:Iteration 51Q (4890.861307 sec): 3 clusters Score: Raw -935068.086520 + Penalty 1766.477831 = -933301.608688 nChanged 5 SP:Iteration 52Q (4890.886187 sec): 3 clusters Score: Raw -935068.467874 + Penalty 1766.477831 = -933301.990043 nChanged 2 SP:Iteration 53Q (4890.911480 sec): 3 clusters Score: Raw -935068.613159 + Penalty 1766.477831 = -933302.135328 nChanged 3 SP:Iteration 54Q (4890.937037 sec): 3 clusters Score: Raw -935068.738721 + Penalty 1766.477831 = -933302.260889 nChanged 1 SP:Iteration 55Q (4890.962362 sec): 3 clusters Score: Raw -935068.792740 + Penalty 1766.477831 = -933302.314909 nChanged 0 SP:Iteration 56F (4890.988085 sec): 3 clusters Score: Raw -935068.792740 + Penalty 1766.477831 = -933302.314909 nChanged 0 Trying to split cluster 9 (3671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4891.004735 sec): 2 clusters Score: Raw -306371.462201 + Penalty 779.780841 = -305591.681359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4891.019179 sec): 3 clusters Score: Raw -304380.938245 + Penalty 1559.561683 = -302821.376562 nChanged 1497 SP:Iteration 1F (4891.032433 sec): 3 clusters Score: Raw -305217.771117 + Penalty 1559.561683 = -303658.209434 nChanged 261 SP:Iteration 2F (4891.045608 sec): 3 clusters Score: Raw -305360.809143 + Penalty 1559.561683 = -303801.247460 nChanged 219 SP:Iteration 3F (4891.071932 sec): 3 clusters Score: Raw -305469.341753 + Penalty 1559.561683 = -303909.780070 nChanged 183 SP:Iteration 4Q (4891.086038 sec): 3 clusters Score: Raw -305565.631813 + Penalty 1559.561683 = -304006.070130 nChanged 182 SP:Iteration 5Q (4891.099615 sec): 3 clusters Score: Raw -305660.857497 + Penalty 1559.561683 = -304101.295814 nChanged 170 SP:Iteration 6Q (4891.113418 sec): 3 clusters Score: Raw -305767.421831 + Penalty 1559.561683 = -304207.860148 nChanged 150 SP:Iteration 7Q (4891.126988 sec): 3 clusters Score: Raw -305857.414925 + Penalty 1559.561683 = -304297.853242 nChanged 130 SP:Iteration 8Q (4891.140683 sec): 3 clusters Score: Raw -305928.959267 + Penalty 1559.561683 = -304369.397585 nChanged 104 SP:Iteration 9Q (4891.154228 sec): 3 clusters Score: Raw -305994.740765 + Penalty 1559.561683 = -304435.179082 nChanged 102 SP:Iteration 10Q (4891.184008 sec): 3 clusters Score: Raw -306069.410016 + Penalty 1559.561683 = -304509.848333 nChanged 96 SP:Iteration 11Q (4891.197778 sec): 3 clusters Score: Raw -306130.905753 + Penalty 1559.561683 = -304571.344071 nChanged 72 SP:Iteration 12Q (4891.211311 sec): 3 clusters Score: Raw -306172.891204 + Penalty 1559.561683 = -304613.329521 nChanged 59 SP:Iteration 13Q (4891.224835 sec): 3 clusters Score: Raw -306204.500147 + Penalty 1559.561683 = -304644.938464 nChanged 49 SP:Iteration 14Q (4891.238306 sec): 3 clusters Score: Raw -306227.495266 + Penalty 1559.561683 = -304667.933584 nChanged 36 SP:Iteration 15Q (4891.257426 sec): 3 clusters Score: Raw -306245.068774 + Penalty 1559.561683 = -304685.507091 nChanged 37 SP:Iteration 16Q (4891.271181 sec): 3 clusters Score: Raw -306262.735368 + Penalty 1559.561683 = -304703.173685 nChanged 23 SP:Iteration 17Q (4891.284375 sec): 3 clusters Score: Raw -306271.202777 + Penalty 1559.561683 = -304711.641094 nChanged 22 SP:Iteration 18Q (4891.297566 sec): 3 clusters Score: Raw -306278.422701 + Penalty 1559.561683 = -304718.861018 nChanged 16 SP:Iteration 19Q (4891.310678 sec): 3 clusters Score: Raw -306285.235606 + Penalty 1559.561683 = -304725.673923 nChanged 16 SP:Iteration 20F (4891.328202 sec): 3 clusters Score: Raw -306290.372968 + Penalty 1559.561683 = -304730.811286 nChanged 15 SP:Iteration 21Q (4891.341579 sec): 3 clusters Score: Raw -306294.316582 + Penalty 1559.561683 = -304734.754899 nChanged 13 SP:Iteration 22Q (4891.354726 sec): 3 clusters Score: Raw -306298.467880 + Penalty 1559.561683 = -304738.906197 nChanged 10 SP:Iteration 23Q (4891.367964 sec): 3 clusters Score: Raw -306304.249654 + Penalty 1559.561683 = -304744.687971 nChanged 12 SP:Iteration 24Q (4891.381192 sec): 3 clusters Score: Raw -306309.459708 + Penalty 1559.561683 = -304749.898025 nChanged 6 SP:Iteration 25Q (4891.394292 sec): 3 clusters Score: Raw -306311.446708 + Penalty 1559.561683 = -304751.885025 nChanged 6 SP:Iteration 26Q (4891.407485 sec): 3 clusters Score: Raw -306313.394321 + Penalty 1559.561683 = -304753.832638 nChanged 9 SP:Iteration 27Q (4891.455752 sec): 3 clusters Score: Raw -306316.520372 + Penalty 1559.561683 = -304756.958690 nChanged 13 SP:Iteration 28Q (4891.505623 sec): 3 clusters Score: Raw -306320.736518 + Penalty 1559.561683 = -304761.174835 nChanged 17 SP:Iteration 29Q (4891.537001 sec): 3 clusters Score: Raw -306327.227481 + Penalty 1559.561683 = -304767.665798 nChanged 14 SP:Iteration 30Q (4891.569716 sec): 3 clusters Score: Raw -306333.131698 + Penalty 1559.561683 = -304773.570015 nChanged 9 SP:Iteration 31Q (4891.615629 sec): 3 clusters Score: Raw -306336.768645 + Penalty 1559.561683 = -304777.206962 nChanged 9 SP:Iteration 32Q (4891.659668 sec): 3 clusters Score: Raw -306339.057933 + Penalty 1559.561683 = -304779.496250 nChanged 6 SP:Iteration 33Q (4891.702859 sec): 3 clusters Score: Raw -306340.729089 + Penalty 1559.561683 = -304781.167406 nChanged 5 SP:Iteration 34Q (4891.737904 sec): 3 clusters Score: Raw -306341.863058 + Penalty 1559.561683 = -304782.301375 nChanged 7 SP:Iteration 35Q (4891.784628 sec): 3 clusters Score: Raw -306343.311237 + Penalty 1559.561683 = -304783.749554 nChanged 5 SP:Iteration 36Q (4891.828847 sec): 3 clusters Score: Raw -306344.009355 + Penalty 1559.561683 = -304784.447673 nChanged 4 SP:Iteration 37Q (4891.862246 sec): 3 clusters Score: Raw -306344.608593 + Penalty 1559.561683 = -304785.046910 nChanged 3 SP:Iteration 38Q (4891.904861 sec): 3 clusters Score: Raw -306345.442079 + Penalty 1559.561683 = -304785.880396 nChanged 4 SP:Iteration 39Q (4891.964783 sec): 3 clusters Score: Raw -306346.853190 + Penalty 1559.561683 = -304787.291507 nChanged 4 SP:Iteration 40F (4892.006892 sec): 3 clusters Score: Raw -306348.633958 + Penalty 1559.561683 = -304789.072275 nChanged 6 SP:Iteration 41Q (4892.056408 sec): 3 clusters Score: Raw -306352.020945 + Penalty 1559.561683 = -304792.459262 nChanged 7 SP:Iteration 42Q (4892.100030 sec): 3 clusters Score: Raw -306354.753464 + Penalty 1559.561683 = -304795.191781 nChanged 4 SP:Iteration 43Q (4892.135738 sec): 3 clusters Score: Raw -306355.901198 + Penalty 1559.561683 = -304796.339515 nChanged 4 SP:Iteration 44Q (4892.176956 sec): 3 clusters Score: Raw -306356.842770 + Penalty 1559.561683 = -304797.281088 nChanged 4 SP:Iteration 45Q (4892.218981 sec): 3 clusters Score: Raw -306357.733498 + Penalty 1559.561683 = -304798.171815 nChanged 5 SP:Iteration 46Q (4892.260507 sec): 3 clusters Score: Raw -306358.553065 + Penalty 1559.561683 = -304798.991382 nChanged 3 SP:Iteration 47Q (4892.293891 sec): 3 clusters Score: Raw -306359.827144 + Penalty 1559.561683 = -304800.265461 nChanged 5 SP:Iteration 48Q (4892.331594 sec): 3 clusters Score: Raw -306362.326176 + Penalty 1559.561683 = -304802.764493 nChanged 4 SP:Iteration 49Q (4892.376252 sec): 3 clusters Score: Raw -306363.404808 + Penalty 1559.561683 = -304803.843125 nChanged 4 SP:Iteration 50Q (4892.431035 sec): 3 clusters Score: Raw -306365.906424 + Penalty 1559.561683 = -304806.344742 nChanged 7 SP:Iteration 51Q (4892.461098 sec): 3 clusters Score: Raw -306367.691965 + Penalty 1559.561683 = -304808.130282 nChanged 4 SP:Iteration 52Q (4892.502861 sec): 3 clusters Score: Raw -306368.734615 + Penalty 1559.561683 = -304809.172932 nChanged 2 SP:Iteration 53Q (4892.543655 sec): 3 clusters Score: Raw -306369.676140 + Penalty 1559.561683 = -304810.114458 nChanged 5 SP:Iteration 54Q (4892.590110 sec): 3 clusters Score: Raw -306372.914072 + Penalty 1559.561683 = -304813.352389 nChanged 7 SP:Iteration 55Q (4892.641536 sec): 3 clusters Score: Raw -306375.773348 + Penalty 1559.561683 = -304816.211665 nChanged 6 SP:Iteration 56Q (4892.682002 sec): 3 clusters Score: Raw -306377.211033 + Penalty 1559.561683 = -304817.649350 nChanged 5 SP:Iteration 57Q (4892.716387 sec): 3 clusters Score: Raw -306378.343466 + Penalty 1559.561683 = -304818.781783 nChanged 5 SP:Iteration 58Q (4892.763438 sec): 3 clusters Score: Raw -306379.656801 + Penalty 1559.561683 = -304820.095118 nChanged 2 SP:Iteration 59Q (4892.806848 sec): 3 clusters Score: Raw -306379.974325 + Penalty 1559.561683 = -304820.412642 nChanged 2 SP:Iteration 60F (4892.844918 sec): 3 clusters Score: Raw -306381.067520 + Penalty 1559.561683 = -304821.505837 nChanged 2 SP:Iteration 61Q (4892.884830 sec): 3 clusters Score: Raw -306381.579963 + Penalty 1559.561683 = -304822.018280 nChanged 4 SP:Iteration 62Q (4892.924223 sec): 3 clusters Score: Raw -306382.126589 + Penalty 1559.561683 = -304822.564906 nChanged 3 SP:Iteration 63Q (4892.966189 sec): 3 clusters Score: Raw -306382.666665 + Penalty 1559.561683 = -304823.104982 nChanged 1 SP:Iteration 64Q (4893.009646 sec): 3 clusters Score: Raw -306383.084771 + Penalty 1559.561683 = -304823.523088 nChanged 3 SP:Iteration 65Q (4893.047136 sec): 3 clusters Score: Raw -306383.565019 + Penalty 1559.561683 = -304824.003336 nChanged 2 SP:Iteration 66Q (4893.084052 sec): 3 clusters Score: Raw -306383.767118 + Penalty 1559.561683 = -304824.205435 nChanged 0 SP:Iteration 67F (4893.119616 sec): 3 clusters Score: Raw -306383.767118 + Penalty 1559.561683 = -304824.205435 nChanged 0 Trying to split cluster 10 (2315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4893.144814 sec): 2 clusters Score: Raw -193089.593909 + Penalty 735.980672 = -192353.613238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4893.179430 sec): 3 clusters Score: Raw -191921.197787 + Penalty 1471.961344 = -190449.236443 nChanged 914 SP:Iteration 1F (4893.212656 sec): 3 clusters Score: Raw -192437.112767 + Penalty 1471.961344 = -190965.151424 nChanged 209 SP:Iteration 2F (4893.246677 sec): 3 clusters Score: Raw -192585.510880 + Penalty 1471.961344 = -191113.549536 nChanged 147 SP:Iteration 3F (4893.291221 sec): 3 clusters Score: Raw -192692.429193 + Penalty 1471.961344 = -191220.467850 nChanged 145 SP:Iteration 4F (4893.331465 sec): 3 clusters Score: Raw -192796.097949 + Penalty 1471.961344 = -191324.136606 nChanged 116 SP:Iteration 5F (4893.377476 sec): 3 clusters Score: Raw -192879.645791 + Penalty 1471.961344 = -191407.684447 nChanged 101 SP:Iteration 6Q (4893.414518 sec): 3 clusters Score: Raw -192947.066646 + Penalty 1471.961344 = -191475.105303 nChanged 77 SP:Iteration 7Q (4893.456038 sec): 3 clusters Score: Raw -192995.845144 + Penalty 1471.961344 = -191523.883800 nChanged 70 SP:Iteration 8Q (4893.503345 sec): 3 clusters Score: Raw -193045.201903 + Penalty 1471.961344 = -191573.240559 nChanged 57 SP:Iteration 9Q (4893.541606 sec): 3 clusters Score: Raw -193091.580834 + Penalty 1471.961344 = -191619.619490 nChanged 49 SP:Iteration 10Q (4893.594680 sec): 3 clusters Score: Raw -193120.304434 + Penalty 1471.961344 = -191648.343090 nChanged 40 SP:Iteration 11Q (4893.634814 sec): 3 clusters Score: Raw -193140.724192 + Penalty 1471.961344 = -191668.762848 nChanged 33 SP:Iteration 12Q (4893.672849 sec): 3 clusters Score: Raw -193158.028465 + Penalty 1471.961344 = -191686.067121 nChanged 26 SP:Iteration 13Q (4893.710954 sec): 3 clusters Score: Raw -193173.253566 + Penalty 1471.961344 = -191701.292222 nChanged 21 SP:Iteration 14Q (4893.756557 sec): 3 clusters Score: Raw -193185.069007 + Penalty 1471.961344 = -191713.107663 nChanged 21 SP:Iteration 15Q (4893.806713 sec): 3 clusters Score: Raw -193195.202249 + Penalty 1471.961344 = -191723.240906 nChanged 10 SP:Iteration 16Q (4893.830965 sec): 3 clusters Score: Raw -193200.091118 + Penalty 1471.961344 = -191728.129774 nChanged 7 SP:Iteration 17Q (4893.839449 sec): 3 clusters Score: Raw -193203.088743 + Penalty 1471.961344 = -191731.127400 nChanged 13 SP:Iteration 18Q (4893.847886 sec): 3 clusters Score: Raw -193209.211987 + Penalty 1471.961344 = -191737.250644 nChanged 14 SP:Iteration 19Q (4893.856402 sec): 3 clusters Score: Raw -193214.346678 + Penalty 1471.961344 = -191742.385334 nChanged 9 SP:Iteration 20F (4893.897358 sec): 3 clusters Score: Raw -193218.184828 + Penalty 1471.961344 = -191746.223485 nChanged 8 SP:Iteration 21Q (4893.940368 sec): 3 clusters Score: Raw -193222.424327 + Penalty 1471.961344 = -191750.462983 nChanged 9 SP:Iteration 22Q (4893.983762 sec): 3 clusters Score: Raw -193226.255510 + Penalty 1471.961344 = -191754.294166 nChanged 8 SP:Iteration 23Q (4894.025334 sec): 3 clusters Score: Raw -193229.557654 + Penalty 1471.961344 = -191757.596311 nChanged 4 SP:Iteration 24Q (4894.071145 sec): 3 clusters Score: Raw -193230.990383 + Penalty 1471.961344 = -191759.029040 nChanged 3 SP:Iteration 25Q (4894.111840 sec): 3 clusters Score: Raw -193232.268970 + Penalty 1471.961344 = -191760.307626 nChanged 2 SP:Iteration 26Q (4894.164757 sec): 3 clusters Score: Raw -193232.643307 + Penalty 1471.961344 = -191760.681963 nChanged 2 SP:Iteration 27Q (4894.211168 sec): 3 clusters Score: Raw -193233.218369 + Penalty 1471.961344 = -191761.257025 nChanged 1 SP:Iteration 28Q (4894.243819 sec): 3 clusters Score: Raw -193233.408572 + Penalty 1471.961344 = -191761.447228 nChanged 0 SP:Iteration 29F (4894.285082 sec): 3 clusters Score: Raw -193233.408572 + Penalty 1471.961344 = -191761.447228 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4894.312580 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4894.352295 sec): 3 clusters Score: Raw -231569.375817 + Penalty 1490.554639 = -230078.821178 nChanged 1029 SP:Iteration 1F (4894.392034 sec): 3 clusters Score: Raw -232128.325442 + Penalty 1490.554639 = -230637.770803 nChanged 178 SP:Iteration 2F (4894.439862 sec): 3 clusters Score: Raw -232234.697176 + Penalty 1490.554639 = -230744.142537 nChanged 147 SP:Iteration 3F (4894.475934 sec): 3 clusters Score: Raw -232344.587599 + Penalty 1490.554639 = -230854.032960 nChanged 142 SP:Iteration 4F (4894.513448 sec): 3 clusters Score: Raw -232453.697138 + Penalty 1490.554639 = -230963.142499 nChanged 124 SP:Iteration 5Q (4894.552614 sec): 3 clusters Score: Raw -232551.767668 + Penalty 1490.554639 = -231061.213028 nChanged 123 SP:Iteration 6Q (4894.585624 sec): 3 clusters Score: Raw -232657.909754 + Penalty 1490.554639 = -231167.355114 nChanged 114 SP:Iteration 7Q (4894.623482 sec): 3 clusters Score: Raw -232748.010728 + Penalty 1490.554639 = -231257.456089 nChanged 110 SP:Iteration 8Q (4894.674484 sec): 3 clusters Score: Raw -232830.483998 + Penalty 1490.554639 = -231339.929359 nChanged 82 SP:Iteration 9Q (4894.706062 sec): 3 clusters Score: Raw -232885.742354 + Penalty 1490.554639 = -231395.187715 nChanged 67 SP:Iteration 10Q (4894.742009 sec): 3 clusters Score: Raw -232926.274851 + Penalty 1490.554639 = -231435.720211 nChanged 50 SP:Iteration 11Q (4894.777366 sec): 3 clusters Score: Raw -232963.069832 + Penalty 1490.554639 = -231472.515193 nChanged 48 SP:Iteration 12Q (4894.822350 sec): 3 clusters Score: Raw -232985.287671 + Penalty 1490.554639 = -231494.733032 nChanged 32 SP:Iteration 13Q (4894.870698 sec): 3 clusters Score: Raw -232998.310559 + Penalty 1490.554639 = -231507.755920 nChanged 26 SP:Iteration 14Q (4894.908918 sec): 3 clusters Score: Raw -233009.809310 + Penalty 1490.554639 = -231519.254670 nChanged 27 SP:Iteration 15Q (4894.947471 sec): 3 clusters Score: Raw -233021.726968 + Penalty 1490.554639 = -231531.172328 nChanged 31 SP:Iteration 16Q (4894.997898 sec): 3 clusters Score: Raw -233032.711783 + Penalty 1490.554639 = -231542.157144 nChanged 19 SP:Iteration 17Q (4895.026624 sec): 3 clusters Score: Raw -233038.036780 + Penalty 1490.554639 = -231547.482141 nChanged 21 SP:Iteration 18Q (4895.064300 sec): 3 clusters Score: Raw -233044.473456 + Penalty 1490.554639 = -231553.918816 nChanged 19 SP:Iteration 19Q (4895.104950 sec): 3 clusters Score: Raw -233048.640679 + Penalty 1490.554639 = -231558.086040 nChanged 13 SP:Iteration 20F (4895.143914 sec): 3 clusters Score: Raw -233052.352707 + Penalty 1490.554639 = -231561.798067 nChanged 11 SP:Iteration 21Q (4895.195228 sec): 3 clusters Score: Raw -233058.039224 + Penalty 1490.554639 = -231567.484584 nChanged 14 SP:Iteration 22Q (4895.244889 sec): 3 clusters Score: Raw -233065.686310 + Penalty 1490.554639 = -231575.131671 nChanged 18 SP:Iteration 23Q (4895.275470 sec): 3 clusters Score: Raw -233076.063071 + Penalty 1490.554639 = -231585.508431 nChanged 21 SP:Iteration 24Q (4895.319610 sec): 3 clusters Score: Raw -233084.704384 + Penalty 1490.554639 = -231594.149744 nChanged 19 SP:Iteration 25Q (4895.357087 sec): 3 clusters Score: Raw -233090.260679 + Penalty 1490.554639 = -231599.706040 nChanged 5 SP:Iteration 26Q (4895.403773 sec): 3 clusters Score: Raw -233091.597367 + Penalty 1490.554639 = -231601.042728 nChanged 6 SP:Iteration 27Q (4895.441367 sec): 3 clusters Score: Raw -233093.124343 + Penalty 1490.554639 = -231602.569703 nChanged 5 SP:Iteration 28Q (4895.487521 sec): 3 clusters Score: Raw -233094.935643 + Penalty 1490.554639 = -231604.381004 nChanged 7 SP:Iteration 29Q (4895.532715 sec): 3 clusters Score: Raw -233097.658524 + Penalty 1490.554639 = -231607.103885 nChanged 8 SP:Iteration 30Q (4895.580456 sec): 3 clusters Score: Raw -233100.878891 + Penalty 1490.554639 = -231610.324252 nChanged 8 SP:Iteration 31Q (4895.589806 sec): 3 clusters Score: Raw -233102.559840 + Penalty 1490.554639 = -231612.005201 nChanged 3 SP:Iteration 32Q (4895.599136 sec): 3 clusters Score: Raw -233103.602223 + Penalty 1490.554639 = -231613.047584 nChanged 6 SP:Iteration 33Q (4895.608454 sec): 3 clusters Score: Raw -233105.619860 + Penalty 1490.554639 = -231615.065221 nChanged 7 SP:Iteration 34Q (4895.656996 sec): 3 clusters Score: Raw -233108.306382 + Penalty 1490.554639 = -231617.751743 nChanged 8 SP:Iteration 35Q (4895.698559 sec): 3 clusters Score: Raw -233110.156377 + Penalty 1490.554639 = -231619.601738 nChanged 8 SP:Iteration 36Q (4895.743602 sec): 3 clusters Score: Raw -233112.781308 + Penalty 1490.554639 = -231622.226668 nChanged 12 SP:Iteration 37Q (4895.773507 sec): 3 clusters Score: Raw -233115.246794 + Penalty 1490.554639 = -231624.692154 nChanged 7 SP:Iteration 38Q (4895.820720 sec): 3 clusters Score: Raw -233117.203492 + Penalty 1490.554639 = -231626.648853 nChanged 10 SP:Iteration 39Q (4895.866980 sec): 3 clusters Score: Raw -233120.788974 + Penalty 1490.554639 = -231630.234335 nChanged 9 SP:Iteration 40F (4895.917279 sec): 3 clusters Score: Raw -233124.118865 + Penalty 1490.554639 = -231633.564226 nChanged 11 SP:Iteration 41Q (4895.959585 sec): 3 clusters Score: Raw -233128.398032 + Penalty 1490.554639 = -231637.843393 nChanged 11 SP:Iteration 42Q (4896.010652 sec): 3 clusters Score: Raw -233132.878329 + Penalty 1490.554639 = -231642.323689 nChanged 13 SP:Iteration 43Q (4896.058425 sec): 3 clusters Score: Raw -233137.535149 + Penalty 1490.554639 = -231646.980510 nChanged 14 SP:Iteration 44Q (4896.101804 sec): 3 clusters Score: Raw -233142.027189 + Penalty 1490.554639 = -231651.472550 nChanged 12 SP:Iteration 45Q (4896.154367 sec): 3 clusters Score: Raw -233145.661987 + Penalty 1490.554639 = -231655.107347 nChanged 8 SP:Iteration 46Q (4896.198797 sec): 3 clusters Score: Raw -233148.890928 + Penalty 1490.554639 = -231658.336289 nChanged 14 SP:Iteration 47Q (4896.243960 sec): 3 clusters Score: Raw -233153.711643 + Penalty 1490.554639 = -231663.157003 nChanged 7 SP:Iteration 48Q (4896.289983 sec): 3 clusters Score: Raw -233155.144508 + Penalty 1490.554639 = -231664.589869 nChanged 5 SP:Iteration 49Q (4896.330427 sec): 3 clusters Score: Raw -233156.931885 + Penalty 1490.554639 = -231666.377246 nChanged 3 SP:Iteration 50Q (4896.375998 sec): 3 clusters Score: Raw -233157.864912 + Penalty 1490.554639 = -231667.310273 nChanged 2 SP:Iteration 51Q (4896.427758 sec): 3 clusters Score: Raw -233158.275323 + Penalty 1490.554639 = -231667.720683 nChanged 2 SP:Iteration 52Q (4896.470316 sec): 3 clusters Score: Raw -233159.420763 + Penalty 1490.554639 = -231668.866123 nChanged 5 SP:Iteration 53Q (4896.521123 sec): 3 clusters Score: Raw -233161.328379 + Penalty 1490.554639 = -231670.773739 nChanged 4 SP:Iteration 54Q (4896.567519 sec): 3 clusters Score: Raw -233162.584128 + Penalty 1490.554639 = -231672.029488 nChanged 5 SP:Iteration 55Q (4896.618508 sec): 3 clusters Score: Raw -233163.230265 + Penalty 1490.554639 = -231672.675626 nChanged 2 SP:Iteration 56Q (4896.669796 sec): 3 clusters Score: Raw -233163.572014 + Penalty 1490.554639 = -231673.017375 nChanged 2 SP:Iteration 57Q (4896.721216 sec): 3 clusters Score: Raw -233164.033476 + Penalty 1490.554639 = -231673.478837 nChanged 1 SP:Iteration 58Q (4896.773412 sec): 3 clusters Score: Raw -233164.073657 + Penalty 1490.554639 = -231673.519018 nChanged 0 SP:Iteration 59F (4896.837513 sec): 3 clusters Score: Raw -233164.073657 + Penalty 1490.554639 = -231673.519018 nChanged 0 Trying to split cluster 12 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4896.854322 sec): 2 clusters Score: Raw -274832.555946 + Penalty 769.831956 = -274062.723990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4896.906721 sec): 3 clusters Score: Raw -273062.265366 + Penalty 1539.663913 = -271522.601453 nChanged 1360 SP:Iteration 1F (4896.948576 sec): 3 clusters Score: Raw -273826.599614 + Penalty 1539.663913 = -272286.935701 nChanged 226 SP:Iteration 2F (4896.995340 sec): 3 clusters Score: Raw -273963.323677 + Penalty 1539.663913 = -272423.659764 nChanged 206 SP:Iteration 3F (4897.045968 sec): 3 clusters Score: Raw -274089.165806 + Penalty 1539.663913 = -272549.501893 nChanged 173 SP:Iteration 4F (4897.086659 sec): 3 clusters Score: Raw -274202.387364 + Penalty 1539.663913 = -272662.723452 nChanged 170 SP:Iteration 5F (4897.138163 sec): 3 clusters Score: Raw -274329.375479 + Penalty 1539.663913 = -272789.711566 nChanged 163 SP:Iteration 6Q (4897.189856 sec): 3 clusters Score: Raw -274458.027057 + Penalty 1539.663913 = -272918.363144 nChanged 156 SP:Iteration 7Q (4897.241494 sec): 3 clusters Score: Raw -274580.181205 + Penalty 1539.663913 = -273040.517292 nChanged 144 SP:Iteration 8Q (4897.293283 sec): 3 clusters Score: Raw -274694.255133 + Penalty 1539.663913 = -273154.591220 nChanged 129 SP:Iteration 9Q (4897.338079 sec): 3 clusters Score: Raw -274794.567511 + Penalty 1539.663913 = -273254.903598 nChanged 107 SP:Iteration 10Q (4897.389587 sec): 3 clusters Score: Raw -274876.744912 + Penalty 1539.663913 = -273337.080999 nChanged 104 SP:Iteration 11Q (4897.435563 sec): 3 clusters Score: Raw -274952.328356 + Penalty 1539.663913 = -273412.664443 nChanged 76 SP:Iteration 12Q (4897.485325 sec): 3 clusters Score: Raw -275010.771888 + Penalty 1539.663913 = -273471.107975 nChanged 65 SP:Iteration 13Q (4897.525442 sec): 3 clusters Score: Raw -275064.187947 + Penalty 1539.663913 = -273524.524035 nChanged 52 SP:Iteration 14Q (4897.576685 sec): 3 clusters Score: Raw -275102.665819 + Penalty 1539.663913 = -273563.001907 nChanged 34 SP:Iteration 15Q (4897.623887 sec): 3 clusters Score: Raw -275122.446972 + Penalty 1539.663913 = -273582.783059 nChanged 25 SP:Iteration 16Q (4897.664714 sec): 3 clusters Score: Raw -275132.386956 + Penalty 1539.663913 = -273592.723043 nChanged 20 SP:Iteration 17Q (4897.716234 sec): 3 clusters Score: Raw -275139.033045 + Penalty 1539.663913 = -273599.369133 nChanged 13 SP:Iteration 18Q (4897.767411 sec): 3 clusters Score: Raw -275144.313076 + Penalty 1539.663913 = -273604.649163 nChanged 13 SP:Iteration 19Q (4897.818643 sec): 3 clusters Score: Raw -275149.995217 + Penalty 1539.663913 = -273610.331304 nChanged 9 SP:Iteration 20F (4897.870250 sec): 3 clusters Score: Raw -275152.591720 + Penalty 1539.663913 = -273612.927807 nChanged 10 SP:Iteration 21Q (4897.915884 sec): 3 clusters Score: Raw -275155.516087 + Penalty 1539.663913 = -273615.852174 nChanged 10 SP:Iteration 22Q (4897.967219 sec): 3 clusters Score: Raw -275157.845887 + Penalty 1539.663913 = -273618.181974 nChanged 5 SP:Iteration 23Q (4898.018663 sec): 3 clusters Score: Raw -275159.423929 + Penalty 1539.663913 = -273619.760016 nChanged 3 SP:Iteration 24Q (4898.070215 sec): 3 clusters Score: Raw -275160.487438 + Penalty 1539.663913 = -273620.823525 nChanged 1 SP:Iteration 25Q (4898.121594 sec): 3 clusters Score: Raw -275160.777414 + Penalty 1539.663913 = -273621.113501 nChanged 1 SP:Iteration 26Q (4898.173128 sec): 3 clusters Score: Raw -275160.910161 + Penalty 1539.663913 = -273621.246248 nChanged 0 SP:Iteration 27F (4898.225227 sec): 3 clusters Score: Raw -275160.910161 + Penalty 1539.663913 = -273621.246248 nChanged 0 Trying to split cluster 13 (4869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4898.255417 sec): 2 clusters Score: Raw -375273.435187 + Penalty 806.611166 = -374466.824021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4898.309695 sec): 3 clusters Score: Raw -372573.293368 + Penalty 1613.222333 = -370960.071035 nChanged 2094 SP:Iteration 1F (4898.363385 sec): 3 clusters Score: Raw -373802.917116 + Penalty 1613.222333 = -372189.694784 nChanged 397 SP:Iteration 2F (4898.407617 sec): 3 clusters Score: Raw -374088.932618 + Penalty 1613.222333 = -372475.710286 nChanged 360 SP:Iteration 3F (4898.460750 sec): 3 clusters Score: Raw -374379.698582 + Penalty 1613.222333 = -372766.476249 nChanged 313 SP:Iteration 4F (4898.514361 sec): 3 clusters Score: Raw -374618.014274 + Penalty 1613.222333 = -373004.791942 nChanged 283 SP:Iteration 5F (4898.575868 sec): 3 clusters Score: Raw -374829.649015 + Penalty 1613.222333 = -373216.426683 nChanged 224 SP:Iteration 6Q (4898.633754 sec): 3 clusters Score: Raw -375000.384157 + Penalty 1613.222333 = -373387.161824 nChanged 198 SP:Iteration 7Q (4898.685211 sec): 3 clusters Score: Raw -375128.588341 + Penalty 1613.222333 = -373515.366009 nChanged 167 SP:Iteration 8Q (4898.728430 sec): 3 clusters Score: Raw -375207.837503 + Penalty 1613.222333 = -373594.615170 nChanged 118 SP:Iteration 9Q (4898.782082 sec): 3 clusters Score: Raw -375261.301717 + Penalty 1613.222333 = -373648.079384 nChanged 98 SP:Iteration 10Q (4898.844834 sec): 3 clusters Score: Raw -375305.914517 + Penalty 1613.222333 = -373692.692185 nChanged 71 SP:Iteration 11Q (4898.896312 sec): 3 clusters Score: Raw -375335.676011 + Penalty 1613.222333 = -373722.453678 nChanged 57 SP:Iteration 12Q (4898.948928 sec): 3 clusters Score: Raw -375355.976225 + Penalty 1613.222333 = -373742.753893 nChanged 49 SP:Iteration 13Q (4899.006274 sec): 3 clusters Score: Raw -375379.130910 + Penalty 1613.222333 = -373765.908578 nChanged 48 SP:Iteration 14Q (4899.048986 sec): 3 clusters Score: Raw -375402.518728 + Penalty 1613.222333 = -373789.296395 nChanged 57 SP:Iteration 15Q (4899.103008 sec): 3 clusters Score: Raw -375427.895557 + Penalty 1613.222333 = -373814.673224 nChanged 53 SP:Iteration 16Q (4899.166615 sec): 3 clusters Score: Raw -375448.435594 + Penalty 1613.222333 = -373835.213262 nChanged 50 SP:Iteration 17Q (4899.221811 sec): 3 clusters Score: Raw -375466.086723 + Penalty 1613.222333 = -373852.864390 nChanged 50 SP:Iteration 18Q (4899.265128 sec): 3 clusters Score: Raw -375484.932996 + Penalty 1613.222333 = -373871.710663 nChanged 41 SP:Iteration 19Q (4899.319968 sec): 3 clusters Score: Raw -375499.047310 + Penalty 1613.222333 = -373885.824977 nChanged 35 SP:Iteration 20F (4899.383692 sec): 3 clusters Score: Raw -375511.155649 + Penalty 1613.222333 = -373897.933316 nChanged 28 SP:Iteration 21Q (4899.424158 sec): 3 clusters Score: Raw -375520.273478 + Penalty 1613.222333 = -373907.051145 nChanged 31 SP:Iteration 22Q (4899.465263 sec): 3 clusters Score: Raw -375530.284698 + Penalty 1613.222333 = -373917.062365 nChanged 23 SP:Iteration 23Q (4899.525810 sec): 3 clusters Score: Raw -375537.742340 + Penalty 1613.222333 = -373924.520008 nChanged 27 SP:Iteration 24Q (4899.578677 sec): 3 clusters Score: Raw -375547.173539 + Penalty 1613.222333 = -373933.951207 nChanged 26 SP:Iteration 25Q (4899.631802 sec): 3 clusters Score: Raw -375554.579775 + Penalty 1613.222333 = -373941.357442 nChanged 20 SP:Iteration 26Q (4899.687012 sec): 3 clusters Score: Raw -375559.484482 + Penalty 1613.222333 = -373946.262150 nChanged 18 SP:Iteration 27Q (4899.743191 sec): 3 clusters Score: Raw -375563.567359 + Penalty 1613.222333 = -373950.345027 nChanged 16 SP:Iteration 28Q (4899.798909 sec): 3 clusters Score: Raw -375565.266512 + Penalty 1613.222333 = -373952.044179 nChanged 6 SP:Iteration 29Q (4899.839206 sec): 3 clusters Score: Raw -375566.329464 + Penalty 1613.222333 = -373953.107131 nChanged 6 SP:Iteration 30Q (4899.887625 sec): 3 clusters Score: Raw -375567.874177 + Penalty 1613.222333 = -373954.651844 nChanged 6 SP:Iteration 31Q (4899.937956 sec): 3 clusters Score: Raw -375569.470691 + Penalty 1613.222333 = -373956.248359 nChanged 7 SP:Iteration 32Q (4900.000097 sec): 3 clusters Score: Raw -375571.446783 + Penalty 1613.222333 = -373958.224450 nChanged 7 SP:Iteration 33Q (4900.051028 sec): 3 clusters Score: Raw -375572.388348 + Penalty 1613.222333 = -373959.166015 nChanged 9 SP:Iteration 34Q (4900.102160 sec): 3 clusters Score: Raw -375573.972754 + Penalty 1613.222333 = -373960.750422 nChanged 6 SP:Iteration 35Q (4900.155769 sec): 3 clusters Score: Raw -375575.558480 + Penalty 1613.222333 = -373962.336147 nChanged 10 SP:Iteration 36Q (4900.212025 sec): 3 clusters Score: Raw -375578.147189 + Penalty 1613.222333 = -373964.924856 nChanged 13 SP:Iteration 37Q (4900.266003 sec): 3 clusters Score: Raw -375580.665059 + Penalty 1613.222333 = -373967.442726 nChanged 15 SP:Iteration 38Q (4900.317948 sec): 3 clusters Score: Raw -375582.586037 + Penalty 1613.222333 = -373969.363704 nChanged 7 SP:Iteration 39Q (4900.370178 sec): 3 clusters Score: Raw -375583.525166 + Penalty 1613.222333 = -373970.302833 nChanged 8 SP:Iteration 40F (4900.416075 sec): 3 clusters Score: Raw -375584.929528 + Penalty 1613.222333 = -373971.707195 nChanged 11 SP:Iteration 41Q (4900.480894 sec): 3 clusters Score: Raw -375586.570875 + Penalty 1613.222333 = -373973.348543 nChanged 11 SP:Iteration 42Q (4900.523300 sec): 3 clusters Score: Raw -375588.030571 + Penalty 1613.222333 = -373974.808239 nChanged 9 SP:Iteration 43Q (4900.591533 sec): 3 clusters Score: Raw -375589.499169 + Penalty 1613.222333 = -373976.276836 nChanged 7 SP:Iteration 44Q (4900.630340 sec): 3 clusters Score: Raw -375590.685605 + Penalty 1613.222333 = -373977.463272 nChanged 7 SP:Iteration 45Q (4900.691335 sec): 3 clusters Score: Raw -375591.992047 + Penalty 1613.222333 = -373978.769714 nChanged 6 SP:Iteration 46Q (4900.746847 sec): 3 clusters Score: Raw -375592.796588 + Penalty 1613.222333 = -373979.574256 nChanged 3 SP:Iteration 47Q (4900.792251 sec): 3 clusters Score: Raw -375593.143399 + Penalty 1613.222333 = -373979.921066 nChanged 4 SP:Iteration 48Q (4900.853148 sec): 3 clusters Score: Raw -375593.561040 + Penalty 1613.222333 = -373980.338708 nChanged 2 SP:Iteration 49Q (4900.904199 sec): 3 clusters Score: Raw -375593.797458 + Penalty 1613.222333 = -373980.575126 nChanged 0 SP:Iteration 50F (4900.951500 sec): 3 clusters Score: Raw -375593.797458 + Penalty 1613.222333 = -373980.575126 nChanged 0 Trying to split cluster 14 (27527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4901.018902 sec): 2 clusters Score: Raw -2327612.050520 + Penalty 971.177649 = -2326640.872871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4901.102941 sec): 3 clusters Score: Raw -2310290.010275 + Penalty 1942.355298 = -2308347.654977 nChanged 12916 SP:Iteration 1F (4901.185552 sec): 3 clusters Score: Raw -2318016.506321 + Penalty 1942.355298 = -2316074.151023 nChanged 1448 SP:Iteration 2F (4901.268840 sec): 3 clusters Score: Raw -2318622.411945 + Penalty 1942.355298 = -2316680.056647 nChanged 1551 SP:Iteration 3F (4901.352624 sec): 3 clusters Score: Raw -2319335.182419 + Penalty 1942.355298 = -2317392.827121 nChanged 1663 SP:Iteration 4F (4901.435166 sec): 3 clusters Score: Raw -2320231.904870 + Penalty 1942.355298 = -2318289.549572 nChanged 1742 SP:Iteration 5F (4901.519524 sec): 3 clusters Score: Raw -2321358.013950 + Penalty 1942.355298 = -2319415.658652 nChanged 1818 SP:Iteration 6F (4901.601052 sec): 3 clusters Score: Raw -2322747.861758 + Penalty 1942.355298 = -2320805.506460 nChanged 1763 SP:Iteration 7F (4901.681362 sec): 3 clusters Score: Raw -2324249.324715 + Penalty 1942.355298 = -2322306.969417 nChanged 1435 SP:Iteration 8F (4901.760565 sec): 3 clusters Score: Raw -2325493.372590 + Penalty 1942.355298 = -2323551.017292 nChanged 1046 SP:Iteration 9Q (4901.833288 sec): 3 clusters Score: Raw -2326366.476249 + Penalty 1942.355298 = -2324424.120951 nChanged 668 SP:Iteration 10Q (4901.877657 sec): 3 clusters Score: Raw -2326894.702539 + Penalty 1942.355298 = -2324952.347241 nChanged 400 SP:Iteration 11Q (4901.921101 sec): 3 clusters Score: Raw -2327218.642591 + Penalty 1942.355298 = -2325276.287293 nChanged 257 SP:Iteration 12Q (4901.963684 sec): 3 clusters Score: Raw -2327425.722750 + Penalty 1942.355298 = -2325483.367452 nChanged 167 SP:Iteration 13Q (4902.005137 sec): 3 clusters Score: Raw -2327550.906361 + Penalty 1942.355298 = -2325608.551063 nChanged 109 SP:Iteration 14Q (4902.046082 sec): 3 clusters Score: Raw -2327624.289270 + Penalty 1942.355298 = -2325681.933972 nChanged 75 SP:Iteration 15Q (4902.086799 sec): 3 clusters Score: Raw -2327665.225277 + Penalty 1942.355298 = -2325722.869979 nChanged 56 SP:Iteration 16Q (4902.127510 sec): 3 clusters Score: Raw -2327701.126951 + Penalty 1942.355298 = -2325758.771653 nChanged 42 SP:Iteration 17Q (4902.168055 sec): 3 clusters Score: Raw -2327728.035903 + Penalty 1942.355298 = -2325785.680605 nChanged 31 SP:Iteration 18Q (4902.208379 sec): 3 clusters Score: Raw -2327741.554347 + Penalty 1942.355298 = -2325799.199050 nChanged 26 SP:Iteration 19Q (4902.248674 sec): 3 clusters Score: Raw -2327754.807835 + Penalty 1942.355298 = -2325812.452537 nChanged 26 SP:Iteration 20F (4902.295153 sec): 3 clusters Score: Raw -2327771.682720 + Penalty 1942.355298 = -2325829.327422 nChanged 25 SP:Iteration 21Q (4902.378750 sec): 3 clusters Score: Raw -2327787.293531 + Penalty 1942.355298 = -2325844.938233 nChanged 18 SP:Iteration 22Q (4902.454952 sec): 3 clusters Score: Raw -2327797.710784 + Penalty 1942.355298 = -2325855.355486 nChanged 22 SP:Iteration 23Q (4902.529643 sec): 3 clusters Score: Raw -2327808.459888 + Penalty 1942.355298 = -2325866.104590 nChanged 17 SP:Iteration 24Q (4902.612814 sec): 3 clusters Score: Raw -2327815.486318 + Penalty 1942.355298 = -2325873.131020 nChanged 13 SP:Iteration 25Q (4902.690666 sec): 3 clusters Score: Raw -2327820.172273 + Penalty 1942.355298 = -2325877.816975 nChanged 8 SP:Iteration 26Q (4902.768958 sec): 3 clusters Score: Raw -2327823.378265 + Penalty 1942.355298 = -2325881.022968 nChanged 6 SP:Iteration 27Q (4902.838401 sec): 3 clusters Score: Raw -2327825.843800 + Penalty 1942.355298 = -2325883.488502 nChanged 6 SP:Iteration 28Q (4902.915840 sec): 3 clusters Score: Raw -2327829.708274 + Penalty 1942.355298 = -2325887.352976 nChanged 7 SP:Iteration 29Q (4902.994811 sec): 3 clusters Score: Raw -2327835.427675 + Penalty 1942.355298 = -2325893.072378 nChanged 13 SP:Iteration 30Q (4903.072543 sec): 3 clusters Score: Raw -2327846.976211 + Penalty 1942.355298 = -2325904.620913 nChanged 18 SP:Iteration 31Q (4903.146699 sec): 3 clusters Score: Raw -2327861.545958 + Penalty 1942.355298 = -2325919.190660 nChanged 11 SP:Iteration 32Q (4903.230866 sec): 3 clusters Score: Raw -2327869.073370 + Penalty 1942.355298 = -2325926.718072 nChanged 8 SP:Iteration 33Q (4903.307900 sec): 3 clusters Score: Raw -2327874.478370 + Penalty 1942.355298 = -2325932.123073 nChanged 7 SP:Iteration 34Q (4903.386427 sec): 3 clusters Score: Raw -2327878.602562 + Penalty 1942.355298 = -2325936.247264 nChanged 7 SP:Iteration 35Q (4903.461707 sec): 3 clusters Score: Raw -2327882.952816 + Penalty 1942.355298 = -2325940.597519 nChanged 5 SP:Iteration 36Q (4903.538500 sec): 3 clusters Score: Raw -2327885.168847 + Penalty 1942.355298 = -2325942.813549 nChanged 5 SP:Iteration 37Q (4903.616922 sec): 3 clusters Score: Raw -2327887.969546 + Penalty 1942.355298 = -2325945.614249 nChanged 4 SP:Iteration 38Q (4903.693447 sec): 3 clusters Score: Raw -2327891.480982 + Penalty 1942.355298 = -2325949.125684 nChanged 8 SP:Iteration 39Q (4903.767452 sec): 3 clusters Score: Raw -2327895.898958 + Penalty 1942.355298 = -2325953.543660 nChanged 4 SP:Iteration 40F (4903.850479 sec): 3 clusters Score: Raw -2327898.537865 + Penalty 1942.355298 = -2325956.182567 nChanged 4 SP:Iteration 41Q (4903.928016 sec): 3 clusters Score: Raw -2327901.784780 + Penalty 1942.355298 = -2325959.429482 nChanged 3 SP:Iteration 42Q (4904.005097 sec): 3 clusters Score: Raw -2327904.081579 + Penalty 1942.355298 = -2325961.726282 nChanged 2 SP:Iteration 43Q (4904.071018 sec): 3 clusters Score: Raw -2327904.823772 + Penalty 1942.355298 = -2325962.468474 nChanged 0 SP:Iteration 44F (4904.156962 sec): 3 clusters Score: Raw -2327904.823772 + Penalty 1942.355298 = -2325962.468474 nChanged 0 Trying to split cluster 15 (8689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4904.194208 sec): 2 clusters Score: Raw -737817.256346 + Penalty 861.632248 = -736955.624098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4904.254795 sec): 3 clusters Score: Raw -732701.272561 + Penalty 1723.264496 = -730978.008065 nChanged 3914 SP:Iteration 1F (4904.315417 sec): 3 clusters Score: Raw -734840.837882 + Penalty 1723.264496 = -733117.573386 nChanged 466 SP:Iteration 2F (4904.371745 sec): 3 clusters Score: Raw -735019.433961 + Penalty 1723.264496 = -733296.169465 nChanged 435 SP:Iteration 3F (4904.432927 sec): 3 clusters Score: Raw -735211.796301 + Penalty 1723.264496 = -733488.531805 nChanged 444 SP:Iteration 4F (4904.488175 sec): 3 clusters Score: Raw -735435.414118 + Penalty 1723.264496 = -733712.149622 nChanged 500 SP:Iteration 5F (4904.532909 sec): 3 clusters Score: Raw -735722.885599 + Penalty 1723.264496 = -733999.621103 nChanged 520 SP:Iteration 6F (4904.596349 sec): 3 clusters Score: Raw -736064.407455 + Penalty 1723.264496 = -734341.142959 nChanged 475 SP:Iteration 7F (4904.652476 sec): 3 clusters Score: Raw -736398.835161 + Penalty 1723.264496 = -734675.570665 nChanged 477 SP:Iteration 8F (4904.707049 sec): 3 clusters Score: Raw -736780.889752 + Penalty 1723.264496 = -735057.625256 nChanged 432 SP:Iteration 9Q (4904.767996 sec): 3 clusters Score: Raw -737122.305145 + Penalty 1723.264496 = -735399.040649 nChanged 329 SP:Iteration 10Q (4904.817490 sec): 3 clusters Score: Raw -737379.007670 + Penalty 1723.264496 = -735655.743174 nChanged 262 SP:Iteration 11Q (4904.883746 sec): 3 clusters Score: Raw -737573.847726 + Penalty 1723.264496 = -735850.583230 nChanged 176 SP:Iteration 12Q (4904.940288 sec): 3 clusters Score: Raw -737706.417391 + Penalty 1723.264496 = -735983.152895 nChanged 136 SP:Iteration 13Q (4904.986777 sec): 3 clusters Score: Raw -737802.503780 + Penalty 1723.264496 = -736079.239284 nChanged 97 SP:Iteration 14Q (4905.041014 sec): 3 clusters Score: Raw -737874.626873 + Penalty 1723.264496 = -736151.362377 nChanged 92 SP:Iteration 15Q (4905.087233 sec): 3 clusters Score: Raw -737934.647014 + Penalty 1723.264496 = -736211.382518 nChanged 62 SP:Iteration 16Q (4905.146713 sec): 3 clusters Score: Raw -737972.634419 + Penalty 1723.264496 = -736249.369923 nChanged 51 SP:Iteration 17Q (4905.204222 sec): 3 clusters Score: Raw -737999.781716 + Penalty 1723.264496 = -736276.517220 nChanged 37 SP:Iteration 18Q (4905.261513 sec): 3 clusters Score: Raw -738025.410507 + Penalty 1723.264496 = -736302.146011 nChanged 29 SP:Iteration 19Q (4905.325253 sec): 3 clusters Score: Raw -738041.687758 + Penalty 1723.264496 = -736318.423262 nChanged 21 SP:Iteration 20F (4905.376183 sec): 3 clusters Score: Raw -738052.090238 + Penalty 1723.264496 = -736328.825742 nChanged 17 SP:Iteration 21Q (4905.433501 sec): 3 clusters Score: Raw -738065.525488 + Penalty 1723.264496 = -736342.260992 nChanged 19 SP:Iteration 22Q (4905.492354 sec): 3 clusters Score: Raw -738080.997053 + Penalty 1723.264496 = -736357.732557 nChanged 19 SP:Iteration 23Q (4905.560583 sec): 3 clusters Score: Raw -738095.532302 + Penalty 1723.264496 = -736372.267806 nChanged 17 SP:Iteration 24Q (4905.608213 sec): 3 clusters Score: Raw -738103.426552 + Penalty 1723.264496 = -736380.162056 nChanged 9 SP:Iteration 25Q (4905.666841 sec): 3 clusters Score: Raw -738107.486114 + Penalty 1723.264496 = -736384.221618 nChanged 7 SP:Iteration 26Q (4905.734463 sec): 3 clusters Score: Raw -738111.203335 + Penalty 1723.264496 = -736387.938839 nChanged 5 SP:Iteration 27Q (4905.781078 sec): 3 clusters Score: Raw -738113.554421 + Penalty 1723.264496 = -736390.289925 nChanged 6 SP:Iteration 28Q (4905.844922 sec): 3 clusters Score: Raw -738116.392191 + Penalty 1723.264496 = -736393.127695 nChanged 5 SP:Iteration 29Q (4905.896020 sec): 3 clusters Score: Raw -738119.265610 + Penalty 1723.264496 = -736396.001114 nChanged 8 SP:Iteration 30Q (4905.942972 sec): 3 clusters Score: Raw -738121.981174 + Penalty 1723.264496 = -736398.716678 nChanged 0 SP:Iteration 31F (4906.005153 sec): 3 clusters Score: Raw -738121.981174 + Penalty 1723.264496 = -736398.716678 nChanged 0 Trying to split cluster 16 (35412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4906.069948 sec): 2 clusters Score: Raw -2882282.665219 + Penalty 995.106572 = -2881287.558647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4906.165154 sec): 3 clusters Score: Raw -2859585.953225 + Penalty 1990.213145 = -2857595.740080 nChanged 16665 SP:Iteration 1F (4906.258836 sec): 3 clusters Score: Raw -2869071.309511 + Penalty 1990.213145 = -2867081.096367 nChanged 1459 SP:Iteration 2Q (4906.355482 sec): 3 clusters Score: Raw -2869525.104853 + Penalty 1990.213145 = -2867534.891709 nChanged 1521 SP:Iteration 3Q (4906.452429 sec): 3 clusters Score: Raw -2870025.933111 + Penalty 1990.213145 = -2868035.719967 nChanged 1595 SP:Iteration 4Q (4906.549402 sec): 3 clusters Score: Raw -2870601.957060 + Penalty 1990.213145 = -2868611.743916 nChanged 1604 SP:Iteration 5Q (4906.637902 sec): 3 clusters Score: Raw -2871232.853923 + Penalty 1990.213145 = -2869242.640778 nChanged 1644 SP:Iteration 6Q (4906.711570 sec): 3 clusters Score: Raw -2871982.980679 + Penalty 1990.213145 = -2869992.767535 nChanged 1779 SP:Iteration 7F (4906.763686 sec): 3 clusters Score: Raw -2872984.373530 + Penalty 1990.213145 = -2870994.160385 nChanged 1958 SP:Iteration 8F (4906.825299 sec): 3 clusters Score: Raw -2874318.801798 + Penalty 1990.213145 = -2872328.588653 nChanged 1948 SP:Iteration 9F (4906.875923 sec): 3 clusters Score: Raw -2875655.773790 + Penalty 1990.213145 = -2873665.560645 nChanged 1681 SP:Iteration 10Q (4906.933180 sec): 3 clusters Score: Raw -2876576.253283 + Penalty 1990.213145 = -2874586.040138 nChanged 1241 SP:Iteration 11Q (4906.989833 sec): 3 clusters Score: Raw -2877005.931273 + Penalty 1990.213145 = -2875015.718128 nChanged 792 SP:Iteration 12Q (4907.045654 sec): 3 clusters Score: Raw -2877210.126307 + Penalty 1990.213145 = -2875219.913163 nChanged 545 SP:Iteration 13Q (4907.101516 sec): 3 clusters Score: Raw -2877333.460125 + Penalty 1990.213145 = -2875343.246980 nChanged 437 SP:Iteration 14Q (4907.201272 sec): 3 clusters Score: Raw -2877424.541200 + Penalty 1990.213145 = -2875434.328056 nChanged 400 SP:Iteration 15Q (4907.296845 sec): 3 clusters Score: Raw -2877507.665193 + Penalty 1990.213145 = -2875517.452048 nChanged 385 SP:Iteration 16Q (4907.392007 sec): 3 clusters Score: Raw -2877583.644376 + Penalty 1990.213145 = -2875593.431232 nChanged 405 SP:Iteration 17Q (4907.484553 sec): 3 clusters Score: Raw -2877667.977503 + Penalty 1990.213145 = -2875677.764358 nChanged 399 SP:Iteration 18Q (4907.571716 sec): 3 clusters Score: Raw -2877751.168326 + Penalty 1990.213145 = -2875760.955181 nChanged 412 SP:Iteration 19Q (4907.664750 sec): 3 clusters Score: Raw -2877841.904056 + Penalty 1990.213145 = -2875851.690912 nChanged 443 SP:Iteration 20F (4907.758413 sec): 3 clusters Score: Raw -2877939.966995 + Penalty 1990.213145 = -2875949.753850 nChanged 489 SP:Iteration 21Q (4907.851934 sec): 3 clusters Score: Raw -2878056.411118 + Penalty 1990.213145 = -2876066.197973 nChanged 518 SP:Iteration 22Q (4907.931633 sec): 3 clusters Score: Raw -2878194.082773 + Penalty 1990.213145 = -2876203.869628 nChanged 627 SP:Iteration 23Q (4908.028441 sec): 3 clusters Score: Raw -2878385.389675 + Penalty 1990.213145 = -2876395.176530 nChanged 682 SP:Iteration 24Q (4908.103500 sec): 3 clusters Score: Raw -2878609.650220 + Penalty 1990.213145 = -2876619.437075 nChanged 724 SP:Iteration 25Q (4908.180421 sec): 3 clusters Score: Raw -2878860.990536 + Penalty 1990.213145 = -2876870.777391 nChanged 693 SP:Iteration 26Q (4908.279714 sec): 3 clusters Score: Raw -2879118.521100 + Penalty 1990.213145 = -2877128.307955 nChanged 714 SP:Iteration 27Q (4908.352990 sec): 3 clusters Score: Raw -2879423.488560 + Penalty 1990.213145 = -2877433.275415 nChanged 737 SP:Iteration 28Q (4908.444210 sec): 3 clusters Score: Raw -2879770.387805 + Penalty 1990.213145 = -2877780.174660 nChanged 699 SP:Iteration 29Q (4908.533895 sec): 3 clusters Score: Raw -2880106.181826 + Penalty 1990.213145 = -2878115.968681 nChanged 698 SP:Iteration 30Q (4908.631394 sec): 3 clusters Score: Raw -2880472.411221 + Penalty 1990.213145 = -2878482.198076 nChanged 649 SP:Iteration 31Q (4908.717187 sec): 3 clusters Score: Raw -2880811.853068 + Penalty 1990.213145 = -2878821.639923 nChanged 595 SP:Iteration 32Q (4908.807290 sec): 3 clusters Score: Raw -2881131.599143 + Penalty 1990.213145 = -2879141.385999 nChanged 505 SP:Iteration 33Q (4908.893387 sec): 3 clusters Score: Raw -2881409.577641 + Penalty 1990.213145 = -2879419.364497 nChanged 436 SP:Iteration 34Q (4908.972122 sec): 3 clusters Score: Raw -2881662.033983 + Penalty 1990.213145 = -2879671.820838 nChanged 348 SP:Iteration 35Q (4909.058761 sec): 3 clusters Score: Raw -2881861.839427 + Penalty 1990.213145 = -2879871.626282 nChanged 276 SP:Iteration 36Q (4909.145473 sec): 3 clusters Score: Raw -2882011.548802 + Penalty 1990.213145 = -2880021.335657 nChanged 199 SP:Iteration 37Q (4909.231685 sec): 3 clusters Score: Raw -2882121.047513 + Penalty 1990.213145 = -2880130.834368 nChanged 149 SP:Iteration 38Q (4909.317574 sec): 3 clusters Score: Raw -2882195.558355 + Penalty 1990.213145 = -2880205.345210 nChanged 118 SP:Iteration 39Q (4909.403655 sec): 3 clusters Score: Raw -2882273.559328 + Penalty 1990.213145 = -2880283.346183 nChanged 81 SP:Iteration 40F (4909.496337 sec): 3 clusters Score: Raw -2882322.851224 + Penalty 1990.213145 = -2880332.638079 nChanged 60 SP:Iteration 41Q (4909.565069 sec): 3 clusters Score: Raw -2882350.536982 + Penalty 1990.213145 = -2880360.323838 nChanged 32 SP:Iteration 42Q (4909.647412 sec): 3 clusters Score: Raw -2882364.400689 + Penalty 1990.213145 = -2880374.187544 nChanged 29 SP:Iteration 43Q (4909.698987 sec): 3 clusters Score: Raw -2882376.869312 + Penalty 1990.213145 = -2880386.656168 nChanged 16 SP:Iteration 44Q (4909.778679 sec): 3 clusters Score: Raw -2882385.128918 + Penalty 1990.213145 = -2880394.915773 nChanged 16 SP:Iteration 45Q (4909.864598 sec): 3 clusters Score: Raw -2882396.703254 + Penalty 1990.213145 = -2880406.490109 nChanged 24 SP:Iteration 46Q (4909.953593 sec): 3 clusters Score: Raw -2882408.869768 + Penalty 1990.213145 = -2880418.656623 nChanged 27 SP:Iteration 47Q (4910.044330 sec): 3 clusters Score: Raw -2882426.754053 + Penalty 1990.213145 = -2880436.540909 nChanged 19 SP:Iteration 48Q (4910.124216 sec): 3 clusters Score: Raw -2882440.531838 + Penalty 1990.213145 = -2880450.318693 nChanged 16 SP:Iteration 49Q (4910.212852 sec): 3 clusters Score: Raw -2882448.562402 + Penalty 1990.213145 = -2880458.349258 nChanged 10 SP:Iteration 50Q (4910.300138 sec): 3 clusters Score: Raw -2882452.983873 + Penalty 1990.213145 = -2880462.770728 nChanged 9 SP:Iteration 51Q (4910.381943 sec): 3 clusters Score: Raw -2882457.773375 + Penalty 1990.213145 = -2880467.560231 nChanged 4 SP:Iteration 52Q (4910.455761 sec): 3 clusters Score: Raw -2882459.570489 + Penalty 1990.213145 = -2880469.357344 nChanged 2 SP:Iteration 53Q (4910.532664 sec): 3 clusters Score: Raw -2882459.856757 + Penalty 1990.213145 = -2880469.643612 nChanged 1 SP:Iteration 54Q (4910.600334 sec): 3 clusters Score: Raw -2882461.392183 + Penalty 1990.213145 = -2880471.179038 nChanged 1 SP:Iteration 55Q (4910.672930 sec): 3 clusters Score: Raw -2882461.970206 + Penalty 1990.213145 = -2880471.757062 nChanged 0 SP:Iteration 56F (4910.755321 sec): 3 clusters Score: Raw -2882461.970206 + Penalty 1990.213145 = -2880471.757062 nChanged 0 Trying to split cluster 17 (6777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4910.784550 sec): 2 clusters Score: Raw -582921.653050 + Penalty 838.022531 = -582083.630518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4910.837495 sec): 3 clusters Score: Raw -579098.738164 + Penalty 1676.045063 = -577422.693101 nChanged 2914 SP:Iteration 1F (4910.888196 sec): 3 clusters Score: Raw -580663.660393 + Penalty 1676.045063 = -578987.615330 nChanged 481 SP:Iteration 2F (4910.933823 sec): 3 clusters Score: Raw -580900.729457 + Penalty 1676.045063 = -579224.684394 nChanged 407 SP:Iteration 3F (4910.984131 sec): 3 clusters Score: Raw -581111.965613 + Penalty 1676.045063 = -579435.920550 nChanged 372 SP:Iteration 4F (4911.028793 sec): 3 clusters Score: Raw -581328.337276 + Penalty 1676.045063 = -579652.292213 nChanged 399 SP:Iteration 5F (4911.079379 sec): 3 clusters Score: Raw -581597.491698 + Penalty 1676.045063 = -579921.446635 nChanged 401 SP:Iteration 6F (4911.104760 sec): 3 clusters Score: Raw -581923.555859 + Penalty 1676.045063 = -580247.510796 nChanged 393 SP:Iteration 7F (4911.161572 sec): 3 clusters Score: Raw -582244.721100 + Penalty 1676.045063 = -580568.676037 nChanged 332 SP:Iteration 8Q (4911.205120 sec): 3 clusters Score: Raw -582501.286994 + Penalty 1676.045063 = -580825.241931 nChanged 238 SP:Iteration 9Q (4911.256459 sec): 3 clusters Score: Raw -582676.340680 + Penalty 1676.045063 = -581000.295617 nChanged 154 SP:Iteration 10Q (4911.296659 sec): 3 clusters Score: Raw -582788.113107 + Penalty 1676.045063 = -581112.068044 nChanged 126 SP:Iteration 11Q (4911.343555 sec): 3 clusters Score: Raw -582867.179507 + Penalty 1676.045063 = -581191.134444 nChanged 90 SP:Iteration 12Q (4911.393170 sec): 3 clusters Score: Raw -582924.707197 + Penalty 1676.045063 = -581248.662134 nChanged 76 SP:Iteration 13Q (4911.444678 sec): 3 clusters Score: Raw -582968.765228 + Penalty 1676.045063 = -581292.720165 nChanged 59 SP:Iteration 14Q (4911.488001 sec): 3 clusters Score: Raw -583000.893836 + Penalty 1676.045063 = -581324.848773 nChanged 49 SP:Iteration 15Q (4911.537087 sec): 3 clusters Score: Raw -583029.439881 + Penalty 1676.045063 = -581353.394818 nChanged 38 SP:Iteration 16Q (4911.583344 sec): 3 clusters Score: Raw -583051.296287 + Penalty 1676.045063 = -581375.251224 nChanged 30 SP:Iteration 17Q (4911.626214 sec): 3 clusters Score: Raw -583067.614769 + Penalty 1676.045063 = -581391.569706 nChanged 30 SP:Iteration 18Q (4911.662953 sec): 3 clusters Score: Raw -583081.787300 + Penalty 1676.045063 = -581405.742237 nChanged 19 SP:Iteration 19Q (4911.711965 sec): 3 clusters Score: Raw -583096.286446 + Penalty 1676.045063 = -581420.241383 nChanged 26 SP:Iteration 20F (4911.770686 sec): 3 clusters Score: Raw -583113.825083 + Penalty 1676.045063 = -581437.780020 nChanged 26 SP:Iteration 21Q (4911.808686 sec): 3 clusters Score: Raw -583135.010604 + Penalty 1676.045063 = -581458.965541 nChanged 27 SP:Iteration 22Q (4911.857201 sec): 3 clusters Score: Raw -583149.600393 + Penalty 1676.045063 = -581473.555330 nChanged 14 SP:Iteration 23Q (4911.896763 sec): 3 clusters Score: Raw -583156.299678 + Penalty 1676.045063 = -581480.254615 nChanged 15 SP:Iteration 24Q (4911.953591 sec): 3 clusters Score: Raw -583163.319778 + Penalty 1676.045063 = -581487.274715 nChanged 10 SP:Iteration 25Q (4911.989252 sec): 3 clusters Score: Raw -583166.854358 + Penalty 1676.045063 = -581490.809295 nChanged 6 SP:Iteration 26Q (4912.047542 sec): 3 clusters Score: Raw -583169.782240 + Penalty 1676.045063 = -581493.737177 nChanged 6 SP:Iteration 27Q (4912.084156 sec): 3 clusters Score: Raw -583173.849143 + Penalty 1676.045063 = -581497.804080 nChanged 5 SP:Iteration 28Q (4912.124300 sec): 3 clusters Score: Raw -583175.830788 + Penalty 1676.045063 = -581499.785725 nChanged 4 SP:Iteration 29Q (4912.172780 sec): 3 clusters Score: Raw -583177.565111 + Penalty 1676.045063 = -581501.520048 nChanged 6 SP:Iteration 30Q (4912.224602 sec): 3 clusters Score: Raw -583182.415957 + Penalty 1676.045063 = -581506.370894 nChanged 9 SP:Iteration 31Q (4912.266850 sec): 3 clusters Score: Raw -583187.365318 + Penalty 1676.045063 = -581511.320255 nChanged 2 SP:Iteration 32Q (4912.300112 sec): 3 clusters Score: Raw -583188.132601 + Penalty 1676.045063 = -581512.087538 nChanged 2 SP:Iteration 33Q (4912.346891 sec): 3 clusters Score: Raw -583188.794860 + Penalty 1676.045063 = -581512.749797 nChanged 2 SP:Iteration 34Q (4912.396300 sec): 3 clusters Score: Raw -583189.544229 + Penalty 1676.045063 = -581513.499166 nChanged 1 SP:Iteration 35Q (4912.435742 sec): 3 clusters Score: Raw -583189.753292 + Penalty 1676.045063 = -581513.708229 nChanged 1 SP:Iteration 36Q (4912.484360 sec): 3 clusters Score: Raw -583190.109240 + Penalty 1676.045063 = -581514.064177 nChanged 0 SP:Iteration 37F (4912.535345 sec): 3 clusters Score: Raw -583190.109240 + Penalty 1676.045063 = -581514.064177 nChanged 0 Trying to split cluster 18 (2705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4912.556970 sec): 2 clusters Score: Raw -220435.084873 + Penalty 750.771433 = -219684.313440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4912.609301 sec): 3 clusters Score: Raw -219043.055668 + Penalty 1501.542866 = -217541.512802 nChanged 1091 SP:Iteration 1F (4912.641705 sec): 3 clusters Score: Raw -219644.567052 + Penalty 1501.542866 = -218143.024186 nChanged 177 SP:Iteration 2F (4912.693623 sec): 3 clusters Score: Raw -219752.273527 + Penalty 1501.542866 = -218250.730660 nChanged 120 SP:Iteration 3Q (4912.731297 sec): 3 clusters Score: Raw -219819.784514 + Penalty 1501.542866 = -218318.241648 nChanged 93 SP:Iteration 4Q (4912.775279 sec): 3 clusters Score: Raw -219872.641866 + Penalty 1501.542866 = -218371.098999 nChanged 96 SP:Iteration 5Q (4912.825084 sec): 3 clusters Score: Raw -219925.380151 + Penalty 1501.542866 = -218423.837285 nChanged 95 SP:Iteration 6Q (4912.862405 sec): 3 clusters Score: Raw -219974.732962 + Penalty 1501.542866 = -218473.190095 nChanged 81 SP:Iteration 7Q (4912.919141 sec): 3 clusters Score: Raw -220015.588183 + Penalty 1501.542866 = -218514.045317 nChanged 73 SP:Iteration 8Q (4912.955411 sec): 3 clusters Score: Raw -220051.663955 + Penalty 1501.542866 = -218550.121089 nChanged 72 SP:Iteration 9Q (4913.003902 sec): 3 clusters Score: Raw -220083.265487 + Penalty 1501.542866 = -218581.722620 nChanged 67 SP:Iteration 10Q (4913.053976 sec): 3 clusters Score: Raw -220114.589317 + Penalty 1501.542866 = -218613.046451 nChanged 64 SP:Iteration 11Q (4913.087213 sec): 3 clusters Score: Raw -220148.552216 + Penalty 1501.542866 = -218647.009350 nChanged 60 SP:Iteration 12Q (4913.128340 sec): 3 clusters Score: Raw -220183.570679 + Penalty 1501.542866 = -218682.027813 nChanged 68 SP:Iteration 13Q (4913.169962 sec): 3 clusters Score: Raw -220221.801429 + Penalty 1501.542866 = -218720.258563 nChanged 55 SP:Iteration 14Q (4913.214859 sec): 3 clusters Score: Raw -220252.283910 + Penalty 1501.542866 = -218750.741043 nChanged 62 SP:Iteration 15Q (4913.259843 sec): 3 clusters Score: Raw -220287.226214 + Penalty 1501.542866 = -218785.683348 nChanged 51 SP:Iteration 16Q (4913.303918 sec): 3 clusters Score: Raw -220315.338610 + Penalty 1501.542866 = -218813.795743 nChanged 42 SP:Iteration 17Q (4913.348268 sec): 3 clusters Score: Raw -220339.190645 + Penalty 1501.542866 = -218837.647779 nChanged 43 SP:Iteration 18Q (4913.398967 sec): 3 clusters Score: Raw -220356.315996 + Penalty 1501.542866 = -218854.773130 nChanged 22 SP:Iteration 19Q (4913.449544 sec): 3 clusters Score: Raw -220362.617714 + Penalty 1501.542866 = -218861.074848 nChanged 18 SP:Iteration 20F (4913.500817 sec): 3 clusters Score: Raw -220366.645867 + Penalty 1501.542866 = -218865.103000 nChanged 14 SP:Iteration 21Q (4913.550114 sec): 3 clusters Score: Raw -220372.793781 + Penalty 1501.542866 = -218871.250915 nChanged 10 SP:Iteration 22Q (4913.601110 sec): 3 clusters Score: Raw -220377.294794 + Penalty 1501.542866 = -218875.751927 nChanged 15 SP:Iteration 23Q (4913.647129 sec): 3 clusters Score: Raw -220381.766149 + Penalty 1501.542866 = -218880.223282 nChanged 9 SP:Iteration 24Q (4913.692017 sec): 3 clusters Score: Raw -220383.988416 + Penalty 1501.542866 = -218882.445550 nChanged 4 SP:Iteration 25Q (4913.743250 sec): 3 clusters Score: Raw -220384.479456 + Penalty 1501.542866 = -218882.936590 nChanged 1 SP:Iteration 26Q (4913.794216 sec): 3 clusters Score: Raw -220384.696242 + Penalty 1501.542866 = -218883.153376 nChanged 1 SP:Iteration 27Q (4913.845201 sec): 3 clusters Score: Raw -220384.734542 + Penalty 1501.542866 = -218883.191675 nChanged 0 SP:Iteration 28F (4913.885143 sec): 3 clusters Score: Raw -220384.734542 + Penalty 1501.542866 = -218883.191675 nChanged 0 Trying to split cluster 19 (22466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4913.934225 sec): 2 clusters Score: Raw -1745857.834817 + Penalty 951.877042 = -1744905.957775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4914.017814 sec): 3 clusters Score: Raw -1731750.331968 + Penalty 1903.754083 = -1729846.577884 nChanged 10526 SP:Iteration 1F (4914.085208 sec): 3 clusters Score: Raw -1737991.291248 + Penalty 1903.754083 = -1736087.537164 nChanged 1327 SP:Iteration 2F (4914.161505 sec): 3 clusters Score: Raw -1738654.395404 + Penalty 1903.754083 = -1736750.641320 nChanged 1375 SP:Iteration 3F (4914.236706 sec): 3 clusters Score: Raw -1739423.104420 + Penalty 1903.754083 = -1737519.350336 nChanged 1447 SP:Iteration 4F (4914.308237 sec): 3 clusters Score: Raw -1740360.307834 + Penalty 1903.754083 = -1738456.553751 nChanged 1471 SP:Iteration 5F (4914.375077 sec): 3 clusters Score: Raw -1741357.407696 + Penalty 1903.754083 = -1739453.653613 nChanged 1389 SP:Iteration 6F (4914.444969 sec): 3 clusters Score: Raw -1742359.735912 + Penalty 1903.754083 = -1740455.981828 nChanged 1261 SP:Iteration 7F (4914.518455 sec): 3 clusters Score: Raw -1743360.351452 + Penalty 1903.754083 = -1741456.597369 nChanged 1096 SP:Iteration 8Q (4914.581342 sec): 3 clusters Score: Raw -1744234.947101 + Penalty 1903.754083 = -1742331.193018 nChanged 828 SP:Iteration 9Q (4914.649318 sec): 3 clusters Score: Raw -1744887.323747 + Penalty 1903.754083 = -1742983.569664 nChanged 559 SP:Iteration 10Q (4914.708816 sec): 3 clusters Score: Raw -1745299.715654 + Penalty 1903.754083 = -1743395.961570 nChanged 379 SP:Iteration 11Q (4914.781784 sec): 3 clusters Score: Raw -1745571.997234 + Penalty 1903.754083 = -1743668.243151 nChanged 237 SP:Iteration 12Q (4914.861031 sec): 3 clusters Score: Raw -1745740.675712 + Penalty 1903.754083 = -1743836.921628 nChanged 154 SP:Iteration 13Q (4914.916138 sec): 3 clusters Score: Raw -1745846.392584 + Penalty 1903.754083 = -1743942.638500 nChanged 112 SP:Iteration 14Q (4914.976982 sec): 3 clusters Score: Raw -1745928.630881 + Penalty 1903.754083 = -1744024.876797 nChanged 72 SP:Iteration 15Q (4915.045911 sec): 3 clusters Score: Raw -1745987.809150 + Penalty 1903.754083 = -1744084.055066 nChanged 64 SP:Iteration 16Q (4915.113090 sec): 3 clusters Score: Raw -1746033.812395 + Penalty 1903.754083 = -1744130.058312 nChanged 48 SP:Iteration 17Q (4915.184132 sec): 3 clusters Score: Raw -1746076.695487 + Penalty 1903.754083 = -1744172.941404 nChanged 36 SP:Iteration 18Q (4915.254893 sec): 3 clusters Score: Raw -1746098.386497 + Penalty 1903.754083 = -1744194.632413 nChanged 26 SP:Iteration 19Q (4915.324721 sec): 3 clusters Score: Raw -1746112.735313 + Penalty 1903.754083 = -1744208.981230 nChanged 26 SP:Iteration 20F (4915.393577 sec): 3 clusters Score: Raw -1746133.322994 + Penalty 1903.754083 = -1744229.568910 nChanged 31 SP:Iteration 21Q (4915.473318 sec): 3 clusters Score: Raw -1746161.327998 + Penalty 1903.754083 = -1744257.573914 nChanged 46 SP:Iteration 22Q (4915.543202 sec): 3 clusters Score: Raw -1746195.787903 + Penalty 1903.754083 = -1744292.033820 nChanged 35 SP:Iteration 23Q (4915.614881 sec): 3 clusters Score: Raw -1746216.709692 + Penalty 1903.754083 = -1744312.955609 nChanged 19 SP:Iteration 24Q (4915.684261 sec): 3 clusters Score: Raw -1746224.026263 + Penalty 1903.754083 = -1744320.272180 nChanged 14 SP:Iteration 25Q (4915.754989 sec): 3 clusters Score: Raw -1746229.826234 + Penalty 1903.754083 = -1744326.072151 nChanged 16 SP:Iteration 26Q (4915.818841 sec): 3 clusters Score: Raw -1746240.843215 + Penalty 1903.754083 = -1744337.089131 nChanged 16 SP:Iteration 27Q (4915.897688 sec): 3 clusters Score: Raw -1746248.378168 + Penalty 1903.754083 = -1744344.624085 nChanged 15 SP:Iteration 28Q (4915.955665 sec): 3 clusters Score: Raw -1746253.955905 + Penalty 1903.754083 = -1744350.201822 nChanged 9 SP:Iteration 29Q (4916.028468 sec): 3 clusters Score: Raw -1746257.854260 + Penalty 1903.754083 = -1744354.100176 nChanged 6 SP:Iteration 30Q (4916.109973 sec): 3 clusters Score: Raw -1746260.272151 + Penalty 1903.754083 = -1744356.518067 nChanged 8 SP:Iteration 31Q (4916.174251 sec): 3 clusters Score: Raw -1746263.176397 + Penalty 1903.754083 = -1744359.422313 nChanged 3 SP:Iteration 32Q (4916.248396 sec): 3 clusters Score: Raw -1746265.342779 + Penalty 1903.754083 = -1744361.588696 nChanged 2 SP:Iteration 33Q (4916.319914 sec): 3 clusters Score: Raw -1746266.319044 + Penalty 1903.754083 = -1744362.564961 nChanged 2 SP:Iteration 34Q (4916.392229 sec): 3 clusters Score: Raw -1746267.019627 + Penalty 1903.754083 = -1744363.265543 nChanged 3 SP:Iteration 35Q (4916.461060 sec): 3 clusters Score: Raw -1746267.740752 + Penalty 1903.754083 = -1744363.986669 nChanged 2 SP:Iteration 36Q (4916.534840 sec): 3 clusters Score: Raw -1746268.974058 + Penalty 1903.754083 = -1744365.219974 nChanged 3 SP:Iteration 37Q (4916.607279 sec): 3 clusters Score: Raw -1746269.885816 + Penalty 1903.754083 = -1744366.131733 nChanged 1 SP:Iteration 38Q (4916.668897 sec): 3 clusters Score: Raw -1746270.141193 + Penalty 1903.754083 = -1744366.387109 nChanged 0 SP:Iteration 39F (4916.746085 sec): 3 clusters Score: Raw -1746270.141193 + Penalty 1903.754083 = -1744366.387109 nChanged 0 Trying to split cluster 20 (6452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4916.787057 sec): 2 clusters Score: Raw -548885.913820 + Penalty 833.353817 = -548052.560003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4916.844626 sec): 3 clusters Score: Raw -545241.092795 + Penalty 1666.707633 = -543574.385162 nChanged 2824 SP:Iteration 1F (4916.890609 sec): 3 clusters Score: Raw -546802.107201 + Penalty 1666.707633 = -545135.399567 nChanged 418 SP:Iteration 2F (4916.958218 sec): 3 clusters Score: Raw -547012.334732 + Penalty 1666.707633 = -545345.627099 nChanged 349 SP:Iteration 3F (4917.003723 sec): 3 clusters Score: Raw -547188.420894 + Penalty 1666.707633 = -545521.713261 nChanged 325 SP:Iteration 4F (4917.066879 sec): 3 clusters Score: Raw -547334.007211 + Penalty 1666.707633 = -545667.299577 nChanged 259 SP:Iteration 5Q (4917.123881 sec): 3 clusters Score: Raw -547455.406437 + Penalty 1666.707633 = -545788.698804 nChanged 243 SP:Iteration 6Q (4917.182005 sec): 3 clusters Score: Raw -547596.924302 + Penalty 1666.707633 = -545930.216669 nChanged 255 SP:Iteration 7Q (4917.234066 sec): 3 clusters Score: Raw -547747.007031 + Penalty 1666.707633 = -546080.299398 nChanged 263 SP:Iteration 8Q (4917.292849 sec): 3 clusters Score: Raw -547935.215207 + Penalty 1666.707633 = -546268.507573 nChanged 251 SP:Iteration 9Q (4917.338510 sec): 3 clusters Score: Raw -548115.863446 + Penalty 1666.707633 = -546449.155813 nChanged 200 SP:Iteration 10Q (4917.396315 sec): 3 clusters Score: Raw -548260.247224 + Penalty 1666.707633 = -546593.539591 nChanged 185 SP:Iteration 11Q (4917.464416 sec): 3 clusters Score: Raw -548381.879914 + Penalty 1666.707633 = -546715.172281 nChanged 165 SP:Iteration 12Q (4917.521695 sec): 3 clusters Score: Raw -548478.194624 + Penalty 1666.707633 = -546811.486990 nChanged 127 SP:Iteration 13Q (4917.567988 sec): 3 clusters Score: Raw -548550.723829 + Penalty 1666.707633 = -546884.016195 nChanged 106 SP:Iteration 14Q (4917.625669 sec): 3 clusters Score: Raw -548608.242079 + Penalty 1666.707633 = -546941.534446 nChanged 98 SP:Iteration 15Q (4917.692543 sec): 3 clusters Score: Raw -548654.206389 + Penalty 1666.707633 = -546987.498755 nChanged 97 SP:Iteration 16Q (4917.743042 sec): 3 clusters Score: Raw -548702.321724 + Penalty 1666.707633 = -547035.614091 nChanged 80 SP:Iteration 17Q (4917.791142 sec): 3 clusters Score: Raw -548737.608112 + Penalty 1666.707633 = -547070.900478 nChanged 63 SP:Iteration 18Q (4917.825200 sec): 3 clusters Score: Raw -548765.482952 + Penalty 1666.707633 = -547098.775319 nChanged 61 SP:Iteration 19Q (4917.866763 sec): 3 clusters Score: Raw -548793.714682 + Penalty 1666.707633 = -547127.007049 nChanged 53 SP:Iteration 20F (4917.933538 sec): 3 clusters Score: Raw -548820.277236 + Penalty 1666.707633 = -547153.569603 nChanged 47 SP:Iteration 21Q (4917.979778 sec): 3 clusters Score: Raw -548840.002832 + Penalty 1666.707633 = -547173.295199 nChanged 36 SP:Iteration 22Q (4918.041542 sec): 3 clusters Score: Raw -548857.119695 + Penalty 1666.707633 = -547190.412061 nChanged 33 SP:Iteration 23Q (4918.105850 sec): 3 clusters Score: Raw -548869.637025 + Penalty 1666.707633 = -547202.929391 nChanged 32 SP:Iteration 24Q (4918.162833 sec): 3 clusters Score: Raw -548879.817911 + Penalty 1666.707633 = -547213.110278 nChanged 30 SP:Iteration 25Q (4918.211297 sec): 3 clusters Score: Raw -548889.281525 + Penalty 1666.707633 = -547222.573892 nChanged 24 SP:Iteration 26Q (4918.257246 sec): 3 clusters Score: Raw -548898.226946 + Penalty 1666.707633 = -547231.519312 nChanged 24 SP:Iteration 27Q (4918.322963 sec): 3 clusters Score: Raw -548905.683778 + Penalty 1666.707633 = -547238.976145 nChanged 17 SP:Iteration 28Q (4918.376106 sec): 3 clusters Score: Raw -548911.505575 + Penalty 1666.707633 = -547244.797941 nChanged 18 SP:Iteration 29Q (4918.429719 sec): 3 clusters Score: Raw -548918.374266 + Penalty 1666.707633 = -547251.666633 nChanged 22 SP:Iteration 30Q (4918.488545 sec): 3 clusters Score: Raw -548931.001488 + Penalty 1666.707633 = -547264.293855 nChanged 29 SP:Iteration 31Q (4918.535594 sec): 3 clusters Score: Raw -548951.808487 + Penalty 1666.707633 = -547285.100854 nChanged 25 SP:Iteration 32Q (4918.592115 sec): 3 clusters Score: Raw -548970.701308 + Penalty 1666.707633 = -547303.993674 nChanged 31 SP:Iteration 33Q (4918.658817 sec): 3 clusters Score: Raw -548992.739724 + Penalty 1666.707633 = -547326.032090 nChanged 25 SP:Iteration 34Q (4918.703417 sec): 3 clusters Score: Raw -549005.864482 + Penalty 1666.707633 = -547339.156848 nChanged 16 SP:Iteration 35Q (4918.769429 sec): 3 clusters Score: Raw -549012.220541 + Penalty 1666.707633 = -547345.512907 nChanged 7 SP:Iteration 36Q (4918.825286 sec): 3 clusters Score: Raw -549014.331520 + Penalty 1666.707633 = -547347.623887 nChanged 4 SP:Iteration 37Q (4918.881434 sec): 3 clusters Score: Raw -549015.602787 + Penalty 1666.707633 = -547348.895154 nChanged 10 SP:Iteration 38Q (4918.936389 sec): 3 clusters Score: Raw -549020.024719 + Penalty 1666.707633 = -547353.317085 nChanged 5 SP:Iteration 39Q (4918.991155 sec): 3 clusters Score: Raw -549023.611241 + Penalty 1666.707633 = -547356.903608 nChanged 7 SP:Iteration 40F (4919.046823 sec): 3 clusters Score: Raw -549025.758094 + Penalty 1666.707633 = -547359.050461 nChanged 5 SP:Iteration 41Q (4919.098718 sec): 3 clusters Score: Raw -549026.664434 + Penalty 1666.707633 = -547359.956800 nChanged 3 SP:Iteration 42Q (4919.157681 sec): 3 clusters Score: Raw -549027.803906 + Penalty 1666.707633 = -547361.096272 nChanged 6 SP:Iteration 43Q (4919.209179 sec): 3 clusters Score: Raw -549029.851795 + Penalty 1666.707633 = -547363.144161 nChanged 6 SP:Iteration 44Q (4919.255209 sec): 3 clusters Score: Raw -549032.029105 + Penalty 1666.707633 = -547365.321471 nChanged 3 SP:Iteration 45Q (4919.308050 sec): 3 clusters Score: Raw -549032.720141 + Penalty 1666.707633 = -547366.012507 nChanged 3 SP:Iteration 46Q (4919.370474 sec): 3 clusters Score: Raw -549033.747858 + Penalty 1666.707633 = -547367.040225 nChanged 1 SP:Iteration 47Q (4919.425208 sec): 3 clusters Score: Raw -549033.866196 + Penalty 1666.707633 = -547367.158563 nChanged 0 SP:Iteration 48F (4919.479047 sec): 3 clusters Score: Raw -549033.866196 + Penalty 1666.707633 = -547367.158563 nChanged 0 Trying to split cluster 21 (12715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4919.521096 sec): 2 clusters Score: Raw -1126192.434492 + Penalty 897.801079 = -1125294.633413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4919.588030 sec): 3 clusters Score: Raw -1118454.806742 + Penalty 1795.602159 = -1116659.204584 nChanged 5804 SP:Iteration 1F (4919.648350 sec): 3 clusters Score: Raw -1121831.563560 + Penalty 1795.602159 = -1120035.961402 nChanged 740 SP:Iteration 2F (4919.717140 sec): 3 clusters Score: Raw -1122184.853505 + Penalty 1795.602159 = -1120389.251347 nChanged 705 SP:Iteration 3F (4919.783810 sec): 3 clusters Score: Raw -1122565.801702 + Penalty 1795.602159 = -1120770.199543 nChanged 724 SP:Iteration 4F (4919.840017 sec): 3 clusters Score: Raw -1123008.932818 + Penalty 1795.602159 = -1121213.330660 nChanged 726 SP:Iteration 5F (4919.915691 sec): 3 clusters Score: Raw -1123514.552316 + Penalty 1795.602159 = -1121718.950157 nChanged 756 SP:Iteration 6F (4919.980966 sec): 3 clusters Score: Raw -1124096.586491 + Penalty 1795.602159 = -1122300.984332 nChanged 721 SP:Iteration 7F (4920.030977 sec): 3 clusters Score: Raw -1124557.344492 + Penalty 1795.602159 = -1122761.742334 nChanged 551 SP:Iteration 8Q (4920.107764 sec): 3 clusters Score: Raw -1124825.563614 + Penalty 1795.602159 = -1123029.961455 nChanged 367 SP:Iteration 9Q (4920.161096 sec): 3 clusters Score: Raw -1124961.537485 + Penalty 1795.602159 = -1123165.935326 nChanged 261 SP:Iteration 10Q (4920.223139 sec): 3 clusters Score: Raw -1125043.945943 + Penalty 1795.602159 = -1123248.343784 nChanged 219 SP:Iteration 11Q (4920.289540 sec): 3 clusters Score: Raw -1125110.168566 + Penalty 1795.602159 = -1123314.566408 nChanged 208 SP:Iteration 12Q (4920.361310 sec): 3 clusters Score: Raw -1125178.396452 + Penalty 1795.602159 = -1123382.794293 nChanged 176 SP:Iteration 13Q (4920.425131 sec): 3 clusters Score: Raw -1125229.809189 + Penalty 1795.602159 = -1123434.207030 nChanged 143 SP:Iteration 14Q (4920.489415 sec): 3 clusters Score: Raw -1125271.542925 + Penalty 1795.602159 = -1123475.940766 nChanged 167 SP:Iteration 15Q (4920.556116 sec): 3 clusters Score: Raw -1125327.142380 + Penalty 1795.602159 = -1123531.540222 nChanged 174 SP:Iteration 16Q (4920.623175 sec): 3 clusters Score: Raw -1125384.338090 + Penalty 1795.602159 = -1123588.735931 nChanged 168 SP:Iteration 17Q (4920.678087 sec): 3 clusters Score: Raw -1125430.233735 + Penalty 1795.602159 = -1123634.631576 nChanged 139 SP:Iteration 18Q (4920.744269 sec): 3 clusters Score: Raw -1125470.104863 + Penalty 1795.602159 = -1123674.502704 nChanged 149 SP:Iteration 19Q (4920.808948 sec): 3 clusters Score: Raw -1125509.929267 + Penalty 1795.602159 = -1123714.327108 nChanged 150 SP:Iteration 20F (4920.883844 sec): 3 clusters Score: Raw -1125551.625086 + Penalty 1795.602159 = -1123756.022927 nChanged 133 SP:Iteration 21Q (4920.944995 sec): 3 clusters Score: Raw -1125585.141851 + Penalty 1795.602159 = -1123789.539692 nChanged 136 SP:Iteration 22Q (4920.994798 sec): 3 clusters Score: Raw -1125617.751637 + Penalty 1795.602159 = -1123822.149479 nChanged 123 SP:Iteration 23Q (4921.065390 sec): 3 clusters Score: Raw -1125650.047052 + Penalty 1795.602159 = -1123854.444893 nChanged 120 SP:Iteration 24Q (4921.134607 sec): 3 clusters Score: Raw -1125687.347489 + Penalty 1795.602159 = -1123891.745330 nChanged 128 SP:Iteration 25Q (4921.197316 sec): 3 clusters Score: Raw -1125727.967115 + Penalty 1795.602159 = -1123932.364956 nChanged 126 SP:Iteration 26Q (4921.247630 sec): 3 clusters Score: Raw -1125761.565252 + Penalty 1795.602159 = -1123965.963093 nChanged 106 SP:Iteration 27Q (4921.310020 sec): 3 clusters Score: Raw -1125787.332743 + Penalty 1795.602159 = -1123991.730584 nChanged 105 SP:Iteration 28Q (4921.369597 sec): 3 clusters Score: Raw -1125807.404658 + Penalty 1795.602159 = -1124011.802499 nChanged 87 SP:Iteration 29Q (4921.439968 sec): 3 clusters Score: Raw -1125823.842354 + Penalty 1795.602159 = -1124028.240195 nChanged 83 SP:Iteration 30Q (4921.508923 sec): 3 clusters Score: Raw -1125843.099801 + Penalty 1795.602159 = -1124047.497642 nChanged 81 SP:Iteration 31Q (4921.564550 sec): 3 clusters Score: Raw -1125860.647577 + Penalty 1795.602159 = -1124065.045418 nChanged 76 SP:Iteration 32Q (4921.630207 sec): 3 clusters Score: Raw -1125875.556881 + Penalty 1795.602159 = -1124079.954722 nChanged 69 SP:Iteration 33Q (4921.685241 sec): 3 clusters Score: Raw -1125887.215307 + Penalty 1795.602159 = -1124091.613148 nChanged 65 SP:Iteration 34Q (4921.749380 sec): 3 clusters Score: Raw -1125897.005913 + Penalty 1795.602159 = -1124101.403755 nChanged 52 SP:Iteration 35Q (4921.820850 sec): 3 clusters Score: Raw -1125905.141570 + Penalty 1795.602159 = -1124109.539412 nChanged 52 SP:Iteration 36Q (4921.876560 sec): 3 clusters Score: Raw -1125913.237754 + Penalty 1795.602159 = -1124117.635595 nChanged 53 SP:Iteration 37Q (4921.937398 sec): 3 clusters Score: Raw -1125921.672876 + Penalty 1795.602159 = -1124126.070717 nChanged 49 SP:Iteration 38Q (4922.002744 sec): 3 clusters Score: Raw -1125927.738980 + Penalty 1795.602159 = -1124132.136821 nChanged 44 SP:Iteration 39Q (4922.062628 sec): 3 clusters Score: Raw -1125932.350252 + Penalty 1795.602159 = -1124136.748093 nChanged 39 SP:Iteration 40F (4922.128390 sec): 3 clusters Score: Raw -1125937.439836 + Penalty 1795.602159 = -1124141.837677 nChanged 38 SP:Iteration 41Q (4922.193984 sec): 3 clusters Score: Raw -1125941.888228 + Penalty 1795.602159 = -1124146.286069 nChanged 33 SP:Iteration 42Q (4922.256635 sec): 3 clusters Score: Raw -1125946.364953 + Penalty 1795.602159 = -1124150.762794 nChanged 47 SP:Iteration 43Q (4922.315210 sec): 3 clusters Score: Raw -1125952.766602 + Penalty 1795.602159 = -1124157.164443 nChanged 39 SP:Iteration 44Q (4922.378478 sec): 3 clusters Score: Raw -1125959.402120 + Penalty 1795.602159 = -1124163.799961 nChanged 49 SP:Iteration 45Q (4922.452028 sec): 3 clusters Score: Raw -1125967.328196 + Penalty 1795.602159 = -1124171.726037 nChanged 47 SP:Iteration 46Q (4922.520107 sec): 3 clusters Score: Raw -1125973.530447 + Penalty 1795.602159 = -1124177.928288 nChanged 40 SP:Iteration 47Q (4922.575238 sec): 3 clusters Score: Raw -1125978.441439 + Penalty 1795.602159 = -1124182.839281 nChanged 38 SP:Iteration 48Q (4922.640443 sec): 3 clusters Score: Raw -1125983.064538 + Penalty 1795.602159 = -1124187.462379 nChanged 38 SP:Iteration 49Q (4922.705921 sec): 3 clusters Score: Raw -1125987.391402 + Penalty 1795.602159 = -1124191.789243 nChanged 39 SP:Iteration 50Q (4922.771616 sec): 3 clusters Score: Raw -1125993.018700 + Penalty 1795.602159 = -1124197.416541 nChanged 57 SP:Iteration 51Q (4922.836523 sec): 3 clusters Score: Raw -1126002.386759 + Penalty 1795.602159 = -1124206.784601 nChanged 46 SP:Iteration 52Q (4922.909712 sec): 3 clusters Score: Raw -1126008.910639 + Penalty 1795.602159 = -1124213.308481 nChanged 52 SP:Iteration 53Q (4922.976604 sec): 3 clusters Score: Raw -1126015.918776 + Penalty 1795.602159 = -1124220.316618 nChanged 43 SP:Iteration 54Q (4923.041576 sec): 3 clusters Score: Raw -1126020.942273 + Penalty 1795.602159 = -1124225.340114 nChanged 35 SP:Iteration 55Q (4923.093089 sec): 3 clusters Score: Raw -1126025.775938 + Penalty 1795.602159 = -1124230.173779 nChanged 38 SP:Iteration 56Q (4923.167952 sec): 3 clusters Score: Raw -1126031.622992 + Penalty 1795.602159 = -1124236.020834 nChanged 34 SP:Iteration 57Q (4923.233245 sec): 3 clusters Score: Raw -1126036.206218 + Penalty 1795.602159 = -1124240.604059 nChanged 40 SP:Iteration 58Q (4923.298413 sec): 3 clusters Score: Raw -1126042.375649 + Penalty 1795.602159 = -1124246.773490 nChanged 37 SP:Iteration 59Q (4923.353191 sec): 3 clusters Score: Raw -1126046.846626 + Penalty 1795.602159 = -1124251.244468 nChanged 31 SP:Iteration 60F (4923.417728 sec): 3 clusters Score: Raw -1126050.122148 + Penalty 1795.602159 = -1124254.519989 nChanged 27 SP:Iteration 61Q (4923.493434 sec): 3 clusters Score: Raw -1126053.361586 + Penalty 1795.602159 = -1124257.759427 nChanged 28 SP:Iteration 62Q (4923.558562 sec): 3 clusters Score: Raw -1126056.828970 + Penalty 1795.602159 = -1124261.226812 nChanged 23 SP:Iteration 63Q (4923.613790 sec): 3 clusters Score: Raw -1126059.673223 + Penalty 1795.602159 = -1124264.071064 nChanged 22 SP:Iteration 64Q (4923.689278 sec): 3 clusters Score: Raw -1126062.553228 + Penalty 1795.602159 = -1124266.951069 nChanged 29 SP:Iteration 65Q (4923.743341 sec): 3 clusters Score: Raw -1126066.031786 + Penalty 1795.602159 = -1124270.429627 nChanged 25 SP:Iteration 66Q (4923.807679 sec): 3 clusters Score: Raw -1126068.770969 + Penalty 1795.602159 = -1124273.168810 nChanged 21 SP:Iteration 67Q (4923.872118 sec): 3 clusters Score: Raw -1126071.600734 + Penalty 1795.602159 = -1124275.998575 nChanged 25 SP:Iteration 68Q (4923.947536 sec): 3 clusters Score: Raw -1126074.987557 + Penalty 1795.602159 = -1124279.385398 nChanged 23 SP:Iteration 69Q (4924.002502 sec): 3 clusters Score: Raw -1126077.770465 + Penalty 1795.602159 = -1124282.168306 nChanged 18 SP:Iteration 70Q (4924.076105 sec): 3 clusters Score: Raw -1126079.469010 + Penalty 1795.602159 = -1124283.866851 nChanged 16 SP:Iteration 71Q (4924.137613 sec): 3 clusters Score: Raw -1126080.810958 + Penalty 1795.602159 = -1124285.208799 nChanged 17 SP:Iteration 72Q (4924.200914 sec): 3 clusters Score: Raw -1126082.562428 + Penalty 1795.602159 = -1124286.960269 nChanged 13 SP:Iteration 73Q (4924.257138 sec): 3 clusters Score: Raw -1126083.734951 + Penalty 1795.602159 = -1124288.132792 nChanged 13 SP:Iteration 74Q (4924.321270 sec): 3 clusters Score: Raw -1126084.856915 + Penalty 1795.602159 = -1124289.254756 nChanged 10 SP:Iteration 75Q (4924.395411 sec): 3 clusters Score: Raw -1126085.815437 + Penalty 1795.602159 = -1124290.213278 nChanged 12 SP:Iteration 76Q (4924.444686 sec): 3 clusters Score: Raw -1126087.178389 + Penalty 1795.602159 = -1124291.576230 nChanged 11 SP:Iteration 77Q (4924.520170 sec): 3 clusters Score: Raw -1126087.904651 + Penalty 1795.602159 = -1124292.302492 nChanged 12 SP:Iteration 78Q (4924.573276 sec): 3 clusters Score: Raw -1126089.116184 + Penalty 1795.602159 = -1124293.514025 nChanged 13 SP:Iteration 79Q (4924.631397 sec): 3 clusters Score: Raw -1126090.103722 + Penalty 1795.602159 = -1124294.501563 nChanged 6 SP:Iteration 80F (4924.702801 sec): 3 clusters Score: Raw -1126090.449103 + Penalty 1795.602159 = -1124294.846945 nChanged 5 SP:Iteration 81Q (4924.765469 sec): 3 clusters Score: Raw -1126090.923579 + Penalty 1795.602159 = -1124295.321420 nChanged 3 SP:Iteration 82Q (4924.819027 sec): 3 clusters Score: Raw -1126091.118954 + Penalty 1795.602159 = -1124295.516795 nChanged 2 SP:Iteration 83Q (4924.882554 sec): 3 clusters Score: Raw -1126091.224425 + Penalty 1795.602159 = -1124295.622266 nChanged 2 SP:Iteration 84Q (4924.957226 sec): 3 clusters Score: Raw -1126091.318790 + Penalty 1795.602159 = -1124295.716631 nChanged 3 SP:Iteration 85Q (4925.011489 sec): 3 clusters Score: Raw -1126091.491338 + Penalty 1795.602159 = -1124295.889179 nChanged 3 SP:Iteration 86Q (4925.072441 sec): 3 clusters Score: Raw -1126091.737518 + Penalty 1795.602159 = -1124296.135359 nChanged 7 SP:Iteration 87Q (4925.135025 sec): 3 clusters Score: Raw -1126092.470996 + Penalty 1795.602159 = -1124296.868837 nChanged 12 SP:Iteration 88Q (4925.198083 sec): 3 clusters Score: Raw -1126093.692972 + Penalty 1795.602159 = -1124298.090813 nChanged 13 SP:Iteration 89Q (4925.261645 sec): 3 clusters Score: Raw -1126095.082725 + Penalty 1795.602159 = -1124299.480567 nChanged 12 SP:Iteration 90Q (4925.320559 sec): 3 clusters Score: Raw -1126096.715593 + Penalty 1795.602159 = -1124301.113434 nChanged 11 SP:Iteration 91Q (4925.374563 sec): 3 clusters Score: Raw -1126098.158979 + Penalty 1795.602159 = -1124302.556820 nChanged 12 SP:Iteration 92Q (4925.433775 sec): 3 clusters Score: Raw -1126099.229975 + Penalty 1795.602159 = -1124303.627816 nChanged 6 SP:Iteration 93Q (4925.495444 sec): 3 clusters Score: Raw -1126099.652805 + Penalty 1795.602159 = -1124304.050646 nChanged 5 SP:Iteration 94Q (4925.557543 sec): 3 clusters Score: Raw -1126100.230351 + Penalty 1795.602159 = -1124304.628192 nChanged 11 SP:Iteration 95Q (4925.619606 sec): 3 clusters Score: Raw -1126101.227835 + Penalty 1795.602159 = -1124305.625677 nChanged 5 SP:Iteration 96Q (4925.682108 sec): 3 clusters Score: Raw -1126101.505581 + Penalty 1795.602159 = -1124305.903422 nChanged 7 SP:Iteration 97Q (4925.744618 sec): 3 clusters Score: Raw -1126102.394438 + Penalty 1795.602159 = -1124306.792279 nChanged 11 SP:Iteration 98Q (4925.807363 sec): 3 clusters Score: Raw -1126104.108123 + Penalty 1795.602159 = -1124308.505964 nChanged 14 SP:Iteration 99Q (4925.869536 sec): 3 clusters Score: Raw -1126106.086666 + Penalty 1795.602159 = -1124310.484507 nChanged 17 SP:Iteration 100F (4925.933798 sec): 3 clusters Score: Raw -1126107.939961 + Penalty 1795.602159 = -1124312.337802 nChanged 15 SP:Iteration 101Q (4925.996463 sec): 3 clusters Score: Raw -1126109.317674 + Penalty 1795.602159 = -1124313.715515 nChanged 11 SP:Iteration 102Q (4926.058953 sec): 3 clusters Score: Raw -1126110.439434 + Penalty 1795.602159 = -1124314.837276 nChanged 14 SP:Iteration 103Q (4926.116043 sec): 3 clusters Score: Raw -1126111.376254 + Penalty 1795.602159 = -1124315.774096 nChanged 10 SP:Iteration 104Q (4926.176475 sec): 3 clusters Score: Raw -1126112.104469 + Penalty 1795.602159 = -1124316.502310 nChanged 11 SP:Iteration 105Q (4926.236258 sec): 3 clusters Score: Raw -1126112.655778 + Penalty 1795.602159 = -1124317.053620 nChanged 5 SP:Iteration 106Q (4926.298770 sec): 3 clusters Score: Raw -1126113.022063 + Penalty 1795.602159 = -1124317.419904 nChanged 7 SP:Iteration 107Q (4926.361179 sec): 3 clusters Score: Raw -1126113.575656 + Penalty 1795.602159 = -1124317.973497 nChanged 7 SP:Iteration 108Q (4926.423968 sec): 3 clusters Score: Raw -1126114.072487 + Penalty 1795.602159 = -1124318.470328 nChanged 5 SP:Iteration 109Q (4926.482976 sec): 3 clusters Score: Raw -1126114.634168 + Penalty 1795.602159 = -1124319.032009 nChanged 6 SP:Iteration 110Q (4926.543508 sec): 3 clusters Score: Raw -1126115.069918 + Penalty 1795.602159 = -1124319.467760 nChanged 5 SP:Iteration 111Q (4926.606237 sec): 3 clusters Score: Raw -1126115.484065 + Penalty 1795.602159 = -1124319.881906 nChanged 6 SP:Iteration 112Q (4926.662153 sec): 3 clusters Score: Raw -1126116.067098 + Penalty 1795.602159 = -1124320.464939 nChanged 4 SP:Iteration 113Q (4926.725376 sec): 3 clusters Score: Raw -1126116.354057 + Penalty 1795.602159 = -1124320.751899 nChanged 4 SP:Iteration 114Q (4926.788309 sec): 3 clusters Score: Raw -1126116.613479 + Penalty 1795.602159 = -1124321.011320 nChanged 7 SP:Iteration 115Q (4926.851003 sec): 3 clusters Score: Raw -1126117.166859 + Penalty 1795.602159 = -1124321.564700 nChanged 11 SP:Iteration 116Q (4926.913364 sec): 3 clusters Score: Raw -1126118.537011 + Penalty 1795.602159 = -1124322.934852 nChanged 13 SP:Iteration 117Q (4926.986453 sec): 3 clusters Score: Raw -1126120.762194 + Penalty 1795.602159 = -1124325.160035 nChanged 20 SP:Iteration 118Q (4927.035884 sec): 3 clusters Score: Raw -1126123.003407 + Penalty 1795.602159 = -1124327.401249 nChanged 17 SP:Iteration 119Q (4927.091961 sec): 3 clusters Score: Raw -1126124.539964 + Penalty 1795.602159 = -1124328.937805 nChanged 18 SP:Iteration 120F (4927.157111 sec): 3 clusters Score: Raw -1126126.385256 + Penalty 1795.602159 = -1124330.783097 nChanged 22 SP:Iteration 121Q (4927.217339 sec): 3 clusters Score: Raw -1126129.725779 + Penalty 1795.602159 = -1124334.123621 nChanged 24 SP:Iteration 122Q (4927.273981 sec): 3 clusters Score: Raw -1126132.677405 + Penalty 1795.602159 = -1124337.075246 nChanged 19 SP:Iteration 123Q (4927.337901 sec): 3 clusters Score: Raw -1126134.400481 + Penalty 1795.602159 = -1124338.798322 nChanged 16 SP:Iteration 124Q (4927.407542 sec): 3 clusters Score: Raw -1126136.206256 + Penalty 1795.602159 = -1124340.604097 nChanged 24 SP:Iteration 125Q (4927.459171 sec): 3 clusters Score: Raw -1126139.166577 + Penalty 1795.602159 = -1124343.564418 nChanged 26 SP:Iteration 126Q (4927.520669 sec): 3 clusters Score: Raw -1126142.110424 + Penalty 1795.602159 = -1124346.508266 nChanged 25 SP:Iteration 127Q (4927.596503 sec): 3 clusters Score: Raw -1126145.528210 + Penalty 1795.602159 = -1124349.926052 nChanged 29 SP:Iteration 128Q (4927.648582 sec): 3 clusters Score: Raw -1126148.854979 + Penalty 1795.602159 = -1124353.252820 nChanged 21 SP:Iteration 129Q (4927.719950 sec): 3 clusters Score: Raw -1126150.850011 + Penalty 1795.602159 = -1124355.247853 nChanged 16 SP:Iteration 130Q (4927.784634 sec): 3 clusters Score: Raw -1126152.520203 + Penalty 1795.602159 = -1124356.918044 nChanged 11 SP:Iteration 131Q (4927.849176 sec): 3 clusters Score: Raw -1126153.675034 + Penalty 1795.602159 = -1124358.072875 nChanged 12 SP:Iteration 132Q (4927.913612 sec): 3 clusters Score: Raw -1126154.653896 + Penalty 1795.602159 = -1124359.051737 nChanged 9 SP:Iteration 133Q (4927.967655 sec): 3 clusters Score: Raw -1126155.441292 + Penalty 1795.602159 = -1124359.839133 nChanged 9 SP:Iteration 134Q (4928.042143 sec): 3 clusters Score: Raw -1126156.171708 + Penalty 1795.602159 = -1124360.569549 nChanged 10 SP:Iteration 135Q (4928.106633 sec): 3 clusters Score: Raw -1126157.254329 + Penalty 1795.602159 = -1124361.652170 nChanged 15 SP:Iteration 136Q (4928.161081 sec): 3 clusters Score: Raw -1126158.809326 + Penalty 1795.602159 = -1124363.207168 nChanged 14 SP:Iteration 137Q (4928.226010 sec): 3 clusters Score: Raw -1126160.180186 + Penalty 1795.602159 = -1124364.578027 nChanged 12 SP:Iteration 138Q (4928.300519 sec): 3 clusters Score: Raw -1126161.017369 + Penalty 1795.602159 = -1124365.415210 nChanged 13 SP:Iteration 139Q (4928.355038 sec): 3 clusters Score: Raw -1126162.344633 + Penalty 1795.602159 = -1124366.742474 nChanged 13 SP:Iteration 140F (4928.420803 sec): 3 clusters Score: Raw -1126163.926772 + Penalty 1795.602159 = -1124368.324613 nChanged 22 SP:Iteration 141Q (4928.495793 sec): 3 clusters Score: Raw -1126167.076656 + Penalty 1795.602159 = -1124371.474497 nChanged 27 SP:Iteration 142Q (4928.560160 sec): 3 clusters Score: Raw -1126171.053903 + Penalty 1795.602159 = -1124375.451744 nChanged 28 SP:Iteration 143Q (4928.614259 sec): 3 clusters Score: Raw -1126175.424032 + Penalty 1795.602159 = -1124379.821873 nChanged 30 SP:Iteration 144Q (4928.679316 sec): 3 clusters Score: Raw -1126180.183093 + Penalty 1795.602159 = -1124384.580935 nChanged 34 SP:Iteration 145Q (4928.747095 sec): 3 clusters Score: Raw -1126185.178285 + Penalty 1795.602159 = -1124389.576126 nChanged 29 SP:Iteration 146Q (4928.800304 sec): 3 clusters Score: Raw -1126188.675879 + Penalty 1795.602159 = -1124393.073720 nChanged 24 SP:Iteration 147Q (4928.872564 sec): 3 clusters Score: Raw -1126191.627830 + Penalty 1795.602159 = -1124396.025671 nChanged 19 SP:Iteration 148Q (4928.915244 sec): 3 clusters Score: Raw -1126194.779918 + Penalty 1795.602159 = -1124399.177759 nChanged 20 SP:Iteration 149Q (4928.990497 sec): 3 clusters Score: Raw -1126197.046387 + Penalty 1795.602159 = -1124401.444228 nChanged 20 SP:Iteration 150Q (4929.054642 sec): 3 clusters Score: Raw -1126199.313127 + Penalty 1795.602159 = -1124403.710968 nChanged 18 SP:Iteration 151Q (4929.118000 sec): 3 clusters Score: Raw -1126201.489543 + Penalty 1795.602159 = -1124405.887384 nChanged 20 SP:Iteration 152Q (4929.171728 sec): 3 clusters Score: Raw -1126204.197375 + Penalty 1795.602159 = -1124408.595216 nChanged 22 SP:Iteration 153Q (4929.244525 sec): 3 clusters Score: Raw -1126207.347820 + Penalty 1795.602159 = -1124411.745661 nChanged 21 SP:Iteration 154Q (4929.307062 sec): 3 clusters Score: Raw -1126209.486122 + Penalty 1795.602159 = -1124413.883963 nChanged 13 SP:Iteration 155Q (4929.365826 sec): 3 clusters Score: Raw -1126211.053892 + Penalty 1795.602159 = -1124415.451733 nChanged 17 SP:Iteration 156Q (4929.429786 sec): 3 clusters Score: Raw -1126213.231695 + Penalty 1795.602159 = -1124417.629536 nChanged 23 SP:Iteration 157Q (4929.493678 sec): 3 clusters Score: Raw -1126215.926570 + Penalty 1795.602159 = -1124420.324411 nChanged 22 SP:Iteration 158Q (4929.557704 sec): 3 clusters Score: Raw -1126218.725725 + Penalty 1795.602159 = -1124423.123566 nChanged 13 SP:Iteration 159Q (4929.621716 sec): 3 clusters Score: Raw -1126219.709082 + Penalty 1795.602159 = -1124424.106923 nChanged 10 SP:Iteration 160F (4929.676978 sec): 3 clusters Score: Raw -1126220.608002 + Penalty 1795.602159 = -1124425.005843 nChanged 12 SP:Iteration 161Q (4929.739634 sec): 3 clusters Score: Raw -1126221.828288 + Penalty 1795.602159 = -1124426.226129 nChanged 9 SP:Iteration 162Q (4929.795044 sec): 3 clusters Score: Raw -1126222.757047 + Penalty 1795.602159 = -1124427.154889 nChanged 7 SP:Iteration 163Q (4929.855559 sec): 3 clusters Score: Raw -1126223.148559 + Penalty 1795.602159 = -1124427.546400 nChanged 4 SP:Iteration 164Q (4929.928338 sec): 3 clusters Score: Raw -1126223.383503 + Penalty 1795.602159 = -1124427.781345 nChanged 5 SP:Iteration 165Q (4929.992109 sec): 3 clusters Score: Raw -1126223.700443 + Penalty 1795.602159 = -1124428.098284 nChanged 5 SP:Iteration 166Q (4930.057700 sec): 3 clusters Score: Raw -1126223.916485 + Penalty 1795.602159 = -1124428.314326 nChanged 2 SP:Iteration 167Q (4930.122372 sec): 3 clusters Score: Raw -1126224.072504 + Penalty 1795.602159 = -1124428.470345 nChanged 1 SP:Iteration 168Q (4930.174545 sec): 3 clusters Score: Raw -1126224.137277 + Penalty 1795.602159 = -1124428.535118 nChanged 3 SP:Iteration 169Q (4930.239058 sec): 3 clusters Score: Raw -1126224.466029 + Penalty 1795.602159 = -1124428.863870 nChanged 3 SP:Iteration 170Q (4930.301015 sec): 3 clusters Score: Raw -1126224.775528 + Penalty 1795.602159 = -1124429.173369 nChanged 5 SP:Iteration 171Q (4930.363215 sec): 3 clusters Score: Raw -1126225.072246 + Penalty 1795.602159 = -1124429.470087 nChanged 4 SP:Iteration 172Q (4930.425147 sec): 3 clusters Score: Raw -1126225.255304 + Penalty 1795.602159 = -1124429.653145 nChanged 5 SP:Iteration 173Q (4930.488515 sec): 3 clusters Score: Raw -1126225.765923 + Penalty 1795.602159 = -1124430.163764 nChanged 5 SP:Iteration 174Q (4930.552543 sec): 3 clusters Score: Raw -1126226.180680 + Penalty 1795.602159 = -1124430.578521 nChanged 4 SP:Iteration 175Q (4930.619298 sec): 3 clusters Score: Raw -1126226.856000 + Penalty 1795.602159 = -1124431.253841 nChanged 6 SP:Iteration 176Q (4930.683659 sec): 3 clusters Score: Raw -1126227.454904 + Penalty 1795.602159 = -1124431.852745 nChanged 4 SP:Iteration 177Q (4930.737896 sec): 3 clusters Score: Raw -1126227.780370 + Penalty 1795.602159 = -1124432.178211 nChanged 4 SP:Iteration 178Q (4930.801919 sec): 3 clusters Score: Raw -1126228.022237 + Penalty 1795.602159 = -1124432.420078 nChanged 1 SP:Iteration 179Q (4930.864888 sec): 3 clusters Score: Raw -1126228.246599 + Penalty 1795.602159 = -1124432.644440 nChanged 2 SP:Iteration 180F (4930.929961 sec): 3 clusters Score: Raw -1126228.386534 + Penalty 1795.602159 = -1124432.784375 nChanged 1 SP:Iteration 181Q (4930.983509 sec): 3 clusters Score: Raw -1126228.527924 + Penalty 1795.602159 = -1124432.925766 nChanged 2 SP:Iteration 182Q (4931.053260 sec): 3 clusters Score: Raw -1126228.597021 + Penalty 1795.602159 = -1124432.994862 nChanged 0 SP:Iteration 183F (4931.111187 sec): 3 clusters Score: Raw -1126228.597021 + Penalty 1795.602159 = -1124432.994862 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4931.139478 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4931.194078 sec): 3 clusters Score: Raw -286658.965103 + Penalty 1545.493112 = -285113.471992 nChanged 1406 SP:Iteration 1F (4931.253905 sec): 3 clusters Score: Raw -287424.296126 + Penalty 1545.493112 = -285878.803014 nChanged 247 SP:Iteration 2F (4931.286836 sec): 3 clusters Score: Raw -287647.182030 + Penalty 1545.493112 = -286101.688918 nChanged 264 SP:Iteration 3F (4931.340437 sec): 3 clusters Score: Raw -287903.967725 + Penalty 1545.493112 = -286358.474613 nChanged 244 SP:Iteration 4F (4931.392751 sec): 3 clusters Score: Raw -288087.009253 + Penalty 1545.493112 = -286541.516141 nChanged 206 SP:Iteration 5F (4931.437892 sec): 3 clusters Score: Raw -288235.382612 + Penalty 1545.493112 = -286689.889500 nChanged 177 SP:Iteration 6F (4931.489960 sec): 3 clusters Score: Raw -288340.925910 + Penalty 1545.493112 = -286795.432798 nChanged 136 SP:Iteration 7Q (4931.541544 sec): 3 clusters Score: Raw -288427.333277 + Penalty 1545.493112 = -286881.840166 nChanged 135 SP:Iteration 8Q (4931.599767 sec): 3 clusters Score: Raw -288503.520173 + Penalty 1545.493112 = -286958.027061 nChanged 105 SP:Iteration 9Q (4931.649428 sec): 3 clusters Score: Raw -288559.786956 + Penalty 1545.493112 = -287014.293844 nChanged 79 SP:Iteration 10Q (4931.702314 sec): 3 clusters Score: Raw -288599.306675 + Penalty 1545.493112 = -287053.813563 nChanged 56 SP:Iteration 11Q (4931.756478 sec): 3 clusters Score: Raw -288622.215999 + Penalty 1545.493112 = -287076.722888 nChanged 46 SP:Iteration 12Q (4931.808339 sec): 3 clusters Score: Raw -288638.692648 + Penalty 1545.493112 = -287093.199536 nChanged 40 SP:Iteration 13Q (4931.846305 sec): 3 clusters Score: Raw -288654.726134 + Penalty 1545.493112 = -287109.233023 nChanged 43 SP:Iteration 14Q (4931.897253 sec): 3 clusters Score: Raw -288670.933187 + Penalty 1545.493112 = -287125.440075 nChanged 26 SP:Iteration 15Q (4931.949364 sec): 3 clusters Score: Raw -288678.205285 + Penalty 1545.493112 = -287132.712173 nChanged 17 SP:Iteration 16Q (4931.996895 sec): 3 clusters Score: Raw -288682.349631 + Penalty 1545.493112 = -287136.856519 nChanged 10 SP:Iteration 17Q (4932.049576 sec): 3 clusters Score: Raw -288685.842582 + Penalty 1545.493112 = -287140.349470 nChanged 13 SP:Iteration 18Q (4932.102050 sec): 3 clusters Score: Raw -288689.454786 + Penalty 1545.493112 = -287143.961674 nChanged 10 SP:Iteration 19Q (4932.156218 sec): 3 clusters Score: Raw -288691.471057 + Penalty 1545.493112 = -287145.977945 nChanged 13 SP:Iteration 20F (4932.205519 sec): 3 clusters Score: Raw -288695.572508 + Penalty 1545.493112 = -287150.079396 nChanged 14 SP:Iteration 21Q (4932.267321 sec): 3 clusters Score: Raw -288699.310818 + Penalty 1545.493112 = -287153.817707 nChanged 15 SP:Iteration 22Q (4932.318879 sec): 3 clusters Score: Raw -288704.133935 + Penalty 1545.493112 = -287158.640823 nChanged 23 SP:Iteration 23Q (4932.374656 sec): 3 clusters Score: Raw -288713.559259 + Penalty 1545.493112 = -287168.066147 nChanged 23 SP:Iteration 24Q (4932.421942 sec): 3 clusters Score: Raw -288720.894704 + Penalty 1545.493112 = -287175.401592 nChanged 21 SP:Iteration 25Q (4932.472005 sec): 3 clusters Score: Raw -288726.716347 + Penalty 1545.493112 = -287181.223235 nChanged 22 SP:Iteration 26Q (4932.519927 sec): 3 clusters Score: Raw -288733.549356 + Penalty 1545.493112 = -287188.056244 nChanged 21 SP:Iteration 27Q (4932.575285 sec): 3 clusters Score: Raw -288739.431860 + Penalty 1545.493112 = -287193.938749 nChanged 15 SP:Iteration 28Q (4932.626408 sec): 3 clusters Score: Raw -288743.736682 + Penalty 1545.493112 = -287198.243570 nChanged 15 SP:Iteration 29Q (4932.664340 sec): 3 clusters Score: Raw -288749.017974 + Penalty 1545.493112 = -287203.524863 nChanged 11 SP:Iteration 30Q (4932.726300 sec): 3 clusters Score: Raw -288752.623730 + Penalty 1545.493112 = -287207.130619 nChanged 11 SP:Iteration 31Q (4932.774728 sec): 3 clusters Score: Raw -288755.705619 + Penalty 1545.493112 = -287210.212508 nChanged 12 SP:Iteration 32Q (4932.806067 sec): 3 clusters Score: Raw -288759.368021 + Penalty 1545.493112 = -287213.874909 nChanged 12 SP:Iteration 33Q (4932.845520 sec): 3 clusters Score: Raw -288763.615779 + Penalty 1545.493112 = -287218.122667 nChanged 11 SP:Iteration 34Q (4932.894041 sec): 3 clusters Score: Raw -288766.561149 + Penalty 1545.493112 = -287221.068037 nChanged 7 SP:Iteration 35Q (4932.944455 sec): 3 clusters Score: Raw -288768.853416 + Penalty 1545.493112 = -287223.360304 nChanged 7 SP:Iteration 36Q (4932.994037 sec): 3 clusters Score: Raw -288770.450220 + Penalty 1545.493112 = -287224.957109 nChanged 5 SP:Iteration 37Q (4933.060613 sec): 3 clusters Score: Raw -288771.493493 + Penalty 1545.493112 = -287226.000381 nChanged 6 SP:Iteration 38Q (4933.104943 sec): 3 clusters Score: Raw -288773.120075 + Penalty 1545.493112 = -287227.626963 nChanged 5 SP:Iteration 39Q (4933.151155 sec): 3 clusters Score: Raw -288774.224411 + Penalty 1545.493112 = -287228.731299 nChanged 5 SP:Iteration 40F (4933.199607 sec): 3 clusters Score: Raw -288775.205911 + Penalty 1545.493112 = -287229.712799 nChanged 2 SP:Iteration 41Q (4933.247091 sec): 3 clusters Score: Raw -288775.800242 + Penalty 1545.493112 = -287230.307130 nChanged 6 SP:Iteration 42Q (4933.302988 sec): 3 clusters Score: Raw -288777.643836 + Penalty 1545.493112 = -287232.150724 nChanged 6 SP:Iteration 43Q (4933.357034 sec): 3 clusters Score: Raw -288779.217436 + Penalty 1545.493112 = -287233.724324 nChanged 4 SP:Iteration 44Q (4933.409173 sec): 3 clusters Score: Raw -288780.401304 + Penalty 1545.493112 = -287234.908192 nChanged 3 SP:Iteration 45Q (4933.451174 sec): 3 clusters Score: Raw -288781.192224 + Penalty 1545.493112 = -287235.699112 nChanged 3 SP:Iteration 46Q (4933.507588 sec): 3 clusters Score: Raw -288782.322314 + Penalty 1545.493112 = -287236.829203 nChanged 7 SP:Iteration 47Q (4933.561453 sec): 3 clusters Score: Raw -288783.940473 + Penalty 1545.493112 = -287238.447362 nChanged 8 SP:Iteration 48Q (4933.614046 sec): 3 clusters Score: Raw -288786.332144 + Penalty 1545.493112 = -287240.839032 nChanged 5 SP:Iteration 49Q (4933.667845 sec): 3 clusters Score: Raw -288787.171500 + Penalty 1545.493112 = -287241.678388 nChanged 1 SP:Iteration 50Q (4933.719286 sec): 3 clusters Score: Raw -288787.341375 + Penalty 1545.493112 = -287241.848263 nChanged 3 SP:Iteration 51Q (4933.772363 sec): 3 clusters Score: Raw -288787.699430 + Penalty 1545.493112 = -287242.206318 nChanged 1 SP:Iteration 52Q (4933.810710 sec): 3 clusters Score: Raw -288787.986730 + Penalty 1545.493112 = -287242.493618 nChanged 2 SP:Iteration 53Q (4933.870939 sec): 3 clusters Score: Raw -288788.201455 + Penalty 1545.493112 = -287242.708344 nChanged 3 SP:Iteration 54Q (4933.921436 sec): 3 clusters Score: Raw -288790.117033 + Penalty 1545.493112 = -287244.623921 nChanged 6 SP:Iteration 55Q (4933.976973 sec): 3 clusters Score: Raw -288791.465527 + Penalty 1545.493112 = -287245.972416 nChanged 4 SP:Iteration 56Q (4934.032680 sec): 3 clusters Score: Raw -288792.410667 + Penalty 1545.493112 = -287246.917555 nChanged 3 SP:Iteration 57Q (4934.077683 sec): 3 clusters Score: Raw -288792.850929 + Penalty 1545.493112 = -287247.357818 nChanged 0 SP:Iteration 58F (4934.133817 sec): 3 clusters Score: Raw -288792.850929 + Penalty 1545.493112 = -287247.357818 nChanged 0 Trying to split cluster 23 (1639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4934.156638 sec): 2 clusters Score: Raw -124215.542689 + Penalty 703.174950 = -123512.367740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4934.212946 sec): 3 clusters Score: Raw -123462.937422 + Penalty 1406.349900 = -122056.587522 nChanged 620 SP:Iteration 1F (4934.264669 sec): 3 clusters Score: Raw -123874.833614 + Penalty 1406.349900 = -122468.483714 nChanged 151 SP:Iteration 2F (4934.300941 sec): 3 clusters Score: Raw -124019.038294 + Penalty 1406.349900 = -122612.688394 nChanged 129 SP:Iteration 3F (4934.352665 sec): 3 clusters Score: Raw -124161.032378 + Penalty 1406.349900 = -122754.682478 nChanged 108 SP:Iteration 4F (4934.404740 sec): 3 clusters Score: Raw -124291.779013 + Penalty 1406.349900 = -122885.429113 nChanged 88 SP:Iteration 5F (4934.456506 sec): 3 clusters Score: Raw -124386.641620 + Penalty 1406.349900 = -122980.291720 nChanged 59 SP:Iteration 6Q (4934.506493 sec): 3 clusters Score: Raw -124457.914053 + Penalty 1406.349900 = -123051.564153 nChanged 57 SP:Iteration 7Q (4934.564936 sec): 3 clusters Score: Raw -124536.976716 + Penalty 1406.349900 = -123130.626816 nChanged 56 SP:Iteration 8Q (4934.616113 sec): 3 clusters Score: Raw -124605.839636 + Penalty 1406.349900 = -123199.489736 nChanged 49 SP:Iteration 9Q (4934.664906 sec): 3 clusters Score: Raw -124663.589331 + Penalty 1406.349900 = -123257.239431 nChanged 44 SP:Iteration 10Q (4934.713596 sec): 3 clusters Score: Raw -124693.664898 + Penalty 1406.349900 = -123287.314998 nChanged 28 SP:Iteration 11Q (4934.767360 sec): 3 clusters Score: Raw -124719.597309 + Penalty 1406.349900 = -123313.247409 nChanged 23 SP:Iteration 12Q (4934.814611 sec): 3 clusters Score: Raw -124740.559261 + Penalty 1406.349900 = -123334.209361 nChanged 22 SP:Iteration 13Q (4934.865110 sec): 3 clusters Score: Raw -124756.380622 + Penalty 1406.349900 = -123350.030722 nChanged 13 SP:Iteration 14Q (4934.900800 sec): 3 clusters Score: Raw -124766.028612 + Penalty 1406.349900 = -123359.678712 nChanged 15 SP:Iteration 15Q (4934.946059 sec): 3 clusters Score: Raw -124776.619699 + Penalty 1406.349900 = -123370.269799 nChanged 11 SP:Iteration 16Q (4934.991668 sec): 3 clusters Score: Raw -124784.068175 + Penalty 1406.349900 = -123377.718275 nChanged 8 SP:Iteration 17Q (4935.044011 sec): 3 clusters Score: Raw -124789.005109 + Penalty 1406.349900 = -123382.655209 nChanged 8 SP:Iteration 18Q (4935.084742 sec): 3 clusters Score: Raw -124794.861887 + Penalty 1406.349900 = -123388.511987 nChanged 6 SP:Iteration 19Q (4935.133041 sec): 3 clusters Score: Raw -124797.748042 + Penalty 1406.349900 = -123391.398142 nChanged 5 SP:Iteration 20F (4935.183573 sec): 3 clusters Score: Raw -124801.839927 + Penalty 1406.349900 = -123395.490027 nChanged 5 SP:Iteration 21Q (4935.231752 sec): 3 clusters Score: Raw -124804.330622 + Penalty 1406.349900 = -123397.980722 nChanged 4 SP:Iteration 22Q (4935.279857 sec): 3 clusters Score: Raw -124806.475158 + Penalty 1406.349900 = -123400.125258 nChanged 2 SP:Iteration 23Q (4935.321289 sec): 3 clusters Score: Raw -124807.626437 + Penalty 1406.349900 = -123401.276537 nChanged 0 SP:Iteration 24F (4935.372823 sec): 3 clusters Score: Raw -124807.626437 + Penalty 1406.349900 = -123401.276537 nChanged 0 Trying to split cluster 24 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4935.389621 sec): 2 clusters Score: Raw -15865.043273 + Penalty 531.850086 = -15333.193187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4935.439089 sec): 3 clusters Score: Raw -16019.716335 + Penalty 1063.700172 = -14956.016163 nChanged 81 SP:Iteration 1F (4935.441321 sec): 3 clusters Score: Raw -16318.846225 + Penalty 1063.700172 = -15255.146053 nChanged 24 SP:Iteration 2F (4935.442878 sec): 3 clusters Score: Raw -16438.259622 + Penalty 1063.700172 = -15374.559450 nChanged 11 SP:Iteration 3Q (4935.444324 sec): 3 clusters Score: Raw -16482.061272 + Penalty 1063.700172 = -15418.361100 nChanged 2 SP:Iteration 4Q (4935.445765 sec): 3 clusters Score: Raw -16492.596280 + Penalty 1063.700172 = -15428.896108 nChanged 2 SP:Iteration 5Q (4935.447194 sec): 3 clusters Score: Raw -16497.733856 + Penalty 1063.700172 = -15434.033684 nChanged 1 SP:Iteration 6Q (4935.448628 sec): 3 clusters Score: Raw -16502.634928 + Penalty 1063.700172 = -15438.934756 nChanged 1 SP:Iteration 7Q (4935.450049 sec): 3 clusters Score: Raw -16514.176842 + Penalty 1063.700172 = -15450.476670 nChanged 1 SP:Iteration 8Q (4935.451514 sec): 3 clusters Score: Raw -16553.744592 + Penalty 1063.700172 = -15490.044420 nChanged 2 SP:Iteration 9Q (4935.452974 sec): 3 clusters Score: Raw -16555.561420 + Penalty 1063.700172 = -15491.861248 nChanged 0 SP:Iteration 10F (4935.454451 sec): 3 clusters Score: Raw -16555.561420 + Penalty 1063.700172 = -15491.861248 nChanged 0 Score: Raw -69585805.107289 + Penalty 59620.935958 = -69526184.171331 Splitting cluster 24 changes total score from -69526789.182374 to -69526184.171331 So it's not getting split. Trying to split cluster 25 (2576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4953.957655 sec): 2 clusters Score: Raw -218517.593518 + Penalty 746.129343 = -217771.464174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4953.995972 sec): 3 clusters Score: Raw -217184.012109 + Penalty 1492.258687 = -215691.753423 nChanged 1048 SP:Iteration 1F (4954.052428 sec): 3 clusters Score: Raw -217827.977665 + Penalty 1492.258687 = -216335.718978 nChanged 190 SP:Iteration 2F (4954.088377 sec): 3 clusters Score: Raw -217935.437963 + Penalty 1492.258687 = -216443.179276 nChanged 128 SP:Iteration 3Q (4954.134296 sec): 3 clusters Score: Raw -218004.004524 + Penalty 1492.258687 = -216511.745838 nChanged 106 SP:Iteration 4Q (4954.192293 sec): 3 clusters Score: Raw -218054.232814 + Penalty 1492.258687 = -216561.974128 nChanged 85 SP:Iteration 5Q (4954.245014 sec): 3 clusters Score: Raw -218107.196150 + Penalty 1492.258687 = -216614.937463 nChanged 74 SP:Iteration 6Q (4954.293991 sec): 3 clusters Score: Raw -218146.577254 + Penalty 1492.258687 = -216654.318567 nChanged 64 SP:Iteration 7Q (4954.348587 sec): 3 clusters Score: Raw -218173.605159 + Penalty 1492.258687 = -216681.346473 nChanged 47 SP:Iteration 8Q (4954.397468 sec): 3 clusters Score: Raw -218196.663447 + Penalty 1492.258687 = -216704.404760 nChanged 58 SP:Iteration 9Q (4954.452008 sec): 3 clusters Score: Raw -218223.594471 + Penalty 1492.258687 = -216731.335784 nChanged 53 SP:Iteration 10Q (4954.492690 sec): 3 clusters Score: Raw -218255.006605 + Penalty 1492.258687 = -216762.747918 nChanged 64 SP:Iteration 11Q (4954.544585 sec): 3 clusters Score: Raw -218297.222272 + Penalty 1492.258687 = -216804.963585 nChanged 63 SP:Iteration 12Q (4954.608350 sec): 3 clusters Score: Raw -218337.709038 + Penalty 1492.258687 = -216845.450352 nChanged 62 SP:Iteration 13Q (4954.656963 sec): 3 clusters Score: Raw -218372.276114 + Penalty 1492.258687 = -216880.017428 nChanged 49 SP:Iteration 14Q (4954.700229 sec): 3 clusters Score: Raw -218396.787642 + Penalty 1492.258687 = -216904.528956 nChanged 46 SP:Iteration 15Q (4954.751719 sec): 3 clusters Score: Raw -218417.441332 + Penalty 1492.258687 = -216925.182645 nChanged 46 SP:Iteration 16Q (4954.812903 sec): 3 clusters Score: Raw -218443.288129 + Penalty 1492.258687 = -216951.029443 nChanged 45 SP:Iteration 17Q (4954.869267 sec): 3 clusters Score: Raw -218467.035526 + Penalty 1492.258687 = -216974.776839 nChanged 39 SP:Iteration 18Q (4954.919769 sec): 3 clusters Score: Raw -218485.653010 + Penalty 1492.258687 = -216993.394324 nChanged 34 SP:Iteration 19Q (4954.969555 sec): 3 clusters Score: Raw -218501.328769 + Penalty 1492.258687 = -217009.070082 nChanged 36 SP:Iteration 20F (4955.021628 sec): 3 clusters Score: Raw -218520.723658 + Penalty 1492.258687 = -217028.464971 nChanged 44 SP:Iteration 21Q (4955.063950 sec): 3 clusters Score: Raw -218544.349560 + Penalty 1492.258687 = -217052.090873 nChanged 38 SP:Iteration 22Q (4955.116626 sec): 3 clusters Score: Raw -218561.962677 + Penalty 1492.258687 = -217069.703990 nChanged 32 SP:Iteration 23Q (4955.175448 sec): 3 clusters Score: Raw -218574.765690 + Penalty 1492.258687 = -217082.507003 nChanged 18 SP:Iteration 24Q (4955.217316 sec): 3 clusters Score: Raw -218582.365131 + Penalty 1492.258687 = -217090.106445 nChanged 21 SP:Iteration 25Q (4955.256550 sec): 3 clusters Score: Raw -218592.676081 + Penalty 1492.258687 = -217100.417394 nChanged 21 SP:Iteration 26Q (4955.308787 sec): 3 clusters Score: Raw -218607.704021 + Penalty 1492.258687 = -217115.445334 nChanged 25 SP:Iteration 27Q (4955.352482 sec): 3 clusters Score: Raw -218630.787557 + Penalty 1492.258687 = -217138.528870 nChanged 24 SP:Iteration 28Q (4955.404935 sec): 3 clusters Score: Raw -218646.939508 + Penalty 1492.258687 = -217154.680821 nChanged 37 SP:Iteration 29Q (4955.455714 sec): 3 clusters Score: Raw -218665.956973 + Penalty 1492.258687 = -217173.698287 nChanged 22 SP:Iteration 30Q (4955.494495 sec): 3 clusters Score: Raw -218674.909737 + Penalty 1492.258687 = -217182.651051 nChanged 14 SP:Iteration 31Q (4955.504039 sec): 3 clusters Score: Raw -218681.135471 + Penalty 1492.258687 = -217188.876784 nChanged 17 SP:Iteration 32Q (4955.513182 sec): 3 clusters Score: Raw -218687.871898 + Penalty 1492.258687 = -217195.613211 nChanged 14 SP:Iteration 33Q (4955.522368 sec): 3 clusters Score: Raw -218695.025513 + Penalty 1492.258687 = -217202.766827 nChanged 16 SP:Iteration 34Q (4955.531512 sec): 3 clusters Score: Raw -218701.935240 + Penalty 1492.258687 = -217209.676553 nChanged 15 SP:Iteration 35Q (4955.540619 sec): 3 clusters Score: Raw -218707.651601 + Penalty 1492.258687 = -217215.392915 nChanged 13 SP:Iteration 36Q (4955.549757 sec): 3 clusters Score: Raw -218713.425059 + Penalty 1492.258687 = -217221.166372 nChanged 8 SP:Iteration 37Q (4955.558845 sec): 3 clusters Score: Raw -218718.002154 + Penalty 1492.258687 = -217225.743468 nChanged 8 SP:Iteration 38Q (4955.567935 sec): 3 clusters Score: Raw -218721.473000 + Penalty 1492.258687 = -217229.214313 nChanged 6 SP:Iteration 39Q (4955.576951 sec): 3 clusters Score: Raw -218724.331809 + Penalty 1492.258687 = -217232.073123 nChanged 10 SP:Iteration 40F (4955.586306 sec): 3 clusters Score: Raw -218727.910321 + Penalty 1492.258687 = -217235.651635 nChanged 10 SP:Iteration 41Q (4955.607467 sec): 3 clusters Score: Raw -218730.880068 + Penalty 1492.258687 = -217238.621381 nChanged 9 SP:Iteration 42Q (4955.617001 sec): 3 clusters Score: Raw -218733.399937 + Penalty 1492.258687 = -217241.141250 nChanged 5 SP:Iteration 43Q (4955.626159 sec): 3 clusters Score: Raw -218734.233699 + Penalty 1492.258687 = -217241.975012 nChanged 3 SP:Iteration 44Q (4955.635218 sec): 3 clusters Score: Raw -218735.151509 + Penalty 1492.258687 = -217242.892822 nChanged 5 SP:Iteration 45Q (4955.644311 sec): 3 clusters Score: Raw -218735.988884 + Penalty 1492.258687 = -217243.730198 nChanged 3 SP:Iteration 46Q (4955.653444 sec): 3 clusters Score: Raw -218737.251372 + Penalty 1492.258687 = -217244.992685 nChanged 4 SP:Iteration 47Q (4955.662490 sec): 3 clusters Score: Raw -218738.008723 + Penalty 1492.258687 = -217245.750036 nChanged 4 SP:Iteration 48Q (4955.671664 sec): 3 clusters Score: Raw -218739.591741 + Penalty 1492.258687 = -217247.333054 nChanged 9 SP:Iteration 49Q (4955.680691 sec): 3 clusters Score: Raw -218743.248111 + Penalty 1492.258687 = -217250.989424 nChanged 8 SP:Iteration 50Q (4955.689736 sec): 3 clusters Score: Raw -218745.411268 + Penalty 1492.258687 = -217253.152582 nChanged 7 SP:Iteration 51Q (4955.698849 sec): 3 clusters Score: Raw -218747.273045 + Penalty 1492.258687 = -217255.014358 nChanged 4 SP:Iteration 52Q (4955.753291 sec): 3 clusters Score: Raw -218748.131746 + Penalty 1492.258687 = -217255.873059 nChanged 5 SP:Iteration 53Q (4955.799947 sec): 3 clusters Score: Raw -218749.349927 + Penalty 1492.258687 = -217257.091240 nChanged 1 SP:Iteration 54Q (4955.830909 sec): 3 clusters Score: Raw -218749.653810 + Penalty 1492.258687 = -217257.395124 nChanged 1 SP:Iteration 55Q (4955.884760 sec): 3 clusters Score: Raw -218749.864719 + Penalty 1492.258687 = -217257.606033 nChanged 2 SP:Iteration 56Q (4955.946014 sec): 3 clusters Score: Raw -218750.140654 + Penalty 1492.258687 = -217257.881968 nChanged 0 SP:Iteration 57F (4955.999245 sec): 3 clusters Score: Raw -218750.140654 + Penalty 1492.258687 = -217257.881968 nChanged 0 Trying to split cluster 26 (23833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4956.050286 sec): 2 clusters Score: Raw -2026792.028683 + Penalty 957.488513 = -2025834.540170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4956.129310 sec): 3 clusters Score: Raw -2011737.436615 + Penalty 1914.977026 = -2009822.459589 nChanged 11122 SP:Iteration 1F (4956.207991 sec): 3 clusters Score: Raw -2018051.221315 + Penalty 1914.977026 = -2016136.244289 nChanged 994 SP:Iteration 2Q (4956.283903 sec): 3 clusters Score: Raw -2018342.513979 + Penalty 1914.977026 = -2016427.536952 nChanged 990 SP:Iteration 3Q (4956.359353 sec): 3 clusters Score: Raw -2018659.275039 + Penalty 1914.977026 = -2016744.298013 nChanged 1059 SP:Iteration 4Q (4956.427685 sec): 3 clusters Score: Raw -2019064.586547 + Penalty 1914.977026 = -2017149.609521 nChanged 1116 SP:Iteration 5Q (4956.501304 sec): 3 clusters Score: Raw -2019576.187452 + Penalty 1914.977026 = -2017661.210425 nChanged 1226 SP:Iteration 6F (4956.564198 sec): 3 clusters Score: Raw -2020333.406042 + Penalty 1914.977026 = -2018418.429015 nChanged 1402 SP:Iteration 7F (4956.644526 sec): 3 clusters Score: Raw -2021436.142091 + Penalty 1914.977026 = -2019521.165065 nChanged 1514 SP:Iteration 8F (4956.713330 sec): 3 clusters Score: Raw -2022847.432437 + Penalty 1914.977026 = -2020932.455411 nChanged 1463 SP:Iteration 9F (4956.799583 sec): 3 clusters Score: Raw -2024208.585219 + Penalty 1914.977026 = -2022293.608193 nChanged 1144 SP:Iteration 10Q (4956.864905 sec): 3 clusters Score: Raw -2024996.967080 + Penalty 1914.977026 = -2023081.990054 nChanged 731 SP:Iteration 11Q (4956.937972 sec): 3 clusters Score: Raw -2025412.446170 + Penalty 1914.977026 = -2023497.469144 nChanged 523 SP:Iteration 12Q (4957.027013 sec): 3 clusters Score: Raw -2025711.068790 + Penalty 1914.977026 = -2023796.091763 nChanged 450 SP:Iteration 13Q (4957.096967 sec): 3 clusters Score: Raw -2025966.914177 + Penalty 1914.977026 = -2024051.937151 nChanged 396 SP:Iteration 14Q (4957.174399 sec): 3 clusters Score: Raw -2026164.929767 + Penalty 1914.977026 = -2024249.952741 nChanged 352 SP:Iteration 15Q (4957.260115 sec): 3 clusters Score: Raw -2026315.846601 + Penalty 1914.977026 = -2024400.869574 nChanged 297 SP:Iteration 16Q (4957.337965 sec): 3 clusters Score: Raw -2026424.359641 + Penalty 1914.977026 = -2024509.382615 nChanged 254 SP:Iteration 17Q (4957.411119 sec): 3 clusters Score: Raw -2026501.745827 + Penalty 1914.977026 = -2024586.768801 nChanged 198 SP:Iteration 18Q (4957.473601 sec): 3 clusters Score: Raw -2026549.924360 + Penalty 1914.977026 = -2024634.947334 nChanged 153 SP:Iteration 19Q (4957.552347 sec): 3 clusters Score: Raw -2026577.451656 + Penalty 1914.977026 = -2024662.474630 nChanged 125 SP:Iteration 20F (4957.623656 sec): 3 clusters Score: Raw -2026597.093628 + Penalty 1914.977026 = -2024682.116601 nChanged 98 SP:Iteration 21Q (4957.694350 sec): 3 clusters Score: Raw -2026607.740227 + Penalty 1914.977026 = -2024692.763201 nChanged 63 SP:Iteration 22Q (4957.775732 sec): 3 clusters Score: Raw -2026613.776437 + Penalty 1914.977026 = -2024698.799411 nChanged 46 SP:Iteration 23Q (4957.836874 sec): 3 clusters Score: Raw -2026617.956824 + Penalty 1914.977026 = -2024702.979798 nChanged 45 SP:Iteration 24Q (4957.906576 sec): 3 clusters Score: Raw -2026621.608568 + Penalty 1914.977026 = -2024706.631542 nChanged 34 SP:Iteration 25Q (4957.978027 sec): 3 clusters Score: Raw -2026623.312313 + Penalty 1914.977026 = -2024708.335287 nChanged 25 SP:Iteration 26Q (4958.049214 sec): 3 clusters Score: Raw -2026624.966708 + Penalty 1914.977026 = -2024709.989681 nChanged 27 SP:Iteration 27Q (4958.088556 sec): 3 clusters Score: Raw -2026626.952869 + Penalty 1914.977026 = -2024711.975843 nChanged 24 SP:Iteration 28Q (4958.130236 sec): 3 clusters Score: Raw -2026628.399262 + Penalty 1914.977026 = -2024713.422236 nChanged 24 SP:Iteration 29Q (4958.208574 sec): 3 clusters Score: Raw -2026629.846336 + Penalty 1914.977026 = -2024714.869310 nChanged 20 SP:Iteration 30Q (4958.287859 sec): 3 clusters Score: Raw -2026630.956238 + Penalty 1914.977026 = -2024715.979212 nChanged 18 SP:Iteration 31Q (4958.363636 sec): 3 clusters Score: Raw -2026632.017015 + Penalty 1914.977026 = -2024717.039989 nChanged 17 SP:Iteration 32Q (4958.428690 sec): 3 clusters Score: Raw -2026632.876635 + Penalty 1914.977026 = -2024717.899609 nChanged 15 SP:Iteration 33Q (4958.515065 sec): 3 clusters Score: Raw -2026633.984491 + Penalty 1914.977026 = -2024719.007465 nChanged 16 SP:Iteration 34Q (4958.581890 sec): 3 clusters Score: Raw -2026634.847249 + Penalty 1914.977026 = -2024719.870223 nChanged 14 SP:Iteration 35Q (4958.643734 sec): 3 clusters Score: Raw -2026635.399808 + Penalty 1914.977026 = -2024720.422782 nChanged 10 SP:Iteration 36Q (4958.715593 sec): 3 clusters Score: Raw -2026635.848934 + Penalty 1914.977026 = -2024720.871908 nChanged 13 SP:Iteration 37Q (4958.787666 sec): 3 clusters Score: Raw -2026636.406892 + Penalty 1914.977026 = -2024721.429866 nChanged 11 SP:Iteration 38Q (4958.869379 sec): 3 clusters Score: Raw -2026636.940846 + Penalty 1914.977026 = -2024721.963820 nChanged 9 SP:Iteration 39Q (4958.946571 sec): 3 clusters Score: Raw -2026637.472642 + Penalty 1914.977026 = -2024722.495616 nChanged 10 SP:Iteration 40F (4959.027307 sec): 3 clusters Score: Raw -2026637.826666 + Penalty 1914.977026 = -2024722.849640 nChanged 10 SP:Iteration 41Q (4959.104709 sec): 3 clusters Score: Raw -2026638.341997 + Penalty 1914.977026 = -2024723.364971 nChanged 8 SP:Iteration 42Q (4959.182401 sec): 3 clusters Score: Raw -2026638.581966 + Penalty 1914.977026 = -2024723.604940 nChanged 5 SP:Iteration 43Q (4959.260197 sec): 3 clusters Score: Raw -2026638.795605 + Penalty 1914.977026 = -2024723.818579 nChanged 4 SP:Iteration 44Q (4959.335660 sec): 3 clusters Score: Raw -2026639.037305 + Penalty 1914.977026 = -2024724.060279 nChanged 6 SP:Iteration 45Q (4959.408367 sec): 3 clusters Score: Raw -2026639.414254 + Penalty 1914.977026 = -2024724.437228 nChanged 12 SP:Iteration 46Q (4959.482008 sec): 3 clusters Score: Raw -2026640.258400 + Penalty 1914.977026 = -2024725.281374 nChanged 17 SP:Iteration 47Q (4959.546823 sec): 3 clusters Score: Raw -2026641.418539 + Penalty 1914.977026 = -2024726.441513 nChanged 10 SP:Iteration 48Q (4959.620745 sec): 3 clusters Score: Raw -2026641.908594 + Penalty 1914.977026 = -2024726.931568 nChanged 16 SP:Iteration 49Q (4959.707486 sec): 3 clusters Score: Raw -2026642.859173 + Penalty 1914.977026 = -2024727.882147 nChanged 13 SP:Iteration 50Q (4959.784453 sec): 3 clusters Score: Raw -2026643.345235 + Penalty 1914.977026 = -2024728.368209 nChanged 11 SP:Iteration 51Q (4959.861451 sec): 3 clusters Score: Raw -2026643.728600 + Penalty 1914.977026 = -2024728.751573 nChanged 9 SP:Iteration 52Q (4959.937960 sec): 3 clusters Score: Raw -2026644.243739 + Penalty 1914.977026 = -2024729.266712 nChanged 11 SP:Iteration 53Q (4960.002562 sec): 3 clusters Score: Raw -2026644.710290 + Penalty 1914.977026 = -2024729.733263 nChanged 10 SP:Iteration 54Q (4960.079608 sec): 3 clusters Score: Raw -2026645.075438 + Penalty 1914.977026 = -2024730.098411 nChanged 7 SP:Iteration 55Q (4960.142414 sec): 3 clusters Score: Raw -2026645.248313 + Penalty 1914.977026 = -2024730.271286 nChanged 2 SP:Iteration 56Q (4960.214217 sec): 3 clusters Score: Raw -2026645.297287 + Penalty 1914.977026 = -2024730.320261 nChanged 1 SP:Iteration 57Q (4960.290791 sec): 3 clusters Score: Raw -2026645.346229 + Penalty 1914.977026 = -2024730.369202 nChanged 2 SP:Iteration 58Q (4960.365909 sec): 3 clusters Score: Raw -2026645.396100 + Penalty 1914.977026 = -2024730.419074 nChanged 0 SP:Iteration 59F (4960.444186 sec): 3 clusters Score: Raw -2026645.396100 + Penalty 1914.977026 = -2024730.419074 nChanged 0 Trying to split cluster 27 (31877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4960.511625 sec): 2 clusters Score: Raw -2824678.423655 + Penalty 985.115802 = -2823693.307853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4960.601034 sec): 3 clusters Score: Raw -2804440.182074 + Penalty 1970.231605 = -2802469.950469 nChanged 15079 SP:Iteration 1F (4960.672618 sec): 3 clusters Score: Raw -2813500.287920 + Penalty 1970.231605 = -2811530.056315 nChanged 1926 SP:Iteration 2F (4960.767775 sec): 3 clusters Score: Raw -2814576.258748 + Penalty 1970.231605 = -2812606.027143 nChanged 2097 SP:Iteration 3F (4960.856571 sec): 3 clusters Score: Raw -2815793.245238 + Penalty 1970.231605 = -2813823.013633 nChanged 2084 SP:Iteration 4F (4960.945396 sec): 3 clusters Score: Raw -2817025.963275 + Penalty 1970.231605 = -2815055.731670 nChanged 1941 SP:Iteration 5F (4961.013371 sec): 3 clusters Score: Raw -2818129.617938 + Penalty 1970.231605 = -2816159.386333 nChanged 1729 SP:Iteration 6F (4961.106757 sec): 3 clusters Score: Raw -2819011.718536 + Penalty 1970.231605 = -2817041.486931 nChanged 1449 SP:Iteration 7Q (4961.187489 sec): 3 clusters Score: Raw -2819666.417018 + Penalty 1970.231605 = -2817696.185413 nChanged 1152 SP:Iteration 8Q (4961.274925 sec): 3 clusters Score: Raw -2820138.136362 + Penalty 1970.231605 = -2818167.904757 nChanged 981 SP:Iteration 9Q (4961.329771 sec): 3 clusters Score: Raw -2820527.624669 + Penalty 1970.231605 = -2818557.393064 nChanged 803 SP:Iteration 10Q (4961.412372 sec): 3 clusters Score: Raw -2820803.306384 + Penalty 1970.231605 = -2818833.074779 nChanged 667 SP:Iteration 11Q (4961.493332 sec): 3 clusters Score: Raw -2820984.790994 + Penalty 1970.231605 = -2819014.559389 nChanged 486 SP:Iteration 12Q (4961.573044 sec): 3 clusters Score: Raw -2821101.888347 + Penalty 1970.231605 = -2819131.656743 nChanged 375 SP:Iteration 13Q (4961.654583 sec): 3 clusters Score: Raw -2821183.998549 + Penalty 1970.231605 = -2819213.766944 nChanged 340 SP:Iteration 14Q (4961.736783 sec): 3 clusters Score: Raw -2821254.670741 + Penalty 1970.231605 = -2819284.439137 nChanged 305 SP:Iteration 15Q (4961.814986 sec): 3 clusters Score: Raw -2821309.553003 + Penalty 1970.231605 = -2819339.321398 nChanged 280 SP:Iteration 16Q (4961.905251 sec): 3 clusters Score: Raw -2821361.742851 + Penalty 1970.231605 = -2819391.511246 nChanged 275 SP:Iteration 17Q (4961.987636 sec): 3 clusters Score: Raw -2821407.633671 + Penalty 1970.231605 = -2819437.402066 nChanged 262 SP:Iteration 18Q (4962.065843 sec): 3 clusters Score: Raw -2821451.018114 + Penalty 1970.231605 = -2819480.786509 nChanged 254 SP:Iteration 19Q (4962.140836 sec): 3 clusters Score: Raw -2821495.704169 + Penalty 1970.231605 = -2819525.472564 nChanged 246 SP:Iteration 20F (4962.214957 sec): 3 clusters Score: Raw -2821544.662552 + Penalty 1970.231605 = -2819574.430947 nChanged 248 SP:Iteration 21Q (4962.305765 sec): 3 clusters Score: Raw -2821595.948347 + Penalty 1970.231605 = -2819625.716742 nChanged 262 SP:Iteration 22Q (4962.381754 sec): 3 clusters Score: Raw -2821649.010339 + Penalty 1970.231605 = -2819678.778734 nChanged 274 SP:Iteration 23Q (4962.463126 sec): 3 clusters Score: Raw -2821700.697232 + Penalty 1970.231605 = -2819730.465628 nChanged 274 SP:Iteration 24Q (4962.517721 sec): 3 clusters Score: Raw -2821755.735971 + Penalty 1970.231605 = -2819785.504367 nChanged 262 SP:Iteration 25Q (4962.568053 sec): 3 clusters Score: Raw -2821815.365709 + Penalty 1970.231605 = -2819845.134105 nChanged 289 SP:Iteration 26Q (4962.639354 sec): 3 clusters Score: Raw -2821886.599564 + Penalty 1970.231605 = -2819916.367959 nChanged 310 SP:Iteration 27Q (4962.718330 sec): 3 clusters Score: Raw -2821960.386217 + Penalty 1970.231605 = -2819990.154612 nChanged 302 SP:Iteration 28Q (4962.802416 sec): 3 clusters Score: Raw -2822032.465128 + Penalty 1970.231605 = -2820062.233523 nChanged 308 SP:Iteration 29Q (4962.878706 sec): 3 clusters Score: Raw -2822104.063761 + Penalty 1970.231605 = -2820133.832156 nChanged 309 SP:Iteration 30Q (4962.955039 sec): 3 clusters Score: Raw -2822191.333037 + Penalty 1970.231605 = -2820221.101432 nChanged 326 SP:Iteration 31Q (4963.031144 sec): 3 clusters Score: Raw -2822281.132471 + Penalty 1970.231605 = -2820310.900867 nChanged 305 SP:Iteration 32Q (4963.117137 sec): 3 clusters Score: Raw -2822354.166762 + Penalty 1970.231605 = -2820383.935157 nChanged 290 SP:Iteration 33Q (4963.192574 sec): 3 clusters Score: Raw -2822420.935185 + Penalty 1970.231605 = -2820450.703580 nChanged 286 SP:Iteration 34Q (4963.278781 sec): 3 clusters Score: Raw -2822483.473582 + Penalty 1970.231605 = -2820513.241977 nChanged 276 SP:Iteration 35Q (4963.349210 sec): 3 clusters Score: Raw -2822547.398499 + Penalty 1970.231605 = -2820577.166894 nChanged 262 SP:Iteration 36Q (4963.435445 sec): 3 clusters Score: Raw -2822607.625577 + Penalty 1970.231605 = -2820637.393972 nChanged 251 SP:Iteration 37Q (4963.519942 sec): 3 clusters Score: Raw -2822657.459163 + Penalty 1970.231605 = -2820687.227558 nChanged 238 SP:Iteration 38Q (4963.593035 sec): 3 clusters Score: Raw -2822706.772947 + Penalty 1970.231605 = -2820736.541342 nChanged 249 SP:Iteration 39Q (4963.673455 sec): 3 clusters Score: Raw -2822758.053921 + Penalty 1970.231605 = -2820787.822316 nChanged 243 SP:Iteration 40F (4963.754898 sec): 3 clusters Score: Raw -2822803.986809 + Penalty 1970.231605 = -2820833.755205 nChanged 222 SP:Iteration 41Q (4963.835784 sec): 3 clusters Score: Raw -2822842.129875 + Penalty 1970.231605 = -2820871.898270 nChanged 207 SP:Iteration 42Q (4963.903795 sec): 3 clusters Score: Raw -2822876.236955 + Penalty 1970.231605 = -2820906.005350 nChanged 209 SP:Iteration 43Q (4963.987103 sec): 3 clusters Score: Raw -2822912.475775 + Penalty 1970.231605 = -2820942.244170 nChanged 199 SP:Iteration 44Q (4964.054668 sec): 3 clusters Score: Raw -2822945.123783 + Penalty 1970.231605 = -2820974.892179 nChanged 184 SP:Iteration 45Q (4964.131956 sec): 3 clusters Score: Raw -2822976.976744 + Penalty 1970.231605 = -2821006.745139 nChanged 187 SP:Iteration 46Q (4964.217007 sec): 3 clusters Score: Raw -2823007.826886 + Penalty 1970.231605 = -2821037.595281 nChanged 169 SP:Iteration 47Q (4964.289701 sec): 3 clusters Score: Raw -2823035.172321 + Penalty 1970.231605 = -2821064.940716 nChanged 182 SP:Iteration 48Q (4964.377582 sec): 3 clusters Score: Raw -2823061.576573 + Penalty 1970.231605 = -2821091.344968 nChanged 163 SP:Iteration 49Q (4964.460389 sec): 3 clusters Score: Raw -2823088.828287 + Penalty 1970.231605 = -2821118.596682 nChanged 182 SP:Iteration 50Q (4964.533963 sec): 3 clusters Score: Raw -2823123.108586 + Penalty 1970.231605 = -2821152.876981 nChanged 189 SP:Iteration 51Q (4964.610081 sec): 3 clusters Score: Raw -2823163.696039 + Penalty 1970.231605 = -2821193.464435 nChanged 205 SP:Iteration 52Q (4964.690178 sec): 3 clusters Score: Raw -2823207.044887 + Penalty 1970.231605 = -2821236.813282 nChanged 207 SP:Iteration 53Q (4964.753582 sec): 3 clusters Score: Raw -2823252.154354 + Penalty 1970.231605 = -2821281.922749 nChanged 210 SP:Iteration 54Q (4964.830932 sec): 3 clusters Score: Raw -2823301.300713 + Penalty 1970.231605 = -2821331.069108 nChanged 200 SP:Iteration 55Q (4964.904544 sec): 3 clusters Score: Raw -2823353.295265 + Penalty 1970.231605 = -2821383.063660 nChanged 207 SP:Iteration 56Q (4964.991272 sec): 3 clusters Score: Raw -2823415.005163 + Penalty 1970.231605 = -2821444.773559 nChanged 208 SP:Iteration 57Q (4965.067146 sec): 3 clusters Score: Raw -2823478.660521 + Penalty 1970.231605 = -2821508.428916 nChanged 217 SP:Iteration 58Q (4965.132538 sec): 3 clusters Score: Raw -2823546.084309 + Penalty 1970.231605 = -2821575.852705 nChanged 228 SP:Iteration 59Q (4965.209820 sec): 3 clusters Score: Raw -2823610.476493 + Penalty 1970.231605 = -2821640.244888 nChanged 217 SP:Iteration 60F (4965.295370 sec): 3 clusters Score: Raw -2823667.090112 + Penalty 1970.231605 = -2821696.858507 nChanged 221 SP:Iteration 61Q (4965.361598 sec): 3 clusters Score: Raw -2823727.515979 + Penalty 1970.231605 = -2821757.284374 nChanged 191 SP:Iteration 62Q (4965.443638 sec): 3 clusters Score: Raw -2823776.735566 + Penalty 1970.231605 = -2821806.503961 nChanged 173 SP:Iteration 63Q (4965.518737 sec): 3 clusters Score: Raw -2823825.089586 + Penalty 1970.231605 = -2821854.857981 nChanged 195 SP:Iteration 64Q (4965.595160 sec): 3 clusters Score: Raw -2823880.820724 + Penalty 1970.231605 = -2821910.589119 nChanged 190 SP:Iteration 65Q (4965.668933 sec): 3 clusters Score: Raw -2823930.045115 + Penalty 1970.231605 = -2821959.813510 nChanged 175 SP:Iteration 66Q (4965.743485 sec): 3 clusters Score: Raw -2823976.507009 + Penalty 1970.231605 = -2822006.275404 nChanged 169 SP:Iteration 67Q (4965.810793 sec): 3 clusters Score: Raw -2824020.244029 + Penalty 1970.231605 = -2822050.012424 nChanged 197 SP:Iteration 68Q (4965.889457 sec): 3 clusters Score: Raw -2824073.041462 + Penalty 1970.231605 = -2822102.809858 nChanged 195 SP:Iteration 69Q (4965.968834 sec): 3 clusters Score: Raw -2824127.662614 + Penalty 1970.231605 = -2822157.431009 nChanged 187 SP:Iteration 70Q (4966.042656 sec): 3 clusters Score: Raw -2824186.620253 + Penalty 1970.231605 = -2822216.388648 nChanged 185 SP:Iteration 71Q (4966.121556 sec): 3 clusters Score: Raw -2824247.211113 + Penalty 1970.231605 = -2822276.979508 nChanged 180 SP:Iteration 72Q (4966.199249 sec): 3 clusters Score: Raw -2824300.663582 + Penalty 1970.231605 = -2822330.431977 nChanged 188 SP:Iteration 73Q (4966.261532 sec): 3 clusters Score: Raw -2824349.729231 + Penalty 1970.231605 = -2822379.497626 nChanged 195 SP:Iteration 74Q (4966.349204 sec): 3 clusters Score: Raw -2824399.760000 + Penalty 1970.231605 = -2822429.528395 nChanged 186 SP:Iteration 75Q (4966.421934 sec): 3 clusters Score: Raw -2824445.635709 + Penalty 1970.231605 = -2822475.404104 nChanged 170 SP:Iteration 76Q (4966.490036 sec): 3 clusters Score: Raw -2824485.539094 + Penalty 1970.231605 = -2822515.307490 nChanged 157 SP:Iteration 77Q (4966.564541 sec): 3 clusters Score: Raw -2824523.426263 + Penalty 1970.231605 = -2822553.194658 nChanged 154 SP:Iteration 78Q (4966.647849 sec): 3 clusters Score: Raw -2824564.512206 + Penalty 1970.231605 = -2822594.280601 nChanged 164 SP:Iteration 79Q (4966.690842 sec): 3 clusters Score: Raw -2824603.991939 + Penalty 1970.231605 = -2822633.760334 nChanged 146 SP:Iteration 80F (4966.741091 sec): 3 clusters Score: Raw -2824638.352520 + Penalty 1970.231605 = -2822668.120916 nChanged 138 SP:Iteration 81Q (4966.827678 sec): 3 clusters Score: Raw -2824672.501071 + Penalty 1970.231605 = -2822702.269466 nChanged 142 SP:Iteration 82Q (4966.903523 sec): 3 clusters Score: Raw -2824708.705294 + Penalty 1970.231605 = -2822738.473690 nChanged 137 SP:Iteration 83Q (4966.979724 sec): 3 clusters Score: Raw -2824740.937750 + Penalty 1970.231605 = -2822770.706145 nChanged 114 SP:Iteration 84Q (4967.043191 sec): 3 clusters Score: Raw -2824767.201245 + Penalty 1970.231605 = -2822796.969640 nChanged 98 SP:Iteration 85Q (4967.121842 sec): 3 clusters Score: Raw -2824792.694440 + Penalty 1970.231605 = -2822822.462835 nChanged 104 SP:Iteration 86Q (4967.197668 sec): 3 clusters Score: Raw -2824824.800417 + Penalty 1970.231605 = -2822854.568812 nChanged 102 SP:Iteration 87Q (4967.270691 sec): 3 clusters Score: Raw -2824855.217198 + Penalty 1970.231605 = -2822884.985593 nChanged 104 SP:Iteration 88Q (4967.338055 sec): 3 clusters Score: Raw -2824884.283343 + Penalty 1970.231605 = -2822914.051738 nChanged 97 SP:Iteration 89Q (4967.402095 sec): 3 clusters Score: Raw -2824915.032978 + Penalty 1970.231605 = -2822944.801373 nChanged 90 SP:Iteration 90Q (4967.480306 sec): 3 clusters Score: Raw -2824944.302698 + Penalty 1970.231605 = -2822974.071093 nChanged 90 SP:Iteration 91Q (4967.544375 sec): 3 clusters Score: Raw -2824968.047663 + Penalty 1970.231605 = -2822997.816058 nChanged 76 SP:Iteration 92Q (4967.622102 sec): 3 clusters Score: Raw -2824985.522046 + Penalty 1970.231605 = -2823015.290441 nChanged 75 SP:Iteration 93Q (4967.697931 sec): 3 clusters Score: Raw -2825003.580618 + Penalty 1970.231605 = -2823033.349013 nChanged 50 SP:Iteration 94Q (4967.769345 sec): 3 clusters Score: Raw -2825012.834797 + Penalty 1970.231605 = -2823042.603192 nChanged 43 SP:Iteration 95Q (4967.816177 sec): 3 clusters Score: Raw -2825021.326985 + Penalty 1970.231605 = -2823051.095380 nChanged 44 SP:Iteration 96Q (4967.897832 sec): 3 clusters Score: Raw -2825028.916679 + Penalty 1970.231605 = -2823058.685075 nChanged 35 SP:Iteration 97Q (4967.943967 sec): 3 clusters Score: Raw -2825037.200326 + Penalty 1970.231605 = -2823066.968722 nChanged 36 SP:Iteration 98Q (4968.023204 sec): 3 clusters Score: Raw -2825048.420969 + Penalty 1970.231605 = -2823078.189364 nChanged 33 SP:Iteration 99Q (4968.104841 sec): 3 clusters Score: Raw -2825056.564776 + Penalty 1970.231605 = -2823086.333171 nChanged 39 SP:Iteration 100F (4968.184849 sec): 3 clusters Score: Raw -2825066.461947 + Penalty 1970.231605 = -2823096.230342 nChanged 36 SP:Iteration 101Q (4968.258812 sec): 3 clusters Score: Raw -2825074.445912 + Penalty 1970.231605 = -2823104.214308 nChanged 37 SP:Iteration 102Q (4968.342037 sec): 3 clusters Score: Raw -2825082.463309 + Penalty 1970.231605 = -2823112.231704 nChanged 40 SP:Iteration 103Q (4968.410056 sec): 3 clusters Score: Raw -2825089.078911 + Penalty 1970.231605 = -2823118.847306 nChanged 29 SP:Iteration 104Q (4968.485736 sec): 3 clusters Score: Raw -2825096.013575 + Penalty 1970.231605 = -2823125.781971 nChanged 31 SP:Iteration 105Q (4968.557498 sec): 3 clusters Score: Raw -2825103.448489 + Penalty 1970.231605 = -2823133.216884 nChanged 29 SP:Iteration 106Q (4968.628285 sec): 3 clusters Score: Raw -2825109.599915 + Penalty 1970.231605 = -2823139.368310 nChanged 28 SP:Iteration 107Q (4968.704229 sec): 3 clusters Score: Raw -2825116.001703 + Penalty 1970.231605 = -2823145.770098 nChanged 18 SP:Iteration 108Q (4968.772899 sec): 3 clusters Score: Raw -2825118.881162 + Penalty 1970.231605 = -2823148.649557 nChanged 19 SP:Iteration 109Q (4968.854713 sec): 3 clusters Score: Raw -2825121.734168 + Penalty 1970.231605 = -2823151.502563 nChanged 16 SP:Iteration 110Q (4968.932089 sec): 3 clusters Score: Raw -2825124.761723 + Penalty 1970.231605 = -2823154.530118 nChanged 12 SP:Iteration 111Q (4969.013136 sec): 3 clusters Score: Raw -2825126.647447 + Penalty 1970.231605 = -2823156.415842 nChanged 7 SP:Iteration 112Q (4969.087104 sec): 3 clusters Score: Raw -2825127.204577 + Penalty 1970.231605 = -2823156.972972 nChanged 1 SP:Iteration 113Q (4969.162340 sec): 3 clusters Score: Raw -2825127.296974 + Penalty 1970.231605 = -2823157.065369 nChanged 1 SP:Iteration 114Q (4969.226018 sec): 3 clusters Score: Raw -2825127.390430 + Penalty 1970.231605 = -2823157.158825 nChanged 1 SP:Iteration 115Q (4969.299018 sec): 3 clusters Score: Raw -2825127.489035 + Penalty 1970.231605 = -2823157.257430 nChanged 2 SP:Iteration 116Q (4969.384101 sec): 3 clusters Score: Raw -2825127.656164 + Penalty 1970.231605 = -2823157.424559 nChanged 0 SP:Iteration 117F (4969.462307 sec): 3 clusters Score: Raw -2825127.656164 + Penalty 1970.231605 = -2823157.424559 nChanged 0 Trying to split cluster 28 (4169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4969.483418 sec): 2 clusters Score: Raw -359039.012434 + Penalty 791.865990 = -358247.146444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4969.537388 sec): 3 clusters Score: Raw -356784.351646 + Penalty 1583.731981 = -355200.619665 nChanged 1752 SP:Iteration 1F (4969.588542 sec): 3 clusters Score: Raw -357748.281413 + Penalty 1583.731981 = -356164.549433 nChanged 280 SP:Iteration 2F (4969.640174 sec): 3 clusters Score: Raw -357910.122781 + Penalty 1583.731981 = -356326.390800 nChanged 244 SP:Iteration 3F (4969.692884 sec): 3 clusters Score: Raw -358029.959438 + Penalty 1583.731981 = -356446.227457 nChanged 201 SP:Iteration 4Q (4969.744789 sec): 3 clusters Score: Raw -358140.983933 + Penalty 1583.731981 = -356557.251952 nChanged 187 SP:Iteration 5Q (4969.793690 sec): 3 clusters Score: Raw -358238.947823 + Penalty 1583.731981 = -356655.215842 nChanged 180 SP:Iteration 6Q (4969.831582 sec): 3 clusters Score: Raw -358332.174762 + Penalty 1583.731981 = -356748.442781 nChanged 158 SP:Iteration 7Q (4969.885387 sec): 3 clusters Score: Raw -358420.823418 + Penalty 1583.731981 = -356837.091438 nChanged 150 SP:Iteration 8Q (4969.940163 sec): 3 clusters Score: Raw -358523.483420 + Penalty 1583.731981 = -356939.751439 nChanged 134 SP:Iteration 9Q (4969.991989 sec): 3 clusters Score: Raw -358627.568621 + Penalty 1583.731981 = -357043.836640 nChanged 133 SP:Iteration 10Q (4970.033157 sec): 3 clusters Score: Raw -358729.683417 + Penalty 1583.731981 = -357145.951436 nChanged 116 SP:Iteration 11Q (4970.082738 sec): 3 clusters Score: Raw -358816.001987 + Penalty 1583.731981 = -357232.270007 nChanged 98 SP:Iteration 12Q (4970.126057 sec): 3 clusters Score: Raw -358893.048156 + Penalty 1583.731981 = -357309.316176 nChanged 95 SP:Iteration 13Q (4970.178020 sec): 3 clusters Score: Raw -358970.238390 + Penalty 1583.731981 = -357386.506409 nChanged 76 SP:Iteration 14Q (4970.229273 sec): 3 clusters Score: Raw -359025.386751 + Penalty 1583.731981 = -357441.654771 nChanged 57 SP:Iteration 15Q (4970.281361 sec): 3 clusters Score: Raw -359057.907086 + Penalty 1583.731981 = -357474.175106 nChanged 45 SP:Iteration 16Q (4970.340049 sec): 3 clusters Score: Raw -359077.277012 + Penalty 1583.731981 = -357493.545032 nChanged 32 SP:Iteration 17Q (4970.381158 sec): 3 clusters Score: Raw -359095.348037 + Penalty 1583.731981 = -357511.616056 nChanged 27 SP:Iteration 18Q (4970.425370 sec): 3 clusters Score: Raw -359111.827449 + Penalty 1583.731981 = -357528.095469 nChanged 22 SP:Iteration 19Q (4970.469455 sec): 3 clusters Score: Raw -359123.028276 + Penalty 1583.731981 = -357539.296295 nChanged 17 SP:Iteration 20F (4970.512444 sec): 3 clusters Score: Raw -359129.509356 + Penalty 1583.731981 = -357545.777376 nChanged 9 SP:Iteration 21Q (4970.555478 sec): 3 clusters Score: Raw -359132.787908 + Penalty 1583.731981 = -357549.055927 nChanged 8 SP:Iteration 22Q (4970.610491 sec): 3 clusters Score: Raw -359136.148132 + Penalty 1583.731981 = -357552.416151 nChanged 12 SP:Iteration 23Q (4970.655664 sec): 3 clusters Score: Raw -359141.813124 + Penalty 1583.731981 = -357558.081143 nChanged 7 SP:Iteration 24Q (4970.697530 sec): 3 clusters Score: Raw -359143.785811 + Penalty 1583.731981 = -357560.053830 nChanged 6 SP:Iteration 25Q (4970.749313 sec): 3 clusters Score: Raw -359145.291267 + Penalty 1583.731981 = -357561.559286 nChanged 9 SP:Iteration 26Q (4970.786676 sec): 3 clusters Score: Raw -359148.056256 + Penalty 1583.731981 = -357564.324275 nChanged 11 SP:Iteration 27Q (4970.828716 sec): 3 clusters Score: Raw -359153.161253 + Penalty 1583.731981 = -357569.429272 nChanged 10 SP:Iteration 28Q (4970.879291 sec): 3 clusters Score: Raw -359156.748168 + Penalty 1583.731981 = -357573.016187 nChanged 8 SP:Iteration 29Q (4970.920715 sec): 3 clusters Score: Raw -359159.436535 + Penalty 1583.731981 = -357575.704554 nChanged 10 SP:Iteration 30Q (4970.935057 sec): 3 clusters Score: Raw -359163.877436 + Penalty 1583.731981 = -357580.145455 nChanged 10 SP:Iteration 31Q (4970.982971 sec): 3 clusters Score: Raw -359171.940505 + Penalty 1583.731981 = -357588.208524 nChanged 16 SP:Iteration 32Q (4971.027805 sec): 3 clusters Score: Raw -359182.947486 + Penalty 1583.731981 = -357599.215505 nChanged 12 SP:Iteration 33Q (4971.073431 sec): 3 clusters Score: Raw -359188.940760 + Penalty 1583.731981 = -357605.208779 nChanged 7 SP:Iteration 34Q (4971.110408 sec): 3 clusters Score: Raw -359192.658583 + Penalty 1583.731981 = -357608.926602 nChanged 8 SP:Iteration 35Q (4971.164035 sec): 3 clusters Score: Raw -359198.613770 + Penalty 1583.731981 = -357614.881789 nChanged 8 SP:Iteration 36Q (4971.213140 sec): 3 clusters Score: Raw -359203.478019 + Penalty 1583.731981 = -357619.746038 nChanged 4 SP:Iteration 37Q (4971.253238 sec): 3 clusters Score: Raw -359204.814732 + Penalty 1583.731981 = -357621.082751 nChanged 3 SP:Iteration 38Q (4971.292202 sec): 3 clusters Score: Raw -359205.373654 + Penalty 1583.731981 = -357621.641674 nChanged 1 SP:Iteration 39Q (4971.337917 sec): 3 clusters Score: Raw -359205.670576 + Penalty 1583.731981 = -357621.938595 nChanged 1 SP:Iteration 40F (4971.387163 sec): 3 clusters Score: Raw -359205.795381 + Penalty 1583.731981 = -357622.063400 nChanged 0 Trying to split cluster 29 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4971.412584 sec): 2 clusters Score: Raw -66009.689948 + Penalty 653.147048 = -65356.542900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4971.448203 sec): 3 clusters Score: Raw -65801.424875 + Penalty 1306.294097 = -64495.130778 nChanged 366 SP:Iteration 1F (4971.497716 sec): 3 clusters Score: Raw -66436.124207 + Penalty 1306.294097 = -65129.830110 nChanged 154 SP:Iteration 2F (4971.535497 sec): 3 clusters Score: Raw -66735.203707 + Penalty 1306.294097 = -65428.909610 nChanged 87 SP:Iteration 3F (4971.580486 sec): 3 clusters Score: Raw -66917.902338 + Penalty 1306.294097 = -65611.608241 nChanged 30 SP:Iteration 4Q (4971.620409 sec): 3 clusters Score: Raw -66980.344456 + Penalty 1306.294097 = -65674.050359 nChanged 23 SP:Iteration 5Q (4971.668645 sec): 3 clusters Score: Raw -67049.036145 + Penalty 1306.294097 = -65742.742048 nChanged 23 SP:Iteration 6Q (4971.709052 sec): 3 clusters Score: Raw -67088.736144 + Penalty 1306.294097 = -65782.442047 nChanged 8 SP:Iteration 7Q (4971.733474 sec): 3 clusters Score: Raw -67096.954853 + Penalty 1306.294097 = -65790.660756 nChanged 6 SP:Iteration 8Q (4971.783200 sec): 3 clusters Score: Raw -67104.605264 + Penalty 1306.294097 = -65798.311168 nChanged 2 SP:Iteration 9Q (4971.838084 sec): 3 clusters Score: Raw -67106.037803 + Penalty 1306.294097 = -65799.743707 nChanged 1 SP:Iteration 10Q (4971.864612 sec): 3 clusters Score: Raw -67106.871895 + Penalty 1306.294097 = -65800.577798 nChanged 1 SP:Iteration 11Q (4971.897969 sec): 3 clusters Score: Raw -67107.552454 + Penalty 1306.294097 = -65801.258357 nChanged 0 SP:Iteration 12F (4971.938457 sec): 3 clusters Score: Raw -67107.552454 + Penalty 1306.294097 = -65801.258357 nChanged 0 Score: Raw -69586212.451647 + Penalty 59620.935958 = -69526591.515689 Splitting cluster 29 changes total score from -69526789.182374 to -69526591.515689 So it's not getting split. Trying to split cluster 30 (7502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.603196 sec): 2 clusters Score: Raw -619764.407413 + Penalty 847.677868 = -618916.729545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.655952 sec): 3 clusters Score: Raw -615453.874366 + Penalty 1695.355737 = -613758.518629 nChanged 3264 SP:Iteration 1F (4989.706220 sec): 3 clusters Score: Raw -617352.026364 + Penalty 1695.355737 = -615656.670627 nChanged 566 SP:Iteration 2F (4989.768562 sec): 3 clusters Score: Raw -617788.224378 + Penalty 1695.355737 = -616092.868641 nChanged 632 SP:Iteration 3F (4989.822890 sec): 3 clusters Score: Raw -618326.051270 + Penalty 1695.355737 = -616630.695533 nChanged 620 SP:Iteration 4F (4989.882058 sec): 3 clusters Score: Raw -618845.091287 + Penalty 1695.355737 = -617149.735550 nChanged 517 SP:Iteration 5F (4989.940297 sec): 3 clusters Score: Raw -619211.029831 + Penalty 1695.355737 = -617515.674094 nChanged 380 SP:Iteration 6F (4989.999184 sec): 3 clusters Score: Raw -619459.106160 + Penalty 1695.355737 = -617763.750423 nChanged 270 SP:Iteration 7Q (4990.055769 sec): 3 clusters Score: Raw -619633.652070 + Penalty 1695.355737 = -617938.296333 nChanged 220 SP:Iteration 8Q (4990.107064 sec): 3 clusters Score: Raw -619794.078901 + Penalty 1695.355737 = -618098.723164 nChanged 175 SP:Iteration 9Q (4990.161100 sec): 3 clusters Score: Raw -619913.835459 + Penalty 1695.355737 = -618218.479722 nChanged 146 SP:Iteration 10Q (4990.230526 sec): 3 clusters Score: Raw -620024.907530 + Penalty 1695.355737 = -618329.551794 nChanged 96 SP:Iteration 11Q (4990.283177 sec): 3 clusters Score: Raw -620081.884063 + Penalty 1695.355737 = -618386.528326 nChanged 69 SP:Iteration 12Q (4990.330645 sec): 3 clusters Score: Raw -620113.676550 + Penalty 1695.355737 = -618418.320813 nChanged 59 SP:Iteration 13Q (4990.398897 sec): 3 clusters Score: Raw -620140.795741 + Penalty 1695.355737 = -618445.440004 nChanged 57 SP:Iteration 14Q (4990.457736 sec): 3 clusters Score: Raw -620163.954593 + Penalty 1695.355737 = -618468.598856 nChanged 45 SP:Iteration 15Q (4990.514788 sec): 3 clusters Score: Raw -620176.532261 + Penalty 1695.355737 = -618481.176524 nChanged 38 SP:Iteration 16Q (4990.569920 sec): 3 clusters Score: Raw -620188.238564 + Penalty 1695.355737 = -618492.882828 nChanged 31 SP:Iteration 17Q (4990.617957 sec): 3 clusters Score: Raw -620198.705774 + Penalty 1695.355737 = -618503.350037 nChanged 29 SP:Iteration 18Q (4990.667126 sec): 3 clusters Score: Raw -620207.323119 + Penalty 1695.355737 = -618511.967382 nChanged 22 SP:Iteration 19Q (4990.719743 sec): 3 clusters Score: Raw -620213.501923 + Penalty 1695.355737 = -618518.146186 nChanged 18 SP:Iteration 20F (4990.777630 sec): 3 clusters Score: Raw -620218.691357 + Penalty 1695.355737 = -618523.335620 nChanged 17 SP:Iteration 21Q (4990.828306 sec): 3 clusters Score: Raw -620223.923447 + Penalty 1695.355737 = -618528.567710 nChanged 16 SP:Iteration 22Q (4990.889546 sec): 3 clusters Score: Raw -620227.527445 + Penalty 1695.355737 = -618532.171708 nChanged 16 SP:Iteration 23Q (4990.947452 sec): 3 clusters Score: Raw -620232.461071 + Penalty 1695.355737 = -618537.105334 nChanged 19 SP:Iteration 24Q (4991.011351 sec): 3 clusters Score: Raw -620238.735616 + Penalty 1695.355737 = -618543.379879 nChanged 20 SP:Iteration 25Q (4991.052465 sec): 3 clusters Score: Raw -620244.705080 + Penalty 1695.355737 = -618549.349343 nChanged 18 SP:Iteration 26Q (4991.103675 sec): 3 clusters Score: Raw -620249.514673 + Penalty 1695.355737 = -618554.158936 nChanged 11 SP:Iteration 27Q (4991.163352 sec): 3 clusters Score: Raw -620251.319399 + Penalty 1695.355737 = -618555.963662 nChanged 12 SP:Iteration 28Q (4991.224793 sec): 3 clusters Score: Raw -620254.730636 + Penalty 1695.355737 = -618559.374899 nChanged 15 SP:Iteration 29Q (4991.271471 sec): 3 clusters Score: Raw -620258.173899 + Penalty 1695.355737 = -618562.818162 nChanged 12 SP:Iteration 30Q (4991.339141 sec): 3 clusters Score: Raw -620261.874598 + Penalty 1695.355737 = -618566.518861 nChanged 13 SP:Iteration 31Q (4991.386757 sec): 3 clusters Score: Raw -620265.770832 + Penalty 1695.355737 = -618570.415095 nChanged 19 SP:Iteration 32Q (4991.455150 sec): 3 clusters Score: Raw -620270.959142 + Penalty 1695.355737 = -618575.603405 nChanged 18 SP:Iteration 33Q (4991.502523 sec): 3 clusters Score: Raw -620275.511716 + Penalty 1695.355737 = -618580.155980 nChanged 12 SP:Iteration 34Q (4991.571234 sec): 3 clusters Score: Raw -620278.407819 + Penalty 1695.355737 = -618583.052082 nChanged 11 SP:Iteration 35Q (4991.628633 sec): 3 clusters Score: Raw -620281.016727 + Penalty 1695.355737 = -618585.660990 nChanged 12 SP:Iteration 36Q (4991.671856 sec): 3 clusters Score: Raw -620284.292431 + Penalty 1695.355737 = -618588.936695 nChanged 10 SP:Iteration 37Q (4991.740393 sec): 3 clusters Score: Raw -620286.042254 + Penalty 1695.355737 = -618590.686517 nChanged 10 SP:Iteration 38Q (4991.785256 sec): 3 clusters Score: Raw -620287.595119 + Penalty 1695.355737 = -618592.239383 nChanged 6 SP:Iteration 39Q (4991.848638 sec): 3 clusters Score: Raw -620288.402854 + Penalty 1695.355737 = -618593.047117 nChanged 4 SP:Iteration 40F (4991.902219 sec): 3 clusters Score: Raw -620288.863329 + Penalty 1695.355737 = -618593.507592 nChanged 4 SP:Iteration 41Q (4991.958204 sec): 3 clusters Score: Raw -620289.406016 + Penalty 1695.355737 = -618594.050279 nChanged 1 SP:Iteration 42Q (4992.016076 sec): 3 clusters Score: Raw -620289.581747 + Penalty 1695.355737 = -618594.226010 nChanged 1 SP:Iteration 43Q (4992.066414 sec): 3 clusters Score: Raw -620289.848292 + Penalty 1695.355737 = -618594.492555 nChanged 2 SP:Iteration 44Q (4992.122410 sec): 3 clusters Score: Raw -620290.071563 + Penalty 1695.355737 = -618594.715826 nChanged 1 SP:Iteration 45Q (4992.185212 sec): 3 clusters Score: Raw -620290.140283 + Penalty 1695.355737 = -618594.784547 nChanged 0 SP:Iteration 46F (4992.230556 sec): 3 clusters Score: Raw -620290.140283 + Penalty 1695.355737 = -618594.784547 nChanged 0 Trying to split cluster 31 (8320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4992.273274 sec): 2 clusters Score: Raw -709757.237534 + Penalty 857.509666 = -708899.727868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4992.336619 sec): 3 clusters Score: Raw -704919.153195 + Penalty 1715.019331 = -703204.133863 nChanged 3659 SP:Iteration 1F (4992.384481 sec): 3 clusters Score: Raw -706908.372151 + Penalty 1715.019331 = -705193.352820 nChanged 552 SP:Iteration 2F (4992.430814 sec): 3 clusters Score: Raw -707180.826184 + Penalty 1715.019331 = -705465.806853 nChanged 493 SP:Iteration 3F (4992.500375 sec): 3 clusters Score: Raw -707434.300050 + Penalty 1715.019331 = -705719.280718 nChanged 449 SP:Iteration 4F (4992.559820 sec): 3 clusters Score: Raw -707715.314635 + Penalty 1715.019331 = -706000.295304 nChanged 467 SP:Iteration 5F (4992.617765 sec): 3 clusters Score: Raw -708046.657859 + Penalty 1715.019331 = -706331.638528 nChanged 467 SP:Iteration 6F (4992.678141 sec): 3 clusters Score: Raw -708433.242225 + Penalty 1715.019331 = -706718.222893 nChanged 423 SP:Iteration 7F (4992.730769 sec): 3 clusters Score: Raw -708747.516298 + Penalty 1715.019331 = -707032.496967 nChanged 326 SP:Iteration 8Q (4992.785215 sec): 3 clusters Score: Raw -708940.092427 + Penalty 1715.019331 = -707225.073096 nChanged 208 SP:Iteration 9Q (4992.830546 sec): 3 clusters Score: Raw -709029.857752 + Penalty 1715.019331 = -707314.838420 nChanged 137 SP:Iteration 10Q (4992.891199 sec): 3 clusters Score: Raw -709081.230835 + Penalty 1715.019331 = -707366.211504 nChanged 113 SP:Iteration 11Q (4992.950434 sec): 3 clusters Score: Raw -709119.872235 + Penalty 1715.019331 = -707404.852903 nChanged 102 SP:Iteration 12Q (4993.008611 sec): 3 clusters Score: Raw -709154.982104 + Penalty 1715.019331 = -707439.962773 nChanged 86 SP:Iteration 13Q (4993.069414 sec): 3 clusters Score: Raw -709181.919974 + Penalty 1715.019331 = -707466.900643 nChanged 87 SP:Iteration 14Q (4993.129575 sec): 3 clusters Score: Raw -709206.932296 + Penalty 1715.019331 = -707491.912964 nChanged 76 SP:Iteration 15Q (4993.185571 sec): 3 clusters Score: Raw -709230.810292 + Penalty 1715.019331 = -707515.790960 nChanged 84 SP:Iteration 16Q (4993.256054 sec): 3 clusters Score: Raw -709254.194047 + Penalty 1715.019331 = -707539.174715 nChanged 73 SP:Iteration 17Q (4993.315470 sec): 3 clusters Score: Raw -709273.839311 + Penalty 1715.019331 = -707558.819980 nChanged 69 SP:Iteration 18Q (4993.372004 sec): 3 clusters Score: Raw -709292.109760 + Penalty 1715.019331 = -707577.090428 nChanged 51 SP:Iteration 19Q (4993.431543 sec): 3 clusters Score: Raw -709303.504462 + Penalty 1715.019331 = -707588.485131 nChanged 53 SP:Iteration 20F (4993.478985 sec): 3 clusters Score: Raw -709313.285424 + Penalty 1715.019331 = -707598.266092 nChanged 43 SP:Iteration 21Q (4993.548478 sec): 3 clusters Score: Raw -709321.636206 + Penalty 1715.019331 = -707606.616875 nChanged 48 SP:Iteration 22Q (4993.596582 sec): 3 clusters Score: Raw -709332.723418 + Penalty 1715.019331 = -707617.704086 nChanged 55 SP:Iteration 23Q (4993.651794 sec): 3 clusters Score: Raw -709345.029825 + Penalty 1715.019331 = -707630.010493 nChanged 51 SP:Iteration 24Q (4993.717455 sec): 3 clusters Score: Raw -709357.304412 + Penalty 1715.019331 = -707642.285081 nChanged 52 SP:Iteration 25Q (4993.770543 sec): 3 clusters Score: Raw -709371.193243 + Penalty 1715.019331 = -707656.173912 nChanged 58 SP:Iteration 26Q (4993.821057 sec): 3 clusters Score: Raw -709389.164866 + Penalty 1715.019331 = -707674.145534 nChanged 55 SP:Iteration 27Q (4993.887226 sec): 3 clusters Score: Raw -709406.046275 + Penalty 1715.019331 = -707691.026943 nChanged 51 SP:Iteration 28Q (4993.933541 sec): 3 clusters Score: Raw -709419.041242 + Penalty 1715.019331 = -707704.021911 nChanged 45 SP:Iteration 29Q (4994.001210 sec): 3 clusters Score: Raw -709429.753820 + Penalty 1715.019331 = -707714.734489 nChanged 36 SP:Iteration 30Q (4994.063282 sec): 3 clusters Score: Raw -709439.314657 + Penalty 1715.019331 = -707724.295325 nChanged 46 SP:Iteration 31Q (4994.120918 sec): 3 clusters Score: Raw -709451.589232 + Penalty 1715.019331 = -707736.569901 nChanged 41 SP:Iteration 32Q (4994.168194 sec): 3 clusters Score: Raw -709460.852295 + Penalty 1715.019331 = -707745.832964 nChanged 30 SP:Iteration 33Q (4994.230705 sec): 3 clusters Score: Raw -709467.020129 + Penalty 1715.019331 = -707752.000798 nChanged 29 SP:Iteration 34Q (4994.284866 sec): 3 clusters Score: Raw -709472.847061 + Penalty 1715.019331 = -707757.827730 nChanged 30 SP:Iteration 35Q (4994.333762 sec): 3 clusters Score: Raw -709479.037294 + Penalty 1715.019331 = -707764.017963 nChanged 24 SP:Iteration 36Q (4994.393020 sec): 3 clusters Score: Raw -709483.865857 + Penalty 1715.019331 = -707768.846525 nChanged 29 SP:Iteration 37Q (4994.448008 sec): 3 clusters Score: Raw -709490.344665 + Penalty 1715.019331 = -707775.325333 nChanged 25 SP:Iteration 38Q (4994.503374 sec): 3 clusters Score: Raw -709496.349694 + Penalty 1715.019331 = -707781.330363 nChanged 26 SP:Iteration 39Q (4994.546089 sec): 3 clusters Score: Raw -709502.392070 + Penalty 1715.019331 = -707787.372738 nChanged 26 SP:Iteration 40F (4994.601503 sec): 3 clusters Score: Raw -709507.293371 + Penalty 1715.019331 = -707792.274040 nChanged 18 SP:Iteration 41Q (4994.645891 sec): 3 clusters Score: Raw -709510.676537 + Penalty 1715.019331 = -707795.657205 nChanged 19 SP:Iteration 42Q (4994.678019 sec): 3 clusters Score: Raw -709516.549361 + Penalty 1715.019331 = -707801.530030 nChanged 16 SP:Iteration 43Q (4994.739001 sec): 3 clusters Score: Raw -709519.894690 + Penalty 1715.019331 = -707804.875358 nChanged 11 SP:Iteration 44Q (4994.794480 sec): 3 clusters Score: Raw -709521.878115 + Penalty 1715.019331 = -707806.858783 nChanged 13 SP:Iteration 45Q (4994.855635 sec): 3 clusters Score: Raw -709524.162785 + Penalty 1715.019331 = -707809.143453 nChanged 14 SP:Iteration 46Q (4994.916588 sec): 3 clusters Score: Raw -709526.434175 + Penalty 1715.019331 = -707811.414844 nChanged 13 SP:Iteration 47Q (4994.972975 sec): 3 clusters Score: Raw -709529.171563 + Penalty 1715.019331 = -707814.152231 nChanged 13 SP:Iteration 48Q (4995.028332 sec): 3 clusters Score: Raw -709531.864424 + Penalty 1715.019331 = -707816.845093 nChanged 9 SP:Iteration 49Q (4995.083207 sec): 3 clusters Score: Raw -709533.286459 + Penalty 1715.019331 = -707818.267128 nChanged 10 SP:Iteration 50Q (4995.129846 sec): 3 clusters Score: Raw -709534.749830 + Penalty 1715.019331 = -707819.730498 nChanged 6 SP:Iteration 51Q (4995.190269 sec): 3 clusters Score: Raw -709535.901139 + Penalty 1715.019331 = -707820.881807 nChanged 6 SP:Iteration 52Q (4995.249157 sec): 3 clusters Score: Raw -709537.595409 + Penalty 1715.019331 = -707822.576077 nChanged 6 SP:Iteration 53Q (4995.299310 sec): 3 clusters Score: Raw -709538.369530 + Penalty 1715.019331 = -707823.350199 nChanged 3 SP:Iteration 54Q (4995.367781 sec): 3 clusters Score: Raw -709538.869371 + Penalty 1715.019331 = -707823.850040 nChanged 3 SP:Iteration 55Q (4995.415309 sec): 3 clusters Score: Raw -709539.073448 + Penalty 1715.019331 = -707824.054116 nChanged 2 SP:Iteration 56Q (4995.469976 sec): 3 clusters Score: Raw -709539.623589 + Penalty 1715.019331 = -707824.604258 nChanged 2 SP:Iteration 57Q (4995.530586 sec): 3 clusters Score: Raw -709539.763240 + Penalty 1715.019331 = -707824.743909 nChanged 1 SP:Iteration 58Q (4995.574995 sec): 3 clusters Score: Raw -709539.898978 + Penalty 1715.019331 = -707824.879646 nChanged 2 SP:Iteration 59Q (4995.643385 sec): 3 clusters Score: Raw -709540.070382 + Penalty 1715.019331 = -707825.051050 nChanged 1 SP:Iteration 60F (4995.694328 sec): 3 clusters Score: Raw -709540.213015 + Penalty 1715.019331 = -707825.193684 nChanged 1 SP:Iteration 61Q (4995.758056 sec): 3 clusters Score: Raw -709540.268675 + Penalty 1715.019331 = -707825.249343 nChanged 1 SP:Iteration 62Q (4995.803917 sec): 3 clusters Score: Raw -709540.362002 + Penalty 1715.019331 = -707825.342670 nChanged 1 SP:Iteration 63Q (4995.870196 sec): 3 clusters Score: Raw -709540.415825 + Penalty 1715.019331 = -707825.396494 nChanged 0 SP:Iteration 64F (4995.916718 sec): 3 clusters Score: Raw -709540.415825 + Penalty 1715.019331 = -707825.396494 nChanged 0 Trying to split cluster 32 (3279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4995.953080 sec): 2 clusters Score: Raw -283665.447135 + Penalty 769.052909 = -282896.394226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4995.991671 sec): 3 clusters Score: Raw -281887.669391 + Penalty 1538.105818 = -280349.563573 nChanged 1371 SP:Iteration 1F (4996.028004 sec): 3 clusters Score: Raw -282583.455306 + Penalty 1538.105818 = -281045.349488 nChanged 202 SP:Iteration 2F (4996.072414 sec): 3 clusters Score: Raw -282683.137402 + Penalty 1538.105818 = -281145.031585 nChanged 170 SP:Iteration 3F (4996.118425 sec): 3 clusters Score: Raw -282768.850719 + Penalty 1538.105818 = -281230.744902 nChanged 129 SP:Iteration 4Q (4996.162794 sec): 3 clusters Score: Raw -282828.320299 + Penalty 1538.105818 = -281290.214481 nChanged 115 SP:Iteration 5Q (4996.220537 sec): 3 clusters Score: Raw -282884.125519 + Penalty 1538.105818 = -281346.019702 nChanged 115 SP:Iteration 6Q (4996.259771 sec): 3 clusters Score: Raw -282924.619440 + Penalty 1538.105818 = -281386.513623 nChanged 89 SP:Iteration 7Q (4996.308505 sec): 3 clusters Score: Raw -282956.179136 + Penalty 1538.105818 = -281418.073319 nChanged 64 SP:Iteration 8Q (4996.353963 sec): 3 clusters Score: Raw -282979.745468 + Penalty 1538.105818 = -281441.639651 nChanged 69 SP:Iteration 9Q (4996.399186 sec): 3 clusters Score: Raw -283005.048212 + Penalty 1538.105818 = -281466.942394 nChanged 60 SP:Iteration 10Q (4996.446489 sec): 3 clusters Score: Raw -283028.757690 + Penalty 1538.105818 = -281490.651873 nChanged 57 SP:Iteration 11Q (4996.480323 sec): 3 clusters Score: Raw -283050.021859 + Penalty 1538.105818 = -281511.916042 nChanged 61 SP:Iteration 12Q (4996.526308 sec): 3 clusters Score: Raw -283076.366765 + Penalty 1538.105818 = -281538.260948 nChanged 70 SP:Iteration 13Q (4996.562969 sec): 3 clusters Score: Raw -283104.833221 + Penalty 1538.105818 = -281566.727404 nChanged 67 SP:Iteration 14Q (4996.612338 sec): 3 clusters Score: Raw -283135.536819 + Penalty 1538.105818 = -281597.431001 nChanged 61 SP:Iteration 15Q (4996.649687 sec): 3 clusters Score: Raw -283164.796320 + Penalty 1538.105818 = -281626.690502 nChanged 74 SP:Iteration 16Q (4996.688510 sec): 3 clusters Score: Raw -283205.359267 + Penalty 1538.105818 = -281667.253450 nChanged 76 SP:Iteration 17Q (4996.736001 sec): 3 clusters Score: Raw -283261.762592 + Penalty 1538.105818 = -281723.656775 nChanged 86 SP:Iteration 18Q (4996.784011 sec): 3 clusters Score: Raw -283336.797272 + Penalty 1538.105818 = -281798.691455 nChanged 79 SP:Iteration 19Q (4996.822230 sec): 3 clusters Score: Raw -283402.321596 + Penalty 1538.105818 = -281864.215779 nChanged 86 SP:Iteration 20F (4996.868650 sec): 3 clusters Score: Raw -283483.657831 + Penalty 1538.105818 = -281945.552013 nChanged 78 SP:Iteration 21Q (4996.912235 sec): 3 clusters Score: Raw -283546.475552 + Penalty 1538.105818 = -282008.369735 nChanged 59 SP:Iteration 22Q (4996.966371 sec): 3 clusters Score: Raw -283587.757372 + Penalty 1538.105818 = -282049.651554 nChanged 47 SP:Iteration 23Q (4997.002519 sec): 3 clusters Score: Raw -283620.428400 + Penalty 1538.105818 = -282082.322582 nChanged 28 SP:Iteration 24Q (4997.044664 sec): 3 clusters Score: Raw -283637.850800 + Penalty 1538.105818 = -282099.744982 nChanged 25 SP:Iteration 25Q (4997.096303 sec): 3 clusters Score: Raw -283652.707603 + Penalty 1538.105818 = -282114.601785 nChanged 17 SP:Iteration 26Q (4997.139645 sec): 3 clusters Score: Raw -283661.923274 + Penalty 1538.105818 = -282123.817457 nChanged 14 SP:Iteration 27Q (4997.183988 sec): 3 clusters Score: Raw -283668.444208 + Penalty 1538.105818 = -282130.338390 nChanged 14 SP:Iteration 28Q (4997.221972 sec): 3 clusters Score: Raw -283678.578977 + Penalty 1538.105818 = -282140.473159 nChanged 21 SP:Iteration 29Q (4997.271048 sec): 3 clusters Score: Raw -283695.712924 + Penalty 1538.105818 = -282157.607106 nChanged 17 SP:Iteration 30Q (4997.308592 sec): 3 clusters Score: Raw -283706.512416 + Penalty 1538.105818 = -282168.406598 nChanged 9 SP:Iteration 31Q (4997.351847 sec): 3 clusters Score: Raw -283711.235129 + Penalty 1538.105818 = -282173.129312 nChanged 13 SP:Iteration 32Q (4997.389584 sec): 3 clusters Score: Raw -283715.942269 + Penalty 1538.105818 = -282177.836452 nChanged 11 SP:Iteration 33Q (4997.430658 sec): 3 clusters Score: Raw -283720.171087 + Penalty 1538.105818 = -282182.065269 nChanged 2 SP:Iteration 34Q (4997.482885 sec): 3 clusters Score: Raw -283720.628248 + Penalty 1538.105818 = -282182.522431 nChanged 2 SP:Iteration 35Q (4997.528522 sec): 3 clusters Score: Raw -283720.888524 + Penalty 1538.105818 = -282182.782706 nChanged 0 SP:Iteration 36F (4997.570472 sec): 3 clusters Score: Raw -283720.888524 + Penalty 1538.105818 = -282182.782706 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4997.587952 sec): 2 clusters Score: Raw -41685.735332 + Penalty 588.855478 = -41096.879854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4997.631978 sec): 3 clusters Score: Raw -41532.952504 + Penalty 1177.710956 = -40355.241548 nChanged 134 SP:Iteration 1F (4997.665312 sec): 3 clusters Score: Raw -41666.278802 + Penalty 1177.710956 = -40488.567846 nChanged 36 SP:Iteration 2F (4997.707653 sec): 3 clusters Score: Raw -41714.496254 + Penalty 1177.710956 = -40536.785298 nChanged 17 SP:Iteration 3Q (4997.749220 sec): 3 clusters Score: Raw -41732.445235 + Penalty 1177.710956 = -40554.734279 nChanged 9 SP:Iteration 4Q (4997.792595 sec): 3 clusters Score: Raw -41743.991733 + Penalty 1177.710956 = -40566.280777 nChanged 10 SP:Iteration 5Q (4997.826764 sec): 3 clusters Score: Raw -41757.140647 + Penalty 1177.710956 = -40579.429691 nChanged 7 SP:Iteration 6Q (4997.865580 sec): 3 clusters Score: Raw -41761.451749 + Penalty 1177.710956 = -40583.740793 nChanged 4 SP:Iteration 7Q (4997.904608 sec): 3 clusters Score: Raw -41771.237490 + Penalty 1177.710956 = -40593.526533 nChanged 4 SP:Iteration 8Q (4997.962930 sec): 3 clusters Score: Raw -41772.980169 + Penalty 1177.710956 = -40595.269213 nChanged 0 SP:Iteration 9F (4997.995246 sec): 3 clusters Score: Raw -41772.980169 + Penalty 1177.710956 = -40595.269213 nChanged 0 Trying to split cluster 34 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4998.021213 sec): 2 clusters Score: Raw -178950.640867 + Penalty 720.456849 = -178230.184018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4998.064221 sec): 3 clusters Score: Raw -177988.851525 + Penalty 1440.913697 = -176547.937828 nChanged 754 SP:Iteration 1F (4998.097915 sec): 3 clusters Score: Raw -178538.674904 + Penalty 1440.913697 = -177097.761207 nChanged 188 SP:Iteration 2F (4998.145272 sec): 3 clusters Score: Raw -178700.537194 + Penalty 1440.913697 = -177259.623496 nChanged 135 SP:Iteration 3F (4998.180918 sec): 3 clusters Score: Raw -178819.768986 + Penalty 1440.913697 = -177378.855289 nChanged 113 SP:Iteration 4F (4998.211468 sec): 3 clusters Score: Raw -178921.891119 + Penalty 1440.913697 = -177480.977422 nChanged 88 SP:Iteration 5Q (4998.250998 sec): 3 clusters Score: Raw -178983.779438 + Penalty 1440.913697 = -177542.865741 nChanged 64 SP:Iteration 6Q (4998.296945 sec): 3 clusters Score: Raw -179029.583132 + Penalty 1440.913697 = -177588.669435 nChanged 56 SP:Iteration 7Q (4998.341560 sec): 3 clusters Score: Raw -179069.035772 + Penalty 1440.913697 = -177628.122075 nChanged 57 SP:Iteration 8Q (4998.386984 sec): 3 clusters Score: Raw -179106.990227 + Penalty 1440.913697 = -177666.076529 nChanged 57 SP:Iteration 9Q (4998.429405 sec): 3 clusters Score: Raw -179136.405556 + Penalty 1440.913697 = -177695.491859 nChanged 35 SP:Iteration 10Q (4998.467277 sec): 3 clusters Score: Raw -179154.128237 + Penalty 1440.913697 = -177713.214540 nChanged 26 SP:Iteration 11Q (4998.499876 sec): 3 clusters Score: Raw -179165.934365 + Penalty 1440.913697 = -177725.020668 nChanged 23 SP:Iteration 12Q (4998.548152 sec): 3 clusters Score: Raw -179176.051581 + Penalty 1440.913697 = -177735.137884 nChanged 21 SP:Iteration 13Q (4998.582345 sec): 3 clusters Score: Raw -179188.609272 + Penalty 1440.913697 = -177747.695575 nChanged 25 SP:Iteration 14Q (4998.618745 sec): 3 clusters Score: Raw -179202.195277 + Penalty 1440.913697 = -177761.281579 nChanged 28 SP:Iteration 15Q (4998.663923 sec): 3 clusters Score: Raw -179219.670604 + Penalty 1440.913697 = -177778.756907 nChanged 20 SP:Iteration 16Q (4998.700247 sec): 3 clusters Score: Raw -179230.446000 + Penalty 1440.913697 = -177789.532303 nChanged 19 SP:Iteration 17Q (4998.750713 sec): 3 clusters Score: Raw -179241.722612 + Penalty 1440.913697 = -177800.808915 nChanged 20 SP:Iteration 18Q (4998.774186 sec): 3 clusters Score: Raw -179257.206494 + Penalty 1440.913697 = -177816.292796 nChanged 18 SP:Iteration 19Q (4998.816520 sec): 3 clusters Score: Raw -179267.193771 + Penalty 1440.913697 = -177826.280074 nChanged 13 SP:Iteration 20F (4998.861297 sec): 3 clusters Score: Raw -179270.848371 + Penalty 1440.913697 = -177829.934674 nChanged 3 SP:Iteration 21Q (4998.878785 sec): 3 clusters Score: Raw -179271.700528 + Penalty 1440.913697 = -177830.786831 nChanged 5 SP:Iteration 22Q (4998.886909 sec): 3 clusters Score: Raw -179272.677880 + Penalty 1440.913697 = -177831.764183 nChanged 2 SP:Iteration 23Q (4998.893994 sec): 3 clusters Score: Raw -179273.141810 + Penalty 1440.913697 = -177832.228113 nChanged 0 SP:Iteration 24F (4998.909527 sec): 3 clusters Score: Raw -179273.141810 + Penalty 1440.913697 = -177832.228113 nChanged 0 Trying to split cluster 35 (5114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4998.940435 sec): 2 clusters Score: Raw -416448.332684 + Penalty 811.275030 = -415637.057654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4998.989482 sec): 3 clusters Score: Raw -413607.859828 + Penalty 1622.550060 = -411985.309768 nChanged 2153 SP:Iteration 1F (4999.012496 sec): 3 clusters Score: Raw -414777.684904 + Penalty 1622.550060 = -413155.134844 nChanged 361 SP:Iteration 2F (4999.030651 sec): 3 clusters Score: Raw -415054.865665 + Penalty 1622.550060 = -413432.315605 nChanged 393 SP:Iteration 3F (4999.048615 sec): 3 clusters Score: Raw -415384.932390 + Penalty 1622.550060 = -413762.382331 nChanged 380 SP:Iteration 4F (4999.066766 sec): 3 clusters Score: Raw -415728.604600 + Penalty 1622.550060 = -414106.054541 nChanged 379 SP:Iteration 5F (4999.084886 sec): 3 clusters Score: Raw -416054.684997 + Penalty 1622.550060 = -414432.134937 nChanged 304 SP:Iteration 6F (4999.102980 sec): 3 clusters Score: Raw -416264.639350 + Penalty 1622.550060 = -414642.089290 nChanged 211 SP:Iteration 7Q (4999.160114 sec): 3 clusters Score: Raw -416359.095853 + Penalty 1622.550060 = -414736.545793 nChanged 134 SP:Iteration 8Q (4999.184498 sec): 3 clusters Score: Raw -416399.866036 + Penalty 1622.550060 = -414777.315976 nChanged 75 SP:Iteration 9Q (4999.228927 sec): 3 clusters Score: Raw -416422.306944 + Penalty 1622.550060 = -414799.756885 nChanged 49 SP:Iteration 10Q (4999.260658 sec): 3 clusters Score: Raw -416434.011467 + Penalty 1622.550060 = -414811.461407 nChanged 40 SP:Iteration 11Q (4999.307565 sec): 3 clusters Score: Raw -416443.170381 + Penalty 1622.550060 = -414820.620321 nChanged 27 SP:Iteration 12Q (4999.364031 sec): 3 clusters Score: Raw -416448.469453 + Penalty 1622.550060 = -414825.919393 nChanged 21 SP:Iteration 13Q (4999.403087 sec): 3 clusters Score: Raw -416452.206259 + Penalty 1622.550060 = -414829.656200 nChanged 20 SP:Iteration 14Q (4999.439580 sec): 3 clusters Score: Raw -416455.648981 + Penalty 1622.550060 = -414833.098921 nChanged 19 SP:Iteration 15Q (4999.480565 sec): 3 clusters Score: Raw -416459.054687 + Penalty 1622.550060 = -414836.504628 nChanged 16 SP:Iteration 16Q (4999.516584 sec): 3 clusters Score: Raw -416461.449286 + Penalty 1622.550060 = -414838.899227 nChanged 14 SP:Iteration 17Q (4999.573751 sec): 3 clusters Score: Raw -416463.642644 + Penalty 1622.550060 = -414841.092584 nChanged 11 SP:Iteration 18Q (4999.617257 sec): 3 clusters Score: Raw -416464.939038 + Penalty 1622.550060 = -414842.388978 nChanged 6 SP:Iteration 19Q (4999.658688 sec): 3 clusters Score: Raw -416466.116664 + Penalty 1622.550060 = -414843.566605 nChanged 7 SP:Iteration 20F (4999.716641 sec): 3 clusters Score: Raw -416467.518583 + Penalty 1622.550060 = -414844.968523 nChanged 8 SP:Iteration 21Q (4999.756533 sec): 3 clusters Score: Raw -416468.658132 + Penalty 1622.550060 = -414846.108072 nChanged 8 SP:Iteration 22Q (4999.801725 sec): 3 clusters Score: Raw -416469.507135 + Penalty 1622.550060 = -414846.957075 nChanged 7 SP:Iteration 23Q (4999.857323 sec): 3 clusters Score: Raw -416470.555922 + Penalty 1622.550060 = -414848.005862 nChanged 3 SP:Iteration 24Q (4999.901388 sec): 3 clusters Score: Raw -416470.795825 + Penalty 1622.550060 = -414848.245765 nChanged 3 SP:Iteration 25Q (4999.944539 sec): 3 clusters Score: Raw -416470.974526 + Penalty 1622.550060 = -414848.424466 nChanged 1 SP:Iteration 26Q (5000.000458 sec): 3 clusters Score: Raw -416471.069354 + Penalty 1622.550060 = -414848.519294 nChanged 2 SP:Iteration 27Q (5000.053924 sec): 3 clusters Score: Raw -416471.267055 + Penalty 1622.550060 = -414848.716996 nChanged 1 SP:Iteration 28Q (5000.107727 sec): 3 clusters Score: Raw -416471.378434 + Penalty 1622.550060 = -414848.828375 nChanged 2 SP:Iteration 29Q (5000.153059 sec): 3 clusters Score: Raw -416471.560586 + Penalty 1622.550060 = -414849.010526 nChanged 3 SP:Iteration 30Q (5000.208440 sec): 3 clusters Score: Raw -416471.811737 + Penalty 1622.550060 = -414849.261677 nChanged 1 SP:Iteration 31Q (5000.261171 sec): 3 clusters Score: Raw -416471.881868 + Penalty 1622.550060 = -414849.331808 nChanged 0 SP:Iteration 32F (5000.315804 sec): 3 clusters Score: Raw -416471.881868 + Penalty 1622.550060 = -414849.331808 nChanged 0 Trying to split cluster 36 (14789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5000.352349 sec): 2 clusters Score: Raw -1288243.537423 + Penalty 912.155699 = -1287331.381724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5000.413049 sec): 3 clusters Score: Raw -1279133.977637 + Penalty 1824.311399 = -1277309.666239 nChanged 6757 SP:Iteration 1F (5000.473408 sec): 3 clusters Score: Raw -1283344.720932 + Penalty 1824.311399 = -1281520.409534 nChanged 1154 SP:Iteration 2F (5000.543639 sec): 3 clusters Score: Raw -1284287.517061 + Penalty 1824.311399 = -1282463.205663 nChanged 1284 SP:Iteration 3F (5000.604894 sec): 3 clusters Score: Raw -1285325.535549 + Penalty 1824.311399 = -1283501.224150 nChanged 1176 SP:Iteration 4F (5000.657312 sec): 3 clusters Score: Raw -1286128.950302 + Penalty 1824.311399 = -1284304.638903 nChanged 890 SP:Iteration 5F (5000.717607 sec): 3 clusters Score: Raw -1286582.881421 + Penalty 1824.311399 = -1284758.570023 nChanged 667 SP:Iteration 6Q (5000.778985 sec): 3 clusters Score: Raw -1286848.321341 + Penalty 1824.311399 = -1285024.009942 nChanged 473 SP:Iteration 7Q (5000.839916 sec): 3 clusters Score: Raw -1286994.056391 + Penalty 1824.311399 = -1285169.744992 nChanged 310 SP:Iteration 8Q (5000.902641 sec): 3 clusters Score: Raw -1287086.759721 + Penalty 1824.311399 = -1285262.448322 nChanged 259 SP:Iteration 9Q (5000.973425 sec): 3 clusters Score: Raw -1287158.206048 + Penalty 1824.311399 = -1285333.894649 nChanged 233 SP:Iteration 10Q (5001.036393 sec): 3 clusters Score: Raw -1287222.630451 + Penalty 1824.311399 = -1285398.319052 nChanged 196 SP:Iteration 11Q (5001.088904 sec): 3 clusters Score: Raw -1287281.136355 + Penalty 1824.311399 = -1285456.824956 nChanged 196 SP:Iteration 12Q (5001.151374 sec): 3 clusters Score: Raw -1287343.113092 + Penalty 1824.311399 = -1285518.801693 nChanged 198 SP:Iteration 13Q (5001.213681 sec): 3 clusters Score: Raw -1287408.812630 + Penalty 1824.311399 = -1285584.501232 nChanged 178 SP:Iteration 14Q (5001.276158 sec): 3 clusters Score: Raw -1287490.797254 + Penalty 1824.311399 = -1285666.485856 nChanged 196 SP:Iteration 15Q (5001.338881 sec): 3 clusters Score: Raw -1287587.544972 + Penalty 1824.311399 = -1285763.233573 nChanged 195 SP:Iteration 16Q (5001.400686 sec): 3 clusters Score: Raw -1287669.125899 + Penalty 1824.311399 = -1285844.814500 nChanged 167 SP:Iteration 17Q (5001.463375 sec): 3 clusters Score: Raw -1287733.023690 + Penalty 1824.311399 = -1285908.712292 nChanged 148 SP:Iteration 18Q (5001.524681 sec): 3 clusters Score: Raw -1287781.541483 + Penalty 1824.311399 = -1285957.230085 nChanged 131 SP:Iteration 19Q (5001.583999 sec): 3 clusters Score: Raw -1287820.492869 + Penalty 1824.311399 = -1285996.181471 nChanged 119 SP:Iteration 20F (5001.656698 sec): 3 clusters Score: Raw -1287847.039942 + Penalty 1824.311399 = -1286022.728544 nChanged 123 SP:Iteration 21Q (5001.717922 sec): 3 clusters Score: Raw -1287871.535188 + Penalty 1824.311399 = -1286047.223789 nChanged 96 SP:Iteration 22Q (5001.780233 sec): 3 clusters Score: Raw -1287890.973397 + Penalty 1824.311399 = -1286066.661999 nChanged 99 SP:Iteration 23Q (5001.846095 sec): 3 clusters Score: Raw -1287910.272964 + Penalty 1824.311399 = -1286085.961565 nChanged 88 SP:Iteration 24Q (5001.913046 sec): 3 clusters Score: Raw -1287927.098349 + Penalty 1824.311399 = -1286102.786950 nChanged 73 SP:Iteration 25Q (5001.988935 sec): 3 clusters Score: Raw -1287939.904817 + Penalty 1824.311399 = -1286115.593418 nChanged 65 SP:Iteration 26Q (5002.046695 sec): 3 clusters Score: Raw -1287949.663136 + Penalty 1824.311399 = -1286125.351737 nChanged 54 SP:Iteration 27Q (5002.112742 sec): 3 clusters Score: Raw -1287956.291244 + Penalty 1824.311399 = -1286131.979845 nChanged 60 SP:Iteration 28Q (5002.184810 sec): 3 clusters Score: Raw -1287964.480028 + Penalty 1824.311399 = -1286140.168629 nChanged 51 SP:Iteration 29Q (5002.253134 sec): 3 clusters Score: Raw -1287971.217564 + Penalty 1824.311399 = -1286146.906165 nChanged 43 SP:Iteration 30Q (5002.316637 sec): 3 clusters Score: Raw -1287977.090855 + Penalty 1824.311399 = -1286152.779456 nChanged 48 SP:Iteration 31Q (5002.369600 sec): 3 clusters Score: Raw -1287983.327158 + Penalty 1824.311399 = -1286159.015760 nChanged 54 SP:Iteration 32Q (5002.439948 sec): 3 clusters Score: Raw -1287990.206830 + Penalty 1824.311399 = -1286165.895432 nChanged 53 SP:Iteration 33Q (5002.509428 sec): 3 clusters Score: Raw -1287997.293750 + Penalty 1824.311399 = -1286172.982352 nChanged 48 SP:Iteration 34Q (5002.560382 sec): 3 clusters Score: Raw -1288004.491271 + Penalty 1824.311399 = -1286180.179872 nChanged 53 SP:Iteration 35Q (5002.634607 sec): 3 clusters Score: Raw -1288012.824697 + Penalty 1824.311399 = -1286188.513299 nChanged 63 SP:Iteration 36Q (5002.693819 sec): 3 clusters Score: Raw -1288021.505405 + Penalty 1824.311399 = -1286197.194007 nChanged 52 SP:Iteration 37Q (5002.770666 sec): 3 clusters Score: Raw -1288028.283231 + Penalty 1824.311399 = -1286203.971832 nChanged 42 SP:Iteration 38Q (5002.828018 sec): 3 clusters Score: Raw -1288034.623031 + Penalty 1824.311399 = -1286210.311633 nChanged 59 SP:Iteration 39Q (5002.894984 sec): 3 clusters Score: Raw -1288043.386853 + Penalty 1824.311399 = -1286219.075455 nChanged 63 SP:Iteration 40F (5002.960158 sec): 3 clusters Score: Raw -1288054.751657 + Penalty 1824.311399 = -1286230.440259 nChanged 65 SP:Iteration 41Q (5003.027229 sec): 3 clusters Score: Raw -1288069.218424 + Penalty 1824.311399 = -1286244.907026 nChanged 66 SP:Iteration 42Q (5003.105309 sec): 3 clusters Score: Raw -1288081.152138 + Penalty 1824.311399 = -1286256.840739 nChanged 61 SP:Iteration 43Q (5003.172729 sec): 3 clusters Score: Raw -1288091.616372 + Penalty 1824.311399 = -1286267.304973 nChanged 66 SP:Iteration 44Q (5003.229589 sec): 3 clusters Score: Raw -1288103.394949 + Penalty 1824.311399 = -1286279.083551 nChanged 58 SP:Iteration 45Q (5003.296218 sec): 3 clusters Score: Raw -1288114.714761 + Penalty 1824.311399 = -1286290.403363 nChanged 74 SP:Iteration 46Q (5003.365229 sec): 3 clusters Score: Raw -1288132.044089 + Penalty 1824.311399 = -1286307.732691 nChanged 74 SP:Iteration 47Q (5003.431166 sec): 3 clusters Score: Raw -1288149.806387 + Penalty 1824.311399 = -1286325.494989 nChanged 74 SP:Iteration 48Q (5003.498244 sec): 3 clusters Score: Raw -1288165.545776 + Penalty 1824.311399 = -1286341.234378 nChanged 83 SP:Iteration 49Q (5003.575554 sec): 3 clusters Score: Raw -1288187.349775 + Penalty 1824.311399 = -1286363.038376 nChanged 85 SP:Iteration 50Q (5003.633111 sec): 3 clusters Score: Raw -1288206.399157 + Penalty 1824.311399 = -1286382.087758 nChanged 84 SP:Iteration 51Q (5003.710742 sec): 3 clusters Score: Raw -1288226.044959 + Penalty 1824.311399 = -1286401.733560 nChanged 87 SP:Iteration 52Q (5003.764948 sec): 3 clusters Score: Raw -1288247.671381 + Penalty 1824.311399 = -1286423.359983 nChanged 95 SP:Iteration 53Q (5003.841153 sec): 3 clusters Score: Raw -1288275.490474 + Penalty 1824.311399 = -1286451.179075 nChanged 81 SP:Iteration 54Q (5003.907779 sec): 3 clusters Score: Raw -1288298.340588 + Penalty 1824.311399 = -1286474.029189 nChanged 73 SP:Iteration 55Q (5003.947405 sec): 3 clusters Score: Raw -1288315.166609 + Penalty 1824.311399 = -1286490.855211 nChanged 72 SP:Iteration 56Q (5003.976689 sec): 3 clusters Score: Raw -1288331.945928 + Penalty 1824.311399 = -1286507.634530 nChanged 66 SP:Iteration 57Q (5004.006095 sec): 3 clusters Score: Raw -1288348.762770 + Penalty 1824.311399 = -1286524.451371 nChanged 74 SP:Iteration 58Q (5004.035257 sec): 3 clusters Score: Raw -1288369.433558 + Penalty 1824.311399 = -1286545.122159 nChanged 76 SP:Iteration 59Q (5004.064024 sec): 3 clusters Score: Raw -1288395.098261 + Penalty 1824.311399 = -1286570.786862 nChanged 86 SP:Iteration 60F (5004.132429 sec): 3 clusters Score: Raw -1288422.975058 + Penalty 1824.311399 = -1286598.663660 nChanged 87 SP:Iteration 61Q (5004.196834 sec): 3 clusters Score: Raw -1288453.552097 + Penalty 1824.311399 = -1286629.240699 nChanged 88 SP:Iteration 62Q (5004.271477 sec): 3 clusters Score: Raw -1288484.061868 + Penalty 1824.311399 = -1286659.750470 nChanged 73 SP:Iteration 63Q (5004.327099 sec): 3 clusters Score: Raw -1288519.491374 + Penalty 1824.311399 = -1286695.179975 nChanged 83 SP:Iteration 64Q (5004.403903 sec): 3 clusters Score: Raw -1288558.975543 + Penalty 1824.311399 = -1286734.664144 nChanged 81 SP:Iteration 65Q (5004.460521 sec): 3 clusters Score: Raw -1288601.686188 + Penalty 1824.311399 = -1286777.374789 nChanged 72 SP:Iteration 66Q (5004.536254 sec): 3 clusters Score: Raw -1288645.033825 + Penalty 1824.311399 = -1286820.722427 nChanged 69 SP:Iteration 67Q (5004.592648 sec): 3 clusters Score: Raw -1288678.040167 + Penalty 1824.311399 = -1286853.728768 nChanged 60 SP:Iteration 68Q (5004.663171 sec): 3 clusters Score: Raw -1288707.093248 + Penalty 1824.311399 = -1286882.781850 nChanged 57 SP:Iteration 69Q (5004.723127 sec): 3 clusters Score: Raw -1288740.429738 + Penalty 1824.311399 = -1286916.118339 nChanged 52 SP:Iteration 70Q (5004.788394 sec): 3 clusters Score: Raw -1288765.900909 + Penalty 1824.311399 = -1286941.589511 nChanged 43 SP:Iteration 71Q (5004.864783 sec): 3 clusters Score: Raw -1288783.518730 + Penalty 1824.311399 = -1286959.207331 nChanged 31 SP:Iteration 72Q (5004.930603 sec): 3 clusters Score: Raw -1288791.533187 + Penalty 1824.311399 = -1286967.221789 nChanged 28 SP:Iteration 73Q (5004.985511 sec): 3 clusters Score: Raw -1288801.938257 + Penalty 1824.311399 = -1286977.626858 nChanged 27 SP:Iteration 74Q (5005.051840 sec): 3 clusters Score: Raw -1288812.864187 + Penalty 1824.311399 = -1286988.552789 nChanged 27 SP:Iteration 75Q (5005.118160 sec): 3 clusters Score: Raw -1288821.691281 + Penalty 1824.311399 = -1286997.379883 nChanged 19 SP:Iteration 76Q (5005.181831 sec): 3 clusters Score: Raw -1288828.990590 + Penalty 1824.311399 = -1287004.679191 nChanged 22 SP:Iteration 77Q (5005.246931 sec): 3 clusters Score: Raw -1288841.352353 + Penalty 1824.311399 = -1287017.040955 nChanged 27 SP:Iteration 78Q (5005.319840 sec): 3 clusters Score: Raw -1288854.715751 + Penalty 1824.311399 = -1287030.404352 nChanged 28 SP:Iteration 79Q (5005.375779 sec): 3 clusters Score: Raw -1288866.686300 + Penalty 1824.311399 = -1287042.374901 nChanged 29 SP:Iteration 80F (5005.451990 sec): 3 clusters Score: Raw -1288876.443141 + Penalty 1824.311399 = -1287052.131742 nChanged 23 SP:Iteration 81Q (5005.505150 sec): 3 clusters Score: Raw -1288882.901478 + Penalty 1824.311399 = -1287058.590080 nChanged 18 SP:Iteration 82Q (5005.564760 sec): 3 clusters Score: Raw -1288888.472072 + Penalty 1824.311399 = -1287064.160673 nChanged 19 SP:Iteration 83Q (5005.639924 sec): 3 clusters Score: Raw -1288893.934259 + Penalty 1824.311399 = -1287069.622860 nChanged 11 SP:Iteration 84Q (5005.705370 sec): 3 clusters Score: Raw -1288897.386938 + Penalty 1824.311399 = -1287073.075539 nChanged 9 SP:Iteration 85Q (5005.760262 sec): 3 clusters Score: Raw -1288900.647165 + Penalty 1824.311399 = -1287076.335767 nChanged 12 SP:Iteration 86Q (5005.835081 sec): 3 clusters Score: Raw -1288904.300183 + Penalty 1824.311399 = -1287079.988785 nChanged 16 SP:Iteration 87Q (5005.885537 sec): 3 clusters Score: Raw -1288908.580110 + Penalty 1824.311399 = -1287084.268711 nChanged 15 SP:Iteration 88Q (5005.943346 sec): 3 clusters Score: Raw -1288912.075567 + Penalty 1824.311399 = -1287087.764168 nChanged 7 SP:Iteration 89Q (5006.008541 sec): 3 clusters Score: Raw -1288913.663585 + Penalty 1824.311399 = -1287089.352187 nChanged 3 SP:Iteration 90Q (5006.076961 sec): 3 clusters Score: Raw -1288914.111556 + Penalty 1824.311399 = -1287089.800157 nChanged 3 SP:Iteration 91Q (5006.134812 sec): 3 clusters Score: Raw -1288914.637438 + Penalty 1824.311399 = -1287090.326039 nChanged 2 SP:Iteration 92Q (5006.195014 sec): 3 clusters Score: Raw -1288914.960168 + Penalty 1824.311399 = -1287090.648770 nChanged 2 SP:Iteration 93Q (5006.262075 sec): 3 clusters Score: Raw -1288915.516602 + Penalty 1824.311399 = -1287091.205203 nChanged 2 SP:Iteration 94Q (5006.316901 sec): 3 clusters Score: Raw -1288915.947721 + Penalty 1824.311399 = -1287091.636322 nChanged 1 SP:Iteration 95Q (5006.385836 sec): 3 clusters Score: Raw -1288916.107131 + Penalty 1824.311399 = -1287091.795732 nChanged 0 SP:Iteration 96F (5006.456183 sec): 3 clusters Score: Raw -1288916.107131 + Penalty 1824.311399 = -1287091.795732 nChanged 0 Trying to split cluster 37 (6134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5006.487331 sec): 2 clusters Score: Raw -527450.784204 + Penalty 828.552223 = -526622.231982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5006.546150 sec): 3 clusters Score: Raw -524001.903277 + Penalty 1657.104445 = -522344.798831 nChanged 2647 SP:Iteration 1F (5006.600176 sec): 3 clusters Score: Raw -525488.528637 + Penalty 1657.104445 = -523831.424192 nChanged 452 SP:Iteration 2F (5006.652009 sec): 3 clusters Score: Raw -525738.105460 + Penalty 1657.104445 = -524081.001014 nChanged 376 SP:Iteration 3F (5006.693577 sec): 3 clusters Score: Raw -525962.710310 + Penalty 1657.104445 = -524305.605864 nChanged 348 SP:Iteration 4F (5006.755059 sec): 3 clusters Score: Raw -526167.758007 + Penalty 1657.104445 = -524510.653561 nChanged 313 SP:Iteration 5F (5006.806786 sec): 3 clusters Score: Raw -526368.763814 + Penalty 1657.104445 = -524711.659368 nChanged 300 SP:Iteration 6Q (5006.862109 sec): 3 clusters Score: Raw -526540.595648 + Penalty 1657.104445 = -524883.491202 nChanged 257 SP:Iteration 7Q (5006.916848 sec): 3 clusters Score: Raw -526680.648987 + Penalty 1657.104445 = -525023.544542 nChanged 228 SP:Iteration 8Q (5006.963810 sec): 3 clusters Score: Raw -526808.808692 + Penalty 1657.104445 = -525151.704246 nChanged 215 SP:Iteration 9Q (5007.017265 sec): 3 clusters Score: Raw -526910.472367 + Penalty 1657.104445 = -525253.367922 nChanged 172 SP:Iteration 10Q (5007.084417 sec): 3 clusters Score: Raw -526980.105402 + Penalty 1657.104445 = -525323.000957 nChanged 146 SP:Iteration 11Q (5007.131125 sec): 3 clusters Score: Raw -527031.635466 + Penalty 1657.104445 = -525374.531021 nChanged 129 SP:Iteration 12Q (5007.190182 sec): 3 clusters Score: Raw -527077.635875 + Penalty 1657.104445 = -525420.531430 nChanged 95 SP:Iteration 13Q (5007.236364 sec): 3 clusters Score: Raw -527109.055543 + Penalty 1657.104445 = -525451.951097 nChanged 79 SP:Iteration 14Q (5007.302144 sec): 3 clusters Score: Raw -527136.563520 + Penalty 1657.104445 = -525479.459074 nChanged 74 SP:Iteration 15Q (5007.362177 sec): 3 clusters Score: Raw -527160.630766 + Penalty 1657.104445 = -525503.526321 nChanged 70 SP:Iteration 16Q (5007.416567 sec): 3 clusters Score: Raw -527178.702000 + Penalty 1657.104445 = -525521.597554 nChanged 56 SP:Iteration 17Q (5007.474025 sec): 3 clusters Score: Raw -527192.578226 + Penalty 1657.104445 = -525535.473781 nChanged 63 SP:Iteration 18Q (5007.525256 sec): 3 clusters Score: Raw -527209.213643 + Penalty 1657.104445 = -525552.109198 nChanged 60 SP:Iteration 19Q (5007.570504 sec): 3 clusters Score: Raw -527226.209475 + Penalty 1657.104445 = -525569.105030 nChanged 53 SP:Iteration 20F (5007.627644 sec): 3 clusters Score: Raw -527239.424502 + Penalty 1657.104445 = -525582.320057 nChanged 49 SP:Iteration 21Q (5007.694468 sec): 3 clusters Score: Raw -527250.226276 + Penalty 1657.104445 = -525593.121830 nChanged 45 SP:Iteration 22Q (5007.750369 sec): 3 clusters Score: Raw -527261.166323 + Penalty 1657.104445 = -525604.061877 nChanged 35 SP:Iteration 23Q (5007.800363 sec): 3 clusters Score: Raw -527269.337689 + Penalty 1657.104445 = -525612.233243 nChanged 34 SP:Iteration 24Q (5007.858138 sec): 3 clusters Score: Raw -527277.188623 + Penalty 1657.104445 = -525620.084178 nChanged 31 SP:Iteration 25Q (5007.914266 sec): 3 clusters Score: Raw -527283.572656 + Penalty 1657.104445 = -525626.468211 nChanged 31 SP:Iteration 26Q (5007.971733 sec): 3 clusters Score: Raw -527290.460677 + Penalty 1657.104445 = -525633.356232 nChanged 40 SP:Iteration 27Q (5008.018519 sec): 3 clusters Score: Raw -527298.758277 + Penalty 1657.104445 = -525641.653832 nChanged 39 SP:Iteration 28Q (5008.083161 sec): 3 clusters Score: Raw -527307.039083 + Penalty 1657.104445 = -525649.934638 nChanged 36 SP:Iteration 29Q (5008.139283 sec): 3 clusters Score: Raw -527314.220958 + Penalty 1657.104445 = -525657.116512 nChanged 39 SP:Iteration 30Q (5008.184900 sec): 3 clusters Score: Raw -527323.564203 + Penalty 1657.104445 = -525666.459758 nChanged 33 SP:Iteration 31Q (5008.241129 sec): 3 clusters Score: Raw -527330.828741 + Penalty 1657.104445 = -525673.724296 nChanged 31 SP:Iteration 32Q (5008.305553 sec): 3 clusters Score: Raw -527337.058771 + Penalty 1657.104445 = -525679.954326 nChanged 28 SP:Iteration 33Q (5008.355029 sec): 3 clusters Score: Raw -527342.975065 + Penalty 1657.104445 = -525685.870620 nChanged 22 SP:Iteration 34Q (5008.423559 sec): 3 clusters Score: Raw -527346.296381 + Penalty 1657.104445 = -525689.191935 nChanged 16 SP:Iteration 35Q (5008.475613 sec): 3 clusters Score: Raw -527348.038482 + Penalty 1657.104445 = -525690.934037 nChanged 10 SP:Iteration 36Q (5008.520874 sec): 3 clusters Score: Raw -527350.190712 + Penalty 1657.104445 = -525693.086266 nChanged 17 SP:Iteration 37Q (5008.575696 sec): 3 clusters Score: Raw -527353.518506 + Penalty 1657.104445 = -525696.414060 nChanged 15 SP:Iteration 38Q (5008.628954 sec): 3 clusters Score: Raw -527355.643528 + Penalty 1657.104445 = -525698.539083 nChanged 14 SP:Iteration 39Q (5008.662989 sec): 3 clusters Score: Raw -527358.312485 + Penalty 1657.104445 = -525701.208040 nChanged 20 SP:Iteration 40F (5008.693513 sec): 3 clusters Score: Raw -527361.692729 + Penalty 1657.104445 = -525704.588284 nChanged 16 SP:Iteration 41Q (5008.759243 sec): 3 clusters Score: Raw -527365.136478 + Penalty 1657.104445 = -525708.032033 nChanged 17 SP:Iteration 42Q (5008.816285 sec): 3 clusters Score: Raw -527367.862469 + Penalty 1657.104445 = -525710.758023 nChanged 17 SP:Iteration 43Q (5008.873469 sec): 3 clusters Score: Raw -527371.122900 + Penalty 1657.104445 = -525714.018454 nChanged 21 SP:Iteration 44Q (5008.918098 sec): 3 clusters Score: Raw -527375.485131 + Penalty 1657.104445 = -525718.380685 nChanged 29 SP:Iteration 45Q (5008.971854 sec): 3 clusters Score: Raw -527382.142019 + Penalty 1657.104445 = -525725.037574 nChanged 34 SP:Iteration 46Q (5009.036104 sec): 3 clusters Score: Raw -527391.122383 + Penalty 1657.104445 = -525734.017938 nChanged 28 SP:Iteration 47Q (5009.093043 sec): 3 clusters Score: Raw -527397.856262 + Penalty 1657.104445 = -525740.751816 nChanged 27 SP:Iteration 48Q (5009.138660 sec): 3 clusters Score: Raw -527403.333631 + Penalty 1657.104445 = -525746.229186 nChanged 27 SP:Iteration 49Q (5009.206336 sec): 3 clusters Score: Raw -527408.453060 + Penalty 1657.104445 = -525751.348614 nChanged 24 SP:Iteration 50Q (5009.255574 sec): 3 clusters Score: Raw -527411.978448 + Penalty 1657.104445 = -525754.874003 nChanged 18 SP:Iteration 51Q (5009.307681 sec): 3 clusters Score: Raw -527414.981443 + Penalty 1657.104445 = -525757.876997 nChanged 16 SP:Iteration 52Q (5009.350680 sec): 3 clusters Score: Raw -527417.666075 + Penalty 1657.104445 = -525760.561630 nChanged 23 SP:Iteration 53Q (5009.389575 sec): 3 clusters Score: Raw -527421.676651 + Penalty 1657.104445 = -525764.572206 nChanged 23 SP:Iteration 54Q (5009.448391 sec): 3 clusters Score: Raw -527425.800230 + Penalty 1657.104445 = -525768.695785 nChanged 22 SP:Iteration 55Q (5009.486285 sec): 3 clusters Score: Raw -527429.318161 + Penalty 1657.104445 = -525772.213715 nChanged 29 SP:Iteration 56Q (5009.528761 sec): 3 clusters Score: Raw -527434.550135 + Penalty 1657.104445 = -525777.445690 nChanged 27 SP:Iteration 57Q (5009.580088 sec): 3 clusters Score: Raw -527439.675894 + Penalty 1657.104445 = -525782.571449 nChanged 27 SP:Iteration 58Q (5009.640584 sec): 3 clusters Score: Raw -527445.407990 + Penalty 1657.104445 = -525788.303544 nChanged 29 SP:Iteration 59Q (5009.697967 sec): 3 clusters Score: Raw -527449.698223 + Penalty 1657.104445 = -525792.593778 nChanged 20 SP:Iteration 60F (5009.744876 sec): 3 clusters Score: Raw -527452.628568 + Penalty 1657.104445 = -525795.524123 nChanged 16 SP:Iteration 61Q (5009.800335 sec): 3 clusters Score: Raw -527454.488805 + Penalty 1657.104445 = -525797.384360 nChanged 11 SP:Iteration 62Q (5009.855197 sec): 3 clusters Score: Raw -527455.513934 + Penalty 1657.104445 = -525798.409488 nChanged 12 SP:Iteration 63Q (5009.920325 sec): 3 clusters Score: Raw -527457.519790 + Penalty 1657.104445 = -525800.415345 nChanged 13 SP:Iteration 64Q (5009.966741 sec): 3 clusters Score: Raw -527460.196332 + Penalty 1657.104445 = -525803.091887 nChanged 19 SP:Iteration 65Q (5010.033817 sec): 3 clusters Score: Raw -527464.169303 + Penalty 1657.104445 = -525807.064858 nChanged 21 SP:Iteration 66Q (5010.075943 sec): 3 clusters Score: Raw -527467.094302 + Penalty 1657.104445 = -525809.989857 nChanged 15 SP:Iteration 67Q (5010.138005 sec): 3 clusters Score: Raw -527469.141665 + Penalty 1657.104445 = -525812.037220 nChanged 8 SP:Iteration 68Q (5010.178387 sec): 3 clusters Score: Raw -527470.699208 + Penalty 1657.104445 = -525813.594762 nChanged 8 SP:Iteration 69Q (5010.233038 sec): 3 clusters Score: Raw -527471.968758 + Penalty 1657.104445 = -525814.864312 nChanged 7 SP:Iteration 70Q (5010.293336 sec): 3 clusters Score: Raw -527473.038991 + Penalty 1657.104445 = -525815.934546 nChanged 11 SP:Iteration 71Q (5010.342153 sec): 3 clusters Score: Raw -527474.571216 + Penalty 1657.104445 = -525817.466771 nChanged 6 SP:Iteration 72Q (5010.406467 sec): 3 clusters Score: Raw -527475.458516 + Penalty 1657.104445 = -525818.354070 nChanged 5 SP:Iteration 73Q (5010.464477 sec): 3 clusters Score: Raw -527476.787084 + Penalty 1657.104445 = -525819.682638 nChanged 9 SP:Iteration 74Q (5010.519792 sec): 3 clusters Score: Raw -527478.605371 + Penalty 1657.104445 = -525821.500925 nChanged 9 SP:Iteration 75Q (5010.576671 sec): 3 clusters Score: Raw -527480.330325 + Penalty 1657.104445 = -525823.225880 nChanged 5 SP:Iteration 76Q (5010.630316 sec): 3 clusters Score: Raw -527482.342407 + Penalty 1657.104445 = -525825.237962 nChanged 11 SP:Iteration 77Q (5010.681760 sec): 3 clusters Score: Raw -527484.423128 + Penalty 1657.104445 = -525827.318683 nChanged 9 SP:Iteration 78Q (5010.736895 sec): 3 clusters Score: Raw -527486.092391 + Penalty 1657.104445 = -525828.987946 nChanged 10 SP:Iteration 79Q (5010.778847 sec): 3 clusters Score: Raw -527487.967902 + Penalty 1657.104445 = -525830.863456 nChanged 8 SP:Iteration 80F (5010.836036 sec): 3 clusters Score: Raw -527490.507452 + Penalty 1657.104445 = -525833.403007 nChanged 15 SP:Iteration 81Q (5010.901528 sec): 3 clusters Score: Raw -527493.705694 + Penalty 1657.104445 = -525836.601249 nChanged 16 SP:Iteration 82Q (5010.955973 sec): 3 clusters Score: Raw -527496.908134 + Penalty 1657.104445 = -525839.803689 nChanged 15 SP:Iteration 83Q (5011.011778 sec): 3 clusters Score: Raw -527499.552198 + Penalty 1657.104445 = -525842.447753 nChanged 16 SP:Iteration 84Q (5011.053583 sec): 3 clusters Score: Raw -527502.317664 + Penalty 1657.104445 = -525845.213218 nChanged 9 SP:Iteration 85Q (5011.108330 sec): 3 clusters Score: Raw -527503.871049 + Penalty 1657.104445 = -525846.766603 nChanged 14 SP:Iteration 86Q (5011.176814 sec): 3 clusters Score: Raw -527505.453620 + Penalty 1657.104445 = -525848.349175 nChanged 9 SP:Iteration 87Q (5011.233559 sec): 3 clusters Score: Raw -527506.398101 + Penalty 1657.104445 = -525849.293655 nChanged 6 SP:Iteration 88Q (5011.283630 sec): 3 clusters Score: Raw -527507.043628 + Penalty 1657.104445 = -525849.939183 nChanged 4 SP:Iteration 89Q (5011.338796 sec): 3 clusters Score: Raw -527507.254274 + Penalty 1657.104445 = -525850.149828 nChanged 3 SP:Iteration 90Q (5011.394116 sec): 3 clusters Score: Raw -527507.473827 + Penalty 1657.104445 = -525850.369382 nChanged 1 SP:Iteration 91Q (5011.439736 sec): 3 clusters Score: Raw -527507.631190 + Penalty 1657.104445 = -525850.526744 nChanged 3 SP:Iteration 92Q (5011.495956 sec): 3 clusters Score: Raw -527508.069804 + Penalty 1657.104445 = -525850.965359 nChanged 4 SP:Iteration 93Q (5011.550288 sec): 3 clusters Score: Raw -527508.694239 + Penalty 1657.104445 = -525851.589793 nChanged 3 SP:Iteration 94Q (5011.607684 sec): 3 clusters Score: Raw -527509.192288 + Penalty 1657.104445 = -525852.087842 nChanged 4 SP:Iteration 95Q (5011.656847 sec): 3 clusters Score: Raw -527509.573745 + Penalty 1657.104445 = -525852.469299 nChanged 3 SP:Iteration 96Q (5011.711539 sec): 3 clusters Score: Raw -527509.853660 + Penalty 1657.104445 = -525852.749214 nChanged 3 SP:Iteration 97Q (5011.767371 sec): 3 clusters Score: Raw -527510.221799 + Penalty 1657.104445 = -525853.117354 nChanged 2 SP:Iteration 98Q (5011.831161 sec): 3 clusters Score: Raw -527510.492478 + Penalty 1657.104445 = -525853.388033 nChanged 4 SP:Iteration 99Q (5011.886700 sec): 3 clusters Score: Raw -527510.949935 + Penalty 1657.104445 = -525853.845489 nChanged 2 SP:Iteration 100F (5011.942578 sec): 3 clusters Score: Raw -527511.132617 + Penalty 1657.104445 = -525854.028172 nChanged 4 SP:Iteration 101Q (5011.988166 sec): 3 clusters Score: Raw -527511.431140 + Penalty 1657.104445 = -525854.326695 nChanged 0 SP:Iteration 102F (5012.049017 sec): 3 clusters Score: Raw -527511.431140 + Penalty 1657.104445 = -525854.326695 nChanged 0 Trying to split cluster 38 (9162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5012.082071 sec): 2 clusters Score: Raw -773943.521038 + Penalty 866.667879 = -773076.853160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5012.134299 sec): 3 clusters Score: Raw -768602.768502 + Penalty 1733.335757 = -766869.432745 nChanged 4121 SP:Iteration 1F (5012.191004 sec): 3 clusters Score: Raw -771081.357707 + Penalty 1733.335757 = -769348.021950 nChanged 615 SP:Iteration 2F (5012.245426 sec): 3 clusters Score: Raw -771469.505594 + Penalty 1733.335757 = -769736.169836 nChanged 606 SP:Iteration 3F (5012.305077 sec): 3 clusters Score: Raw -771843.007467 + Penalty 1733.335757 = -770109.671710 nChanged 604 SP:Iteration 4F (5012.365426 sec): 3 clusters Score: Raw -772184.014295 + Penalty 1733.335757 = -770450.678538 nChanged 532 SP:Iteration 5F (5012.425906 sec): 3 clusters Score: Raw -772478.563149 + Penalty 1733.335757 = -770745.227392 nChanged 475 SP:Iteration 6F (5012.485677 sec): 3 clusters Score: Raw -772761.644202 + Penalty 1733.335757 = -771028.308445 nChanged 420 SP:Iteration 7Q (5012.557794 sec): 3 clusters Score: Raw -773023.454473 + Penalty 1733.335757 = -771290.118715 nChanged 381 SP:Iteration 8Q (5012.603545 sec): 3 clusters Score: Raw -773251.636579 + Penalty 1733.335757 = -771518.300822 nChanged 340 SP:Iteration 9Q (5012.661844 sec): 3 clusters Score: Raw -773473.928988 + Penalty 1733.335757 = -771740.593231 nChanged 279 SP:Iteration 10Q (5012.723419 sec): 3 clusters Score: Raw -773675.068939 + Penalty 1733.335757 = -771941.733182 nChanged 248 SP:Iteration 11Q (5012.795730 sec): 3 clusters Score: Raw -773887.928275 + Penalty 1733.335757 = -772154.592518 nChanged 206 SP:Iteration 12Q (5012.853965 sec): 3 clusters Score: Raw -774047.056843 + Penalty 1733.335757 = -772313.721085 nChanged 178 SP:Iteration 13Q (5012.904579 sec): 3 clusters Score: Raw -774172.136563 + Penalty 1733.335757 = -772438.800806 nChanged 134 SP:Iteration 14Q (5012.973516 sec): 3 clusters Score: Raw -774247.053629 + Penalty 1733.335757 = -772513.717872 nChanged 95 SP:Iteration 15Q (5013.028131 sec): 3 clusters Score: Raw -774287.245814 + Penalty 1733.335757 = -772553.910057 nChanged 72 SP:Iteration 16Q (5013.084025 sec): 3 clusters Score: Raw -774314.020575 + Penalty 1733.335757 = -772580.684818 nChanged 55 SP:Iteration 17Q (5013.140805 sec): 3 clusters Score: Raw -774334.151564 + Penalty 1733.335757 = -772600.815807 nChanged 50 SP:Iteration 18Q (5013.191937 sec): 3 clusters Score: Raw -774355.008007 + Penalty 1733.335757 = -772621.672250 nChanged 47 SP:Iteration 19Q (5013.247774 sec): 3 clusters Score: Raw -774374.217951 + Penalty 1733.335757 = -772640.882194 nChanged 39 SP:Iteration 20F (5013.306726 sec): 3 clusters Score: Raw -774387.967661 + Penalty 1733.335757 = -772654.631904 nChanged 29 SP:Iteration 21Q (5013.366139 sec): 3 clusters Score: Raw -774396.629826 + Penalty 1733.335757 = -772663.294069 nChanged 28 SP:Iteration 22Q (5013.425471 sec): 3 clusters Score: Raw -774404.008549 + Penalty 1733.335757 = -772670.672792 nChanged 16 SP:Iteration 23Q (5013.479811 sec): 3 clusters Score: Raw -774408.000330 + Penalty 1733.335757 = -772674.664573 nChanged 16 SP:Iteration 24Q (5013.536259 sec): 3 clusters Score: Raw -774412.205701 + Penalty 1733.335757 = -772678.869944 nChanged 15 SP:Iteration 25Q (5013.582999 sec): 3 clusters Score: Raw -774417.929340 + Penalty 1733.335757 = -772684.593582 nChanged 14 SP:Iteration 26Q (5013.632229 sec): 3 clusters Score: Raw -774422.483949 + Penalty 1733.335757 = -772689.148192 nChanged 10 SP:Iteration 27Q (5013.695422 sec): 3 clusters Score: Raw -774426.075586 + Penalty 1733.335757 = -772692.739829 nChanged 12 SP:Iteration 28Q (5013.727034 sec): 3 clusters Score: Raw -774429.838138 + Penalty 1733.335757 = -772696.502381 nChanged 12 SP:Iteration 29Q (5013.781336 sec): 3 clusters Score: Raw -774432.923383 + Penalty 1733.335757 = -772699.587626 nChanged 6 SP:Iteration 30Q (5013.830733 sec): 3 clusters Score: Raw -774435.114377 + Penalty 1733.335757 = -772701.778620 nChanged 8 SP:Iteration 31Q (5013.878561 sec): 3 clusters Score: Raw -774438.370405 + Penalty 1733.335757 = -772705.034648 nChanged 12 SP:Iteration 32Q (5013.930316 sec): 3 clusters Score: Raw -774443.272989 + Penalty 1733.335757 = -772709.937232 nChanged 12 SP:Iteration 33Q (5013.978987 sec): 3 clusters Score: Raw -774447.729091 + Penalty 1733.335757 = -772714.393334 nChanged 12 SP:Iteration 34Q (5014.026128 sec): 3 clusters Score: Raw -774451.329140 + Penalty 1733.335757 = -772717.993383 nChanged 7 SP:Iteration 35Q (5014.073140 sec): 3 clusters Score: Raw -774454.646492 + Penalty 1733.335757 = -772721.310734 nChanged 5 SP:Iteration 36Q (5014.131566 sec): 3 clusters Score: Raw -774456.248405 + Penalty 1733.335757 = -772722.912648 nChanged 4 SP:Iteration 37Q (5014.180837 sec): 3 clusters Score: Raw -774457.080875 + Penalty 1733.335757 = -772723.745117 nChanged 2 SP:Iteration 38Q (5014.218874 sec): 3 clusters Score: Raw -774457.291632 + Penalty 1733.335757 = -772723.955875 nChanged 3 SP:Iteration 39Q (5014.269878 sec): 3 clusters Score: Raw -774457.499757 + Penalty 1733.335757 = -772724.164000 nChanged 0 SP:Iteration 40F (5014.314226 sec): 3 clusters Score: Raw -774457.499757 + Penalty 1733.335757 = -772724.164000 nChanged 0 Trying to split cluster 39 (1462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5014.346150 sec): 2 clusters Score: Raw -119193.618375 + Penalty 692.318261 = -118501.300114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5014.379494 sec): 3 clusters Score: Raw -118541.928528 + Penalty 1384.636522 = -117157.292007 nChanged 549 SP:Iteration 1F (5014.426446 sec): 3 clusters Score: Raw -118920.216189 + Penalty 1384.636522 = -117535.579667 nChanged 140 SP:Iteration 2F (5014.476871 sec): 3 clusters Score: Raw -119064.286868 + Penalty 1384.636522 = -117679.650346 nChanged 99 SP:Iteration 3F (5014.513271 sec): 3 clusters Score: Raw -119231.061418 + Penalty 1384.636522 = -117846.424896 nChanged 124 SP:Iteration 4F (5014.566144 sec): 3 clusters Score: Raw -119373.327753 + Penalty 1384.636522 = -117988.691231 nChanged 100 SP:Iteration 5F (5014.601058 sec): 3 clusters Score: Raw -119482.815558 + Penalty 1384.636522 = -118098.179036 nChanged 78 SP:Iteration 6F (5014.651034 sec): 3 clusters Score: Raw -119562.816901 + Penalty 1384.636522 = -118178.180379 nChanged 55 SP:Iteration 7Q (5014.684284 sec): 3 clusters Score: Raw -119615.806943 + Penalty 1384.636522 = -118231.170422 nChanged 31 SP:Iteration 8Q (5014.730093 sec): 3 clusters Score: Raw -119635.785151 + Penalty 1384.636522 = -118251.148629 nChanged 14 SP:Iteration 9Q (5014.765476 sec): 3 clusters Score: Raw -119644.703886 + Penalty 1384.636522 = -118260.067365 nChanged 11 SP:Iteration 10Q (5014.810062 sec): 3 clusters Score: Raw -119650.023297 + Penalty 1384.636522 = -118265.386775 nChanged 6 SP:Iteration 11Q (5014.855833 sec): 3 clusters Score: Raw -119651.943286 + Penalty 1384.636522 = -118267.306764 nChanged 2 SP:Iteration 12Q (5014.892896 sec): 3 clusters Score: Raw -119653.392662 + Penalty 1384.636522 = -118268.756141 nChanged 2 SP:Iteration 13Q (5014.942592 sec): 3 clusters Score: Raw -119654.263851 + Penalty 1384.636522 = -118269.627330 nChanged 4 SP:Iteration 14Q (5014.975092 sec): 3 clusters Score: Raw -119656.250697 + Penalty 1384.636522 = -118271.614176 nChanged 1 SP:Iteration 15Q (5015.022505 sec): 3 clusters Score: Raw -119656.842070 + Penalty 1384.636522 = -118272.205548 nChanged 2 SP:Iteration 16Q (5015.055109 sec): 3 clusters Score: Raw -119658.324562 + Penalty 1384.636522 = -118273.688040 nChanged 2 SP:Iteration 17Q (5015.095269 sec): 3 clusters Score: Raw -119659.644237 + Penalty 1384.636522 = -118275.007716 nChanged 2 SP:Iteration 18Q (5015.137791 sec): 3 clusters Score: Raw -119660.467435 + Penalty 1384.636522 = -118275.830913 nChanged 2 SP:Iteration 19Q (5015.185068 sec): 3 clusters Score: Raw -119660.992559 + Penalty 1384.636522 = -118276.356038 nChanged 0 SP:Iteration 20F (5015.235035 sec): 3 clusters Score: Raw -119660.992559 + Penalty 1384.636522 = -118276.356038 nChanged 0 Trying to split cluster 40 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5015.247057 sec): 2 clusters Score: Raw -33680.285224 + Penalty 585.314696 = -33094.970528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5015.281507 sec): 3 clusters Score: Raw -33572.038645 + Penalty 1170.629391 = -32401.409254 nChanged 143 SP:Iteration 1F (5015.333467 sec): 3 clusters Score: Raw -33813.522949 + Penalty 1170.629391 = -32642.893558 nChanged 53 SP:Iteration 2F (5015.370762 sec): 3 clusters Score: Raw -33956.469552 + Penalty 1170.629391 = -32785.840160 nChanged 38 SP:Iteration 3F (5015.402987 sec): 3 clusters Score: Raw -34073.342491 + Penalty 1170.629391 = -32902.713099 nChanged 22 SP:Iteration 4Q (5015.449456 sec): 3 clusters Score: Raw -34107.940364 + Penalty 1170.629391 = -32937.310973 nChanged 19 SP:Iteration 5Q (5015.484202 sec): 3 clusters Score: Raw -34154.186213 + Penalty 1170.629391 = -32983.556822 nChanged 24 SP:Iteration 6F (5015.522181 sec): 3 clusters Score: Raw -34192.092609 + Penalty 1170.629391 = -33021.463218 nChanged 12 SP:Iteration 7Q (5015.563526 sec): 3 clusters Score: Raw -34215.548341 + Penalty 1170.629391 = -33044.918950 nChanged 10 SP:Iteration 8Q (5015.610156 sec): 3 clusters Score: Raw -34232.572337 + Penalty 1170.629391 = -33061.942946 nChanged 4 SP:Iteration 9Q (5015.639890 sec): 3 clusters Score: Raw -34244.872887 + Penalty 1170.629391 = -33074.243496 nChanged 4 SP:Iteration 10Q (5015.689805 sec): 3 clusters Score: Raw -34255.956185 + Penalty 1170.629391 = -33085.326794 nChanged 8 SP:Iteration 11Q (5015.719220 sec): 3 clusters Score: Raw -34265.128020 + Penalty 1170.629391 = -33094.498629 nChanged 0 SP:Iteration 12F (5015.750859 sec): 3 clusters Score: Raw -34265.128020 + Penalty 1170.629391 = -33094.498629 nChanged 0 Trying to split cluster 41 (96422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5015.874561 sec): 2 clusters Score: Raw -8202067.747910 + Penalty 1090.266519 = -8200977.481391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5016.007303 sec): 3 clusters Score: Raw -8138389.684044 + Penalty 2180.533037 = -8136209.151007 nChanged 46567 SP:Iteration 1F (5016.134432 sec): 3 clusters Score: Raw -8167351.367284 + Penalty 2180.533037 = -8165170.834247 nChanged 4079 SP:Iteration 2Q (5016.299596 sec): 3 clusters Score: Raw -8168810.510038 + Penalty 2180.533037 = -8166629.977001 nChanged 4416 SP:Iteration 3Q (5016.472150 sec): 3 clusters Score: Raw -8170550.337797 + Penalty 2180.533037 = -8168369.804760 nChanged 4721 SP:Iteration 4Q (5016.638201 sec): 3 clusters Score: Raw -8172625.990357 + Penalty 2180.533037 = -8170445.457320 nChanged 5019 SP:Iteration 5F (5016.798793 sec): 3 clusters Score: Raw -8175284.157634 + Penalty 2180.533037 = -8173103.624596 nChanged 5508 SP:Iteration 6F (5016.946109 sec): 3 clusters Score: Raw -8178679.254437 + Penalty 2180.533037 = -8176498.721400 nChanged 5529 SP:Iteration 7F (5017.107655 sec): 3 clusters Score: Raw -8182538.187593 + Penalty 2180.533037 = -8180357.654556 nChanged 5168 SP:Iteration 8F (5017.262365 sec): 3 clusters Score: Raw -8185723.064923 + Penalty 2180.533037 = -8183542.531885 nChanged 4065 SP:Iteration 9Q (5017.430353 sec): 3 clusters Score: Raw -8187382.733595 + Penalty 2180.533037 = -8185202.200557 nChanged 2546 SP:Iteration 10Q (5017.600638 sec): 3 clusters Score: Raw -8188019.122714 + Penalty 2180.533037 = -8185838.589677 nChanged 1629 SP:Iteration 11Q (5017.740236 sec): 3 clusters Score: Raw -8188305.924847 + Penalty 2180.533037 = -8186125.391810 nChanged 1133 SP:Iteration 12Q (5017.909521 sec): 3 clusters Score: Raw -8188479.976982 + Penalty 2180.533037 = -8186299.443945 nChanged 973 SP:Iteration 13Q (5018.045307 sec): 3 clusters Score: Raw -8188644.586977 + Penalty 2180.533037 = -8186464.053940 nChanged 899 SP:Iteration 14Q (5018.213491 sec): 3 clusters Score: Raw -8188800.201624 + Penalty 2180.533037 = -8186619.668587 nChanged 859 SP:Iteration 15Q (5018.368235 sec): 3 clusters Score: Raw -8188932.471523 + Penalty 2180.533037 = -8186751.938486 nChanged 771 SP:Iteration 16Q (5018.534858 sec): 3 clusters Score: Raw -8189045.479740 + Penalty 2180.533037 = -8186864.946702 nChanged 775 SP:Iteration 17Q (5018.700445 sec): 3 clusters Score: Raw -8189158.346135 + Penalty 2180.533037 = -8186977.813097 nChanged 737 SP:Iteration 18Q (5018.868588 sec): 3 clusters Score: Raw -8189260.896035 + Penalty 2180.533037 = -8187080.362998 nChanged 714 SP:Iteration 19Q (5019.017843 sec): 3 clusters Score: Raw -8189359.291291 + Penalty 2180.533037 = -8187178.758253 nChanged 731 SP:Iteration 20F (5019.165696 sec): 3 clusters Score: Raw -8189469.896020 + Penalty 2180.533037 = -8187289.362983 nChanged 782 SP:Iteration 21Q (5019.314328 sec): 3 clusters Score: Raw -8189590.757977 + Penalty 2180.533037 = -8187410.224939 nChanged 767 SP:Iteration 22Q (5019.468523 sec): 3 clusters Score: Raw -8189701.755086 + Penalty 2180.533037 = -8187521.222049 nChanged 746 SP:Iteration 23Q (5019.634748 sec): 3 clusters Score: Raw -8189808.049508 + Penalty 2180.533037 = -8187627.516471 nChanged 730 SP:Iteration 24Q (5019.808782 sec): 3 clusters Score: Raw -8189910.894279 + Penalty 2180.533037 = -8187730.361242 nChanged 752 SP:Iteration 25Q (5019.961736 sec): 3 clusters Score: Raw -8190019.730677 + Penalty 2180.533037 = -8187839.197639 nChanged 743 SP:Iteration 26Q (5020.100240 sec): 3 clusters Score: Raw -8190128.088339 + Penalty 2180.533037 = -8187947.555302 nChanged 737 SP:Iteration 27Q (5020.234745 sec): 3 clusters Score: Raw -8190236.061537 + Penalty 2180.533037 = -8188055.528500 nChanged 752 SP:Iteration 28Q (5020.369417 sec): 3 clusters Score: Raw -8190335.676984 + Penalty 2180.533037 = -8188155.143946 nChanged 719 SP:Iteration 29Q (5020.525968 sec): 3 clusters Score: Raw -8190431.002295 + Penalty 2180.533037 = -8188250.469258 nChanged 697 SP:Iteration 30Q (5020.671815 sec): 3 clusters Score: Raw -8190521.593160 + Penalty 2180.533037 = -8188341.060122 nChanged 672 SP:Iteration 31Q (5020.827860 sec): 3 clusters Score: Raw -8190603.584268 + Penalty 2180.533037 = -8188423.051231 nChanged 640 SP:Iteration 32Q (5020.992905 sec): 3 clusters Score: Raw -8190685.791139 + Penalty 2180.533037 = -8188505.258102 nChanged 641 SP:Iteration 33Q (5021.157234 sec): 3 clusters Score: Raw -8190761.376006 + Penalty 2180.533037 = -8188580.842969 nChanged 624 SP:Iteration 34Q (5021.312084 sec): 3 clusters Score: Raw -8190841.473501 + Penalty 2180.533037 = -8188660.940464 nChanged 627 SP:Iteration 35Q (5021.473037 sec): 3 clusters Score: Raw -8190931.126039 + Penalty 2180.533037 = -8188750.593002 nChanged 690 SP:Iteration 36Q (5021.641613 sec): 3 clusters Score: Raw -8191021.156248 + Penalty 2180.533037 = -8188840.623211 nChanged 664 SP:Iteration 37Q (5021.789386 sec): 3 clusters Score: Raw -8191103.370904 + Penalty 2180.533037 = -8188922.837867 nChanged 613 SP:Iteration 38Q (5021.957904 sec): 3 clusters Score: Raw -8191173.875094 + Penalty 2180.533037 = -8188993.342056 nChanged 565 SP:Iteration 39Q (5022.127511 sec): 3 clusters Score: Raw -8191239.506900 + Penalty 2180.533037 = -8189058.973863 nChanged 566 SP:Iteration 40F (5022.294288 sec): 3 clusters Score: Raw -8191302.750860 + Penalty 2180.533037 = -8189122.217822 nChanged 532 SP:Iteration 41Q (5022.449055 sec): 3 clusters Score: Raw -8191364.873627 + Penalty 2180.533037 = -8189184.340589 nChanged 553 SP:Iteration 42Q (5022.586462 sec): 3 clusters Score: Raw -8191427.811435 + Penalty 2180.533037 = -8189247.278398 nChanged 514 SP:Iteration 43Q (5022.753942 sec): 3 clusters Score: Raw -8191480.289321 + Penalty 2180.533037 = -8189299.756283 nChanged 470 SP:Iteration 44Q (5022.917553 sec): 3 clusters Score: Raw -8191522.352410 + Penalty 2180.533037 = -8189341.819373 nChanged 457 SP:Iteration 45Q (5023.076668 sec): 3 clusters Score: Raw -8191564.955617 + Penalty 2180.533037 = -8189384.422579 nChanged 437 SP:Iteration 46Q (5023.239995 sec): 3 clusters Score: Raw -8191606.957618 + Penalty 2180.533037 = -8189426.424580 nChanged 402 SP:Iteration 47Q (5023.400308 sec): 3 clusters Score: Raw -8191646.920923 + Penalty 2180.533037 = -8189466.387886 nChanged 413 SP:Iteration 48Q (5023.537493 sec): 3 clusters Score: Raw -8191684.547440 + Penalty 2180.533037 = -8189504.014403 nChanged 410 SP:Iteration 49Q (5023.689074 sec): 3 clusters Score: Raw -8191719.397425 + Penalty 2180.533037 = -8189538.864387 nChanged 388 SP:Iteration 50Q (5023.845171 sec): 3 clusters Score: Raw -8191750.139486 + Penalty 2180.533037 = -8189569.606449 nChanged 385 SP:Iteration 51Q (5024.009766 sec): 3 clusters Score: Raw -8191780.969743 + Penalty 2180.533037 = -8189600.436706 nChanged 394 SP:Iteration 52Q (5024.170725 sec): 3 clusters Score: Raw -8191814.165380 + Penalty 2180.533037 = -8189633.632343 nChanged 386 SP:Iteration 53Q (5024.329915 sec): 3 clusters Score: Raw -8191846.083788 + Penalty 2180.533037 = -8189665.550750 nChanged 415 SP:Iteration 54Q (5024.484982 sec): 3 clusters Score: Raw -8191881.145436 + Penalty 2180.533037 = -8189700.612398 nChanged 453 SP:Iteration 55Q (5024.650240 sec): 3 clusters Score: Raw -8191922.002223 + Penalty 2180.533037 = -8189741.469186 nChanged 451 SP:Iteration 56Q (5024.801813 sec): 3 clusters Score: Raw -8191963.416895 + Penalty 2180.533037 = -8189782.883857 nChanged 473 SP:Iteration 57Q (5024.968623 sec): 3 clusters Score: Raw -8192009.635237 + Penalty 2180.533037 = -8189829.102199 nChanged 509 SP:Iteration 58Q (5025.131050 sec): 3 clusters Score: Raw -8192064.138728 + Penalty 2180.533037 = -8189883.605690 nChanged 542 SP:Iteration 59Q (5025.268926 sec): 3 clusters Score: Raw -8192120.941405 + Penalty 2180.533037 = -8189940.408367 nChanged 543 SP:Iteration 60F (5025.414635 sec): 3 clusters Score: Raw -8192178.335682 + Penalty 2180.533037 = -8189997.802644 nChanged 549 SP:Iteration 61Q (5025.559007 sec): 3 clusters Score: Raw -8192237.568214 + Penalty 2180.533037 = -8190057.035176 nChanged 613 SP:Iteration 62Q (5025.695477 sec): 3 clusters Score: Raw -8192308.888259 + Penalty 2180.533037 = -8190128.355222 nChanged 644 SP:Iteration 63Q (5025.858927 sec): 3 clusters Score: Raw -8192386.368779 + Penalty 2180.533037 = -8190205.835742 nChanged 691 SP:Iteration 64Q (5026.019511 sec): 3 clusters Score: Raw -8192475.282279 + Penalty 2180.533037 = -8190294.749241 nChanged 768 SP:Iteration 65Q (5026.183822 sec): 3 clusters Score: Raw -8192579.896523 + Penalty 2180.533037 = -8190399.363485 nChanged 794 SP:Iteration 66Q (5026.347911 sec): 3 clusters Score: Raw -8192691.855145 + Penalty 2180.533037 = -8190511.322107 nChanged 833 SP:Iteration 67Q (5026.500430 sec): 3 clusters Score: Raw -8192819.491327 + Penalty 2180.533037 = -8190638.958290 nChanged 919 SP:Iteration 68Q (5026.645507 sec): 3 clusters Score: Raw -8192978.001983 + Penalty 2180.533037 = -8190797.468946 nChanged 989 SP:Iteration 69Q (5026.802542 sec): 3 clusters Score: Raw -8193162.445621 + Penalty 2180.533037 = -8190981.912584 nChanged 1067 SP:Iteration 70Q (5026.936100 sec): 3 clusters Score: Raw -8193377.024071 + Penalty 2180.533037 = -8191196.491034 nChanged 1074 SP:Iteration 71Q (5027.089890 sec): 3 clusters Score: Raw -8193599.430636 + Penalty 2180.533037 = -8191418.897599 nChanged 1124 SP:Iteration 72Q (5027.237932 sec): 3 clusters Score: Raw -8193851.905286 + Penalty 2180.533037 = -8191671.372249 nChanged 1160 SP:Iteration 73Q (5027.395538 sec): 3 clusters Score: Raw -8194126.048855 + Penalty 2180.533037 = -8191945.515817 nChanged 1233 SP:Iteration 74Q (5027.552872 sec): 3 clusters Score: Raw -8194424.676312 + Penalty 2180.533037 = -8192244.143275 nChanged 1224 SP:Iteration 75Q (5027.695279 sec): 3 clusters Score: Raw -8194724.464806 + Penalty 2180.533037 = -8192543.931768 nChanged 1215 SP:Iteration 76Q (5027.851571 sec): 3 clusters Score: Raw -8195024.100696 + Penalty 2180.533037 = -8192843.567659 nChanged 1252 SP:Iteration 77Q (5028.003803 sec): 3 clusters Score: Raw -8195359.354325 + Penalty 2180.533037 = -8193178.821287 nChanged 1299 SP:Iteration 78Q (5028.130463 sec): 3 clusters Score: Raw -8195728.375368 + Penalty 2180.533037 = -8193547.842331 nChanged 1355 SP:Iteration 79Q (5028.276498 sec): 3 clusters Score: Raw -8196144.372452 + Penalty 2180.533037 = -8193963.839415 nChanged 1356 SP:Iteration 80F (5028.442129 sec): 3 clusters Score: Raw -8196584.949735 + Penalty 2180.533037 = -8194404.416698 nChanged 1365 SP:Iteration 81Q (5028.591837 sec): 3 clusters Score: Raw -8197054.981765 + Penalty 2180.533037 = -8194874.448728 nChanged 1375 SP:Iteration 82Q (5028.749449 sec): 3 clusters Score: Raw -8197560.853545 + Penalty 2180.533037 = -8195380.320508 nChanged 1362 SP:Iteration 83Q (5028.916220 sec): 3 clusters Score: Raw -8198094.612195 + Penalty 2180.533037 = -8195914.079158 nChanged 1339 SP:Iteration 84Q (5029.070293 sec): 3 clusters Score: Raw -8198643.200345 + Penalty 2180.533037 = -8196462.667307 nChanged 1280 SP:Iteration 85Q (5029.222328 sec): 3 clusters Score: Raw -8199207.102516 + Penalty 2180.533037 = -8197026.569479 nChanged 1228 SP:Iteration 86Q (5029.369691 sec): 3 clusters Score: Raw -8199783.712075 + Penalty 2180.533037 = -8197603.179038 nChanged 1121 SP:Iteration 87Q (5029.515362 sec): 3 clusters Score: Raw -8200319.902473 + Penalty 2180.533037 = -8198139.369435 nChanged 955 SP:Iteration 88Q (5029.671409 sec): 3 clusters Score: Raw -8200782.097661 + Penalty 2180.533037 = -8198601.564624 nChanged 798 SP:Iteration 89Q (5029.829257 sec): 3 clusters Score: Raw -8201151.311712 + Penalty 2180.533037 = -8198970.778674 nChanged 645 SP:Iteration 90Q (5029.967553 sec): 3 clusters Score: Raw -8201440.614646 + Penalty 2180.533037 = -8199260.081609 nChanged 536 SP:Iteration 91Q (5030.125682 sec): 3 clusters Score: Raw -8201676.252973 + Penalty 2180.533037 = -8199495.719935 nChanged 444 SP:Iteration 92Q (5030.270661 sec): 3 clusters Score: Raw -8201864.905670 + Penalty 2180.533037 = -8199684.372632 nChanged 364 SP:Iteration 93Q (5030.421665 sec): 3 clusters Score: Raw -8202007.783482 + Penalty 2180.533037 = -8199827.250444 nChanged 303 SP:Iteration 94Q (5030.569178 sec): 3 clusters Score: Raw -8202130.535521 + Penalty 2180.533037 = -8199950.002484 nChanged 241 SP:Iteration 95Q (5030.728201 sec): 3 clusters Score: Raw -8202223.464020 + Penalty 2180.533037 = -8200042.930983 nChanged 200 SP:Iteration 96Q (5030.869427 sec): 3 clusters Score: Raw -8202292.272500 + Penalty 2180.533037 = -8200111.739462 nChanged 154 SP:Iteration 97Q (5031.017063 sec): 3 clusters Score: Raw -8202336.981241 + Penalty 2180.533037 = -8200156.448203 nChanged 114 SP:Iteration 98Q (5031.178033 sec): 3 clusters Score: Raw -8202369.709992 + Penalty 2180.533037 = -8200189.176954 nChanged 92 SP:Iteration 99Q (5031.330439 sec): 3 clusters Score: Raw -8202396.164024 + Penalty 2180.533037 = -8200215.630986 nChanged 96 SP:Iteration 100F (5031.500136 sec): 3 clusters Score: Raw -8202418.144364 + Penalty 2180.533037 = -8200237.611327 nChanged 73 SP:Iteration 101Q (5031.645907 sec): 3 clusters Score: Raw -8202434.989530 + Penalty 2180.533037 = -8200254.456493 nChanged 61 SP:Iteration 102Q (5031.801668 sec): 3 clusters Score: Raw -8202451.875018 + Penalty 2180.533037 = -8200271.341981 nChanged 57 SP:Iteration 103Q (5031.952448 sec): 3 clusters Score: Raw -8202465.315261 + Penalty 2180.533037 = -8200284.782223 nChanged 36 SP:Iteration 104Q (5032.090822 sec): 3 clusters Score: Raw -8202472.966644 + Penalty 2180.533037 = -8200292.433607 nChanged 28 SP:Iteration 105Q (5032.235657 sec): 3 clusters Score: Raw -8202479.269676 + Penalty 2180.533037 = -8200298.736639 nChanged 29 SP:Iteration 106Q (5032.388155 sec): 3 clusters Score: Raw -8202484.104484 + Penalty 2180.533037 = -8200303.571447 nChanged 21 SP:Iteration 107Q (5032.537810 sec): 3 clusters Score: Raw -8202486.874474 + Penalty 2180.533037 = -8200306.341437 nChanged 13 SP:Iteration 108Q (5032.683026 sec): 3 clusters Score: Raw -8202488.482127 + Penalty 2180.533037 = -8200307.949090 nChanged 7 SP:Iteration 109Q (5032.839492 sec): 3 clusters Score: Raw -8202489.121733 + Penalty 2180.533037 = -8200308.588695 nChanged 6 SP:Iteration 110Q (5032.981511 sec): 3 clusters Score: Raw -8202489.784786 + Penalty 2180.533037 = -8200309.251748 nChanged 2 SP:Iteration 111Q (5033.129342 sec): 3 clusters Score: Raw -8202490.017243 + Penalty 2180.533037 = -8200309.484206 nChanged 5 SP:Iteration 112Q (5033.279593 sec): 3 clusters Score: Raw -8202490.861617 + Penalty 2180.533037 = -8200310.328579 nChanged 6 SP:Iteration 113Q (5033.419184 sec): 3 clusters Score: Raw -8202491.719050 + Penalty 2180.533037 = -8200311.186012 nChanged 3 SP:Iteration 114Q (5033.559620 sec): 3 clusters Score: Raw -8202492.002800 + Penalty 2180.533037 = -8200311.469763 nChanged 6 SP:Iteration 115Q (5033.707416 sec): 3 clusters Score: Raw -8202492.642111 + Penalty 2180.533037 = -8200312.109074 nChanged 2 SP:Iteration 116Q (5033.859151 sec): 3 clusters Score: Raw -8202492.947068 + Penalty 2180.533037 = -8200312.414030 nChanged 3 SP:Iteration 117Q (5034.000784 sec): 3 clusters Score: Raw -8202493.261171 + Penalty 2180.533037 = -8200312.728133 nChanged 1 SP:Iteration 118Q (5034.157903 sec): 3 clusters Score: Raw -8202493.418563 + Penalty 2180.533037 = -8200312.885526 nChanged 1 SP:Iteration 119Q (5034.298853 sec): 3 clusters Score: Raw -8202493.463969 + Penalty 2180.533037 = -8200312.930932 nChanged 1 SP:Iteration 120F (5034.470504 sec): 3 clusters Score: Raw -8202493.528945 + Penalty 2180.533037 = -8200312.995908 nChanged 2 SP:Iteration 121Q (5034.611917 sec): 3 clusters Score: Raw -8202493.874322 + Penalty 2180.533037 = -8200313.341285 nChanged 1 SP:Iteration 122Q (5034.770114 sec): 3 clusters Score: Raw -8202493.995812 + Penalty 2180.533037 = -8200313.462775 nChanged 1 SP:Iteration 123Q (5034.889295 sec): 3 clusters Score: Raw -8202494.047466 + Penalty 2180.533037 = -8200313.514428 nChanged 1 SP:Iteration 124Q (5035.007317 sec): 3 clusters Score: Raw -8202494.170455 + Penalty 2180.533037 = -8200313.637418 nChanged 1 SP:Iteration 125Q (5035.128491 sec): 3 clusters Score: Raw -8202494.242202 + Penalty 2180.533037 = -8200313.709165 nChanged 0 SP:Iteration 126F (5035.269858 sec): 3 clusters Score: Raw -8202494.242202 + Penalty 2180.533037 = -8200313.709165 nChanged 0 Trying to split cluster 42 (4063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5035.282225 sec): 2 clusters Score: Raw -300465.358399 + Penalty 789.419305 = -299675.939094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5035.298278 sec): 3 clusters Score: Raw -298270.944958 + Penalty 1578.838610 = -296692.106348 nChanged 1718 SP:Iteration 1F (5035.312713 sec): 3 clusters Score: Raw -299208.491288 + Penalty 1578.838610 = -297629.652678 nChanged 302 SP:Iteration 2F (5035.327217 sec): 3 clusters Score: Raw -299365.695954 + Penalty 1578.838610 = -297786.857344 nChanged 217 SP:Iteration 3F (5035.341730 sec): 3 clusters Score: Raw -299483.763963 + Penalty 1578.838610 = -297904.925353 nChanged 198 SP:Iteration 4Q (5035.356241 sec): 3 clusters Score: Raw -299635.634963 + Penalty 1578.838610 = -298056.796352 nChanged 238 SP:Iteration 5F (5035.370668 sec): 3 clusters Score: Raw -299853.730456 + Penalty 1578.838610 = -298274.891846 nChanged 289 SP:Iteration 6F (5035.385174 sec): 3 clusters Score: Raw -300129.100481 + Penalty 1578.838610 = -298550.261870 nChanged 299 SP:Iteration 7F (5035.399876 sec): 3 clusters Score: Raw -300425.050887 + Penalty 1578.838610 = -298846.212277 nChanged 261 SP:Iteration 8F (5035.439423 sec): 3 clusters Score: Raw -300680.562935 + Penalty 1578.838610 = -299101.724325 nChanged 184 SP:Iteration 9Q (5035.496778 sec): 3 clusters Score: Raw -300843.473109 + Penalty 1578.838610 = -299264.634498 nChanged 122 SP:Iteration 10Q (5035.548541 sec): 3 clusters Score: Raw -300930.622894 + Penalty 1578.838610 = -299351.784284 nChanged 75 SP:Iteration 11Q (5035.580791 sec): 3 clusters Score: Raw -300973.632377 + Penalty 1578.838610 = -299394.793767 nChanged 45 SP:Iteration 12Q (5035.635281 sec): 3 clusters Score: Raw -300994.963984 + Penalty 1578.838610 = -299416.125373 nChanged 32 SP:Iteration 13Q (5035.692192 sec): 3 clusters Score: Raw -301011.535221 + Penalty 1578.838610 = -299432.696610 nChanged 21 SP:Iteration 14Q (5035.746491 sec): 3 clusters Score: Raw -301019.954079 + Penalty 1578.838610 = -299441.115469 nChanged 8 SP:Iteration 15Q (5035.799725 sec): 3 clusters Score: Raw -301026.688308 + Penalty 1578.838610 = -299447.849698 nChanged 14 SP:Iteration 16Q (5035.843528 sec): 3 clusters Score: Raw -301033.001058 + Penalty 1578.838610 = -299454.162448 nChanged 6 SP:Iteration 17Q (5035.895500 sec): 3 clusters Score: Raw -301035.888860 + Penalty 1578.838610 = -299457.050250 nChanged 6 SP:Iteration 18Q (5035.956272 sec): 3 clusters Score: Raw -301038.780565 + Penalty 1578.838610 = -299459.941955 nChanged 7 SP:Iteration 19Q (5036.011225 sec): 3 clusters Score: Raw -301040.123233 + Penalty 1578.838610 = -299461.284623 nChanged 2 SP:Iteration 20F (5036.062837 sec): 3 clusters Score: Raw -301040.358754 + Penalty 1578.838610 = -299461.520144 nChanged 1 SP:Iteration 21Q (5036.113164 sec): 3 clusters Score: Raw -301040.381703 + Penalty 1578.838610 = -299461.543093 nChanged 0 SP:Iteration 22F (5036.156761 sec): 3 clusters Score: Raw -301040.381703 + Penalty 1578.838610 = -299461.543093 nChanged 0 Trying to split cluster 43 (3769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5036.195099 sec): 2 clusters Score: Raw -330987.417442 + Penalty 782.283674 = -330205.133768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5036.247680 sec): 3 clusters Score: Raw -328971.254176 + Penalty 1564.567349 = -327406.686827 nChanged 1590 SP:Iteration 1F (5036.288579 sec): 3 clusters Score: Raw -329859.831585 + Penalty 1564.567349 = -328295.264236 nChanged 273 SP:Iteration 2F (5036.334415 sec): 3 clusters Score: Raw -330027.368338 + Penalty 1564.567349 = -328462.800989 nChanged 238 SP:Iteration 3F (5036.381112 sec): 3 clusters Score: Raw -330198.654152 + Penalty 1564.567349 = -328634.086803 nChanged 212 SP:Iteration 4F (5036.425489 sec): 3 clusters Score: Raw -330342.569908 + Penalty 1564.567349 = -328778.002560 nChanged 184 SP:Iteration 5Q (5036.482295 sec): 3 clusters Score: Raw -330469.261048 + Penalty 1564.567349 = -328904.693699 nChanged 143 SP:Iteration 6Q (5036.520891 sec): 3 clusters Score: Raw -330551.193547 + Penalty 1564.567349 = -328986.626198 nChanged 119 SP:Iteration 7Q (5036.568347 sec): 3 clusters Score: Raw -330614.997732 + Penalty 1564.567349 = -329050.430383 nChanged 110 SP:Iteration 8Q (5036.631339 sec): 3 clusters Score: Raw -330667.016056 + Penalty 1564.567349 = -329102.448708 nChanged 87 SP:Iteration 9Q (5036.677643 sec): 3 clusters Score: Raw -330706.458099 + Penalty 1564.567349 = -329141.890750 nChanged 73 SP:Iteration 10Q (5036.736867 sec): 3 clusters Score: Raw -330739.777264 + Penalty 1564.567349 = -329175.209915 nChanged 57 SP:Iteration 11Q (5036.792523 sec): 3 clusters Score: Raw -330761.787132 + Penalty 1564.567349 = -329197.219784 nChanged 55 SP:Iteration 12Q (5036.832007 sec): 3 clusters Score: Raw -330781.726586 + Penalty 1564.567349 = -329217.159237 nChanged 44 SP:Iteration 13Q (5036.891115 sec): 3 clusters Score: Raw -330795.504414 + Penalty 1564.567349 = -329230.937065 nChanged 36 SP:Iteration 14Q (5036.939356 sec): 3 clusters Score: Raw -330805.868273 + Penalty 1564.567349 = -329241.300924 nChanged 29 SP:Iteration 15Q (5036.988049 sec): 3 clusters Score: Raw -330816.226132 + Penalty 1564.567349 = -329251.658783 nChanged 35 SP:Iteration 16Q (5037.036879 sec): 3 clusters Score: Raw -330827.386042 + Penalty 1564.567349 = -329262.818693 nChanged 26 SP:Iteration 17Q (5037.083127 sec): 3 clusters Score: Raw -330837.256754 + Penalty 1564.567349 = -329272.689405 nChanged 33 SP:Iteration 18Q (5037.116781 sec): 3 clusters Score: Raw -330848.886504 + Penalty 1564.567349 = -329284.319155 nChanged 27 SP:Iteration 19Q (5037.166575 sec): 3 clusters Score: Raw -330860.322194 + Penalty 1564.567349 = -329295.754845 nChanged 36 SP:Iteration 20F (5037.221956 sec): 3 clusters Score: Raw -330875.974680 + Penalty 1564.567349 = -329311.407331 nChanged 39 SP:Iteration 21Q (5037.275225 sec): 3 clusters Score: Raw -330889.765297 + Penalty 1564.567349 = -329325.197949 nChanged 39 SP:Iteration 22Q (5037.317241 sec): 3 clusters Score: Raw -330907.494009 + Penalty 1564.567349 = -329342.926661 nChanged 35 SP:Iteration 23Q (5037.369930 sec): 3 clusters Score: Raw -330922.341471 + Penalty 1564.567349 = -329357.774122 nChanged 34 SP:Iteration 24Q (5037.424149 sec): 3 clusters Score: Raw -330935.877016 + Penalty 1564.567349 = -329371.309667 nChanged 50 SP:Iteration 25Q (5037.478348 sec): 3 clusters Score: Raw -330957.213233 + Penalty 1564.567349 = -329392.645884 nChanged 46 SP:Iteration 26Q (5037.532507 sec): 3 clusters Score: Raw -330978.634220 + Penalty 1564.567349 = -329414.066872 nChanged 39 SP:Iteration 27Q (5037.584723 sec): 3 clusters Score: Raw -330994.876907 + Penalty 1564.567349 = -329430.309558 nChanged 41 SP:Iteration 28Q (5037.639868 sec): 3 clusters Score: Raw -331013.243756 + Penalty 1564.567349 = -329448.676407 nChanged 42 SP:Iteration 29Q (5037.694294 sec): 3 clusters Score: Raw -331031.737879 + Penalty 1564.567349 = -329467.170530 nChanged 38 SP:Iteration 30Q (5037.748786 sec): 3 clusters Score: Raw -331044.983112 + Penalty 1564.567349 = -329480.415764 nChanged 22 SP:Iteration 31Q (5037.798998 sec): 3 clusters Score: Raw -331050.062823 + Penalty 1564.567349 = -329485.495474 nChanged 16 SP:Iteration 32Q (5037.852314 sec): 3 clusters Score: Raw -331054.286302 + Penalty 1564.567349 = -329489.718953 nChanged 12 SP:Iteration 33Q (5037.914595 sec): 3 clusters Score: Raw -331057.466899 + Penalty 1564.567349 = -329492.899551 nChanged 14 SP:Iteration 34Q (5037.964589 sec): 3 clusters Score: Raw -331059.979266 + Penalty 1564.567349 = -329495.411918 nChanged 11 SP:Iteration 35Q (5038.007593 sec): 3 clusters Score: Raw -331061.722313 + Penalty 1564.567349 = -329497.154964 nChanged 5 SP:Iteration 36Q (5038.056755 sec): 3 clusters Score: Raw -331062.963446 + Penalty 1564.567349 = -329498.396097 nChanged 10 SP:Iteration 37Q (5038.116459 sec): 3 clusters Score: Raw -331064.892756 + Penalty 1564.567349 = -329500.325407 nChanged 11 SP:Iteration 38Q (5038.167137 sec): 3 clusters Score: Raw -331068.311419 + Penalty 1564.567349 = -329503.744070 nChanged 18 SP:Iteration 39Q (5038.209007 sec): 3 clusters Score: Raw -331073.355882 + Penalty 1564.567349 = -329508.788534 nChanged 19 SP:Iteration 40F (5038.256454 sec): 3 clusters Score: Raw -331079.804885 + Penalty 1564.567349 = -329515.237536 nChanged 15 SP:Iteration 41Q (5038.296878 sec): 3 clusters Score: Raw -331084.770772 + Penalty 1564.567349 = -329520.203423 nChanged 15 SP:Iteration 42Q (5038.356273 sec): 3 clusters Score: Raw -331089.125316 + Penalty 1564.567349 = -329524.557967 nChanged 12 SP:Iteration 43Q (5038.401137 sec): 3 clusters Score: Raw -331092.212389 + Penalty 1564.567349 = -329527.645040 nChanged 11 SP:Iteration 44Q (5038.453617 sec): 3 clusters Score: Raw -331095.376731 + Penalty 1564.567349 = -329530.809382 nChanged 10 SP:Iteration 45Q (5038.494959 sec): 3 clusters Score: Raw -331098.129530 + Penalty 1564.567349 = -329533.562181 nChanged 12 SP:Iteration 46Q (5038.539855 sec): 3 clusters Score: Raw -331101.546042 + Penalty 1564.567349 = -329536.978694 nChanged 12 SP:Iteration 47Q (5038.596217 sec): 3 clusters Score: Raw -331105.874919 + Penalty 1564.567349 = -329541.307570 nChanged 9 SP:Iteration 48Q (5038.647535 sec): 3 clusters Score: Raw -331107.616875 + Penalty 1564.567349 = -329543.049526 nChanged 6 SP:Iteration 49Q (5038.698193 sec): 3 clusters Score: Raw -331108.887970 + Penalty 1564.567349 = -329544.320622 nChanged 6 SP:Iteration 50Q (5038.743015 sec): 3 clusters Score: Raw -331110.213137 + Penalty 1564.567349 = -329545.645789 nChanged 6 SP:Iteration 51Q (5038.789200 sec): 3 clusters Score: Raw -331111.619472 + Penalty 1564.567349 = -329547.052123 nChanged 6 SP:Iteration 52Q (5038.851597 sec): 3 clusters Score: Raw -331113.268501 + Penalty 1564.567349 = -329548.701152 nChanged 10 SP:Iteration 53Q (5038.904778 sec): 3 clusters Score: Raw -331116.752487 + Penalty 1564.567349 = -329552.185138 nChanged 15 SP:Iteration 54Q (5038.959977 sec): 3 clusters Score: Raw -331120.715302 + Penalty 1564.567349 = -329556.147953 nChanged 6 SP:Iteration 55Q (5039.008452 sec): 3 clusters Score: Raw -331121.664212 + Penalty 1564.567349 = -329557.096863 nChanged 1 SP:Iteration 56Q (5039.058823 sec): 3 clusters Score: Raw -331121.927108 + Penalty 1564.567349 = -329557.359759 nChanged 1 SP:Iteration 57Q (5039.097111 sec): 3 clusters Score: Raw -331122.014232 + Penalty 1564.567349 = -329557.446883 nChanged 1 SP:Iteration 58Q (5039.147390 sec): 3 clusters Score: Raw -331122.141667 + Penalty 1564.567349 = -329557.574319 nChanged 0 SP:Iteration 59F (5039.198998 sec): 3 clusters Score: Raw -331122.141667 + Penalty 1564.567349 = -329557.574319 nChanged 0 Trying to split cluster 44 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5039.253896 sec): 2 clusters Score: Raw -1502616.368164 + Penalty 924.414656 = -1501691.953508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5039.315383 sec): 3 clusters Score: Raw -1492262.046382 + Penalty 1848.829312 = -1490413.217070 nChanged 7796 SP:Iteration 1F (5039.386302 sec): 3 clusters Score: Raw -1496839.757643 + Penalty 1848.829312 = -1494990.928331 nChanged 952 SP:Iteration 2F (5039.456188 sec): 3 clusters Score: Raw -1497347.526195 + Penalty 1848.829312 = -1495498.696883 nChanged 1017 SP:Iteration 3F (5039.525818 sec): 3 clusters Score: Raw -1497978.950017 + Penalty 1848.829312 = -1496130.120705 nChanged 1131 SP:Iteration 4F (5039.603260 sec): 3 clusters Score: Raw -1498836.074033 + Penalty 1848.829312 = -1496987.244721 nChanged 1189 SP:Iteration 5F (5039.665327 sec): 3 clusters Score: Raw -1499826.443666 + Penalty 1848.829312 = -1497977.614354 nChanged 1103 SP:Iteration 6F (5039.734383 sec): 3 clusters Score: Raw -1500719.240168 + Penalty 1848.829312 = -1498870.410857 nChanged 874 SP:Iteration 7F (5039.812775 sec): 3 clusters Score: Raw -1501288.026652 + Penalty 1848.829312 = -1499439.197340 nChanged 588 SP:Iteration 8Q (5039.886216 sec): 3 clusters Score: Raw -1501571.359959 + Penalty 1848.829312 = -1499722.530648 nChanged 405 SP:Iteration 9Q (5039.959034 sec): 3 clusters Score: Raw -1501770.226171 + Penalty 1848.829312 = -1499921.396859 nChanged 353 SP:Iteration 10Q (5040.029696 sec): 3 clusters Score: Raw -1501942.643713 + Penalty 1848.829312 = -1500093.814401 nChanged 320 SP:Iteration 11Q (5040.090911 sec): 3 clusters Score: Raw -1502098.392319 + Penalty 1848.829312 = -1500249.563008 nChanged 296 SP:Iteration 12Q (5040.161799 sec): 3 clusters Score: Raw -1502234.187389 + Penalty 1848.829312 = -1500385.358078 nChanged 283 SP:Iteration 13Q (5040.241254 sec): 3 clusters Score: Raw -1502356.595173 + Penalty 1848.829312 = -1500507.765862 nChanged 264 SP:Iteration 14Q (5040.311025 sec): 3 clusters Score: Raw -1502473.506599 + Penalty 1848.829312 = -1500624.677287 nChanged 243 SP:Iteration 15Q (5040.371198 sec): 3 clusters Score: Raw -1502575.869227 + Penalty 1848.829312 = -1500727.039916 nChanged 198 SP:Iteration 16Q (5040.437841 sec): 3 clusters Score: Raw -1502647.307731 + Penalty 1848.829312 = -1500798.478419 nChanged 168 SP:Iteration 17Q (5040.516119 sec): 3 clusters Score: Raw -1502714.215197 + Penalty 1848.829312 = -1500865.385885 nChanged 135 SP:Iteration 18Q (5040.573285 sec): 3 clusters Score: Raw -1502762.348016 + Penalty 1848.829312 = -1500913.518704 nChanged 125 SP:Iteration 19Q (5040.643699 sec): 3 clusters Score: Raw -1502808.075201 + Penalty 1848.829312 = -1500959.245889 nChanged 131 SP:Iteration 20F (5040.720526 sec): 3 clusters Score: Raw -1502858.095886 + Penalty 1848.829312 = -1501009.266574 nChanged 128 SP:Iteration 21Q (5040.792201 sec): 3 clusters Score: Raw -1502908.503863 + Penalty 1848.829312 = -1501059.674552 nChanged 118 SP:Iteration 22Q (5040.861692 sec): 3 clusters Score: Raw -1502953.920012 + Penalty 1848.829312 = -1501105.090700 nChanged 96 SP:Iteration 23Q (5040.920443 sec): 3 clusters Score: Raw -1502980.909772 + Penalty 1848.829312 = -1501132.080460 nChanged 73 SP:Iteration 24Q (5040.999517 sec): 3 clusters Score: Raw -1502999.788040 + Penalty 1848.829312 = -1501150.958728 nChanged 64 SP:Iteration 25Q (5041.058677 sec): 3 clusters Score: Raw -1503012.121517 + Penalty 1848.829312 = -1501163.292205 nChanged 47 SP:Iteration 26Q (5041.126249 sec): 3 clusters Score: Raw -1503021.886507 + Penalty 1848.829312 = -1501173.057195 nChanged 42 SP:Iteration 27Q (5041.197837 sec): 3 clusters Score: Raw -1503032.692401 + Penalty 1848.829312 = -1501183.863089 nChanged 47 SP:Iteration 28Q (5041.260769 sec): 3 clusters Score: Raw -1503044.483448 + Penalty 1848.829312 = -1501195.654136 nChanged 49 SP:Iteration 29Q (5041.326342 sec): 3 clusters Score: Raw -1503056.495629 + Penalty 1848.829312 = -1501207.666318 nChanged 41 SP:Iteration 30Q (5041.390492 sec): 3 clusters Score: Raw -1503067.090204 + Penalty 1848.829312 = -1501218.260892 nChanged 51 SP:Iteration 31Q (5041.445024 sec): 3 clusters Score: Raw -1503081.834508 + Penalty 1848.829312 = -1501233.005196 nChanged 51 SP:Iteration 32Q (5041.510019 sec): 3 clusters Score: Raw -1503092.382037 + Penalty 1848.829312 = -1501243.552725 nChanged 46 SP:Iteration 33Q (5041.574826 sec): 3 clusters Score: Raw -1503103.026796 + Penalty 1848.829312 = -1501254.197484 nChanged 44 SP:Iteration 34Q (5041.649727 sec): 3 clusters Score: Raw -1503113.179857 + Penalty 1848.829312 = -1501264.350546 nChanged 37 SP:Iteration 35Q (5041.700831 sec): 3 clusters Score: Raw -1503122.571802 + Penalty 1848.829312 = -1501273.742490 nChanged 36 SP:Iteration 36Q (5041.761128 sec): 3 clusters Score: Raw -1503129.872875 + Penalty 1848.829312 = -1501281.043563 nChanged 35 SP:Iteration 37Q (5041.813618 sec): 3 clusters Score: Raw -1503136.788732 + Penalty 1848.829312 = -1501287.959420 nChanged 28 SP:Iteration 38Q (5041.867932 sec): 3 clusters Score: Raw -1503141.053797 + Penalty 1848.829312 = -1501292.224486 nChanged 24 SP:Iteration 39Q (5041.933450 sec): 3 clusters Score: Raw -1503143.972590 + Penalty 1848.829312 = -1501295.143278 nChanged 14 SP:Iteration 40F (5041.986011 sec): 3 clusters Score: Raw -1503145.796919 + Penalty 1848.829312 = -1501296.967607 nChanged 12 SP:Iteration 41Q (5042.050118 sec): 3 clusters Score: Raw -1503146.949642 + Penalty 1848.829312 = -1501298.120331 nChanged 13 SP:Iteration 42Q (5042.101783 sec): 3 clusters Score: Raw -1503148.219758 + Penalty 1848.829312 = -1501299.390447 nChanged 8 SP:Iteration 43Q (5042.168914 sec): 3 clusters Score: Raw -1503149.066199 + Penalty 1848.829312 = -1501300.236888 nChanged 8 SP:Iteration 44Q (5042.216066 sec): 3 clusters Score: Raw -1503149.792184 + Penalty 1848.829312 = -1501300.962872 nChanged 8 SP:Iteration 45Q (5042.283253 sec): 3 clusters Score: Raw -1503150.649187 + Penalty 1848.829312 = -1501301.819876 nChanged 12 SP:Iteration 46Q (5042.341697 sec): 3 clusters Score: Raw -1503152.001165 + Penalty 1848.829312 = -1501303.171854 nChanged 7 SP:Iteration 47Q (5042.402071 sec): 3 clusters Score: Raw -1503152.467139 + Penalty 1848.829312 = -1501303.637827 nChanged 5 SP:Iteration 48Q (5042.455613 sec): 3 clusters Score: Raw -1503152.953936 + Penalty 1848.829312 = -1501304.124624 nChanged 4 SP:Iteration 49Q (5042.513897 sec): 3 clusters Score: Raw -1503153.291739 + Penalty 1848.829312 = -1501304.462427 nChanged 4 SP:Iteration 50Q (5042.578190 sec): 3 clusters Score: Raw -1503153.511855 + Penalty 1848.829312 = -1501304.682543 nChanged 3 SP:Iteration 51Q (5042.641692 sec): 3 clusters Score: Raw -1503153.798765 + Penalty 1848.829312 = -1501304.969453 nChanged 3 SP:Iteration 52Q (5042.691785 sec): 3 clusters Score: Raw -1503153.950930 + Penalty 1848.829312 = -1501305.121618 nChanged 0 SP:Iteration 53F (5042.756160 sec): 3 clusters Score: Raw -1503153.950930 + Penalty 1848.829312 = -1501305.121618 nChanged 0 Trying to split cluster 45 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5042.779640 sec): 2 clusters Score: Raw -117242.884908 + Penalty 700.708804 = -116542.176104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5042.829548 sec): 3 clusters Score: Raw -116519.054148 + Penalty 1401.417608 = -115117.636540 nChanged 583 SP:Iteration 1F (5042.865250 sec): 3 clusters Score: Raw -116987.470810 + Penalty 1401.417608 = -115586.053202 nChanged 154 SP:Iteration 2F (5042.901695 sec): 3 clusters Score: Raw -117132.442852 + Penalty 1401.417608 = -115731.025244 nChanged 114 SP:Iteration 3F (5042.945051 sec): 3 clusters Score: Raw -117248.634367 + Penalty 1401.417608 = -115847.216759 nChanged 80 SP:Iteration 4F (5042.993424 sec): 3 clusters Score: Raw -117326.913748 + Penalty 1401.417608 = -115925.496140 nChanged 60 SP:Iteration 5Q (5043.030188 sec): 3 clusters Score: Raw -117411.386883 + Penalty 1401.417608 = -116009.969275 nChanged 77 SP:Iteration 6Q (5043.082437 sec): 3 clusters Score: Raw -117514.625015 + Penalty 1401.417608 = -116113.207406 nChanged 58 SP:Iteration 7Q (5043.112248 sec): 3 clusters Score: Raw -117587.592702 + Penalty 1401.417608 = -116186.175094 nChanged 54 SP:Iteration 8Q (5043.151387 sec): 3 clusters Score: Raw -117646.682037 + Penalty 1401.417608 = -116245.264429 nChanged 51 SP:Iteration 9Q (5043.193515 sec): 3 clusters Score: Raw -117679.938102 + Penalty 1401.417608 = -116278.520494 nChanged 36 SP:Iteration 10Q (5043.223198 sec): 3 clusters Score: Raw -117700.760564 + Penalty 1401.417608 = -116299.342956 nChanged 28 SP:Iteration 11Q (5043.277045 sec): 3 clusters Score: Raw -117714.788371 + Penalty 1401.417608 = -116313.370763 nChanged 13 SP:Iteration 12Q (5043.312337 sec): 3 clusters Score: Raw -117719.775363 + Penalty 1401.417608 = -116318.357755 nChanged 6 SP:Iteration 13Q (5043.351240 sec): 3 clusters Score: Raw -117722.517150 + Penalty 1401.417608 = -116321.099542 nChanged 7 SP:Iteration 14Q (5043.401170 sec): 3 clusters Score: Raw -117725.578058 + Penalty 1401.417608 = -116324.160450 nChanged 11 SP:Iteration 15Q (5043.440910 sec): 3 clusters Score: Raw -117730.559796 + Penalty 1401.417608 = -116329.142188 nChanged 8 SP:Iteration 16Q (5043.480506 sec): 3 clusters Score: Raw -117734.076092 + Penalty 1401.417608 = -116332.658484 nChanged 5 SP:Iteration 17Q (5043.524657 sec): 3 clusters Score: Raw -117736.172155 + Penalty 1401.417608 = -116334.754546 nChanged 4 SP:Iteration 18Q (5043.546137 sec): 3 clusters Score: Raw -117738.383416 + Penalty 1401.417608 = -116336.965808 nChanged 4 SP:Iteration 19Q (5043.589504 sec): 3 clusters Score: Raw -117739.089314 + Penalty 1401.417608 = -116337.671706 nChanged 1 SP:Iteration 20F (5043.622301 sec): 3 clusters Score: Raw -117739.166953 + Penalty 1401.417608 = -116337.749345 nChanged 2 SP:Iteration 21Q (5043.667873 sec): 3 clusters Score: Raw -117739.474035 + Penalty 1401.417608 = -116338.056427 nChanged 0 SP:Iteration 22F (5043.704476 sec): 3 clusters Score: Raw -117739.474035 + Penalty 1401.417608 = -116338.056427 nChanged 0 Iteration 379Q (5052.500631 sec): 46 clusters Score: Raw -69585114.719048 + Penalty 58324.828655 = -69526789.890394 nChanged 57 Iteration 380F (5070.179315 sec): 46 clusters Score: Raw -69585115.220267 + Penalty 58324.828655 = -69526790.391613 nChanged 61 Iteration 381Q (5078.547423 sec): 46 clusters Score: Raw -69585115.653193 + Penalty 58324.828655 = -69526790.824539 nChanged 46 Iteration 382Q (5087.290829 sec): 46 clusters Score: Raw -69585116.070876 + Penalty 58324.828655 = -69526791.242222 nChanged 50 Iteration 383Q (5095.789184 sec): 46 clusters Score: Raw -69585116.746666 + Penalty 58324.828655 = -69526791.918011 nChanged 62 Iteration 384Q (5104.970165 sec): 46 clusters Score: Raw -69585117.518355 + Penalty 58324.828655 = -69526792.689700 nChanged 61 Iteration 385Q (5113.364771 sec): 46 clusters Score: Raw -69585118.097514 + Penalty 58324.828655 = -69526793.268859 nChanged 52 Iteration 386Q (5122.506203 sec): 46 clusters Score: Raw -69585118.698447 + Penalty 58324.828655 = -69526793.869792 nChanged 59 Iteration 387Q (5131.529189 sec): 46 clusters Score: Raw -69585119.502243 + Penalty 58324.828655 = -69526794.673589 nChanged 63 Iteration 388Q (5140.315709 sec): 46 clusters Score: Raw -69585120.428235 + Penalty 58324.828655 = -69526795.599580 nChanged 65 Iteration 389Q (5148.896190 sec): 46 clusters Score: Raw -69585121.123933 + Penalty 58324.828655 = -69526796.295279 nChanged 67 Iteration 390Q (5158.108841 sec): 46 clusters Score: Raw -69585121.878250 + Penalty 58324.828655 = -69526797.049595 nChanged 62 Iteration 391Q (5167.351559 sec): 46 clusters Score: Raw -69585122.689852 + Penalty 58324.828655 = -69526797.861197 nChanged 57 Iteration 392Q (5176.402031 sec): 46 clusters Score: Raw -69585123.355016 + Penalty 58324.828655 = -69526798.526362 nChanged 56 Iteration 393Q (5185.341060 sec): 46 clusters Score: Raw -69585124.035799 + Penalty 58324.828655 = -69526799.207144 nChanged 63 Iteration 394Q (5193.924490 sec): 46 clusters Score: Raw -69585124.952395 + Penalty 58324.828655 = -69526800.123741 nChanged 61 Iteration 395Q (5203.075880 sec): 46 clusters Score: Raw -69585125.666131 + Penalty 58324.828655 = -69526800.837476 nChanged 59 Iteration 396Q (5212.339840 sec): 46 clusters Score: Raw -69585126.510990 + Penalty 58324.828655 = -69526801.682335 nChanged 61 Iteration 397Q (5221.348665 sec): 46 clusters Score: Raw -69585127.409891 + Penalty 58324.828655 = -69526802.581237 nChanged 41 Iteration 398Q (5230.141825 sec): 46 clusters Score: Raw -69585128.024010 + Penalty 58324.828655 = -69526803.195355 nChanged 43 Iteration 399Q (5239.259863 sec): 46 clusters Score: Raw -69585128.453924 + Penalty 58324.828655 = -69526803.625269 nChanged 34 Iteration 400F (5257.256339 sec): 46 clusters Score: Raw -69585128.868015 + Penalty 58324.828655 = -69526804.039360 nChanged 30 Iteration 401Q (5266.069174 sec): 46 clusters Score: Raw -69585129.224041 + Penalty 58324.828655 = -69526804.395386 nChanged 28 Iteration 402Q (5275.083005 sec): 46 clusters Score: Raw -69585129.651698 + Penalty 58324.828655 = -69526804.823043 nChanged 30 Iteration 403Q (5284.413383 sec): 46 clusters Score: Raw -69585130.053185 + Penalty 58324.828655 = -69526805.224531 nChanged 30 Iteration 404Q (5293.695028 sec): 46 clusters Score: Raw -69585130.479690 + Penalty 58324.828655 = -69526805.651036 nChanged 27 Iteration 405Q (5302.797295 sec): 46 clusters Score: Raw -69585130.789469 + Penalty 58324.828655 = -69526805.960814 nChanged 22 Iteration 406Q (5311.485461 sec): 46 clusters Score: Raw -69585130.947936 + Penalty 58324.828655 = -69526806.119282 nChanged 16 Iteration 407Q (5320.240245 sec): 46 clusters Score: Raw -69585131.124965 + Penalty 58324.828655 = -69526806.296310 nChanged 14 Iteration 408Q (5329.403541 sec): 46 clusters Score: Raw -69585131.227602 + Penalty 58324.828655 = -69526806.398947 nChanged 7 Iteration 409Q (5338.530677 sec): 46 clusters Score: Raw -69585131.279749 + Penalty 58324.828655 = -69526806.451094 nChanged 13 Iteration 410Q (5346.740160 sec): 46 clusters Score: Raw -69585131.348077 + Penalty 58324.828655 = -69526806.519423 nChanged 5 Iteration 411Q (5355.675326 sec): 46 clusters Score: Raw -69585131.364749 + Penalty 58324.828655 = -69526806.536095 nChanged 4 Iteration 412Q (5364.398615 sec): 46 clusters Score: Raw -69585131.416225 + Penalty 58324.828655 = -69526806.587570 nChanged 5 Iteration 413Q (5373.188026 sec): 46 clusters Score: Raw -69585131.466826 + Penalty 58324.828655 = -69526806.638171 nChanged 6 Iteration 414Q (5382.434257 sec): 46 clusters Score: Raw -69585131.506608 + Penalty 58324.828655 = -69526806.677953 nChanged 6 Iteration 415Q (5391.718804 sec): 46 clusters Score: Raw -69585131.569071 + Penalty 58324.828655 = -69526806.740416 nChanged 9 Iteration 416Q (5400.718803 sec): 46 clusters Score: Raw -69585131.659743 + Penalty 58324.828655 = -69526806.831088 nChanged 6 Iteration 417Q (5409.403025 sec): 46 clusters Score: Raw -69585131.698208 + Penalty 58324.828655 = -69526806.869554 nChanged 7 Iteration 418Q (5418.160453 sec): 46 clusters Score: Raw -69585131.738907 + Penalty 58324.828655 = -69526806.910253 nChanged 5 Writing temp clu file Because OldScore, -69526806.869554, is greater than current (better) Score,-69526806.910253 Compute initial score before splitting: Score: Raw -69585131.738907 + Penalty 58324.828655 = -69526806.910253 Trying to split cluster 1 (233298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5419.152678 sec): 2 clusters Score: Raw -20269477.815783 + Penalty 1174.206829 = -20268303.608954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5419.462597 sec): 3 clusters Score: Raw -20112861.696908 + Penalty 2348.413658 = -20110513.283249 nChanged 114228 SP:Iteration 1F (5419.820490 sec): 3 clusters Score: Raw -20181883.969093 + Penalty 2348.413658 = -20179535.555435 nChanged 9422 SP:Iteration 2Q (5420.196344 sec): 3 clusters Score: Raw -20184953.989378 + Penalty 2348.413658 = -20182605.575720 nChanged 10622 SP:Iteration 3Q (5420.530596 sec): 3 clusters Score: Raw -20189514.079590 + Penalty 2348.413658 = -20187165.665932 nChanged 12445 SP:Iteration 4F (5420.873226 sec): 3 clusters Score: Raw -20196342.574628 + Penalty 2348.413658 = -20193994.160969 nChanged 14387 SP:Iteration 5F (5421.190948 sec): 3 clusters Score: Raw -20206077.094020 + Penalty 2348.413658 = -20203728.680361 nChanged 15791 SP:Iteration 6F (5421.525264 sec): 3 clusters Score: Raw -20218543.370352 + Penalty 2348.413658 = -20216194.956693 nChanged 15274 SP:Iteration 7F (5421.868811 sec): 3 clusters Score: Raw -20230701.466478 + Penalty 2348.413658 = -20228353.052820 nChanged 12580 SP:Iteration 8F (5422.208516 sec): 3 clusters Score: Raw -20238600.866874 + Penalty 2348.413658 = -20236252.453216 nChanged 8797 SP:Iteration 9Q (5422.561899 sec): 3 clusters Score: Raw -20242315.740357 + Penalty 2348.413658 = -20239967.326699 nChanged 5649 SP:Iteration 10Q (5422.895122 sec): 3 clusters Score: Raw -20244090.997968 + Penalty 2348.413658 = -20241742.584310 nChanged 4207 SP:Iteration 11Q (5423.248371 sec): 3 clusters Score: Raw -20245327.778635 + Penalty 2348.413658 = -20242979.364977 nChanged 3927 SP:Iteration 12Q (5423.598451 sec): 3 clusters Score: Raw -20246527.648758 + Penalty 2348.413658 = -20244179.235099 nChanged 4065 SP:Iteration 13Q (5423.927992 sec): 3 clusters Score: Raw -20247814.184231 + Penalty 2348.413658 = -20245465.770573 nChanged 4130 SP:Iteration 14Q (5424.243622 sec): 3 clusters Score: Raw -20249176.508934 + Penalty 2348.413658 = -20246828.095276 nChanged 4123 SP:Iteration 15Q (5424.546493 sec): 3 clusters Score: Raw -20250569.197627 + Penalty 2348.413658 = -20248220.783969 nChanged 4071 SP:Iteration 16Q (5424.845770 sec): 3 clusters Score: Raw -20251985.615760 + Penalty 2348.413658 = -20249637.202102 nChanged 3976 SP:Iteration 17Q (5425.145500 sec): 3 clusters Score: Raw -20253408.872535 + Penalty 2348.413658 = -20251060.458877 nChanged 3870 SP:Iteration 18Q (5425.473512 sec): 3 clusters Score: Raw -20254859.374167 + Penalty 2348.413658 = -20252510.960509 nChanged 3788 SP:Iteration 19Q (5425.787250 sec): 3 clusters Score: Raw -20256335.519519 + Penalty 2348.413658 = -20253987.105861 nChanged 3692 SP:Iteration 20F (5426.119680 sec): 3 clusters Score: Raw -20257845.531479 + Penalty 2348.413658 = -20255497.117820 nChanged 3453 SP:Iteration 21Q (5426.428302 sec): 3 clusters Score: Raw -20259334.660198 + Penalty 2348.413658 = -20256986.246540 nChanged 3323 SP:Iteration 22Q (5426.738748 sec): 3 clusters Score: Raw -20260834.467986 + Penalty 2348.413658 = -20258486.054328 nChanged 3082 SP:Iteration 23Q (5427.047237 sec): 3 clusters Score: Raw -20262309.274351 + Penalty 2348.413658 = -20259960.860693 nChanged 2873 SP:Iteration 24Q (5427.352724 sec): 3 clusters Score: Raw -20263739.425448 + Penalty 2348.413658 = -20261391.011790 nChanged 2542 SP:Iteration 25Q (5427.654856 sec): 3 clusters Score: Raw -20265073.189715 + Penalty 2348.413658 = -20262724.776057 nChanged 2189 SP:Iteration 26Q (5427.952092 sec): 3 clusters Score: Raw -20266214.603234 + Penalty 2348.413658 = -20263866.189576 nChanged 1811 SP:Iteration 27Q (5428.240211 sec): 3 clusters Score: Raw -20267153.225889 + Penalty 2348.413658 = -20264804.812231 nChanged 1409 SP:Iteration 28Q (5428.541427 sec): 3 clusters Score: Raw -20267853.347417 + Penalty 2348.413658 = -20265504.933759 nChanged 1104 SP:Iteration 29Q (5428.820117 sec): 3 clusters Score: Raw -20268401.437645 + Penalty 2348.413658 = -20266053.023987 nChanged 871 SP:Iteration 30Q (5429.102290 sec): 3 clusters Score: Raw -20268841.170533 + Penalty 2348.413658 = -20266492.756874 nChanged 662 SP:Iteration 31Q (5429.369015 sec): 3 clusters Score: Raw -20269210.418291 + Penalty 2348.413658 = -20266862.004633 nChanged 508 SP:Iteration 32Q (5429.634875 sec): 3 clusters Score: Raw -20269495.072441 + Penalty 2348.413658 = -20267146.658783 nChanged 372 SP:Iteration 33Q (5429.894904 sec): 3 clusters Score: Raw -20269672.999161 + Penalty 2348.413658 = -20267324.585503 nChanged 229 SP:Iteration 34Q (5430.154551 sec): 3 clusters Score: Raw -20269770.259822 + Penalty 2348.413658 = -20267421.846164 nChanged 179 SP:Iteration 35Q (5430.413162 sec): 3 clusters Score: Raw -20269840.196704 + Penalty 2348.413658 = -20267491.783046 nChanged 164 SP:Iteration 36Q (5430.697491 sec): 3 clusters Score: Raw -20269893.724624 + Penalty 2348.413658 = -20267545.310966 nChanged 122 SP:Iteration 37Q (5430.973531 sec): 3 clusters Score: Raw -20269931.432611 + Penalty 2348.413658 = -20267583.018953 nChanged 89 SP:Iteration 38Q (5431.230542 sec): 3 clusters Score: Raw -20269961.010197 + Penalty 2348.413658 = -20267612.596539 nChanged 76 SP:Iteration 39Q (5431.521974 sec): 3 clusters Score: Raw -20269986.183495 + Penalty 2348.413658 = -20267637.769837 nChanged 76 SP:Iteration 40F (5431.850190 sec): 3 clusters Score: Raw -20270008.800997 + Penalty 2348.413658 = -20267660.387339 nChanged 60 SP:Iteration 41Q (5432.120839 sec): 3 clusters Score: Raw -20270025.727727 + Penalty 2348.413658 = -20267677.314069 nChanged 51 SP:Iteration 42Q (5432.411551 sec): 3 clusters Score: Raw -20270037.843830 + Penalty 2348.413658 = -20267689.430172 nChanged 41 SP:Iteration 43Q (5432.697280 sec): 3 clusters Score: Raw -20270044.632675 + Penalty 2348.413658 = -20267696.219016 nChanged 30 SP:Iteration 44Q (5432.980179 sec): 3 clusters Score: Raw -20270050.108326 + Penalty 2348.413658 = -20267701.694667 nChanged 21 SP:Iteration 45Q (5433.258852 sec): 3 clusters Score: Raw -20270053.431431 + Penalty 2348.413658 = -20267705.017773 nChanged 23 SP:Iteration 46Q (5433.516774 sec): 3 clusters Score: Raw -20270058.441253 + Penalty 2348.413658 = -20267710.027595 nChanged 24 SP:Iteration 47Q (5433.776648 sec): 3 clusters Score: Raw -20270064.631918 + Penalty 2348.413658 = -20267716.218259 nChanged 24 SP:Iteration 48Q (5434.066234 sec): 3 clusters Score: Raw -20270071.023569 + Penalty 2348.413658 = -20267722.609910 nChanged 23 SP:Iteration 49Q (5434.324910 sec): 3 clusters Score: Raw -20270074.857284 + Penalty 2348.413658 = -20267726.443626 nChanged 12 SP:Iteration 50Q (5434.581317 sec): 3 clusters Score: Raw -20270076.789467 + Penalty 2348.413658 = -20267728.375808 nChanged 19 SP:Iteration 51Q (5434.838100 sec): 3 clusters Score: Raw -20270080.181962 + Penalty 2348.413658 = -20267731.768304 nChanged 13 SP:Iteration 52Q (5435.105922 sec): 3 clusters Score: Raw -20270082.471362 + Penalty 2348.413658 = -20267734.057703 nChanged 12 SP:Iteration 53Q (5435.393814 sec): 3 clusters Score: Raw -20270085.749831 + Penalty 2348.413658 = -20267737.336173 nChanged 13 SP:Iteration 54Q (5435.666431 sec): 3 clusters Score: Raw -20270088.116941 + Penalty 2348.413658 = -20267739.703283 nChanged 15 SP:Iteration 55Q (5435.941634 sec): 3 clusters Score: Raw -20270090.325025 + Penalty 2348.413658 = -20267741.911366 nChanged 7 SP:Iteration 56Q (5436.224041 sec): 3 clusters Score: Raw -20270091.494066 + Penalty 2348.413658 = -20267743.080408 nChanged 7 SP:Iteration 57Q (5436.506480 sec): 3 clusters Score: Raw -20270092.868435 + Penalty 2348.413658 = -20267744.454777 nChanged 7 SP:Iteration 58Q (5436.788074 sec): 3 clusters Score: Raw -20270093.932884 + Penalty 2348.413658 = -20267745.519226 nChanged 6 SP:Iteration 59Q (5437.073796 sec): 3 clusters Score: Raw -20270094.739151 + Penalty 2348.413658 = -20267746.325493 nChanged 6 SP:Iteration 60F (5437.396286 sec): 3 clusters Score: Raw -20270096.012538 + Penalty 2348.413658 = -20267747.598880 nChanged 6 SP:Iteration 61Q (5437.668159 sec): 3 clusters Score: Raw -20270096.519201 + Penalty 2348.413658 = -20267748.105543 nChanged 2 SP:Iteration 62Q (5437.957219 sec): 3 clusters Score: Raw -20270096.910018 + Penalty 2348.413658 = -20267748.496359 nChanged 3 SP:Iteration 63Q (5438.238832 sec): 3 clusters Score: Raw -20270097.599980 + Penalty 2348.413658 = -20267749.186322 nChanged 6 SP:Iteration 64Q (5438.533982 sec): 3 clusters Score: Raw -20270098.892545 + Penalty 2348.413658 = -20267750.478887 nChanged 8 SP:Iteration 65Q (5438.813570 sec): 3 clusters Score: Raw -20270100.076098 + Penalty 2348.413658 = -20267751.662440 nChanged 10 SP:Iteration 66Q (5439.081936 sec): 3 clusters Score: Raw -20270101.315993 + Penalty 2348.413658 = -20267752.902335 nChanged 10 SP:Iteration 67Q (5439.343955 sec): 3 clusters Score: Raw -20270102.596062 + Penalty 2348.413658 = -20267754.182404 nChanged 8 SP:Iteration 68Q (5439.606079 sec): 3 clusters Score: Raw -20270103.551253 + Penalty 2348.413658 = -20267755.137594 nChanged 6 SP:Iteration 69Q (5439.862912 sec): 3 clusters Score: Raw -20270105.056919 + Penalty 2348.413658 = -20267756.643261 nChanged 8 SP:Iteration 70Q (5440.109985 sec): 3 clusters Score: Raw -20270106.412779 + Penalty 2348.413658 = -20267757.999121 nChanged 6 SP:Iteration 71Q (5440.402405 sec): 3 clusters Score: Raw -20270107.313155 + Penalty 2348.413658 = -20267758.899497 nChanged 10 SP:Iteration 72Q (5440.683840 sec): 3 clusters Score: Raw -20270108.758117 + Penalty 2348.413658 = -20267760.344459 nChanged 9 SP:Iteration 73Q (5440.947437 sec): 3 clusters Score: Raw -20270109.651103 + Penalty 2348.413658 = -20267761.237445 nChanged 2 SP:Iteration 74Q (5441.207486 sec): 3 clusters Score: Raw -20270109.908280 + Penalty 2348.413658 = -20267761.494621 nChanged 2 SP:Iteration 75Q (5441.494198 sec): 3 clusters Score: Raw -20270110.282173 + Penalty 2348.413658 = -20267761.868515 nChanged 1 SP:Iteration 76Q (5441.772384 sec): 3 clusters Score: Raw -20270110.358362 + Penalty 2348.413658 = -20267761.944704 nChanged 1 SP:Iteration 77Q (5442.055311 sec): 3 clusters Score: Raw -20270110.785571 + Penalty 2348.413658 = -20267762.371913 nChanged 4 SP:Iteration 78Q (5442.332496 sec): 3 clusters Score: Raw -20270111.259593 + Penalty 2348.413658 = -20267762.845935 nChanged 3 SP:Iteration 79Q (5442.614240 sec): 3 clusters Score: Raw -20270111.650071 + Penalty 2348.413658 = -20267763.236413 nChanged 2 SP:Iteration 80F (5442.926441 sec): 3 clusters Score: Raw -20270112.046351 + Penalty 2348.413658 = -20267763.632693 nChanged 1 SP:Iteration 81Q (5443.205479 sec): 3 clusters Score: Raw -20270112.186914 + Penalty 2348.413658 = -20267763.773256 nChanged 2 SP:Iteration 82Q (5443.468632 sec): 3 clusters Score: Raw -20270112.581227 + Penalty 2348.413658 = -20267764.167569 nChanged 5 SP:Iteration 83Q (5443.756207 sec): 3 clusters Score: Raw -20270113.262285 + Penalty 2348.413658 = -20267764.848627 nChanged 4 SP:Iteration 84Q (5444.040486 sec): 3 clusters Score: Raw -20270113.900693 + Penalty 2348.413658 = -20267765.487035 nChanged 1 SP:Iteration 85Q (5444.324145 sec): 3 clusters Score: Raw -20270113.964542 + Penalty 2348.413658 = -20267765.550884 nChanged 0 SP:Iteration 86F (5444.665347 sec): 3 clusters Score: Raw -20270113.964542 + Penalty 2348.413658 = -20267765.550884 nChanged 0 Trying to split cluster 2 (6238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5444.703885 sec): 2 clusters Score: Raw -490576.242439 + Penalty 830.149415 = -489746.093024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5444.760287 sec): 3 clusters Score: Raw -487026.898534 + Penalty 1660.298830 = -485366.599704 nChanged 2669 SP:Iteration 1F (5444.807206 sec): 3 clusters Score: Raw -488557.108093 + Penalty 1660.298830 = -486896.809263 nChanged 337 SP:Iteration 2F (5444.858562 sec): 3 clusters Score: Raw -488696.483883 + Penalty 1660.298830 = -487036.185052 nChanged 274 SP:Iteration 3Q (5444.920089 sec): 3 clusters Score: Raw -488797.936484 + Penalty 1660.298830 = -487137.637654 nChanged 248 SP:Iteration 4Q (5444.974362 sec): 3 clusters Score: Raw -488900.250520 + Penalty 1660.298830 = -487239.951689 nChanged 246 SP:Iteration 5Q (5445.029529 sec): 3 clusters Score: Raw -489025.809619 + Penalty 1660.298830 = -487365.510789 nChanged 264 SP:Iteration 6Q (5445.085088 sec): 3 clusters Score: Raw -489172.837911 + Penalty 1660.298830 = -487512.539080 nChanged 277 SP:Iteration 7Q (5445.130690 sec): 3 clusters Score: Raw -489352.568502 + Penalty 1660.298830 = -487692.269671 nChanged 300 SP:Iteration 8Q (5445.183230 sec): 3 clusters Score: Raw -489536.082010 + Penalty 1660.298830 = -487875.783180 nChanged 245 SP:Iteration 9Q (5445.233905 sec): 3 clusters Score: Raw -489662.095078 + Penalty 1660.298830 = -488001.796248 nChanged 215 SP:Iteration 10Q (5445.288746 sec): 3 clusters Score: Raw -489770.418366 + Penalty 1660.298830 = -488110.119536 nChanged 190 SP:Iteration 11Q (5445.326355 sec): 3 clusters Score: Raw -489852.833496 + Penalty 1660.298830 = -488192.534665 nChanged 150 SP:Iteration 12Q (5445.373256 sec): 3 clusters Score: Raw -489906.103012 + Penalty 1660.298830 = -488245.804182 nChanged 129 SP:Iteration 13Q (5445.432052 sec): 3 clusters Score: Raw -489951.507009 + Penalty 1660.298830 = -488291.208178 nChanged 100 SP:Iteration 14Q (5445.488104 sec): 3 clusters Score: Raw -489984.412018 + Penalty 1660.298830 = -488324.113188 nChanged 96 SP:Iteration 15Q (5445.541968 sec): 3 clusters Score: Raw -490010.836724 + Penalty 1660.298830 = -488350.537893 nChanged 82 SP:Iteration 16Q (5445.591986 sec): 3 clusters Score: Raw -490033.712445 + Penalty 1660.298830 = -488373.413614 nChanged 74 SP:Iteration 17Q (5445.644901 sec): 3 clusters Score: Raw -490053.441633 + Penalty 1660.298830 = -488393.142803 nChanged 73 SP:Iteration 18Q (5445.698896 sec): 3 clusters Score: Raw -490071.698877 + Penalty 1660.298830 = -488411.400046 nChanged 70 SP:Iteration 19Q (5445.741962 sec): 3 clusters Score: Raw -490089.563841 + Penalty 1660.298830 = -488429.265010 nChanged 60 SP:Iteration 20F (5445.796273 sec): 3 clusters Score: Raw -490102.857120 + Penalty 1660.298830 = -488442.558289 nChanged 54 SP:Iteration 21Q (5445.851336 sec): 3 clusters Score: Raw -490116.352121 + Penalty 1660.298830 = -488456.053290 nChanged 69 SP:Iteration 22Q (5445.893418 sec): 3 clusters Score: Raw -490136.114707 + Penalty 1660.298830 = -488475.815876 nChanged 70 SP:Iteration 23Q (5445.945207 sec): 3 clusters Score: Raw -490156.078334 + Penalty 1660.298830 = -488495.779503 nChanged 61 SP:Iteration 24Q (5445.995582 sec): 3 clusters Score: Raw -490172.395613 + Penalty 1660.298830 = -488512.096782 nChanged 57 SP:Iteration 25Q (5446.059724 sec): 3 clusters Score: Raw -490187.590686 + Penalty 1660.298830 = -488527.291855 nChanged 65 SP:Iteration 26Q (5446.104108 sec): 3 clusters Score: Raw -490206.970335 + Penalty 1660.298830 = -488546.671504 nChanged 77 SP:Iteration 27Q (5446.163180 sec): 3 clusters Score: Raw -490223.672378 + Penalty 1660.298830 = -488563.373548 nChanged 64 SP:Iteration 28Q (5446.216929 sec): 3 clusters Score: Raw -490242.813054 + Penalty 1660.298830 = -488582.514224 nChanged 78 SP:Iteration 29Q (5446.268395 sec): 3 clusters Score: Raw -490267.562674 + Penalty 1660.298830 = -488607.263843 nChanged 77 SP:Iteration 30Q (5446.312694 sec): 3 clusters Score: Raw -490290.488988 + Penalty 1660.298830 = -488630.190157 nChanged 76 SP:Iteration 31Q (5446.371208 sec): 3 clusters Score: Raw -490313.813578 + Penalty 1660.298830 = -488653.514747 nChanged 69 SP:Iteration 32Q (5446.420264 sec): 3 clusters Score: Raw -490331.655972 + Penalty 1660.298830 = -488671.357141 nChanged 60 SP:Iteration 33Q (5446.474601 sec): 3 clusters Score: Raw -490349.231294 + Penalty 1660.298830 = -488688.932464 nChanged 67 SP:Iteration 34Q (5446.540352 sec): 3 clusters Score: Raw -490369.022834 + Penalty 1660.298830 = -488708.724003 nChanged 78 SP:Iteration 35Q (5446.594214 sec): 3 clusters Score: Raw -490390.184196 + Penalty 1660.298830 = -488729.885366 nChanged 69 SP:Iteration 36Q (5446.648172 sec): 3 clusters Score: Raw -490408.812481 + Penalty 1660.298830 = -488748.513651 nChanged 63 SP:Iteration 37Q (5446.702092 sec): 3 clusters Score: Raw -490424.561489 + Penalty 1660.298830 = -488764.262658 nChanged 58 SP:Iteration 38Q (5446.749743 sec): 3 clusters Score: Raw -490436.519246 + Penalty 1660.298830 = -488776.220416 nChanged 49 SP:Iteration 39Q (5446.810594 sec): 3 clusters Score: Raw -490450.698543 + Penalty 1660.298830 = -488790.399713 nChanged 70 SP:Iteration 40F (5446.863910 sec): 3 clusters Score: Raw -490470.327047 + Penalty 1660.298830 = -488810.028216 nChanged 75 SP:Iteration 41Q (5446.917949 sec): 3 clusters Score: Raw -490495.504504 + Penalty 1660.298830 = -488835.205674 nChanged 92 SP:Iteration 42Q (5446.971191 sec): 3 clusters Score: Raw -490530.266913 + Penalty 1660.298830 = -488869.968083 nChanged 80 SP:Iteration 43Q (5447.022090 sec): 3 clusters Score: Raw -490562.507038 + Penalty 1660.298830 = -488902.208208 nChanged 92 SP:Iteration 44Q (5447.067109 sec): 3 clusters Score: Raw -490599.541268 + Penalty 1660.298830 = -488939.242438 nChanged 96 SP:Iteration 45Q (5447.126931 sec): 3 clusters Score: Raw -490642.009889 + Penalty 1660.298830 = -488981.711058 nChanged 94 SP:Iteration 46Q (5447.171966 sec): 3 clusters Score: Raw -490680.935960 + Penalty 1660.298830 = -489020.637129 nChanged 78 SP:Iteration 47Q (5447.219889 sec): 3 clusters Score: Raw -490710.046675 + Penalty 1660.298830 = -489049.747845 nChanged 56 SP:Iteration 48Q (5447.261445 sec): 3 clusters Score: Raw -490729.266154 + Penalty 1660.298830 = -489068.967324 nChanged 41 SP:Iteration 49Q (5447.310032 sec): 3 clusters Score: Raw -490741.670001 + Penalty 1660.298830 = -489081.371171 nChanged 39 SP:Iteration 50Q (5447.369123 sec): 3 clusters Score: Raw -490755.967585 + Penalty 1660.298830 = -489095.668755 nChanged 45 SP:Iteration 51Q (5447.423831 sec): 3 clusters Score: Raw -490779.778902 + Penalty 1660.298830 = -489119.480072 nChanged 49 SP:Iteration 52Q (5447.469153 sec): 3 clusters Score: Raw -490800.766695 + Penalty 1660.298830 = -489140.467864 nChanged 43 SP:Iteration 53Q (5447.530300 sec): 3 clusters Score: Raw -490821.986468 + Penalty 1660.298830 = -489161.687638 nChanged 50 SP:Iteration 54Q (5447.584778 sec): 3 clusters Score: Raw -490844.377408 + Penalty 1660.298830 = -489184.078578 nChanged 42 SP:Iteration 55Q (5447.640154 sec): 3 clusters Score: Raw -490859.849222 + Penalty 1660.298830 = -489199.550391 nChanged 29 SP:Iteration 56Q (5447.690448 sec): 3 clusters Score: Raw -490869.576082 + Penalty 1660.298830 = -489209.277252 nChanged 24 SP:Iteration 57Q (5447.742711 sec): 3 clusters Score: Raw -490876.207487 + Penalty 1660.298830 = -489215.908657 nChanged 16 SP:Iteration 58Q (5447.787921 sec): 3 clusters Score: Raw -490879.935186 + Penalty 1660.298830 = -489219.636355 nChanged 15 SP:Iteration 59Q (5447.852922 sec): 3 clusters Score: Raw -490883.428932 + Penalty 1660.298830 = -489223.130101 nChanged 12 SP:Iteration 60F (5447.898213 sec): 3 clusters Score: Raw -490885.278660 + Penalty 1660.298830 = -489224.979829 nChanged 10 SP:Iteration 61Q (5447.952226 sec): 3 clusters Score: Raw -490886.884025 + Penalty 1660.298830 = -489226.585195 nChanged 15 SP:Iteration 62Q (5448.005508 sec): 3 clusters Score: Raw -490890.322978 + Penalty 1660.298830 = -489230.024147 nChanged 12 SP:Iteration 63Q (5448.060172 sec): 3 clusters Score: Raw -490892.536407 + Penalty 1660.298830 = -489232.237576 nChanged 10 SP:Iteration 64Q (5448.115077 sec): 3 clusters Score: Raw -490894.457822 + Penalty 1660.298830 = -489234.158991 nChanged 9 SP:Iteration 65Q (5448.167747 sec): 3 clusters Score: Raw -490895.910376 + Penalty 1660.298830 = -489235.611545 nChanged 6 SP:Iteration 66Q (5448.210564 sec): 3 clusters Score: Raw -490896.593411 + Penalty 1660.298830 = -489236.294580 nChanged 4 SP:Iteration 67Q (5448.261428 sec): 3 clusters Score: Raw -490897.181770 + Penalty 1660.298830 = -489236.882940 nChanged 6 SP:Iteration 68Q (5448.315872 sec): 3 clusters Score: Raw -490897.990046 + Penalty 1660.298830 = -489237.691215 nChanged 8 SP:Iteration 69Q (5448.365413 sec): 3 clusters Score: Raw -490899.369846 + Penalty 1660.298830 = -489239.071015 nChanged 3 SP:Iteration 70Q (5448.411682 sec): 3 clusters Score: Raw -490899.980541 + Penalty 1660.298830 = -489239.681710 nChanged 4 SP:Iteration 71Q (5448.464540 sec): 3 clusters Score: Raw -490900.566400 + Penalty 1660.298830 = -489240.267570 nChanged 3 SP:Iteration 72Q (5448.521857 sec): 3 clusters Score: Raw -490901.512627 + Penalty 1660.298830 = -489241.213797 nChanged 4 SP:Iteration 73Q (5448.562910 sec): 3 clusters Score: Raw -490902.777277 + Penalty 1660.298830 = -489242.478446 nChanged 4 SP:Iteration 74Q (5448.614267 sec): 3 clusters Score: Raw -490903.612354 + Penalty 1660.298830 = -489243.313523 nChanged 4 SP:Iteration 75Q (5448.672347 sec): 3 clusters Score: Raw -490904.371134 + Penalty 1660.298830 = -489244.072303 nChanged 4 SP:Iteration 76Q (5448.720481 sec): 3 clusters Score: Raw -490905.272585 + Penalty 1660.298830 = -489244.973755 nChanged 6 SP:Iteration 77Q (5448.776077 sec): 3 clusters Score: Raw -490906.730239 + Penalty 1660.298830 = -489246.431409 nChanged 3 SP:Iteration 78Q (5448.823606 sec): 3 clusters Score: Raw -490907.476336 + Penalty 1660.298830 = -489247.177505 nChanged 2 SP:Iteration 79Q (5448.875988 sec): 3 clusters Score: Raw -490908.071864 + Penalty 1660.298830 = -489247.773034 nChanged 3 SP:Iteration 80F (5448.930679 sec): 3 clusters Score: Raw -490908.492810 + Penalty 1660.298830 = -489248.193980 nChanged 2 SP:Iteration 81Q (5448.973242 sec): 3 clusters Score: Raw -490908.950804 + Penalty 1660.298830 = -489248.651974 nChanged 1 SP:Iteration 82Q (5449.035239 sec): 3 clusters Score: Raw -490909.161175 + Penalty 1660.298830 = -489248.862344 nChanged 0 SP:Iteration 83F (5449.092091 sec): 3 clusters Score: Raw -490909.161175 + Penalty 1660.298830 = -489248.862344 nChanged 0 Trying to split cluster 3 (24288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5449.134231 sec): 2 clusters Score: Raw -2100654.828716 + Penalty 959.285080 = -2099695.543637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5449.219700 sec): 3 clusters Score: Raw -2085345.510070 + Penalty 1918.570159 = -2083426.939911 nChanged 11348 SP:Iteration 1F (5449.291444 sec): 3 clusters Score: Raw -2092097.735612 + Penalty 1918.570159 = -2090179.165453 nChanged 1243 SP:Iteration 2F (5449.369516 sec): 3 clusters Score: Raw -2092592.120268 + Penalty 1918.570159 = -2090673.550109 nChanged 1202 SP:Iteration 3Q (5449.448665 sec): 3 clusters Score: Raw -2093113.512877 + Penalty 1918.570159 = -2091194.942718 nChanged 1222 SP:Iteration 4F (5449.524596 sec): 3 clusters Score: Raw -2093687.352569 + Penalty 1918.570159 = -2091768.782410 nChanged 1207 SP:Iteration 5Q (5449.596308 sec): 3 clusters Score: Raw -2094322.304428 + Penalty 1918.570159 = -2092403.734269 nChanged 1283 SP:Iteration 6F (5449.680869 sec): 3 clusters Score: Raw -2095039.148256 + Penalty 1918.570159 = -2093120.578097 nChanged 1241 SP:Iteration 7F (5449.744921 sec): 3 clusters Score: Raw -2095707.024887 + Penalty 1918.570159 = -2093788.454728 nChanged 1146 SP:Iteration 8Q (5449.819676 sec): 3 clusters Score: Raw -2096369.982330 + Penalty 1918.570159 = -2094451.412171 nChanged 1009 SP:Iteration 9Q (5449.886444 sec): 3 clusters Score: Raw -2096918.244747 + Penalty 1918.570159 = -2094999.674588 nChanged 827 SP:Iteration 10Q (5449.971169 sec): 3 clusters Score: Raw -2097275.549789 + Penalty 1918.570159 = -2095356.979630 nChanged 616 SP:Iteration 11Q (5450.055855 sec): 3 clusters Score: Raw -2097492.831809 + Penalty 1918.570159 = -2095574.261650 nChanged 480 SP:Iteration 12Q (5450.118736 sec): 3 clusters Score: Raw -2097667.152503 + Penalty 1918.570159 = -2095748.582343 nChanged 440 SP:Iteration 13Q (5450.197648 sec): 3 clusters Score: Raw -2097823.797310 + Penalty 1918.570159 = -2095905.227151 nChanged 381 SP:Iteration 14Q (5450.267161 sec): 3 clusters Score: Raw -2097949.954983 + Penalty 1918.570159 = -2096031.384823 nChanged 384 SP:Iteration 15Q (5450.345026 sec): 3 clusters Score: Raw -2098076.157857 + Penalty 1918.570159 = -2096157.587698 nChanged 365 SP:Iteration 16Q (5450.420800 sec): 3 clusters Score: Raw -2098201.034595 + Penalty 1918.570159 = -2096282.464435 nChanged 360 SP:Iteration 17Q (5450.496889 sec): 3 clusters Score: Raw -2098324.003072 + Penalty 1918.570159 = -2096405.432913 nChanged 337 SP:Iteration 18Q (5450.567085 sec): 3 clusters Score: Raw -2098442.716299 + Penalty 1918.570159 = -2096524.146139 nChanged 328 SP:Iteration 19Q (5450.643510 sec): 3 clusters Score: Raw -2098544.670336 + Penalty 1918.570159 = -2096626.100177 nChanged 306 SP:Iteration 20F (5450.717918 sec): 3 clusters Score: Raw -2098647.109841 + Penalty 1918.570159 = -2096728.539682 nChanged 323 SP:Iteration 21Q (5450.793070 sec): 3 clusters Score: Raw -2098761.022259 + Penalty 1918.570159 = -2096842.452100 nChanged 309 SP:Iteration 22Q (5450.868324 sec): 3 clusters Score: Raw -2098870.847816 + Penalty 1918.570159 = -2096952.277656 nChanged 310 SP:Iteration 23Q (5450.939887 sec): 3 clusters Score: Raw -2099002.276456 + Penalty 1918.570159 = -2097083.706297 nChanged 315 SP:Iteration 24Q (5451.013808 sec): 3 clusters Score: Raw -2099145.705229 + Penalty 1918.570159 = -2097227.135069 nChanged 289 SP:Iteration 25Q (5451.091492 sec): 3 clusters Score: Raw -2099290.581833 + Penalty 1918.570159 = -2097372.011674 nChanged 291 SP:Iteration 26Q (5451.164653 sec): 3 clusters Score: Raw -2099455.598408 + Penalty 1918.570159 = -2097537.028249 nChanged 263 SP:Iteration 27Q (5451.227304 sec): 3 clusters Score: Raw -2099628.745194 + Penalty 1918.570159 = -2097710.175034 nChanged 232 SP:Iteration 28Q (5451.294932 sec): 3 clusters Score: Raw -2099791.362768 + Penalty 1918.570159 = -2097872.792608 nChanged 217 SP:Iteration 29Q (5451.369760 sec): 3 clusters Score: Raw -2099941.091394 + Penalty 1918.570159 = -2098022.521234 nChanged 214 SP:Iteration 30Q (5451.434535 sec): 3 clusters Score: Raw -2100090.012194 + Penalty 1918.570159 = -2098171.442035 nChanged 202 SP:Iteration 31Q (5451.507867 sec): 3 clusters Score: Raw -2100230.769107 + Penalty 1918.570159 = -2098312.198948 nChanged 171 SP:Iteration 32Q (5451.581158 sec): 3 clusters Score: Raw -2100320.274321 + Penalty 1918.570159 = -2098401.704162 nChanged 163 SP:Iteration 33Q (5451.649939 sec): 3 clusters Score: Raw -2100402.838816 + Penalty 1918.570159 = -2098484.268657 nChanged 147 SP:Iteration 34Q (5451.717163 sec): 3 clusters Score: Raw -2100475.296413 + Penalty 1918.570159 = -2098556.726254 nChanged 116 SP:Iteration 35Q (5451.791350 sec): 3 clusters Score: Raw -2100523.200417 + Penalty 1918.570159 = -2098604.630258 nChanged 111 SP:Iteration 36Q (5451.865946 sec): 3 clusters Score: Raw -2100566.360116 + Penalty 1918.570159 = -2098647.789956 nChanged 115 SP:Iteration 37Q (5451.938186 sec): 3 clusters Score: Raw -2100613.797955 + Penalty 1918.570159 = -2098695.227796 nChanged 103 SP:Iteration 38Q (5452.010459 sec): 3 clusters Score: Raw -2100650.133916 + Penalty 1918.570159 = -2098731.563757 nChanged 98 SP:Iteration 39Q (5452.085981 sec): 3 clusters Score: Raw -2100679.614660 + Penalty 1918.570159 = -2098761.044501 nChanged 91 SP:Iteration 40F (5452.162722 sec): 3 clusters Score: Raw -2100708.437563 + Penalty 1918.570159 = -2098789.867404 nChanged 84 SP:Iteration 41Q (5452.239325 sec): 3 clusters Score: Raw -2100731.349297 + Penalty 1918.570159 = -2098812.779138 nChanged 78 SP:Iteration 42Q (5452.313008 sec): 3 clusters Score: Raw -2100755.804332 + Penalty 1918.570159 = -2098837.234173 nChanged 77 SP:Iteration 43Q (5452.386440 sec): 3 clusters Score: Raw -2100779.226428 + Penalty 1918.570159 = -2098860.656269 nChanged 64 SP:Iteration 44Q (5452.451784 sec): 3 clusters Score: Raw -2100800.927051 + Penalty 1918.570159 = -2098882.356892 nChanged 60 SP:Iteration 45Q (5452.520365 sec): 3 clusters Score: Raw -2100816.681563 + Penalty 1918.570159 = -2098898.111404 nChanged 50 SP:Iteration 46Q (5452.596729 sec): 3 clusters Score: Raw -2100831.287784 + Penalty 1918.570159 = -2098912.717624 nChanged 53 SP:Iteration 47Q (5452.661852 sec): 3 clusters Score: Raw -2100844.748295 + Penalty 1918.570159 = -2098926.178136 nChanged 45 SP:Iteration 48Q (5452.737954 sec): 3 clusters Score: Raw -2100855.845293 + Penalty 1918.570159 = -2098937.275134 nChanged 43 SP:Iteration 49Q (5452.806496 sec): 3 clusters Score: Raw -2100866.349929 + Penalty 1918.570159 = -2098947.779769 nChanged 47 SP:Iteration 50Q (5452.887860 sec): 3 clusters Score: Raw -2100877.800524 + Penalty 1918.570159 = -2098959.230365 nChanged 41 SP:Iteration 51Q (5452.962925 sec): 3 clusters Score: Raw -2100885.343279 + Penalty 1918.570159 = -2098966.773120 nChanged 29 SP:Iteration 52Q (5453.038298 sec): 3 clusters Score: Raw -2100889.059564 + Penalty 1918.570159 = -2098970.489405 nChanged 16 SP:Iteration 53Q (5453.112453 sec): 3 clusters Score: Raw -2100891.098435 + Penalty 1918.570159 = -2098972.528276 nChanged 14 SP:Iteration 54Q (5453.186934 sec): 3 clusters Score: Raw -2100892.547850 + Penalty 1918.570159 = -2098973.977690 nChanged 14 SP:Iteration 55Q (5453.263118 sec): 3 clusters Score: Raw -2100894.703326 + Penalty 1918.570159 = -2098976.133166 nChanged 14 SP:Iteration 56Q (5453.339393 sec): 3 clusters Score: Raw -2100896.120073 + Penalty 1918.570159 = -2098977.549913 nChanged 9 SP:Iteration 57Q (5453.410240 sec): 3 clusters Score: Raw -2100896.962829 + Penalty 1918.570159 = -2098978.392670 nChanged 8 SP:Iteration 58Q (5453.456409 sec): 3 clusters Score: Raw -2100897.904728 + Penalty 1918.570159 = -2098979.334569 nChanged 8 SP:Iteration 59Q (5453.504700 sec): 3 clusters Score: Raw -2100898.879792 + Penalty 1918.570159 = -2098980.309633 nChanged 6 SP:Iteration 60F (5453.554221 sec): 3 clusters Score: Raw -2100899.645018 + Penalty 1918.570159 = -2098981.074859 nChanged 4 SP:Iteration 61Q (5453.598964 sec): 3 clusters Score: Raw -2100900.281153 + Penalty 1918.570159 = -2098981.710994 nChanged 6 SP:Iteration 62Q (5453.628137 sec): 3 clusters Score: Raw -2100900.710074 + Penalty 1918.570159 = -2098982.139915 nChanged 3 SP:Iteration 63Q (5453.666799 sec): 3 clusters Score: Raw -2100900.907803 + Penalty 1918.570159 = -2098982.337644 nChanged 2 SP:Iteration 64Q (5453.704905 sec): 3 clusters Score: Raw -2100901.138534 + Penalty 1918.570159 = -2098982.568375 nChanged 1 SP:Iteration 65Q (5453.743324 sec): 3 clusters Score: Raw -2100901.160143 + Penalty 1918.570159 = -2098982.589984 nChanged 0 SP:Iteration 66F (5453.787184 sec): 3 clusters Score: Raw -2100901.160143 + Penalty 1918.570159 = -2098982.589984 nChanged 0 Trying to split cluster 4 (45410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5453.848862 sec): 2 clusters Score: Raw -3692168.410700 + Penalty 1018.731324 = -3691149.679376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5453.926581 sec): 3 clusters Score: Raw -3662921.037280 + Penalty 2037.462649 = -3660883.574632 nChanged 21545 SP:Iteration 1F (5453.997134 sec): 3 clusters Score: Raw -3675461.412526 + Penalty 2037.462649 = -3673423.949877 nChanged 2055 SP:Iteration 2Q (5454.072277 sec): 3 clusters Score: Raw -3676197.588018 + Penalty 2037.462649 = -3674160.125369 nChanged 2413 SP:Iteration 3F (5454.139461 sec): 3 clusters Score: Raw -3677312.658625 + Penalty 2037.462649 = -3675275.195976 nChanged 2750 SP:Iteration 4F (5454.209651 sec): 3 clusters Score: Raw -3678956.013453 + Penalty 2037.462649 = -3676918.550804 nChanged 3096 SP:Iteration 5F (5454.279407 sec): 3 clusters Score: Raw -3681237.175832 + Penalty 2037.462649 = -3679199.713183 nChanged 3167 SP:Iteration 6F (5454.378690 sec): 3 clusters Score: Raw -3683891.347613 + Penalty 2037.462649 = -3681853.884965 nChanged 2851 SP:Iteration 7F (5454.495907 sec): 3 clusters Score: Raw -3686339.399678 + Penalty 2037.462649 = -3684301.937029 nChanged 2197 SP:Iteration 8Q (5454.565813 sec): 3 clusters Score: Raw -3688141.231914 + Penalty 2037.462649 = -3686103.769266 nChanged 1567 SP:Iteration 9Q (5454.635420 sec): 3 clusters Score: Raw -3689290.857547 + Penalty 2037.462649 = -3687253.394899 nChanged 1176 SP:Iteration 10Q (5454.702922 sec): 3 clusters Score: Raw -3690102.166401 + Penalty 2037.462649 = -3688064.703752 nChanged 929 SP:Iteration 11Q (5454.769165 sec): 3 clusters Score: Raw -3690707.616927 + Penalty 2037.462649 = -3688670.154279 nChanged 715 SP:Iteration 12Q (5454.833467 sec): 3 clusters Score: Raw -3691141.219954 + Penalty 2037.462649 = -3689103.757306 nChanged 567 SP:Iteration 13Q (5454.932646 sec): 3 clusters Score: Raw -3691478.526309 + Penalty 2037.462649 = -3689441.063661 nChanged 465 SP:Iteration 14Q (5455.037939 sec): 3 clusters Score: Raw -3691767.550466 + Penalty 2037.462649 = -3689730.087818 nChanged 345 SP:Iteration 15Q (5455.137442 sec): 3 clusters Score: Raw -3691990.343876 + Penalty 2037.462649 = -3689952.881227 nChanged 248 SP:Iteration 16Q (5455.235055 sec): 3 clusters Score: Raw -3692157.031379 + Penalty 2037.462649 = -3690119.568730 nChanged 171 SP:Iteration 17Q (5455.332339 sec): 3 clusters Score: Raw -3692283.858497 + Penalty 2037.462649 = -3690246.395848 nChanged 124 SP:Iteration 18Q (5455.415830 sec): 3 clusters Score: Raw -3692390.356080 + Penalty 2037.462649 = -3690352.893432 nChanged 85 SP:Iteration 19Q (5455.520618 sec): 3 clusters Score: Raw -3692447.287953 + Penalty 2037.462649 = -3690409.825305 nChanged 48 SP:Iteration 20F (5455.616145 sec): 3 clusters Score: Raw -3692475.573461 + Penalty 2037.462649 = -3690438.110813 nChanged 44 SP:Iteration 21Q (5455.715966 sec): 3 clusters Score: Raw -3692500.719402 + Penalty 2037.462649 = -3690463.256753 nChanged 33 SP:Iteration 22Q (5455.804415 sec): 3 clusters Score: Raw -3692517.986590 + Penalty 2037.462649 = -3690480.523942 nChanged 27 SP:Iteration 23Q (5455.906974 sec): 3 clusters Score: Raw -3692529.476147 + Penalty 2037.462649 = -3690492.013498 nChanged 13 SP:Iteration 24Q (5456.003618 sec): 3 clusters Score: Raw -3692536.802067 + Penalty 2037.462649 = -3690499.339419 nChanged 15 SP:Iteration 25Q (5456.099266 sec): 3 clusters Score: Raw -3692547.229993 + Penalty 2037.462649 = -3690509.767344 nChanged 17 SP:Iteration 26Q (5456.196120 sec): 3 clusters Score: Raw -3692557.034500 + Penalty 2037.462649 = -3690519.571852 nChanged 14 SP:Iteration 27Q (5456.277438 sec): 3 clusters Score: Raw -3692569.711579 + Penalty 2037.462649 = -3690532.248931 nChanged 21 SP:Iteration 28Q (5456.371862 sec): 3 clusters Score: Raw -3692579.334974 + Penalty 2037.462649 = -3690541.872325 nChanged 10 SP:Iteration 29Q (5456.471689 sec): 3 clusters Score: Raw -3692582.487697 + Penalty 2037.462649 = -3690545.025048 nChanged 5 SP:Iteration 30Q (5456.567704 sec): 3 clusters Score: Raw -3692585.597396 + Penalty 2037.462649 = -3690548.134747 nChanged 6 SP:Iteration 31Q (5456.657803 sec): 3 clusters Score: Raw -3692588.817086 + Penalty 2037.462649 = -3690551.354438 nChanged 7 SP:Iteration 32Q (5456.735356 sec): 3 clusters Score: Raw -3692593.103585 + Penalty 2037.462649 = -3690555.640937 nChanged 4 SP:Iteration 33Q (5456.834539 sec): 3 clusters Score: Raw -3692594.354134 + Penalty 2037.462649 = -3690556.891486 nChanged 5 SP:Iteration 34Q (5456.918735 sec): 3 clusters Score: Raw -3692597.129453 + Penalty 2037.462649 = -3690559.666804 nChanged 4 SP:Iteration 35Q (5457.009980 sec): 3 clusters Score: Raw -3692598.664769 + Penalty 2037.462649 = -3690561.202121 nChanged 8 SP:Iteration 36Q (5457.105181 sec): 3 clusters Score: Raw -3692601.714734 + Penalty 2037.462649 = -3690564.252086 nChanged 6 SP:Iteration 37Q (5457.209408 sec): 3 clusters Score: Raw -3692603.494969 + Penalty 2037.462649 = -3690566.032321 nChanged 2 SP:Iteration 38Q (5457.294976 sec): 3 clusters Score: Raw -3692603.854149 + Penalty 2037.462649 = -3690566.391501 nChanged 3 SP:Iteration 39Q (5457.387873 sec): 3 clusters Score: Raw -3692604.554598 + Penalty 2037.462649 = -3690567.091950 nChanged 0 SP:Iteration 40F (5457.478559 sec): 3 clusters Score: Raw -3692604.554598 + Penalty 2037.462649 = -3690567.091950 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5457.500689 sec): 2 clusters Score: Raw -310976.082248 + Penalty 778.478023 = -310197.604225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5457.543686 sec): 3 clusters Score: Raw -309082.580624 + Penalty 1556.956047 = -307525.624577 nChanged 1481 SP:Iteration 1F (5457.584910 sec): 3 clusters Score: Raw -309956.866498 + Penalty 1556.956047 = -308399.910451 nChanged 301 SP:Iteration 2F (5457.627459 sec): 3 clusters Score: Raw -310200.376432 + Penalty 1556.956047 = -308643.420385 nChanged 273 SP:Iteration 3F (5457.662669 sec): 3 clusters Score: Raw -310431.681499 + Penalty 1556.956047 = -308874.725452 nChanged 252 SP:Iteration 4F (5457.703154 sec): 3 clusters Score: Raw -310643.588967 + Penalty 1556.956047 = -309086.632920 nChanged 237 SP:Iteration 5F (5457.742105 sec): 3 clusters Score: Raw -310874.526089 + Penalty 1556.956047 = -309317.570042 nChanged 191 SP:Iteration 6F (5457.781557 sec): 3 clusters Score: Raw -311026.079857 + Penalty 1556.956047 = -309469.123810 nChanged 149 SP:Iteration 7Q (5457.825991 sec): 3 clusters Score: Raw -311111.891817 + Penalty 1556.956047 = -309554.935770 nChanged 117 SP:Iteration 8Q (5457.872312 sec): 3 clusters Score: Raw -311185.244769 + Penalty 1556.956047 = -309628.288722 nChanged 92 SP:Iteration 9Q (5457.912413 sec): 3 clusters Score: Raw -311239.490119 + Penalty 1556.956047 = -309682.534073 nChanged 79 SP:Iteration 10Q (5457.958606 sec): 3 clusters Score: Raw -311273.826774 + Penalty 1556.956047 = -309716.870727 nChanged 48 SP:Iteration 11Q (5458.004355 sec): 3 clusters Score: Raw -311293.403164 + Penalty 1556.956047 = -309736.447117 nChanged 40 SP:Iteration 12Q (5458.050104 sec): 3 clusters Score: Raw -311304.748473 + Penalty 1556.956047 = -309747.792426 nChanged 23 SP:Iteration 13Q (5458.091295 sec): 3 clusters Score: Raw -311309.967122 + Penalty 1556.956047 = -309753.011075 nChanged 16 SP:Iteration 14Q (5458.134379 sec): 3 clusters Score: Raw -311312.609050 + Penalty 1556.956047 = -309755.653003 nChanged 10 SP:Iteration 15Q (5458.183866 sec): 3 clusters Score: Raw -311315.278580 + Penalty 1556.956047 = -309758.322533 nChanged 10 SP:Iteration 16Q (5458.219942 sec): 3 clusters Score: Raw -311317.398023 + Penalty 1556.956047 = -309760.441976 nChanged 7 SP:Iteration 17Q (5458.275165 sec): 3 clusters Score: Raw -311318.848564 + Penalty 1556.956047 = -309761.892517 nChanged 8 SP:Iteration 18Q (5458.327693 sec): 3 clusters Score: Raw -311320.570270 + Penalty 1556.956047 = -309763.614223 nChanged 6 SP:Iteration 19Q (5458.373222 sec): 3 clusters Score: Raw -311322.538325 + Penalty 1556.956047 = -309765.582278 nChanged 5 SP:Iteration 20F (5458.418391 sec): 3 clusters Score: Raw -311324.456017 + Penalty 1556.956047 = -309767.499971 nChanged 8 SP:Iteration 21Q (5458.463227 sec): 3 clusters Score: Raw -311326.112089 + Penalty 1556.956047 = -309769.156042 nChanged 6 SP:Iteration 22Q (5458.508775 sec): 3 clusters Score: Raw -311328.157354 + Penalty 1556.956047 = -309771.201308 nChanged 7 SP:Iteration 23Q (5458.552409 sec): 3 clusters Score: Raw -311330.486111 + Penalty 1556.956047 = -309773.530064 nChanged 4 SP:Iteration 24Q (5458.602767 sec): 3 clusters Score: Raw -311331.883220 + Penalty 1556.956047 = -309774.927173 nChanged 4 SP:Iteration 25Q (5458.646836 sec): 3 clusters Score: Raw -311333.033014 + Penalty 1556.956047 = -309776.076967 nChanged 4 SP:Iteration 26Q (5458.688469 sec): 3 clusters Score: Raw -311333.959330 + Penalty 1556.956047 = -309777.003283 nChanged 0 SP:Iteration 27F (5458.740361 sec): 3 clusters Score: Raw -311333.959330 + Penalty 1556.956047 = -309777.003283 nChanged 0 Trying to split cluster 6 (15400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5458.781661 sec): 2 clusters Score: Raw -1326694.059259 + Penalty 916.001665 = -1325778.057595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5458.850862 sec): 3 clusters Score: Raw -1317267.876295 + Penalty 1832.003330 = -1315435.872966 nChanged 7097 SP:Iteration 1F (5458.908288 sec): 3 clusters Score: Raw -1321424.511208 + Penalty 1832.003330 = -1319592.507878 nChanged 979 SP:Iteration 2F (5458.968974 sec): 3 clusters Score: Raw -1321895.543801 + Penalty 1832.003330 = -1320063.540471 nChanged 967 SP:Iteration 3F (5459.028638 sec): 3 clusters Score: Raw -1322413.983281 + Penalty 1832.003330 = -1320581.979951 nChanged 995 SP:Iteration 4F (5459.095784 sec): 3 clusters Score: Raw -1323009.903506 + Penalty 1832.003330 = -1321177.900176 nChanged 961 SP:Iteration 5F (5459.158871 sec): 3 clusters Score: Raw -1323601.042493 + Penalty 1832.003330 = -1321769.039164 nChanged 892 SP:Iteration 6F (5459.222453 sec): 3 clusters Score: Raw -1324129.043423 + Penalty 1832.003330 = -1322297.040093 nChanged 744 SP:Iteration 7Q (5459.281453 sec): 3 clusters Score: Raw -1324553.115850 + Penalty 1832.003330 = -1322721.112520 nChanged 592 SP:Iteration 8Q (5459.348253 sec): 3 clusters Score: Raw -1324870.844458 + Penalty 1832.003330 = -1323038.841128 nChanged 552 SP:Iteration 9Q (5459.407508 sec): 3 clusters Score: Raw -1325165.571785 + Penalty 1832.003330 = -1323333.568455 nChanged 480 SP:Iteration 10Q (5459.470082 sec): 3 clusters Score: Raw -1325419.136352 + Penalty 1832.003330 = -1323587.133023 nChanged 419 SP:Iteration 11Q (5459.537229 sec): 3 clusters Score: Raw -1325646.260181 + Penalty 1832.003330 = -1323814.256851 nChanged 403 SP:Iteration 12Q (5459.605244 sec): 3 clusters Score: Raw -1325873.466867 + Penalty 1832.003330 = -1324041.463537 nChanged 375 SP:Iteration 13Q (5459.673155 sec): 3 clusters Score: Raw -1326105.556668 + Penalty 1832.003330 = -1324273.553338 nChanged 289 SP:Iteration 14Q (5459.738835 sec): 3 clusters Score: Raw -1326292.548155 + Penalty 1832.003330 = -1324460.544825 nChanged 212 SP:Iteration 15Q (5459.803727 sec): 3 clusters Score: Raw -1326448.899021 + Penalty 1832.003330 = -1324616.895691 nChanged 160 SP:Iteration 16Q (5459.863208 sec): 3 clusters Score: Raw -1326610.545466 + Penalty 1832.003330 = -1324778.542136 nChanged 117 SP:Iteration 17Q (5459.904422 sec): 3 clusters Score: Raw -1326743.274425 + Penalty 1832.003330 = -1324911.271095 nChanged 74 SP:Iteration 18Q (5459.969298 sec): 3 clusters Score: Raw -1326805.420457 + Penalty 1832.003330 = -1324973.417127 nChanged 65 SP:Iteration 19Q (5460.027780 sec): 3 clusters Score: Raw -1326850.842437 + Penalty 1832.003330 = -1325018.839107 nChanged 56 SP:Iteration 20F (5460.094233 sec): 3 clusters Score: Raw -1326888.565202 + Penalty 1832.003330 = -1325056.561872 nChanged 35 SP:Iteration 21Q (5460.156440 sec): 3 clusters Score: Raw -1326905.759347 + Penalty 1832.003330 = -1325073.756017 nChanged 20 SP:Iteration 22Q (5460.220100 sec): 3 clusters Score: Raw -1326914.954587 + Penalty 1832.003330 = -1325082.951257 nChanged 14 SP:Iteration 23Q (5460.284822 sec): 3 clusters Score: Raw -1326920.113056 + Penalty 1832.003330 = -1325088.109726 nChanged 12 SP:Iteration 24Q (5460.345139 sec): 3 clusters Score: Raw -1326924.454132 + Penalty 1832.003330 = -1325092.450802 nChanged 5 SP:Iteration 25Q (5460.409971 sec): 3 clusters Score: Raw -1326926.056086 + Penalty 1832.003330 = -1325094.052756 nChanged 4 SP:Iteration 26Q (5460.466466 sec): 3 clusters Score: Raw -1326927.448223 + Penalty 1832.003330 = -1325095.444893 nChanged 2 SP:Iteration 27Q (5460.522417 sec): 3 clusters Score: Raw -1326927.975373 + Penalty 1832.003330 = -1325095.972043 nChanged 3 SP:Iteration 28Q (5460.591206 sec): 3 clusters Score: Raw -1326929.201346 + Penalty 1832.003330 = -1325097.198016 nChanged 2 SP:Iteration 29Q (5460.658297 sec): 3 clusters Score: Raw -1326929.607399 + Penalty 1832.003330 = -1325097.604070 nChanged 0 SP:Iteration 30F (5460.727466 sec): 3 clusters Score: Raw -1326929.607399 + Penalty 1832.003330 = -1325097.604070 nChanged 0 Trying to split cluster 7 (112283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5460.873027 sec): 2 clusters Score: Raw -9800116.368104 + Penalty 1104.733886 = -9799011.634218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5461.068765 sec): 3 clusters Score: Raw -9725660.581590 + Penalty 2209.467772 = -9723451.113818 nChanged 54520 SP:Iteration 1F (5461.246778 sec): 3 clusters Score: Raw -9758635.341612 + Penalty 2209.467772 = -9756425.873839 nChanged 4677 SP:Iteration 2Q (5461.443065 sec): 3 clusters Score: Raw -9760182.062335 + Penalty 2209.467772 = -9757972.594563 nChanged 5061 SP:Iteration 3Q (5461.657864 sec): 3 clusters Score: Raw -9762213.426617 + Penalty 2209.467772 = -9760003.958845 nChanged 5675 SP:Iteration 4F (5461.845696 sec): 3 clusters Score: Raw -9765014.148095 + Penalty 2209.467772 = -9762804.680323 nChanged 6392 SP:Iteration 5F (5462.027168 sec): 3 clusters Score: Raw -9768676.186204 + Penalty 2209.467772 = -9766466.718432 nChanged 6934 SP:Iteration 6F (5462.188210 sec): 3 clusters Score: Raw -9773043.956090 + Penalty 2209.467772 = -9770834.488318 nChanged 6911 SP:Iteration 7F (5462.364918 sec): 3 clusters Score: Raw -9777481.806877 + Penalty 2209.467772 = -9775272.339104 nChanged 6385 SP:Iteration 8F (5462.563720 sec): 3 clusters Score: Raw -9781540.921087 + Penalty 2209.467772 = -9779331.453314 nChanged 5395 SP:Iteration 9Q (5462.737836 sec): 3 clusters Score: Raw -9784447.279070 + Penalty 2209.467772 = -9782237.811298 nChanged 4006 SP:Iteration 10Q (5462.935850 sec): 3 clusters Score: Raw -9786119.791558 + Penalty 2209.467772 = -9783910.323785 nChanged 2898 SP:Iteration 11Q (5463.140759 sec): 3 clusters Score: Raw -9787058.179474 + Penalty 2209.467772 = -9784848.711702 nChanged 2160 SP:Iteration 12Q (5463.333439 sec): 3 clusters Score: Raw -9787688.639324 + Penalty 2209.467772 = -9785479.171552 nChanged 1819 SP:Iteration 13Q (5463.527691 sec): 3 clusters Score: Raw -9788197.434484 + Penalty 2209.467772 = -9785987.966711 nChanged 1624 SP:Iteration 14Q (5463.721342 sec): 3 clusters Score: Raw -9788655.995208 + Penalty 2209.467772 = -9786446.527435 nChanged 1604 SP:Iteration 15Q (5463.909884 sec): 3 clusters Score: Raw -9789121.570299 + Penalty 2209.467772 = -9786912.102527 nChanged 1660 SP:Iteration 16Q (5464.110132 sec): 3 clusters Score: Raw -9789569.367481 + Penalty 2209.467772 = -9787359.899709 nChanged 1555 SP:Iteration 17Q (5464.307061 sec): 3 clusters Score: Raw -9789975.294943 + Penalty 2209.467772 = -9787765.827171 nChanged 1554 SP:Iteration 18Q (5464.497656 sec): 3 clusters Score: Raw -9790403.294779 + Penalty 2209.467772 = -9788193.827007 nChanged 1609 SP:Iteration 19Q (5464.688360 sec): 3 clusters Score: Raw -9790881.755847 + Penalty 2209.467772 = -9788672.288075 nChanged 1592 SP:Iteration 20F (5464.865689 sec): 3 clusters Score: Raw -9791341.051645 + Penalty 2209.467772 = -9789131.583872 nChanged 1558 SP:Iteration 21Q (5465.051966 sec): 3 clusters Score: Raw -9791793.282441 + Penalty 2209.467772 = -9789583.814669 nChanged 1604 SP:Iteration 22Q (5465.245089 sec): 3 clusters Score: Raw -9792290.369947 + Penalty 2209.467772 = -9790080.902174 nChanged 1628 SP:Iteration 23Q (5465.442209 sec): 3 clusters Score: Raw -9792799.085069 + Penalty 2209.467772 = -9790589.617296 nChanged 1630 SP:Iteration 24Q (5465.625446 sec): 3 clusters Score: Raw -9793349.267205 + Penalty 2209.467772 = -9791139.799433 nChanged 1708 SP:Iteration 25Q (5465.799712 sec): 3 clusters Score: Raw -9793936.959746 + Penalty 2209.467772 = -9791727.491974 nChanged 1669 SP:Iteration 26Q (5465.982320 sec): 3 clusters Score: Raw -9794513.901070 + Penalty 2209.467772 = -9792304.433298 nChanged 1637 SP:Iteration 27Q (5466.155957 sec): 3 clusters Score: Raw -9795124.577677 + Penalty 2209.467772 = -9792915.109904 nChanged 1630 SP:Iteration 28Q (5466.328079 sec): 3 clusters Score: Raw -9795751.561336 + Penalty 2209.467772 = -9793542.093563 nChanged 1599 SP:Iteration 29Q (5466.508706 sec): 3 clusters Score: Raw -9796387.026004 + Penalty 2209.467772 = -9794177.558231 nChanged 1570 SP:Iteration 30Q (5466.687510 sec): 3 clusters Score: Raw -9797024.105248 + Penalty 2209.467772 = -9794814.637476 nChanged 1441 SP:Iteration 31Q (5466.874609 sec): 3 clusters Score: Raw -9797604.933355 + Penalty 2209.467772 = -9795395.465582 nChanged 1343 SP:Iteration 32Q (5467.033524 sec): 3 clusters Score: Raw -9798135.673686 + Penalty 2209.467772 = -9795926.205914 nChanged 1216 SP:Iteration 33Q (5467.209004 sec): 3 clusters Score: Raw -9798603.490102 + Penalty 2209.467772 = -9796394.022330 nChanged 1106 SP:Iteration 34Q (5467.386760 sec): 3 clusters Score: Raw -9799013.568153 + Penalty 2209.467772 = -9796804.100381 nChanged 974 SP:Iteration 35Q (5467.557971 sec): 3 clusters Score: Raw -9799364.312963 + Penalty 2209.467772 = -9797154.845191 nChanged 879 SP:Iteration 36Q (5467.722740 sec): 3 clusters Score: Raw -9799651.545203 + Penalty 2209.467772 = -9797442.077431 nChanged 773 SP:Iteration 37Q (5467.898578 sec): 3 clusters Score: Raw -9799877.284247 + Penalty 2209.467772 = -9797667.816475 nChanged 671 SP:Iteration 38Q (5468.077708 sec): 3 clusters Score: Raw -9800042.584834 + Penalty 2209.467772 = -9797833.117061 nChanged 573 SP:Iteration 39Q (5468.257787 sec): 3 clusters Score: Raw -9800170.855751 + Penalty 2209.467772 = -9797961.387979 nChanged 504 SP:Iteration 40F (5468.441362 sec): 3 clusters Score: Raw -9800300.370720 + Penalty 2209.467772 = -9798090.902947 nChanged 498 SP:Iteration 41Q (5468.616630 sec): 3 clusters Score: Raw -9800412.303121 + Penalty 2209.467772 = -9798202.835349 nChanged 432 SP:Iteration 42Q (5468.788222 sec): 3 clusters Score: Raw -9800501.525360 + Penalty 2209.467772 = -9798292.057588 nChanged 407 SP:Iteration 43Q (5468.963849 sec): 3 clusters Score: Raw -9800583.161421 + Penalty 2209.467772 = -9798373.693648 nChanged 401 SP:Iteration 44Q (5469.137207 sec): 3 clusters Score: Raw -9800657.299317 + Penalty 2209.467772 = -9798447.831545 nChanged 336 SP:Iteration 45Q (5469.317650 sec): 3 clusters Score: Raw -9800713.702516 + Penalty 2209.467772 = -9798504.234744 nChanged 285 SP:Iteration 46Q (5469.484217 sec): 3 clusters Score: Raw -9800756.329079 + Penalty 2209.467772 = -9798546.861307 nChanged 259 SP:Iteration 47Q (5469.664081 sec): 3 clusters Score: Raw -9800792.271132 + Penalty 2209.467772 = -9798582.803359 nChanged 204 SP:Iteration 48Q (5469.838561 sec): 3 clusters Score: Raw -9800817.494231 + Penalty 2209.467772 = -9798608.026459 nChanged 184 SP:Iteration 49Q (5470.009483 sec): 3 clusters Score: Raw -9800842.175068 + Penalty 2209.467772 = -9798632.707295 nChanged 187 SP:Iteration 50Q (5470.183295 sec): 3 clusters Score: Raw -9800869.481770 + Penalty 2209.467772 = -9798660.013997 nChanged 172 SP:Iteration 51Q (5470.354070 sec): 3 clusters Score: Raw -9800892.898213 + Penalty 2209.467772 = -9798683.430440 nChanged 164 SP:Iteration 52Q (5470.532921 sec): 3 clusters Score: Raw -9800913.304077 + Penalty 2209.467772 = -9798703.836305 nChanged 137 SP:Iteration 53Q (5470.698223 sec): 3 clusters Score: Raw -9800930.429205 + Penalty 2209.467772 = -9798720.961432 nChanged 134 SP:Iteration 54Q (5470.863534 sec): 3 clusters Score: Raw -9800947.020294 + Penalty 2209.467772 = -9798737.552521 nChanged 125 SP:Iteration 55Q (5471.040213 sec): 3 clusters Score: Raw -9800961.991638 + Penalty 2209.467772 = -9798752.523866 nChanged 112 SP:Iteration 56Q (5471.217435 sec): 3 clusters Score: Raw -9800974.770612 + Penalty 2209.467772 = -9798765.302840 nChanged 92 SP:Iteration 57Q (5471.384289 sec): 3 clusters Score: Raw -9800983.821288 + Penalty 2209.467772 = -9798774.353516 nChanged 81 SP:Iteration 58Q (5471.549000 sec): 3 clusters Score: Raw -9800992.120758 + Penalty 2209.467772 = -9798782.652986 nChanged 80 SP:Iteration 59Q (5471.705525 sec): 3 clusters Score: Raw -9800999.591494 + Penalty 2209.467772 = -9798790.123722 nChanged 80 SP:Iteration 60F (5471.887817 sec): 3 clusters Score: Raw -9801006.086156 + Penalty 2209.467772 = -9798796.618384 nChanged 67 SP:Iteration 61Q (5472.042637 sec): 3 clusters Score: Raw -9801012.082255 + Penalty 2209.467772 = -9798802.614483 nChanged 73 SP:Iteration 62Q (5472.206351 sec): 3 clusters Score: Raw -9801018.502704 + Penalty 2209.467772 = -9798809.034932 nChanged 57 SP:Iteration 63Q (5472.359534 sec): 3 clusters Score: Raw -9801022.452414 + Penalty 2209.467772 = -9798812.984642 nChanged 50 SP:Iteration 64Q (5472.516855 sec): 3 clusters Score: Raw -9801026.306305 + Penalty 2209.467772 = -9798816.838532 nChanged 50 SP:Iteration 65Q (5472.699220 sec): 3 clusters Score: Raw -9801029.969074 + Penalty 2209.467772 = -9798820.501301 nChanged 47 SP:Iteration 66Q (5472.866470 sec): 3 clusters Score: Raw -9801033.291555 + Penalty 2209.467772 = -9798823.823782 nChanged 47 SP:Iteration 67Q (5473.038125 sec): 3 clusters Score: Raw -9801036.731429 + Penalty 2209.467772 = -9798827.263657 nChanged 40 SP:Iteration 68Q (5473.204551 sec): 3 clusters Score: Raw -9801039.587162 + Penalty 2209.467772 = -9798830.119390 nChanged 35 SP:Iteration 69Q (5473.385110 sec): 3 clusters Score: Raw -9801042.039712 + Penalty 2209.467772 = -9798832.571939 nChanged 35 SP:Iteration 70Q (5473.553116 sec): 3 clusters Score: Raw -9801044.408284 + Penalty 2209.467772 = -9798834.940512 nChanged 26 SP:Iteration 71Q (5473.721536 sec): 3 clusters Score: Raw -9801046.448578 + Penalty 2209.467772 = -9798836.980805 nChanged 25 SP:Iteration 72Q (5473.878762 sec): 3 clusters Score: Raw -9801047.944971 + Penalty 2209.467772 = -9798838.477198 nChanged 18 SP:Iteration 73Q (5474.037948 sec): 3 clusters Score: Raw -9801049.007589 + Penalty 2209.467772 = -9798839.539817 nChanged 24 SP:Iteration 74Q (5474.205101 sec): 3 clusters Score: Raw -9801050.650368 + Penalty 2209.467772 = -9798841.182596 nChanged 19 SP:Iteration 75Q (5474.372927 sec): 3 clusters Score: Raw -9801051.839369 + Penalty 2209.467772 = -9798842.371597 nChanged 13 SP:Iteration 76Q (5474.541933 sec): 3 clusters Score: Raw -9801052.517334 + Penalty 2209.467772 = -9798843.049561 nChanged 7 SP:Iteration 77Q (5474.711634 sec): 3 clusters Score: Raw -9801052.827519 + Penalty 2209.467772 = -9798843.359747 nChanged 8 SP:Iteration 78Q (5474.879597 sec): 3 clusters Score: Raw -9801053.190359 + Penalty 2209.467772 = -9798843.722587 nChanged 5 SP:Iteration 79Q (5475.052658 sec): 3 clusters Score: Raw -9801053.352048 + Penalty 2209.467772 = -9798843.884276 nChanged 6 SP:Iteration 80F (5475.244852 sec): 3 clusters Score: Raw -9801053.581828 + Penalty 2209.467772 = -9798844.114055 nChanged 6 SP:Iteration 81Q (5475.411620 sec): 3 clusters Score: Raw -9801053.834651 + Penalty 2209.467772 = -9798844.366878 nChanged 6 SP:Iteration 82Q (5475.580621 sec): 3 clusters Score: Raw -9801054.247011 + Penalty 2209.467772 = -9798844.779238 nChanged 5 SP:Iteration 83Q (5475.756177 sec): 3 clusters Score: Raw -9801054.515506 + Penalty 2209.467772 = -9798845.047734 nChanged 4 SP:Iteration 84Q (5475.929022 sec): 3 clusters Score: Raw -9801054.628628 + Penalty 2209.467772 = -9798845.160856 nChanged 3 SP:Iteration 85Q (5476.091110 sec): 3 clusters Score: Raw -9801054.743254 + Penalty 2209.467772 = -9798845.275482 nChanged 4 SP:Iteration 86Q (5476.233672 sec): 3 clusters Score: Raw -9801054.914543 + Penalty 2209.467772 = -9798845.446771 nChanged 3 SP:Iteration 87Q (5476.410867 sec): 3 clusters Score: Raw -9801055.051162 + Penalty 2209.467772 = -9798845.583389 nChanged 2 SP:Iteration 88Q (5476.583058 sec): 3 clusters Score: Raw -9801055.226845 + Penalty 2209.467772 = -9798845.759072 nChanged 4 SP:Iteration 89Q (5476.759057 sec): 3 clusters Score: Raw -9801055.544155 + Penalty 2209.467772 = -9798846.076383 nChanged 4 SP:Iteration 90Q (5476.920390 sec): 3 clusters Score: Raw -9801055.853244 + Penalty 2209.467772 = -9798846.385472 nChanged 3 SP:Iteration 91Q (5477.077027 sec): 3 clusters Score: Raw -9801056.076614 + Penalty 2209.467772 = -9798846.608841 nChanged 4 SP:Iteration 92Q (5477.243861 sec): 3 clusters Score: Raw -9801056.346449 + Penalty 2209.467772 = -9798846.878677 nChanged 4 SP:Iteration 93Q (5477.408234 sec): 3 clusters Score: Raw -9801056.599127 + Penalty 2209.467772 = -9798847.131354 nChanged 9 SP:Iteration 94Q (5477.571343 sec): 3 clusters Score: Raw -9801057.302899 + Penalty 2209.467772 = -9798847.835126 nChanged 9 SP:Iteration 95Q (5477.723947 sec): 3 clusters Score: Raw -9801058.164413 + Penalty 2209.467772 = -9798848.696640 nChanged 13 SP:Iteration 96Q (5477.885874 sec): 3 clusters Score: Raw -9801059.136592 + Penalty 2209.467772 = -9798849.668820 nChanged 7 SP:Iteration 97Q (5478.038121 sec): 3 clusters Score: Raw -9801059.481920 + Penalty 2209.467772 = -9798850.014147 nChanged 6 SP:Iteration 98Q (5478.200754 sec): 3 clusters Score: Raw -9801059.831259 + Penalty 2209.467772 = -9798850.363487 nChanged 4 SP:Iteration 99Q (5478.365016 sec): 3 clusters Score: Raw -9801060.075309 + Penalty 2209.467772 = -9798850.607537 nChanged 4 SP:Iteration 100F (5478.555310 sec): 3 clusters Score: Raw -9801060.219269 + Penalty 2209.467772 = -9798850.751496 nChanged 4 SP:Iteration 101Q (5478.702165 sec): 3 clusters Score: Raw -9801060.548461 + Penalty 2209.467772 = -9798851.080689 nChanged 9 SP:Iteration 102Q (5478.876996 sec): 3 clusters Score: Raw -9801061.086328 + Penalty 2209.467772 = -9798851.618556 nChanged 6 SP:Iteration 103Q (5479.020771 sec): 3 clusters Score: Raw -9801061.316683 + Penalty 2209.467772 = -9798851.848910 nChanged 3 SP:Iteration 104Q (5479.162533 sec): 3 clusters Score: Raw -9801061.575933 + Penalty 2209.467772 = -9798852.108161 nChanged 9 SP:Iteration 105Q (5479.334919 sec): 3 clusters Score: Raw -9801062.301624 + Penalty 2209.467772 = -9798852.833851 nChanged 12 SP:Iteration 106Q (5479.506221 sec): 3 clusters Score: Raw -9801063.412365 + Penalty 2209.467772 = -9798853.944593 nChanged 10 SP:Iteration 107Q (5479.673346 sec): 3 clusters Score: Raw -9801063.962704 + Penalty 2209.467772 = -9798854.494932 nChanged 5 SP:Iteration 108Q (5479.832496 sec): 3 clusters Score: Raw -9801064.175497 + Penalty 2209.467772 = -9798854.707724 nChanged 3 SP:Iteration 109Q (5480.005253 sec): 3 clusters Score: Raw -9801064.255818 + Penalty 2209.467772 = -9798854.788046 nChanged 1 SP:Iteration 110Q (5480.169276 sec): 3 clusters Score: Raw -9801064.297936 + Penalty 2209.467772 = -9798854.830164 nChanged 2 SP:Iteration 111Q (5480.332774 sec): 3 clusters Score: Raw -9801064.405634 + Penalty 2209.467772 = -9798854.937862 nChanged 1 SP:Iteration 112Q (5480.501601 sec): 3 clusters Score: Raw -9801064.447833 + Penalty 2209.467772 = -9798854.980061 nChanged 3 SP:Iteration 113Q (5480.668079 sec): 3 clusters Score: Raw -9801064.557563 + Penalty 2209.467772 = -9798855.089790 nChanged 2 SP:Iteration 114Q (5480.832774 sec): 3 clusters Score: Raw -9801064.661711 + Penalty 2209.467772 = -9798855.193938 nChanged 1 SP:Iteration 115Q (5480.997514 sec): 3 clusters Score: Raw -9801064.679381 + Penalty 2209.467772 = -9798855.211609 nChanged 2 SP:Iteration 116Q (5481.173425 sec): 3 clusters Score: Raw -9801064.712989 + Penalty 2209.467772 = -9798855.245217 nChanged 1 SP:Iteration 117Q (5481.338178 sec): 3 clusters Score: Raw -9801064.743570 + Penalty 2209.467772 = -9798855.275798 nChanged 0 SP:Iteration 118F (5481.523342 sec): 3 clusters Score: Raw -9801064.743570 + Penalty 2209.467772 = -9798855.275798 nChanged 0 Trying to split cluster 8 (10907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5481.569507 sec): 2 clusters Score: Raw -935191.056066 + Penalty 883.230206 = -934307.825860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5481.631513 sec): 3 clusters Score: Raw -928670.161907 + Penalty 1766.460412 = -926903.701495 nChanged 4900 SP:Iteration 1F (5481.683859 sec): 3 clusters Score: Raw -931611.336891 + Penalty 1766.460412 = -929844.876479 nChanged 723 SP:Iteration 2F (5481.755348 sec): 3 clusters Score: Raw -931990.273014 + Penalty 1766.460412 = -930223.812602 nChanged 695 SP:Iteration 3F (5481.815544 sec): 3 clusters Score: Raw -932395.727675 + Penalty 1766.460412 = -930629.267262 nChanged 675 SP:Iteration 4F (5481.877373 sec): 3 clusters Score: Raw -932859.009955 + Penalty 1766.460412 = -931092.549543 nChanged 632 SP:Iteration 5F (5481.929114 sec): 3 clusters Score: Raw -933371.183540 + Penalty 1766.460412 = -931604.723128 nChanged 560 SP:Iteration 6F (5481.989172 sec): 3 clusters Score: Raw -933877.468962 + Penalty 1766.460412 = -932111.008550 nChanged 474 SP:Iteration 7Q (5482.059658 sec): 3 clusters Score: Raw -934240.744843 + Penalty 1766.460412 = -932474.284431 nChanged 324 SP:Iteration 8Q (5482.119471 sec): 3 clusters Score: Raw -934430.375882 + Penalty 1766.460412 = -932663.915470 nChanged 241 SP:Iteration 9Q (5482.174630 sec): 3 clusters Score: Raw -934551.217445 + Penalty 1766.460412 = -932784.757033 nChanged 191 SP:Iteration 10Q (5482.228500 sec): 3 clusters Score: Raw -934640.695563 + Penalty 1766.460412 = -932874.235150 nChanged 179 SP:Iteration 11Q (5482.252611 sec): 3 clusters Score: Raw -934729.771566 + Penalty 1766.460412 = -932963.311154 nChanged 155 SP:Iteration 12Q (5482.277368 sec): 3 clusters Score: Raw -934802.507623 + Penalty 1766.460412 = -933036.047211 nChanged 142 SP:Iteration 13Q (5482.313216 sec): 3 clusters Score: Raw -934874.533648 + Penalty 1766.460412 = -933108.073236 nChanged 130 SP:Iteration 14Q (5482.374306 sec): 3 clusters Score: Raw -934944.050344 + Penalty 1766.460412 = -933177.589932 nChanged 123 SP:Iteration 15Q (5482.433868 sec): 3 clusters Score: Raw -935002.355340 + Penalty 1766.460412 = -933235.894928 nChanged 98 SP:Iteration 16Q (5482.492714 sec): 3 clusters Score: Raw -935043.315676 + Penalty 1766.460412 = -933276.855264 nChanged 91 SP:Iteration 17Q (5482.550946 sec): 3 clusters Score: Raw -935077.893912 + Penalty 1766.460412 = -933311.433500 nChanged 67 SP:Iteration 18Q (5482.610092 sec): 3 clusters Score: Raw -935102.588658 + Penalty 1766.460412 = -933336.128246 nChanged 66 SP:Iteration 19Q (5482.666695 sec): 3 clusters Score: Raw -935128.679981 + Penalty 1766.460412 = -933362.219569 nChanged 65 SP:Iteration 20F (5482.713848 sec): 3 clusters Score: Raw -935156.503631 + Penalty 1766.460412 = -933390.043218 nChanged 55 SP:Iteration 21Q (5482.773802 sec): 3 clusters Score: Raw -935178.112857 + Penalty 1766.460412 = -933411.652445 nChanged 51 SP:Iteration 22Q (5482.821735 sec): 3 clusters Score: Raw -935195.688682 + Penalty 1766.460412 = -933429.228269 nChanged 51 SP:Iteration 23Q (5482.881598 sec): 3 clusters Score: Raw -935215.000128 + Penalty 1766.460412 = -933448.539716 nChanged 39 SP:Iteration 24Q (5482.929966 sec): 3 clusters Score: Raw -935228.393937 + Penalty 1766.460412 = -933461.933525 nChanged 30 SP:Iteration 25Q (5482.990485 sec): 3 clusters Score: Raw -935237.856671 + Penalty 1766.460412 = -933471.396259 nChanged 23 SP:Iteration 26Q (5483.059510 sec): 3 clusters Score: Raw -935243.731488 + Penalty 1766.460412 = -933477.271076 nChanged 20 SP:Iteration 27Q (5483.073558 sec): 3 clusters Score: Raw -935249.365841 + Penalty 1766.460412 = -933482.905429 nChanged 19 SP:Iteration 28Q (5483.134036 sec): 3 clusters Score: Raw -935254.236246 + Penalty 1766.460412 = -933487.775833 nChanged 14 SP:Iteration 29Q (5483.193621 sec): 3 clusters Score: Raw -935257.942113 + Penalty 1766.460412 = -933491.481701 nChanged 9 SP:Iteration 30Q (5483.253456 sec): 3 clusters Score: Raw -935260.182044 + Penalty 1766.460412 = -933493.721632 nChanged 7 SP:Iteration 31Q (5483.310014 sec): 3 clusters Score: Raw -935262.013905 + Penalty 1766.460412 = -933495.553493 nChanged 6 SP:Iteration 32Q (5483.380295 sec): 3 clusters Score: Raw -935263.290290 + Penalty 1766.460412 = -933496.829878 nChanged 8 SP:Iteration 33Q (5483.430179 sec): 3 clusters Score: Raw -935265.188918 + Penalty 1766.460412 = -933498.728505 nChanged 11 SP:Iteration 34Q (5483.488747 sec): 3 clusters Score: Raw -935268.138021 + Penalty 1766.460412 = -933501.677609 nChanged 7 SP:Iteration 35Q (5483.545484 sec): 3 clusters Score: Raw -935269.771714 + Penalty 1766.460412 = -933503.311301 nChanged 9 SP:Iteration 36Q (5483.605302 sec): 3 clusters Score: Raw -935271.691688 + Penalty 1766.460412 = -933505.231276 nChanged 7 SP:Iteration 37Q (5483.665145 sec): 3 clusters Score: Raw -935273.664595 + Penalty 1766.460412 = -933507.204183 nChanged 7 SP:Iteration 38Q (5483.728346 sec): 3 clusters Score: Raw -935275.890141 + Penalty 1766.460412 = -933509.429729 nChanged 6 SP:Iteration 39Q (5483.790983 sec): 3 clusters Score: Raw -935277.379343 + Penalty 1766.460412 = -933510.918931 nChanged 5 SP:Iteration 40F (5483.846805 sec): 3 clusters Score: Raw -935279.102208 + Penalty 1766.460412 = -933512.641796 nChanged 5 SP:Iteration 41Q (5483.916159 sec): 3 clusters Score: Raw -935280.328171 + Penalty 1766.460412 = -933513.867759 nChanged 8 SP:Iteration 42Q (5483.964049 sec): 3 clusters Score: Raw -935283.393704 + Penalty 1766.460412 = -933516.933292 nChanged 7 SP:Iteration 43Q (5484.030161 sec): 3 clusters Score: Raw -935285.929446 + Penalty 1766.460412 = -933519.469034 nChanged 8 SP:Iteration 44Q (5484.075608 sec): 3 clusters Score: Raw -935288.430706 + Penalty 1766.460412 = -933521.970294 nChanged 4 SP:Iteration 45Q (5484.134465 sec): 3 clusters Score: Raw -935289.074752 + Penalty 1766.460412 = -933522.614340 nChanged 3 SP:Iteration 46Q (5484.193840 sec): 3 clusters Score: Raw -935289.791870 + Penalty 1766.460412 = -933523.331458 nChanged 2 SP:Iteration 47Q (5484.253220 sec): 3 clusters Score: Raw -935291.053017 + Penalty 1766.460412 = -933524.592604 nChanged 4 SP:Iteration 48Q (5484.293594 sec): 3 clusters Score: Raw -935292.028220 + Penalty 1766.460412 = -933525.567807 nChanged 3 SP:Iteration 49Q (5484.349335 sec): 3 clusters Score: Raw -935292.456237 + Penalty 1766.460412 = -933525.995825 nChanged 1 SP:Iteration 50Q (5484.407983 sec): 3 clusters Score: Raw -935292.630720 + Penalty 1766.460412 = -933526.170308 nChanged 2 SP:Iteration 51Q (5484.459267 sec): 3 clusters Score: Raw -935292.892984 + Penalty 1766.460412 = -933526.432572 nChanged 1 SP:Iteration 52Q (5484.518200 sec): 3 clusters Score: Raw -935292.968139 + Penalty 1766.460412 = -933526.507727 nChanged 0 SP:Iteration 53F (5484.579957 sec): 3 clusters Score: Raw -935292.968139 + Penalty 1766.460412 = -933526.507727 nChanged 0 Trying to split cluster 9 (3671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5484.608815 sec): 2 clusters Score: Raw -306371.462201 + Penalty 779.780841 = -305591.681359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5484.660679 sec): 3 clusters Score: Raw -304364.272831 + Penalty 1559.561683 = -302804.711148 nChanged 1556 SP:Iteration 1F (5484.712208 sec): 3 clusters Score: Raw -305212.566047 + Penalty 1559.561683 = -303653.004364 nChanged 305 SP:Iteration 2F (5484.764197 sec): 3 clusters Score: Raw -305390.626782 + Penalty 1559.561683 = -303831.065099 nChanged 234 SP:Iteration 3F (5484.810030 sec): 3 clusters Score: Raw -305554.050997 + Penalty 1559.561683 = -303994.489314 nChanged 225 SP:Iteration 4F (5484.855474 sec): 3 clusters Score: Raw -305709.514027 + Penalty 1559.561683 = -304149.952344 nChanged 203 SP:Iteration 5F (5484.870583 sec): 3 clusters Score: Raw -305842.532959 + Penalty 1559.561683 = -304282.971277 nChanged 169 SP:Iteration 6Q (5484.884822 sec): 3 clusters Score: Raw -305956.453289 + Penalty 1559.561683 = -304396.891606 nChanged 154 SP:Iteration 7Q (5484.933621 sec): 3 clusters Score: Raw -306052.485987 + Penalty 1559.561683 = -304492.924304 nChanged 113 SP:Iteration 8Q (5484.986233 sec): 3 clusters Score: Raw -306121.735154 + Penalty 1559.561683 = -304562.173472 nChanged 91 SP:Iteration 9Q (5485.044253 sec): 3 clusters Score: Raw -306164.456293 + Penalty 1559.561683 = -304604.894610 nChanged 69 SP:Iteration 10Q (5485.093370 sec): 3 clusters Score: Raw -306198.659745 + Penalty 1559.561683 = -304639.098062 nChanged 44 SP:Iteration 11Q (5485.131810 sec): 3 clusters Score: Raw -306216.699122 + Penalty 1559.561683 = -304657.137439 nChanged 30 SP:Iteration 12Q (5485.184043 sec): 3 clusters Score: Raw -306228.922550 + Penalty 1559.561683 = -304669.360867 nChanged 35 SP:Iteration 13Q (5485.236024 sec): 3 clusters Score: Raw -306241.462994 + Penalty 1559.561683 = -304681.901311 nChanged 30 SP:Iteration 14Q (5485.288155 sec): 3 clusters Score: Raw -306250.756969 + Penalty 1559.561683 = -304691.195286 nChanged 29 SP:Iteration 15Q (5485.340186 sec): 3 clusters Score: Raw -306259.522698 + Penalty 1559.561683 = -304699.961015 nChanged 21 SP:Iteration 16Q (5485.392362 sec): 3 clusters Score: Raw -306265.848552 + Penalty 1559.561683 = -304706.286869 nChanged 24 SP:Iteration 17Q (5485.437239 sec): 3 clusters Score: Raw -306272.497707 + Penalty 1559.561683 = -304712.936024 nChanged 21 SP:Iteration 18Q (5485.489550 sec): 3 clusters Score: Raw -306278.700560 + Penalty 1559.561683 = -304719.138877 nChanged 21 SP:Iteration 19Q (5485.554687 sec): 3 clusters Score: Raw -306284.070081 + Penalty 1559.561683 = -304724.508398 nChanged 17 SP:Iteration 20F (5485.592802 sec): 3 clusters Score: Raw -306288.727740 + Penalty 1559.561683 = -304729.166057 nChanged 20 SP:Iteration 21Q (5485.644969 sec): 3 clusters Score: Raw -306294.152967 + Penalty 1559.561683 = -304734.591284 nChanged 17 SP:Iteration 22Q (5485.694015 sec): 3 clusters Score: Raw -306299.451518 + Penalty 1559.561683 = -304739.889836 nChanged 20 SP:Iteration 23Q (5485.734351 sec): 3 clusters Score: Raw -306305.431741 + Penalty 1559.561683 = -304745.870058 nChanged 18 SP:Iteration 24Q (5485.786290 sec): 3 clusters Score: Raw -306312.097384 + Penalty 1559.561683 = -304752.535701 nChanged 15 SP:Iteration 25Q (5485.832013 sec): 3 clusters Score: Raw -306316.367399 + Penalty 1559.561683 = -304756.805716 nChanged 9 SP:Iteration 26Q (5485.895857 sec): 3 clusters Score: Raw -306318.089009 + Penalty 1559.561683 = -304758.527327 nChanged 6 SP:Iteration 27Q (5485.937014 sec): 3 clusters Score: Raw -306319.776606 + Penalty 1559.561683 = -304760.214923 nChanged 6 SP:Iteration 28Q (5485.989645 sec): 3 clusters Score: Raw -306321.151985 + Penalty 1559.561683 = -304761.590302 nChanged 6 SP:Iteration 29Q (5486.042658 sec): 3 clusters Score: Raw -306322.725419 + Penalty 1559.561683 = -304763.163736 nChanged 6 SP:Iteration 30Q (5486.083980 sec): 3 clusters Score: Raw -306323.895450 + Penalty 1559.561683 = -304764.333768 nChanged 6 SP:Iteration 31Q (5486.136154 sec): 3 clusters Score: Raw -306325.159341 + Penalty 1559.561683 = -304765.597658 nChanged 7 SP:Iteration 32Q (5486.185473 sec): 3 clusters Score: Raw -306326.752498 + Penalty 1559.561683 = -304767.190815 nChanged 7 SP:Iteration 33Q (5486.225467 sec): 3 clusters Score: Raw -306328.314627 + Penalty 1559.561683 = -304768.752944 nChanged 5 SP:Iteration 34Q (5486.282968 sec): 3 clusters Score: Raw -306329.280282 + Penalty 1559.561683 = -304769.718599 nChanged 4 SP:Iteration 35Q (5486.326798 sec): 3 clusters Score: Raw -306329.937737 + Penalty 1559.561683 = -304770.376054 nChanged 6 SP:Iteration 36Q (5486.364031 sec): 3 clusters Score: Raw -306331.378846 + Penalty 1559.561683 = -304771.817163 nChanged 6 SP:Iteration 37Q (5486.401270 sec): 3 clusters Score: Raw -306332.584991 + Penalty 1559.561683 = -304773.023308 nChanged 1 SP:Iteration 38Q (5486.438015 sec): 3 clusters Score: Raw -306332.718192 + Penalty 1559.561683 = -304773.156509 nChanged 2 SP:Iteration 39Q (5486.470178 sec): 3 clusters Score: Raw -306333.103202 + Penalty 1559.561683 = -304773.541519 nChanged 4 SP:Iteration 40F (5486.507263 sec): 3 clusters Score: Raw -306333.917178 + Penalty 1559.561683 = -304774.355495 nChanged 3 SP:Iteration 41Q (5486.544482 sec): 3 clusters Score: Raw -306334.636812 + Penalty 1559.561683 = -304775.075129 nChanged 6 SP:Iteration 42Q (5486.581716 sec): 3 clusters Score: Raw -306335.687621 + Penalty 1559.561683 = -304776.125938 nChanged 1 SP:Iteration 43Q (5486.612798 sec): 3 clusters Score: Raw -306336.145701 + Penalty 1559.561683 = -304776.584018 nChanged 1 SP:Iteration 44Q (5486.644938 sec): 3 clusters Score: Raw -306336.324072 + Penalty 1559.561683 = -304776.762389 nChanged 0 SP:Iteration 45F (5486.681988 sec): 3 clusters Score: Raw -306336.324072 + Penalty 1559.561683 = -304776.762389 nChanged 0 Trying to split cluster 10 (2316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5486.709673 sec): 2 clusters Score: Raw -193173.443412 + Penalty 736.021700 = -192437.421712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5486.767379 sec): 3 clusters Score: Raw -192026.613773 + Penalty 1472.043399 = -190554.570374 nChanged 901 SP:Iteration 1F (5486.815680 sec): 3 clusters Score: Raw -192567.340673 + Penalty 1472.043399 = -191095.297273 nChanged 201 SP:Iteration 2F (5486.863936 sec): 3 clusters Score: Raw -192710.556500 + Penalty 1472.043399 = -191238.513101 nChanged 138 SP:Iteration 3F (5486.893372 sec): 3 clusters Score: Raw -192814.337891 + Penalty 1472.043399 = -191342.294491 nChanged 127 SP:Iteration 4F (5486.941155 sec): 3 clusters Score: Raw -192914.488777 + Penalty 1472.043399 = -191442.445377 nChanged 123 SP:Iteration 5F (5486.989844 sec): 3 clusters Score: Raw -193032.631417 + Penalty 1472.043399 = -191560.588018 nChanged 117 SP:Iteration 6F (5487.042617 sec): 3 clusters Score: Raw -193149.177026 + Penalty 1472.043399 = -191677.133626 nChanged 108 SP:Iteration 7Q (5487.085142 sec): 3 clusters Score: Raw -193259.198750 + Penalty 1472.043399 = -191787.155351 nChanged 96 SP:Iteration 8Q (5487.121006 sec): 3 clusters Score: Raw -193347.158869 + Penalty 1472.043399 = -191875.115470 nChanged 78 SP:Iteration 9Q (5487.178508 sec): 3 clusters Score: Raw -193407.214373 + Penalty 1472.043399 = -191935.170974 nChanged 67 SP:Iteration 10Q (5487.224206 sec): 3 clusters Score: Raw -193453.748782 + Penalty 1472.043399 = -191981.705383 nChanged 58 SP:Iteration 11Q (5487.260984 sec): 3 clusters Score: Raw -193498.907579 + Penalty 1472.043399 = -192026.864179 nChanged 60 SP:Iteration 12Q (5487.316431 sec): 3 clusters Score: Raw -193532.378218 + Penalty 1472.043399 = -192060.334819 nChanged 36 SP:Iteration 13Q (5487.365521 sec): 3 clusters Score: Raw -193547.342616 + Penalty 1472.043399 = -192075.299216 nChanged 17 SP:Iteration 14Q (5487.417755 sec): 3 clusters Score: Raw -193554.607383 + Penalty 1472.043399 = -192082.563984 nChanged 14 SP:Iteration 15Q (5487.468357 sec): 3 clusters Score: Raw -193558.313264 + Penalty 1472.043399 = -192086.269865 nChanged 8 SP:Iteration 16Q (5487.518201 sec): 3 clusters Score: Raw -193561.091109 + Penalty 1472.043399 = -192089.047709 nChanged 5 SP:Iteration 17Q (5487.566818 sec): 3 clusters Score: Raw -193562.382064 + Penalty 1472.043399 = -192090.338665 nChanged 4 SP:Iteration 18Q (5487.615738 sec): 3 clusters Score: Raw -193562.828435 + Penalty 1472.043399 = -192090.785036 nChanged 1 SP:Iteration 19Q (5487.666643 sec): 3 clusters Score: Raw -193563.398492 + Penalty 1472.043399 = -192091.355093 nChanged 1 SP:Iteration 20F (5487.700755 sec): 3 clusters Score: Raw -193564.086235 + Penalty 1472.043399 = -192092.042836 nChanged 3 SP:Iteration 21Q (5487.742227 sec): 3 clusters Score: Raw -193565.092482 + Penalty 1472.043399 = -192093.049083 nChanged 3 SP:Iteration 22Q (5487.787184 sec): 3 clusters Score: Raw -193566.714649 + Penalty 1472.043399 = -192094.671250 nChanged 3 SP:Iteration 23Q (5487.842502 sec): 3 clusters Score: Raw -193567.896381 + Penalty 1472.043399 = -192095.852982 nChanged 4 SP:Iteration 24Q (5487.884129 sec): 3 clusters Score: Raw -193568.876693 + Penalty 1472.043399 = -192096.833293 nChanged 3 SP:Iteration 25Q (5487.934647 sec): 3 clusters Score: Raw -193570.627341 + Penalty 1472.043399 = -192098.583942 nChanged 10 SP:Iteration 26Q (5487.986167 sec): 3 clusters Score: Raw -193573.369837 + Penalty 1472.043399 = -192101.326437 nChanged 5 SP:Iteration 27Q (5488.038801 sec): 3 clusters Score: Raw -193575.127629 + Penalty 1472.043399 = -192103.084229 nChanged 7 SP:Iteration 28Q (5488.092714 sec): 3 clusters Score: Raw -193576.843053 + Penalty 1472.043399 = -192104.799653 nChanged 2 SP:Iteration 29Q (5488.131157 sec): 3 clusters Score: Raw -193577.262289 + Penalty 1472.043399 = -192105.218889 nChanged 1 SP:Iteration 30Q (5488.193764 sec): 3 clusters Score: Raw -193577.380361 + Penalty 1472.043399 = -192105.336962 nChanged 2 SP:Iteration 31Q (5488.229311 sec): 3 clusters Score: Raw -193577.580545 + Penalty 1472.043399 = -192105.537146 nChanged 1 SP:Iteration 32Q (5488.280711 sec): 3 clusters Score: Raw -193577.777049 + Penalty 1472.043399 = -192105.733650 nChanged 0 SP:Iteration 33F (5488.289365 sec): 3 clusters Score: Raw -193577.777049 + Penalty 1472.043399 = -192105.733650 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5488.311031 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.321212 sec): 3 clusters Score: Raw -231549.158051 + Penalty 1490.554639 = -230058.603411 nChanged 997 SP:Iteration 1F (5488.330657 sec): 3 clusters Score: Raw -232235.325078 + Penalty 1490.554639 = -230744.770439 nChanged 243 SP:Iteration 2F (5488.340085 sec): 3 clusters Score: Raw -232455.392880 + Penalty 1490.554639 = -230964.838241 nChanged 197 SP:Iteration 3F (5488.366827 sec): 3 clusters Score: Raw -232619.752604 + Penalty 1490.554639 = -231129.197965 nChanged 166 SP:Iteration 4F (5488.376499 sec): 3 clusters Score: Raw -232757.593359 + Penalty 1490.554639 = -231267.038720 nChanged 137 SP:Iteration 5F (5488.385895 sec): 3 clusters Score: Raw -232855.044234 + Penalty 1490.554639 = -231364.489595 nChanged 103 SP:Iteration 6Q (5488.395283 sec): 3 clusters Score: Raw -232916.911008 + Penalty 1490.554639 = -231426.356368 nChanged 64 SP:Iteration 7Q (5488.404687 sec): 3 clusters Score: Raw -232949.001338 + Penalty 1490.554639 = -231458.446699 nChanged 55 SP:Iteration 8Q (5488.414049 sec): 3 clusters Score: Raw -232978.296672 + Penalty 1490.554639 = -231487.742032 nChanged 54 SP:Iteration 9Q (5488.423407 sec): 3 clusters Score: Raw -233015.258197 + Penalty 1490.554639 = -231524.703558 nChanged 60 SP:Iteration 10Q (5488.432790 sec): 3 clusters Score: Raw -233052.258033 + Penalty 1490.554639 = -231561.703394 nChanged 41 SP:Iteration 11Q (5488.442004 sec): 3 clusters Score: Raw -233070.566101 + Penalty 1490.554639 = -231580.011462 nChanged 28 SP:Iteration 12Q (5488.451232 sec): 3 clusters Score: Raw -233081.407120 + Penalty 1490.554639 = -231590.852481 nChanged 24 SP:Iteration 13Q (5488.460556 sec): 3 clusters Score: Raw -233091.063936 + Penalty 1490.554639 = -231600.509297 nChanged 25 SP:Iteration 14Q (5488.478762 sec): 3 clusters Score: Raw -233102.478534 + Penalty 1490.554639 = -231611.923895 nChanged 22 SP:Iteration 15Q (5488.488409 sec): 3 clusters Score: Raw -233109.788637 + Penalty 1490.554639 = -231619.233998 nChanged 18 SP:Iteration 16Q (5488.497622 sec): 3 clusters Score: Raw -233116.760227 + Penalty 1490.554639 = -231626.205588 nChanged 14 SP:Iteration 17Q (5488.506902 sec): 3 clusters Score: Raw -233126.265606 + Penalty 1490.554639 = -231635.710967 nChanged 16 SP:Iteration 18Q (5488.516225 sec): 3 clusters Score: Raw -233133.347711 + Penalty 1490.554639 = -231642.793071 nChanged 14 SP:Iteration 19Q (5488.525620 sec): 3 clusters Score: Raw -233140.871078 + Penalty 1490.554639 = -231650.316438 nChanged 16 SP:Iteration 20F (5488.535016 sec): 3 clusters Score: Raw -233147.825628 + Penalty 1490.554639 = -231657.270989 nChanged 15 SP:Iteration 21Q (5488.559876 sec): 3 clusters Score: Raw -233155.264721 + Penalty 1490.554639 = -231664.710082 nChanged 13 SP:Iteration 22Q (5488.569538 sec): 3 clusters Score: Raw -233160.071390 + Penalty 1490.554639 = -231669.516750 nChanged 12 SP:Iteration 23Q (5488.578729 sec): 3 clusters Score: Raw -233166.187286 + Penalty 1490.554639 = -231675.632646 nChanged 14 SP:Iteration 24Q (5488.587879 sec): 3 clusters Score: Raw -233170.761628 + Penalty 1490.554639 = -231680.206988 nChanged 14 SP:Iteration 25Q (5488.597147 sec): 3 clusters Score: Raw -233175.745340 + Penalty 1490.554639 = -231685.190701 nChanged 6 SP:Iteration 26Q (5488.606370 sec): 3 clusters Score: Raw -233177.297096 + Penalty 1490.554639 = -231686.742456 nChanged 3 SP:Iteration 27Q (5488.615594 sec): 3 clusters Score: Raw -233177.952647 + Penalty 1490.554639 = -231687.398008 nChanged 0 SP:Iteration 28F (5488.624990 sec): 3 clusters Score: Raw -233177.952647 + Penalty 1490.554639 = -231687.398008 nChanged 0 Trying to split cluster 12 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5488.642005 sec): 2 clusters Score: Raw -274832.555946 + Penalty 769.831956 = -274062.723990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5488.655247 sec): 3 clusters Score: Raw -273087.176395 + Penalty 1539.663913 = -271547.512483 nChanged 1337 SP:Iteration 1F (5488.667339 sec): 3 clusters Score: Raw -273845.848599 + Penalty 1539.663913 = -272306.184686 nChanged 241 SP:Iteration 2F (5488.679356 sec): 3 clusters Score: Raw -273958.284729 + Penalty 1539.663913 = -272418.620816 nChanged 179 SP:Iteration 3F (5488.691275 sec): 3 clusters Score: Raw -274044.774968 + Penalty 1539.663913 = -272505.111055 nChanged 158 SP:Iteration 4Q (5488.719051 sec): 3 clusters Score: Raw -274126.552233 + Penalty 1539.663913 = -272586.888320 nChanged 135 SP:Iteration 5Q (5488.729689 sec): 3 clusters Score: Raw -274192.739605 + Penalty 1539.663913 = -272653.075692 nChanged 129 SP:Iteration 6Q (5488.741904 sec): 3 clusters Score: Raw -274279.185036 + Penalty 1539.663913 = -272739.521123 nChanged 151 SP:Iteration 7Q (5488.754050 sec): 3 clusters Score: Raw -274401.875453 + Penalty 1539.663913 = -272862.211540 nChanged 159 SP:Iteration 8Q (5488.766240 sec): 3 clusters Score: Raw -274528.548757 + Penalty 1539.663913 = -272988.884844 nChanged 163 SP:Iteration 9Q (5488.778240 sec): 3 clusters Score: Raw -274649.659969 + Penalty 1539.663913 = -273109.996056 nChanged 172 SP:Iteration 10F (5488.807011 sec): 3 clusters Score: Raw -274768.748619 + Penalty 1539.663913 = -273229.084706 nChanged 146 SP:Iteration 11Q (5488.819270 sec): 3 clusters Score: Raw -274857.840102 + Penalty 1539.663913 = -273318.176189 nChanged 104 SP:Iteration 12Q (5488.831284 sec): 3 clusters Score: Raw -274914.200920 + Penalty 1539.663913 = -273374.537007 nChanged 80 SP:Iteration 13Q (5488.843298 sec): 3 clusters Score: Raw -274960.431541 + Penalty 1539.663913 = -273420.767628 nChanged 78 SP:Iteration 14Q (5488.855109 sec): 3 clusters Score: Raw -275004.336382 + Penalty 1539.663913 = -273464.672469 nChanged 57 SP:Iteration 15Q (5488.867103 sec): 3 clusters Score: Raw -275034.914463 + Penalty 1539.663913 = -273495.250550 nChanged 52 SP:Iteration 16Q (5488.878959 sec): 3 clusters Score: Raw -275057.805195 + Penalty 1539.663913 = -273518.141282 nChanged 29 SP:Iteration 17Q (5488.890798 sec): 3 clusters Score: Raw -275069.024641 + Penalty 1539.663913 = -273529.360728 nChanged 26 SP:Iteration 18Q (5488.945341 sec): 3 clusters Score: Raw -275076.096397 + Penalty 1539.663913 = -273536.432484 nChanged 19 SP:Iteration 19Q (5488.987296 sec): 3 clusters Score: Raw -275082.792976 + Penalty 1539.663913 = -273543.129063 nChanged 23 SP:Iteration 20F (5489.038739 sec): 3 clusters Score: Raw -275091.572250 + Penalty 1539.663913 = -273551.908337 nChanged 20 SP:Iteration 21Q (5489.059610 sec): 3 clusters Score: Raw -275098.406338 + Penalty 1539.663913 = -273558.742425 nChanged 18 SP:Iteration 22Q (5489.071909 sec): 3 clusters Score: Raw -275105.151180 + Penalty 1539.663913 = -273565.487267 nChanged 9 SP:Iteration 23Q (5489.083853 sec): 3 clusters Score: Raw -275108.485546 + Penalty 1539.663913 = -273568.821633 nChanged 10 SP:Iteration 24Q (5489.095707 sec): 3 clusters Score: Raw -275109.774876 + Penalty 1539.663913 = -273570.110963 nChanged 7 SP:Iteration 25Q (5489.107666 sec): 3 clusters Score: Raw -275111.359598 + Penalty 1539.663913 = -273571.695685 nChanged 9 SP:Iteration 26Q (5489.119497 sec): 3 clusters Score: Raw -275113.887066 + Penalty 1539.663913 = -273574.223153 nChanged 5 SP:Iteration 27Q (5489.131310 sec): 3 clusters Score: Raw -275115.958804 + Penalty 1539.663913 = -273576.294891 nChanged 10 SP:Iteration 28Q (5489.143119 sec): 3 clusters Score: Raw -275118.289396 + Penalty 1539.663913 = -273578.625483 nChanged 6 SP:Iteration 29Q (5489.154924 sec): 3 clusters Score: Raw -275119.228052 + Penalty 1539.663913 = -273579.564139 nChanged 5 SP:Iteration 30Q (5489.166843 sec): 3 clusters Score: Raw -275120.153768 + Penalty 1539.663913 = -273580.489855 nChanged 2 SP:Iteration 31Q (5489.178834 sec): 3 clusters Score: Raw -275121.283700 + Penalty 1539.663913 = -273581.619787 nChanged 7 SP:Iteration 32Q (5489.211257 sec): 3 clusters Score: Raw -275122.967528 + Penalty 1539.663913 = -273583.303615 nChanged 5 SP:Iteration 33Q (5489.223482 sec): 3 clusters Score: Raw -275123.817375 + Penalty 1539.663913 = -273584.153462 nChanged 5 SP:Iteration 34Q (5489.235275 sec): 3 clusters Score: Raw -275125.087466 + Penalty 1539.663913 = -273585.423553 nChanged 5 SP:Iteration 35Q (5489.247118 sec): 3 clusters Score: Raw -275125.914744 + Penalty 1539.663913 = -273586.250831 nChanged 3 SP:Iteration 36Q (5489.259049 sec): 3 clusters Score: Raw -275126.489041 + Penalty 1539.663913 = -273586.825128 nChanged 0 SP:Iteration 37F (5489.270894 sec): 3 clusters Score: Raw -275126.489041 + Penalty 1539.663913 = -273586.825128 nChanged 0 Trying to split cluster 13 (4878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5489.290261 sec): 2 clusters Score: Raw -375964.330675 + Penalty 806.786605 = -375157.544070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5489.334159 sec): 3 clusters Score: Raw -373270.716640 + Penalty 1613.573210 = -371657.143430 nChanged 2084 SP:Iteration 1F (5489.352071 sec): 3 clusters Score: Raw -374481.623631 + Penalty 1613.573210 = -372868.050421 nChanged 334 SP:Iteration 2F (5489.369915 sec): 3 clusters Score: Raw -374665.627021 + Penalty 1613.573210 = -373052.053811 nChanged 285 SP:Iteration 3F (5489.387551 sec): 3 clusters Score: Raw -374861.332023 + Penalty 1613.573210 = -373247.758813 nChanged 290 SP:Iteration 4F (5489.405122 sec): 3 clusters Score: Raw -375092.788621 + Penalty 1613.573210 = -373479.215411 nChanged 282 SP:Iteration 5F (5489.422716 sec): 3 clusters Score: Raw -375327.997577 + Penalty 1613.573210 = -373714.424367 nChanged 295 SP:Iteration 6F (5489.440630 sec): 3 clusters Score: Raw -375547.460620 + Penalty 1613.573210 = -373933.887410 nChanged 229 SP:Iteration 7Q (5489.458115 sec): 3 clusters Score: Raw -375700.434741 + Penalty 1613.573210 = -374086.861531 nChanged 177 SP:Iteration 8Q (5489.489571 sec): 3 clusters Score: Raw -375796.066822 + Penalty 1613.573210 = -374182.493613 nChanged 116 SP:Iteration 9Q (5489.507355 sec): 3 clusters Score: Raw -375846.948410 + Penalty 1613.573210 = -374233.375200 nChanged 74 SP:Iteration 10Q (5489.524870 sec): 3 clusters Score: Raw -375882.053394 + Penalty 1613.573210 = -374268.480184 nChanged 62 SP:Iteration 11Q (5489.542366 sec): 3 clusters Score: Raw -375906.932776 + Penalty 1613.573210 = -374293.359566 nChanged 43 SP:Iteration 12Q (5489.559880 sec): 3 clusters Score: Raw -375919.286545 + Penalty 1613.573210 = -374305.713335 nChanged 28 SP:Iteration 13Q (5489.577401 sec): 3 clusters Score: Raw -375926.552299 + Penalty 1613.573210 = -374312.979089 nChanged 23 SP:Iteration 14Q (5489.645151 sec): 3 clusters Score: Raw -375932.400302 + Penalty 1613.573210 = -374318.827092 nChanged 22 SP:Iteration 15Q (5489.685670 sec): 3 clusters Score: Raw -375936.233349 + Penalty 1613.573210 = -374322.660139 nChanged 26 SP:Iteration 16Q (5489.739641 sec): 3 clusters Score: Raw -375940.492381 + Penalty 1613.573210 = -374326.919171 nChanged 20 SP:Iteration 17Q (5489.803345 sec): 3 clusters Score: Raw -375943.725524 + Penalty 1613.573210 = -374330.152314 nChanged 17 SP:Iteration 18Q (5489.850050 sec): 3 clusters Score: Raw -375947.217865 + Penalty 1613.573210 = -374333.644655 nChanged 16 SP:Iteration 19Q (5489.899023 sec): 3 clusters Score: Raw -375950.955972 + Penalty 1613.573210 = -374337.382762 nChanged 16 SP:Iteration 20F (5489.914761 sec): 3 clusters Score: Raw -375953.904987 + Penalty 1613.573210 = -374340.331777 nChanged 14 SP:Iteration 21Q (5489.932252 sec): 3 clusters Score: Raw -375956.628298 + Penalty 1613.573210 = -374343.055088 nChanged 13 SP:Iteration 22Q (5489.949599 sec): 3 clusters Score: Raw -375958.775089 + Penalty 1613.573210 = -374345.201879 nChanged 10 SP:Iteration 23Q (5489.967239 sec): 3 clusters Score: Raw -375960.525870 + Penalty 1613.573210 = -374346.952660 nChanged 10 SP:Iteration 24Q (5489.984659 sec): 3 clusters Score: Raw -375961.677289 + Penalty 1613.573210 = -374348.104080 nChanged 5 SP:Iteration 25Q (5490.002071 sec): 3 clusters Score: Raw -375962.657588 + Penalty 1613.573210 = -374349.084378 nChanged 8 SP:Iteration 26Q (5490.019409 sec): 3 clusters Score: Raw -375964.189498 + Penalty 1613.573210 = -374350.616288 nChanged 4 SP:Iteration 27Q (5490.036729 sec): 3 clusters Score: Raw -375964.650269 + Penalty 1613.573210 = -374351.077059 nChanged 2 SP:Iteration 28Q (5490.054224 sec): 3 clusters Score: Raw -375964.809781 + Penalty 1613.573210 = -374351.236572 nChanged 1 SP:Iteration 29Q (5490.071760 sec): 3 clusters Score: Raw -375964.961957 + Penalty 1613.573210 = -374351.388747 nChanged 0 SP:Iteration 30F (5490.117230 sec): 3 clusters Score: Raw -375964.961957 + Penalty 1613.573210 = -374351.388747 nChanged 0 Trying to split cluster 14 (27590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5490.176862 sec): 2 clusters Score: Raw -2333079.143331 + Penalty 971.394823 = -2332107.748508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5490.263377 sec): 3 clusters Score: Raw -2315592.331193 + Penalty 1942.789647 = -2313649.541546 nChanged 12972 SP:Iteration 1F (5490.342943 sec): 3 clusters Score: Raw -2323125.881530 + Penalty 1942.789647 = -2321183.091883 nChanged 1406 SP:Iteration 2F (5490.425887 sec): 3 clusters Score: Raw -2323672.840083 + Penalty 1942.789647 = -2321730.050436 nChanged 1466 SP:Iteration 3F (5490.495189 sec): 3 clusters Score: Raw -2324358.748760 + Penalty 1942.789647 = -2322415.959113 nChanged 1725 SP:Iteration 4F (5490.576707 sec): 3 clusters Score: Raw -2325386.393124 + Penalty 1942.789647 = -2323443.603478 nChanged 1956 SP:Iteration 5F (5490.664256 sec): 3 clusters Score: Raw -2326831.938667 + Penalty 1942.789647 = -2324889.149020 nChanged 2084 SP:Iteration 6F (5490.734052 sec): 3 clusters Score: Raw -2328603.350401 + Penalty 1942.789647 = -2326660.560754 nChanged 1863 SP:Iteration 7F (5490.825279 sec): 3 clusters Score: Raw -2330290.085723 + Penalty 1942.789647 = -2328347.296076 nChanged 1341 SP:Iteration 8Q (5490.894497 sec): 3 clusters Score: Raw -2331490.663596 + Penalty 1942.789647 = -2329547.873949 nChanged 871 SP:Iteration 9Q (5490.965316 sec): 3 clusters Score: Raw -2332273.059079 + Penalty 1942.789647 = -2330330.269433 nChanged 498 SP:Iteration 10Q (5491.043514 sec): 3 clusters Score: Raw -2332706.566112 + Penalty 1942.789647 = -2330763.776466 nChanged 239 SP:Iteration 11Q (5491.121938 sec): 3 clusters Score: Raw -2332910.957618 + Penalty 1942.789647 = -2330968.167972 nChanged 160 SP:Iteration 12Q (5491.198089 sec): 3 clusters Score: Raw -2333055.914977 + Penalty 1942.789647 = -2331113.125330 nChanged 86 SP:Iteration 13Q (5491.275491 sec): 3 clusters Score: Raw -2333132.523834 + Penalty 1942.789647 = -2331189.734187 nChanged 45 SP:Iteration 14Q (5491.353874 sec): 3 clusters Score: Raw -2333176.720934 + Penalty 1942.789647 = -2331233.931287 nChanged 42 SP:Iteration 15Q (5491.431618 sec): 3 clusters Score: Raw -2333223.627325 + Penalty 1942.789647 = -2331280.837678 nChanged 28 SP:Iteration 16Q (5491.509610 sec): 3 clusters Score: Raw -2333245.637261 + Penalty 1942.789647 = -2331302.847614 nChanged 16 SP:Iteration 17Q (5491.588634 sec): 3 clusters Score: Raw -2333255.986170 + Penalty 1942.789647 = -2331313.196524 nChanged 11 SP:Iteration 18Q (5491.666947 sec): 3 clusters Score: Raw -2333262.670784 + Penalty 1942.789647 = -2331319.881138 nChanged 5 SP:Iteration 19Q (5491.737464 sec): 3 clusters Score: Raw -2333264.667466 + Penalty 1942.789647 = -2331321.877820 nChanged 2 SP:Iteration 20F (5491.819330 sec): 3 clusters Score: Raw -2333265.683909 + Penalty 1942.789647 = -2331322.894262 nChanged 0 Trying to split cluster 15 (8689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5491.866296 sec): 2 clusters Score: Raw -737817.256346 + Penalty 861.632248 = -736955.624098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5491.926730 sec): 3 clusters Score: Raw -732727.755174 + Penalty 1723.264496 = -731004.490678 nChanged 3859 SP:Iteration 1F (5491.968636 sec): 3 clusters Score: Raw -734952.943662 + Penalty 1723.264496 = -733229.679166 nChanged 574 SP:Iteration 2F (5492.025500 sec): 3 clusters Score: Raw -735252.355847 + Penalty 1723.264496 = -733529.091351 nChanged 496 SP:Iteration 3F (5492.087385 sec): 3 clusters Score: Raw -735522.689887 + Penalty 1723.264496 = -733799.425391 nChanged 467 SP:Iteration 4F (5492.136978 sec): 3 clusters Score: Raw -735795.313527 + Penalty 1723.264496 = -734072.049031 nChanged 463 SP:Iteration 5F (5492.197683 sec): 3 clusters Score: Raw -736086.540914 + Penalty 1723.264496 = -734363.276418 nChanged 443 SP:Iteration 6F (5492.253909 sec): 3 clusters Score: Raw -736356.876486 + Penalty 1723.264496 = -734633.611990 nChanged 377 SP:Iteration 7Q (5492.307275 sec): 3 clusters Score: Raw -736551.865290 + Penalty 1723.264496 = -734828.600794 nChanged 288 SP:Iteration 8Q (5492.358836 sec): 3 clusters Score: Raw -736668.171567 + Penalty 1723.264496 = -734944.907071 nChanged 172 SP:Iteration 9Q (5492.413976 sec): 3 clusters Score: Raw -736723.230628 + Penalty 1723.264496 = -734999.966132 nChanged 129 SP:Iteration 10Q (5492.459901 sec): 3 clusters Score: Raw -736759.651702 + Penalty 1723.264496 = -735036.387206 nChanged 94 SP:Iteration 11Q (5492.503877 sec): 3 clusters Score: Raw -736784.810983 + Penalty 1723.264496 = -735061.546487 nChanged 83 SP:Iteration 12Q (5492.564677 sec): 3 clusters Score: Raw -736806.173541 + Penalty 1723.264496 = -735082.909045 nChanged 89 SP:Iteration 13Q (5492.625182 sec): 3 clusters Score: Raw -736827.368727 + Penalty 1723.264496 = -735104.104231 nChanged 91 SP:Iteration 14Q (5492.685086 sec): 3 clusters Score: Raw -736847.798462 + Penalty 1723.264496 = -735124.533966 nChanged 83 SP:Iteration 15Q (5492.741759 sec): 3 clusters Score: Raw -736866.027008 + Penalty 1723.264496 = -735142.762512 nChanged 67 SP:Iteration 16Q (5492.791469 sec): 3 clusters Score: Raw -736877.824509 + Penalty 1723.264496 = -735154.560013 nChanged 56 SP:Iteration 17Q (5492.850630 sec): 3 clusters Score: Raw -736888.150346 + Penalty 1723.264496 = -735164.885850 nChanged 62 SP:Iteration 18Q (5492.908692 sec): 3 clusters Score: Raw -736902.226246 + Penalty 1723.264496 = -735178.961750 nChanged 60 SP:Iteration 19Q (5492.968979 sec): 3 clusters Score: Raw -736911.554310 + Penalty 1723.264496 = -735188.289814 nChanged 44 SP:Iteration 20F (5493.029088 sec): 3 clusters Score: Raw -736918.640298 + Penalty 1723.264496 = -735195.375802 nChanged 40 SP:Iteration 21Q (5493.089116 sec): 3 clusters Score: Raw -736926.417445 + Penalty 1723.264496 = -735203.152949 nChanged 39 SP:Iteration 22Q (5493.160508 sec): 3 clusters Score: Raw -736932.297920 + Penalty 1723.264496 = -735209.033424 nChanged 36 SP:Iteration 23Q (5493.201641 sec): 3 clusters Score: Raw -736938.128453 + Penalty 1723.264496 = -735214.863957 nChanged 40 SP:Iteration 24Q (5493.269021 sec): 3 clusters Score: Raw -736944.779412 + Penalty 1723.264496 = -735221.514916 nChanged 39 SP:Iteration 25Q (5493.323451 sec): 3 clusters Score: Raw -736950.505846 + Penalty 1723.264496 = -735227.241350 nChanged 37 SP:Iteration 26Q (5493.378629 sec): 3 clusters Score: Raw -736956.489004 + Penalty 1723.264496 = -735233.224508 nChanged 41 SP:Iteration 27Q (5493.438089 sec): 3 clusters Score: Raw -736963.260752 + Penalty 1723.264496 = -735239.996256 nChanged 35 SP:Iteration 28Q (5493.498060 sec): 3 clusters Score: Raw -736968.107037 + Penalty 1723.264496 = -735244.842541 nChanged 36 SP:Iteration 29Q (5493.553254 sec): 3 clusters Score: Raw -736972.952820 + Penalty 1723.264496 = -735249.688324 nChanged 34 SP:Iteration 30Q (5493.607447 sec): 3 clusters Score: Raw -736977.345646 + Penalty 1723.264496 = -735254.081150 nChanged 31 SP:Iteration 31Q (5493.668296 sec): 3 clusters Score: Raw -736981.798593 + Penalty 1723.264496 = -735258.534097 nChanged 29 SP:Iteration 32Q (5493.719922 sec): 3 clusters Score: Raw -736986.177039 + Penalty 1723.264496 = -735262.912543 nChanged 36 SP:Iteration 33Q (5493.778652 sec): 3 clusters Score: Raw -736990.232164 + Penalty 1723.264496 = -735266.967668 nChanged 26 SP:Iteration 34Q (5493.837345 sec): 3 clusters Score: Raw -736993.491506 + Penalty 1723.264496 = -735270.227010 nChanged 30 SP:Iteration 35Q (5493.896328 sec): 3 clusters Score: Raw -736997.805636 + Penalty 1723.264496 = -735274.541140 nChanged 34 SP:Iteration 36Q (5493.962014 sec): 3 clusters Score: Raw -737002.394686 + Penalty 1723.264496 = -735279.130190 nChanged 30 SP:Iteration 37Q (5494.024770 sec): 3 clusters Score: Raw -737005.943896 + Penalty 1723.264496 = -735282.679400 nChanged 23 SP:Iteration 38Q (5494.083578 sec): 3 clusters Score: Raw -737008.736386 + Penalty 1723.264496 = -735285.471890 nChanged 24 SP:Iteration 39Q (5494.142340 sec): 3 clusters Score: Raw -737011.711553 + Penalty 1723.264496 = -735288.447057 nChanged 27 SP:Iteration 40F (5494.192514 sec): 3 clusters Score: Raw -737015.130559 + Penalty 1723.264496 = -735291.866063 nChanged 26 SP:Iteration 41Q (5494.251410 sec): 3 clusters Score: Raw -737018.059937 + Penalty 1723.264496 = -735294.795441 nChanged 20 SP:Iteration 42Q (5494.310275 sec): 3 clusters Score: Raw -737020.305360 + Penalty 1723.264496 = -735297.040864 nChanged 23 SP:Iteration 43Q (5494.369275 sec): 3 clusters Score: Raw -737023.067466 + Penalty 1723.264496 = -735299.802970 nChanged 30 SP:Iteration 44Q (5494.428699 sec): 3 clusters Score: Raw -737027.904914 + Penalty 1723.264496 = -735304.640418 nChanged 34 SP:Iteration 45Q (5494.487125 sec): 3 clusters Score: Raw -737034.145623 + Penalty 1723.264496 = -735310.881127 nChanged 38 SP:Iteration 46Q (5494.546198 sec): 3 clusters Score: Raw -737042.107839 + Penalty 1723.264496 = -735318.843343 nChanged 53 SP:Iteration 47Q (5494.604828 sec): 3 clusters Score: Raw -737055.759128 + Penalty 1723.264496 = -735332.494632 nChanged 48 SP:Iteration 48Q (5494.663854 sec): 3 clusters Score: Raw -737067.860823 + Penalty 1723.264496 = -735344.596327 nChanged 50 SP:Iteration 49Q (5494.714966 sec): 3 clusters Score: Raw -737080.459412 + Penalty 1723.264496 = -735357.194916 nChanged 63 SP:Iteration 50Q (5494.773739 sec): 3 clusters Score: Raw -737093.927021 + Penalty 1723.264496 = -735370.662525 nChanged 60 SP:Iteration 51Q (5494.832488 sec): 3 clusters Score: Raw -737105.351822 + Penalty 1723.264496 = -735382.087326 nChanged 52 SP:Iteration 52Q (5494.891126 sec): 3 clusters Score: Raw -737116.089220 + Penalty 1723.264496 = -735392.824724 nChanged 67 SP:Iteration 53Q (5494.949662 sec): 3 clusters Score: Raw -737130.932046 + Penalty 1723.264496 = -735407.667550 nChanged 59 SP:Iteration 54Q (5495.004637 sec): 3 clusters Score: Raw -737143.124396 + Penalty 1723.264496 = -735419.859900 nChanged 63 SP:Iteration 55Q (5495.063110 sec): 3 clusters Score: Raw -737156.270836 + Penalty 1723.264496 = -735433.006340 nChanged 65 SP:Iteration 56Q (5495.121986 sec): 3 clusters Score: Raw -737172.722023 + Penalty 1723.264496 = -735449.457527 nChanged 64 SP:Iteration 57Q (5495.180613 sec): 3 clusters Score: Raw -737185.975051 + Penalty 1723.264496 = -735462.710555 nChanged 54 SP:Iteration 58Q (5495.239530 sec): 3 clusters Score: Raw -737198.508478 + Penalty 1723.264496 = -735475.243982 nChanged 66 SP:Iteration 59Q (5495.298264 sec): 3 clusters Score: Raw -737214.948694 + Penalty 1723.264496 = -735491.684198 nChanged 63 SP:Iteration 60F (5495.358057 sec): 3 clusters Score: Raw -737228.214385 + Penalty 1723.264496 = -735504.949889 nChanged 61 SP:Iteration 61Q (5495.415888 sec): 3 clusters Score: Raw -737243.051210 + Penalty 1723.264496 = -735519.786714 nChanged 71 SP:Iteration 62Q (5495.474568 sec): 3 clusters Score: Raw -737260.683433 + Penalty 1723.264496 = -735537.418937 nChanged 70 SP:Iteration 63Q (5495.532454 sec): 3 clusters Score: Raw -737280.218397 + Penalty 1723.264496 = -735556.953901 nChanged 79 SP:Iteration 64Q (5495.600833 sec): 3 clusters Score: Raw -737299.736124 + Penalty 1723.264496 = -735576.471628 nChanged 77 SP:Iteration 65Q (5495.647219 sec): 3 clusters Score: Raw -737324.621382 + Penalty 1723.264496 = -735601.356886 nChanged 84 SP:Iteration 66Q (5495.704721 sec): 3 clusters Score: Raw -737348.860122 + Penalty 1723.264496 = -735625.595626 nChanged 76 SP:Iteration 67Q (5495.751817 sec): 3 clusters Score: Raw -737371.518597 + Penalty 1723.264496 = -735648.254101 nChanged 81 SP:Iteration 68Q (5495.809060 sec): 3 clusters Score: Raw -737394.194975 + Penalty 1723.264496 = -735670.930479 nChanged 76 SP:Iteration 69Q (5495.866508 sec): 3 clusters Score: Raw -737419.073788 + Penalty 1723.264496 = -735695.809292 nChanged 88 SP:Iteration 70Q (5495.914781 sec): 3 clusters Score: Raw -737451.320892 + Penalty 1723.264496 = -735728.056396 nChanged 92 SP:Iteration 71Q (5495.972051 sec): 3 clusters Score: Raw -737488.323726 + Penalty 1723.264496 = -735765.059230 nChanged 96 SP:Iteration 72Q (5496.029385 sec): 3 clusters Score: Raw -737531.458117 + Penalty 1723.264496 = -735808.193621 nChanged 90 SP:Iteration 73Q (5496.087882 sec): 3 clusters Score: Raw -737576.163283 + Penalty 1723.264496 = -735852.898787 nChanged 81 SP:Iteration 74Q (5496.139634 sec): 3 clusters Score: Raw -737614.966950 + Penalty 1723.264496 = -735891.702454 nChanged 86 SP:Iteration 75Q (5496.188185 sec): 3 clusters Score: Raw -737663.377325 + Penalty 1723.264496 = -735940.112829 nChanged 99 SP:Iteration 76Q (5496.247702 sec): 3 clusters Score: Raw -737721.991032 + Penalty 1723.264496 = -735998.726536 nChanged 98 SP:Iteration 77Q (5496.292006 sec): 3 clusters Score: Raw -737785.177602 + Penalty 1723.264496 = -736061.913106 nChanged 85 SP:Iteration 78Q (5496.344043 sec): 3 clusters Score: Raw -737841.698702 + Penalty 1723.264496 = -736118.434206 nChanged 80 SP:Iteration 79Q (5496.395094 sec): 3 clusters Score: Raw -737890.463412 + Penalty 1723.264496 = -736167.198916 nChanged 72 SP:Iteration 80F (5496.459768 sec): 3 clusters Score: Raw -737938.208064 + Penalty 1723.264496 = -736214.943568 nChanged 59 SP:Iteration 81Q (5496.517149 sec): 3 clusters Score: Raw -737969.281631 + Penalty 1723.264496 = -736246.017135 nChanged 37 SP:Iteration 82Q (5496.573789 sec): 3 clusters Score: Raw -737993.151474 + Penalty 1723.264496 = -736269.886978 nChanged 36 SP:Iteration 83Q (5496.620041 sec): 3 clusters Score: Raw -738016.914846 + Penalty 1723.264496 = -736293.650350 nChanged 26 SP:Iteration 84Q (5496.677759 sec): 3 clusters Score: Raw -738040.790567 + Penalty 1723.264496 = -736317.526071 nChanged 34 SP:Iteration 85Q (5496.734987 sec): 3 clusters Score: Raw -738067.478329 + Penalty 1723.264496 = -736344.213833 nChanged 23 SP:Iteration 86Q (5496.785758 sec): 3 clusters Score: Raw -738087.247612 + Penalty 1723.264496 = -736363.983116 nChanged 21 SP:Iteration 87Q (5496.839777 sec): 3 clusters Score: Raw -738102.362260 + Penalty 1723.264496 = -736379.097764 nChanged 15 SP:Iteration 88Q (5496.899282 sec): 3 clusters Score: Raw -738111.314444 + Penalty 1723.264496 = -736388.049948 nChanged 13 SP:Iteration 89Q (5496.945252 sec): 3 clusters Score: Raw -738119.094525 + Penalty 1723.264496 = -736395.830029 nChanged 11 SP:Iteration 90Q (5497.001164 sec): 3 clusters Score: Raw -738124.959053 + Penalty 1723.264496 = -736401.694557 nChanged 6 SP:Iteration 91Q (5497.058200 sec): 3 clusters Score: Raw -738127.467176 + Penalty 1723.264496 = -736404.202680 nChanged 6 SP:Iteration 92Q (5497.113623 sec): 3 clusters Score: Raw -738129.857193 + Penalty 1723.264496 = -736406.592697 nChanged 7 SP:Iteration 93Q (5497.163676 sec): 3 clusters Score: Raw -738134.843787 + Penalty 1723.264496 = -736411.579291 nChanged 9 SP:Iteration 94Q (5497.216856 sec): 3 clusters Score: Raw -738141.095581 + Penalty 1723.264496 = -736417.831085 nChanged 7 SP:Iteration 95Q (5497.269736 sec): 3 clusters Score: Raw -738144.536038 + Penalty 1723.264496 = -736421.271542 nChanged 6 SP:Iteration 96Q (5497.327363 sec): 3 clusters Score: Raw -738146.792007 + Penalty 1723.264496 = -736423.527511 nChanged 4 SP:Iteration 97Q (5497.383937 sec): 3 clusters Score: Raw -738148.488865 + Penalty 1723.264496 = -736425.224369 nChanged 5 SP:Iteration 98Q (5497.435651 sec): 3 clusters Score: Raw -738151.196778 + Penalty 1723.264496 = -736427.932282 nChanged 2 SP:Iteration 99Q (5497.502540 sec): 3 clusters Score: Raw -738152.244847 + Penalty 1723.264496 = -736428.980351 nChanged 4 SP:Iteration 100F (5497.548222 sec): 3 clusters Score: Raw -738154.493682 + Penalty 1723.264496 = -736431.229186 nChanged 4 SP:Iteration 101Q (5497.600652 sec): 3 clusters Score: Raw -738158.446724 + Penalty 1723.264496 = -736435.182228 nChanged 7 SP:Iteration 102Q (5497.659439 sec): 3 clusters Score: Raw -738169.932341 + Penalty 1723.264496 = -736446.667845 nChanged 7 SP:Iteration 103Q (5497.718372 sec): 3 clusters Score: Raw -738179.335318 + Penalty 1723.264496 = -736456.070822 nChanged 14 SP:Iteration 104Q (5497.765250 sec): 3 clusters Score: Raw -738191.079629 + Penalty 1723.264496 = -736467.815133 nChanged 10 SP:Iteration 105Q (5497.812820 sec): 3 clusters Score: Raw -738197.759337 + Penalty 1723.264496 = -736474.494841 nChanged 8 SP:Iteration 106Q (5497.863186 sec): 3 clusters Score: Raw -738201.536147 + Penalty 1723.264496 = -736478.271651 nChanged 6 SP:Iteration 107Q (5497.915075 sec): 3 clusters Score: Raw -738204.886298 + Penalty 1723.264496 = -736481.621802 nChanged 5 SP:Iteration 108Q (5497.973301 sec): 3 clusters Score: Raw -738207.859485 + Penalty 1723.264496 = -736484.594989 nChanged 2 SP:Iteration 109Q (5498.019282 sec): 3 clusters Score: Raw -738210.183149 + Penalty 1723.264496 = -736486.918653 nChanged 1 SP:Iteration 110Q (5498.075982 sec): 3 clusters Score: Raw -738210.461567 + Penalty 1723.264496 = -736487.197071 nChanged 0 SP:Iteration 111F (5498.115512 sec): 3 clusters Score: Raw -738210.461567 + Penalty 1723.264496 = -736487.197071 nChanged 0 Trying to split cluster 16 (35405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5498.185903 sec): 2 clusters Score: Raw -2881921.372717 + Penalty 995.087792 = -2880926.284926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5498.266331 sec): 3 clusters Score: Raw -2859184.379725 + Penalty 1990.175583 = -2857194.204141 nChanged 16754 SP:Iteration 1F (5498.369876 sec): 3 clusters Score: Raw -2869451.074841 + Penalty 1990.175583 = -2867460.899258 nChanged 1696 SP:Iteration 2Q (5498.462991 sec): 3 clusters Score: Raw -2870076.585258 + Penalty 1990.175583 = -2868086.409675 nChanged 1803 SP:Iteration 3F (5498.547257 sec): 3 clusters Score: Raw -2870862.899501 + Penalty 1990.175583 = -2868872.723918 nChanged 2000 SP:Iteration 4F (5498.643589 sec): 3 clusters Score: Raw -2871869.303382 + Penalty 1990.175583 = -2869879.127799 nChanged 2095 SP:Iteration 5F (5498.734613 sec): 3 clusters Score: Raw -2873074.036091 + Penalty 1990.175583 = -2871083.860508 nChanged 2107 SP:Iteration 6F (5498.824724 sec): 3 clusters Score: Raw -2874476.113074 + Penalty 1990.175583 = -2872485.937491 nChanged 1960 SP:Iteration 7F (5498.906009 sec): 3 clusters Score: Raw -2875903.631057 + Penalty 1990.175583 = -2873913.455474 nChanged 1758 SP:Iteration 8Q (5499.004617 sec): 3 clusters Score: Raw -2877297.582461 + Penalty 1990.175583 = -2875307.406878 nChanged 1518 SP:Iteration 9Q (5499.101626 sec): 3 clusters Score: Raw -2878497.749686 + Penalty 1990.175583 = -2876507.574103 nChanged 1192 SP:Iteration 10Q (5499.187484 sec): 3 clusters Score: Raw -2879417.535244 + Penalty 1990.175583 = -2877427.359661 nChanged 912 SP:Iteration 11Q (5499.276305 sec): 3 clusters Score: Raw -2880031.461010 + Penalty 1990.175583 = -2878041.285427 nChanged 729 SP:Iteration 12Q (5499.359665 sec): 3 clusters Score: Raw -2880504.542109 + Penalty 1990.175583 = -2878514.366526 nChanged 579 SP:Iteration 13Q (5499.455097 sec): 3 clusters Score: Raw -2880874.808717 + Penalty 1990.175583 = -2878884.633134 nChanged 498 SP:Iteration 14Q (5499.540233 sec): 3 clusters Score: Raw -2881195.272274 + Penalty 1990.175583 = -2879205.096691 nChanged 392 SP:Iteration 15Q (5499.617846 sec): 3 clusters Score: Raw -2881460.755568 + Penalty 1990.175583 = -2879470.579985 nChanged 273 SP:Iteration 16Q (5499.714280 sec): 3 clusters Score: Raw -2881636.390466 + Penalty 1990.175583 = -2879646.214883 nChanged 202 SP:Iteration 17Q (5499.782457 sec): 3 clusters Score: Raw -2881772.362507 + Penalty 1990.175583 = -2879782.186924 nChanged 135 SP:Iteration 18Q (5499.864491 sec): 3 clusters Score: Raw -2881870.102210 + Penalty 1990.175583 = -2879879.926627 nChanged 86 SP:Iteration 19Q (5499.947686 sec): 3 clusters Score: Raw -2881932.268409 + Penalty 1990.175583 = -2879942.092826 nChanged 64 SP:Iteration 20F (5500.034289 sec): 3 clusters Score: Raw -2881984.248699 + Penalty 1990.175583 = -2879994.073116 nChanged 47 SP:Iteration 21Q (5500.116919 sec): 3 clusters Score: Raw -2882015.099702 + Penalty 1990.175583 = -2880024.924119 nChanged 32 SP:Iteration 22Q (5500.207498 sec): 3 clusters Score: Raw -2882039.073194 + Penalty 1990.175583 = -2880048.897611 nChanged 29 SP:Iteration 23Q (5500.286190 sec): 3 clusters Score: Raw -2882056.387769 + Penalty 1990.175583 = -2880066.212186 nChanged 24 SP:Iteration 24Q (5500.350552 sec): 3 clusters Score: Raw -2882072.835471 + Penalty 1990.175583 = -2880082.659888 nChanged 20 SP:Iteration 25Q (5500.442862 sec): 3 clusters Score: Raw -2882088.259907 + Penalty 1990.175583 = -2880098.084324 nChanged 17 SP:Iteration 26Q (5500.529232 sec): 3 clusters Score: Raw -2882102.370625 + Penalty 1990.175583 = -2880112.195042 nChanged 16 SP:Iteration 27Q (5500.615560 sec): 3 clusters Score: Raw -2882112.517359 + Penalty 1990.175583 = -2880122.341776 nChanged 11 SP:Iteration 28Q (5500.688476 sec): 3 clusters Score: Raw -2882118.513918 + Penalty 1990.175583 = -2880128.338335 nChanged 6 SP:Iteration 29Q (5500.765014 sec): 3 clusters Score: Raw -2882122.867763 + Penalty 1990.175583 = -2880132.692180 nChanged 8 SP:Iteration 30Q (5500.828781 sec): 3 clusters Score: Raw -2882128.709129 + Penalty 1990.175583 = -2880138.533546 nChanged 6 SP:Iteration 31Q (5500.915125 sec): 3 clusters Score: Raw -2882132.998669 + Penalty 1990.175583 = -2880142.823086 nChanged 7 SP:Iteration 32Q (5500.996921 sec): 3 clusters Score: Raw -2882138.238894 + Penalty 1990.175583 = -2880148.063311 nChanged 6 SP:Iteration 33Q (5501.078899 sec): 3 clusters Score: Raw -2882141.567457 + Penalty 1990.175583 = -2880151.391874 nChanged 5 SP:Iteration 34Q (5501.160647 sec): 3 clusters Score: Raw -2882144.617835 + Penalty 1990.175583 = -2880154.442252 nChanged 4 SP:Iteration 35Q (5501.242080 sec): 3 clusters Score: Raw -2882146.222316 + Penalty 1990.175583 = -2880156.046733 nChanged 1 SP:Iteration 36Q (5501.325172 sec): 3 clusters Score: Raw -2882146.627991 + Penalty 1990.175583 = -2880156.452408 nChanged 0 SP:Iteration 37F (5501.408146 sec): 3 clusters Score: Raw -2882146.627991 + Penalty 1990.175583 = -2880156.452408 nChanged 0 Trying to split cluster 17 (6839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5501.431582 sec): 2 clusters Score: Raw -588310.521548 + Penalty 838.887696 = -587471.633852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5501.488861 sec): 3 clusters Score: Raw -584327.961251 + Penalty 1677.775392 = -582650.185858 nChanged 3041 SP:Iteration 1F (5501.534341 sec): 3 clusters Score: Raw -586150.626275 + Penalty 1677.775392 = -584472.850882 nChanged 475 SP:Iteration 2F (5501.585726 sec): 3 clusters Score: Raw -586448.416134 + Penalty 1677.775392 = -584770.640742 nChanged 450 SP:Iteration 3F (5501.642459 sec): 3 clusters Score: Raw -586733.455700 + Penalty 1677.775392 = -585055.680308 nChanged 412 SP:Iteration 4F (5501.707944 sec): 3 clusters Score: Raw -587007.396579 + Penalty 1677.775392 = -585329.621186 nChanged 391 SP:Iteration 5F (5501.740450 sec): 3 clusters Score: Raw -587252.660492 + Penalty 1677.775392 = -585574.885099 nChanged 363 SP:Iteration 6F (5501.804076 sec): 3 clusters Score: Raw -587493.137927 + Penalty 1677.775392 = -585815.362534 nChanged 339 SP:Iteration 7Q (5501.862701 sec): 3 clusters Score: Raw -587721.022688 + Penalty 1677.775392 = -586043.247296 nChanged 298 SP:Iteration 8Q (5501.922385 sec): 3 clusters Score: Raw -587903.759764 + Penalty 1677.775392 = -586225.984371 nChanged 228 SP:Iteration 9Q (5501.962752 sec): 3 clusters Score: Raw -588023.275244 + Penalty 1677.775392 = -586345.499852 nChanged 188 SP:Iteration 10Q (5502.001734 sec): 3 clusters Score: Raw -588096.596436 + Penalty 1677.775392 = -586418.821044 nChanged 118 SP:Iteration 11Q (5502.048414 sec): 3 clusters Score: Raw -588134.561172 + Penalty 1677.775392 = -586456.785780 nChanged 88 SP:Iteration 12Q (5502.091923 sec): 3 clusters Score: Raw -588155.722082 + Penalty 1677.775392 = -586477.946689 nChanged 62 SP:Iteration 13Q (5502.145237 sec): 3 clusters Score: Raw -588167.157192 + Penalty 1677.775392 = -586489.381800 nChanged 54 SP:Iteration 14Q (5502.195294 sec): 3 clusters Score: Raw -588178.354666 + Penalty 1677.775392 = -586500.579273 nChanged 49 SP:Iteration 15Q (5502.233127 sec): 3 clusters Score: Raw -588191.291514 + Penalty 1677.775392 = -586513.516121 nChanged 60 SP:Iteration 16Q (5502.276254 sec): 3 clusters Score: Raw -588208.569539 + Penalty 1677.775392 = -586530.794147 nChanged 82 SP:Iteration 17Q (5502.322737 sec): 3 clusters Score: Raw -588232.408825 + Penalty 1677.775392 = -586554.633433 nChanged 69 SP:Iteration 18Q (5502.381795 sec): 3 clusters Score: Raw -588252.505367 + Penalty 1677.775392 = -586574.729975 nChanged 63 SP:Iteration 19Q (5502.417700 sec): 3 clusters Score: Raw -588267.662783 + Penalty 1677.775392 = -586589.887391 nChanged 47 SP:Iteration 20F (5502.464951 sec): 3 clusters Score: Raw -588280.626815 + Penalty 1677.775392 = -586602.851423 nChanged 48 SP:Iteration 21Q (5502.518533 sec): 3 clusters Score: Raw -588290.829439 + Penalty 1677.775392 = -586613.054047 nChanged 42 SP:Iteration 22Q (5502.572664 sec): 3 clusters Score: Raw -588299.401533 + Penalty 1677.775392 = -586621.626141 nChanged 30 SP:Iteration 23Q (5502.626392 sec): 3 clusters Score: Raw -588305.970139 + Penalty 1677.775392 = -586628.194747 nChanged 32 SP:Iteration 24Q (5502.682278 sec): 3 clusters Score: Raw -588312.457080 + Penalty 1677.775392 = -586634.681687 nChanged 27 SP:Iteration 25Q (5502.733839 sec): 3 clusters Score: Raw -588317.103033 + Penalty 1677.775392 = -586639.327641 nChanged 31 SP:Iteration 26Q (5502.791197 sec): 3 clusters Score: Raw -588322.553353 + Penalty 1677.775392 = -586644.777960 nChanged 31 SP:Iteration 27Q (5502.847219 sec): 3 clusters Score: Raw -588328.188695 + Penalty 1677.775392 = -586650.413303 nChanged 28 SP:Iteration 28Q (5502.903014 sec): 3 clusters Score: Raw -588333.611224 + Penalty 1677.775392 = -586655.835832 nChanged 25 SP:Iteration 29Q (5502.959095 sec): 3 clusters Score: Raw -588337.576878 + Penalty 1677.775392 = -586659.801486 nChanged 28 SP:Iteration 30Q (5503.014908 sec): 3 clusters Score: Raw -588343.786575 + Penalty 1677.775392 = -586666.011183 nChanged 34 SP:Iteration 31Q (5503.070788 sec): 3 clusters Score: Raw -588350.221747 + Penalty 1677.775392 = -586672.446355 nChanged 27 SP:Iteration 32Q (5503.126872 sec): 3 clusters Score: Raw -588354.770962 + Penalty 1677.775392 = -586676.995569 nChanged 29 SP:Iteration 33Q (5503.181087 sec): 3 clusters Score: Raw -588360.016621 + Penalty 1677.775392 = -586682.241228 nChanged 20 SP:Iteration 34Q (5503.236983 sec): 3 clusters Score: Raw -588363.732103 + Penalty 1677.775392 = -586685.956711 nChanged 19 SP:Iteration 35Q (5503.293174 sec): 3 clusters Score: Raw -588366.981558 + Penalty 1677.775392 = -586689.206166 nChanged 19 SP:Iteration 36Q (5503.339898 sec): 3 clusters Score: Raw -588369.113396 + Penalty 1677.775392 = -586691.338004 nChanged 15 SP:Iteration 37Q (5503.396153 sec): 3 clusters Score: Raw -588371.710018 + Penalty 1677.775392 = -586693.934626 nChanged 19 SP:Iteration 38Q (5503.452143 sec): 3 clusters Score: Raw -588374.593329 + Penalty 1677.775392 = -586696.817936 nChanged 15 SP:Iteration 39Q (5503.508396 sec): 3 clusters Score: Raw -588376.720080 + Penalty 1677.775392 = -586698.944688 nChanged 11 SP:Iteration 40F (5503.564434 sec): 3 clusters Score: Raw -588378.345579 + Penalty 1677.775392 = -586700.570187 nChanged 14 SP:Iteration 41Q (5503.621184 sec): 3 clusters Score: Raw -588379.819345 + Penalty 1677.775392 = -586702.043953 nChanged 9 SP:Iteration 42Q (5503.671693 sec): 3 clusters Score: Raw -588380.811341 + Penalty 1677.775392 = -586703.035949 nChanged 9 SP:Iteration 43Q (5503.724559 sec): 3 clusters Score: Raw -588381.441611 + Penalty 1677.775392 = -586703.666219 nChanged 5 SP:Iteration 44Q (5503.792126 sec): 3 clusters Score: Raw -588381.911110 + Penalty 1677.775392 = -586704.135718 nChanged 5 SP:Iteration 45Q (5503.837242 sec): 3 clusters Score: Raw -588382.209939 + Penalty 1677.775392 = -586704.434547 nChanged 4 SP:Iteration 46Q (5503.896313 sec): 3 clusters Score: Raw -588382.485532 + Penalty 1677.775392 = -586704.710140 nChanged 5 SP:Iteration 47Q (5503.945187 sec): 3 clusters Score: Raw -588382.946734 + Penalty 1677.775392 = -586705.171342 nChanged 6 SP:Iteration 48Q (5504.000633 sec): 3 clusters Score: Raw -588383.671252 + Penalty 1677.775392 = -586705.895860 nChanged 7 SP:Iteration 49Q (5504.058610 sec): 3 clusters Score: Raw -588384.271106 + Penalty 1677.775392 = -586706.495714 nChanged 5 SP:Iteration 50Q (5504.108820 sec): 3 clusters Score: Raw -588384.628747 + Penalty 1677.775392 = -586706.853355 nChanged 3 SP:Iteration 51Q (5504.163909 sec): 3 clusters Score: Raw -588385.037559 + Penalty 1677.775392 = -586707.262167 nChanged 4 SP:Iteration 52Q (5504.200687 sec): 3 clusters Score: Raw -588385.488225 + Penalty 1677.775392 = -586707.712833 nChanged 3 SP:Iteration 53Q (5504.261668 sec): 3 clusters Score: Raw -588385.789023 + Penalty 1677.775392 = -586708.013631 nChanged 3 SP:Iteration 54Q (5504.315768 sec): 3 clusters Score: Raw -588386.169641 + Penalty 1677.775392 = -586708.394249 nChanged 3 SP:Iteration 55Q (5504.374357 sec): 3 clusters Score: Raw -588386.528460 + Penalty 1677.775392 = -586708.753068 nChanged 4 SP:Iteration 56Q (5504.419476 sec): 3 clusters Score: Raw -588387.052389 + Penalty 1677.775392 = -586709.276997 nChanged 3 SP:Iteration 57Q (5504.483487 sec): 3 clusters Score: Raw -588387.355426 + Penalty 1677.775392 = -586709.580033 nChanged 7 SP:Iteration 58Q (5504.526949 sec): 3 clusters Score: Raw -588388.071612 + Penalty 1677.775392 = -586710.296220 nChanged 6 SP:Iteration 59Q (5504.584551 sec): 3 clusters Score: Raw -588388.549658 + Penalty 1677.775392 = -586710.774266 nChanged 3 SP:Iteration 60F (5504.635583 sec): 3 clusters Score: Raw -588388.855141 + Penalty 1677.775392 = -586711.079748 nChanged 3 SP:Iteration 61Q (5504.667631 sec): 3 clusters Score: Raw -588389.061867 + Penalty 1677.775392 = -586711.286475 nChanged 1 SP:Iteration 62Q (5504.709452 sec): 3 clusters Score: Raw -588389.106942 + Penalty 1677.775392 = -586711.331550 nChanged 1 SP:Iteration 63Q (5504.753121 sec): 3 clusters Score: Raw -588389.238636 + Penalty 1677.775392 = -586711.463244 nChanged 2 SP:Iteration 64Q (5504.811564 sec): 3 clusters Score: Raw -588389.544133 + Penalty 1677.775392 = -586711.768741 nChanged 5 SP:Iteration 65Q (5504.870773 sec): 3 clusters Score: Raw -588390.041503 + Penalty 1677.775392 = -586712.266111 nChanged 7 SP:Iteration 66Q (5504.920755 sec): 3 clusters Score: Raw -588390.693860 + Penalty 1677.775392 = -586712.918468 nChanged 6 SP:Iteration 67Q (5504.969870 sec): 3 clusters Score: Raw -588391.269627 + Penalty 1677.775392 = -586713.494235 nChanged 8 SP:Iteration 68Q (5505.026466 sec): 3 clusters Score: Raw -588392.021735 + Penalty 1677.775392 = -586714.246343 nChanged 6 SP:Iteration 69Q (5505.082436 sec): 3 clusters Score: Raw -588392.449991 + Penalty 1677.775392 = -586714.674599 nChanged 5 SP:Iteration 70Q (5505.138773 sec): 3 clusters Score: Raw -588392.705977 + Penalty 1677.775392 = -586714.930585 nChanged 1 SP:Iteration 71Q (5505.184124 sec): 3 clusters Score: Raw -588392.858437 + Penalty 1677.775392 = -586715.083045 nChanged 3 SP:Iteration 72Q (5505.245320 sec): 3 clusters Score: Raw -588393.096865 + Penalty 1677.775392 = -586715.321473 nChanged 3 SP:Iteration 73Q (5505.291395 sec): 3 clusters Score: Raw -588393.283202 + Penalty 1677.775392 = -586715.507810 nChanged 2 SP:Iteration 74Q (5505.356274 sec): 3 clusters Score: Raw -588393.455182 + Penalty 1677.775392 = -586715.679790 nChanged 2 SP:Iteration 75Q (5505.410575 sec): 3 clusters Score: Raw -588393.579554 + Penalty 1677.775392 = -586715.804162 nChanged 2 SP:Iteration 76Q (5505.464475 sec): 3 clusters Score: Raw -588393.656853 + Penalty 1677.775392 = -586715.881461 nChanged 3 SP:Iteration 77Q (5505.519582 sec): 3 clusters Score: Raw -588393.803751 + Penalty 1677.775392 = -586716.028358 nChanged 1 SP:Iteration 78Q (5505.576651 sec): 3 clusters Score: Raw -588393.836228 + Penalty 1677.775392 = -586716.060836 nChanged 1 SP:Iteration 79Q (5505.632300 sec): 3 clusters Score: Raw -588393.863091 + Penalty 1677.775392 = -586716.087699 nChanged 1 SP:Iteration 80F (5505.677621 sec): 3 clusters Score: Raw -588393.896503 + Penalty 1677.775392 = -586716.121110 nChanged 0 Trying to split cluster 18 (2703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5505.716831 sec): 2 clusters Score: Raw -220263.133997 + Penalty 750.701167 = -219512.432830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5505.756961 sec): 3 clusters Score: Raw -218849.224925 + Penalty 1501.402334 = -217347.822591 nChanged 1117 SP:Iteration 1F (5505.816313 sec): 3 clusters Score: Raw -219478.097050 + Penalty 1501.402334 = -217976.694717 nChanged 188 SP:Iteration 2F (5505.865054 sec): 3 clusters Score: Raw -219575.581804 + Penalty 1501.402334 = -218074.179470 nChanged 134 SP:Iteration 3Q (5505.910086 sec): 3 clusters Score: Raw -219646.686283 + Penalty 1501.402334 = -218145.283949 nChanged 114 SP:Iteration 4Q (5505.953420 sec): 3 clusters Score: Raw -219708.953548 + Penalty 1501.402334 = -218207.551215 nChanged 92 SP:Iteration 5Q (5505.996845 sec): 3 clusters Score: Raw -219761.669710 + Penalty 1501.402334 = -218260.267376 nChanged 92 SP:Iteration 6Q (5506.045329 sec): 3 clusters Score: Raw -219814.113523 + Penalty 1501.402334 = -218312.711189 nChanged 97 SP:Iteration 7Q (5506.092426 sec): 3 clusters Score: Raw -219876.852401 + Penalty 1501.402334 = -218375.450068 nChanged 87 SP:Iteration 8Q (5506.139924 sec): 3 clusters Score: Raw -219934.335702 + Penalty 1501.402334 = -218432.933368 nChanged 72 SP:Iteration 9Q (5506.186083 sec): 3 clusters Score: Raw -219983.006781 + Penalty 1501.402334 = -218481.604447 nChanged 79 SP:Iteration 10Q (5506.236962 sec): 3 clusters Score: Raw -220030.955125 + Penalty 1501.402334 = -218529.552791 nChanged 80 SP:Iteration 11Q (5506.284368 sec): 3 clusters Score: Raw -220072.640662 + Penalty 1501.402334 = -218571.238328 nChanged 55 SP:Iteration 12Q (5506.326095 sec): 3 clusters Score: Raw -220106.031345 + Penalty 1501.402334 = -218604.629011 nChanged 58 SP:Iteration 13Q (5506.377752 sec): 3 clusters Score: Raw -220141.207020 + Penalty 1501.402334 = -218639.804686 nChanged 52 SP:Iteration 14Q (5506.416872 sec): 3 clusters Score: Raw -220170.980250 + Penalty 1501.402334 = -218669.577916 nChanged 46 SP:Iteration 15Q (5506.458129 sec): 3 clusters Score: Raw -220195.949540 + Penalty 1501.402334 = -218694.547206 nChanged 49 SP:Iteration 16Q (5506.516499 sec): 3 clusters Score: Raw -220233.164676 + Penalty 1501.402334 = -218731.762342 nChanged 39 SP:Iteration 17Q (5506.567805 sec): 3 clusters Score: Raw -220255.417321 + Penalty 1501.402334 = -218754.014987 nChanged 28 SP:Iteration 18Q (5506.607304 sec): 3 clusters Score: Raw -220267.401936 + Penalty 1501.402334 = -218765.999602 nChanged 18 SP:Iteration 19Q (5506.666481 sec): 3 clusters Score: Raw -220275.974643 + Penalty 1501.402334 = -218774.572309 nChanged 17 SP:Iteration 20F (5506.712009 sec): 3 clusters Score: Raw -220282.836223 + Penalty 1501.402334 = -218781.433890 nChanged 10 SP:Iteration 21Q (5506.765641 sec): 3 clusters Score: Raw -220288.960968 + Penalty 1501.402334 = -218787.558635 nChanged 12 SP:Iteration 22Q (5506.800428 sec): 3 clusters Score: Raw -220295.677154 + Penalty 1501.402334 = -218794.274820 nChanged 15 SP:Iteration 23Q (5506.850381 sec): 3 clusters Score: Raw -220305.141354 + Penalty 1501.402334 = -218803.739020 nChanged 16 SP:Iteration 24Q (5506.896594 sec): 3 clusters Score: Raw -220312.153993 + Penalty 1501.402334 = -218810.751659 nChanged 7 SP:Iteration 25Q (5506.933426 sec): 3 clusters Score: Raw -220315.266753 + Penalty 1501.402334 = -218813.864420 nChanged 9 SP:Iteration 26Q (5506.981127 sec): 3 clusters Score: Raw -220320.514343 + Penalty 1501.402334 = -218819.112009 nChanged 9 SP:Iteration 27Q (5507.037623 sec): 3 clusters Score: Raw -220326.841923 + Penalty 1501.402334 = -218825.439589 nChanged 15 SP:Iteration 28Q (5507.084933 sec): 3 clusters Score: Raw -220334.383306 + Penalty 1501.402334 = -218832.980972 nChanged 19 SP:Iteration 29Q (5507.137851 sec): 3 clusters Score: Raw -220345.263912 + Penalty 1501.402334 = -218843.861578 nChanged 12 SP:Iteration 30Q (5507.187284 sec): 3 clusters Score: Raw -220351.831988 + Penalty 1501.402334 = -218850.429654 nChanged 12 SP:Iteration 31Q (5507.224908 sec): 3 clusters Score: Raw -220358.446857 + Penalty 1501.402334 = -218857.044523 nChanged 9 SP:Iteration 32Q (5507.285798 sec): 3 clusters Score: Raw -220362.495687 + Penalty 1501.402334 = -218861.093353 nChanged 7 SP:Iteration 33Q (5507.336316 sec): 3 clusters Score: Raw -220366.286241 + Penalty 1501.402334 = -218864.883907 nChanged 6 SP:Iteration 34Q (5507.381579 sec): 3 clusters Score: Raw -220368.724276 + Penalty 1501.402334 = -218867.321942 nChanged 3 SP:Iteration 35Q (5507.430638 sec): 3 clusters Score: Raw -220370.284807 + Penalty 1501.402334 = -218868.882473 nChanged 1 SP:Iteration 36Q (5507.478010 sec): 3 clusters Score: Raw -220370.529402 + Penalty 1501.402334 = -218869.127068 nChanged 1 SP:Iteration 37Q (5507.519364 sec): 3 clusters Score: Raw -220370.724625 + Penalty 1501.402334 = -218869.322291 nChanged 0 SP:Iteration 38F (5507.567564 sec): 3 clusters Score: Raw -220370.724625 + Penalty 1501.402334 = -218869.322291 nChanged 0 Trying to split cluster 19 (22497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5507.624754 sec): 2 clusters Score: Raw -1748268.127426 + Penalty 952.008038 = -1747316.119387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5507.691707 sec): 3 clusters Score: Raw -1734300.588782 + Penalty 1904.016077 = -1732396.572706 nChanged 10413 SP:Iteration 1F (5507.778928 sec): 3 clusters Score: Raw -1740628.543613 + Penalty 1904.016077 = -1738724.527536 nChanged 1439 SP:Iteration 2F (5507.854175 sec): 3 clusters Score: Raw -1741345.925279 + Penalty 1904.016077 = -1739441.909202 nChanged 1462 SP:Iteration 3F (5507.930598 sec): 3 clusters Score: Raw -1742091.934711 + Penalty 1904.016077 = -1740187.918634 nChanged 1380 SP:Iteration 4F (5507.989462 sec): 3 clusters Score: Raw -1742844.399457 + Penalty 1904.016077 = -1740940.383380 nChanged 1312 SP:Iteration 5F (5508.071876 sec): 3 clusters Score: Raw -1743669.889984 + Penalty 1904.016077 = -1741765.873907 nChanged 1296 SP:Iteration 6F (5508.147501 sec): 3 clusters Score: Raw -1744608.468321 + Penalty 1904.016077 = -1742704.452244 nChanged 1182 SP:Iteration 7F (5508.217709 sec): 3 clusters Score: Raw -1745575.042681 + Penalty 1904.016077 = -1743671.026604 nChanged 934 SP:Iteration 8Q (5508.286454 sec): 3 clusters Score: Raw -1746381.367636 + Penalty 1904.016077 = -1744477.351559 nChanged 729 SP:Iteration 9Q (5508.354452 sec): 3 clusters Score: Raw -1747037.040949 + Penalty 1904.016077 = -1745133.024873 nChanged 518 SP:Iteration 10Q (5508.441660 sec): 3 clusters Score: Raw -1747499.528072 + Penalty 1904.016077 = -1745595.511995 nChanged 346 SP:Iteration 11Q (5508.512876 sec): 3 clusters Score: Raw -1747815.277187 + Penalty 1904.016077 = -1745911.261110 nChanged 263 SP:Iteration 12Q (5508.581767 sec): 3 clusters Score: Raw -1748013.825438 + Penalty 1904.016077 = -1746109.809361 nChanged 182 SP:Iteration 13Q (5508.641181 sec): 3 clusters Score: Raw -1748126.946400 + Penalty 1904.016077 = -1746222.930323 nChanged 135 SP:Iteration 14Q (5508.677971 sec): 3 clusters Score: Raw -1748214.185618 + Penalty 1904.016077 = -1746310.169541 nChanged 108 SP:Iteration 15Q (5508.714726 sec): 3 clusters Score: Raw -1748274.829076 + Penalty 1904.016077 = -1746370.812999 nChanged 95 SP:Iteration 16Q (5508.751461 sec): 3 clusters Score: Raw -1748329.992346 + Penalty 1904.016077 = -1746425.976269 nChanged 69 SP:Iteration 17Q (5508.788093 sec): 3 clusters Score: Raw -1748364.079118 + Penalty 1904.016077 = -1746460.063041 nChanged 54 SP:Iteration 18Q (5508.871819 sec): 3 clusters Score: Raw -1748388.126536 + Penalty 1904.016077 = -1746484.110459 nChanged 43 SP:Iteration 19Q (5508.945076 sec): 3 clusters Score: Raw -1748413.053050 + Penalty 1904.016077 = -1746509.036974 nChanged 47 SP:Iteration 20F (5509.008782 sec): 3 clusters Score: Raw -1748437.826265 + Penalty 1904.016077 = -1746533.810188 nChanged 36 SP:Iteration 21Q (5509.074335 sec): 3 clusters Score: Raw -1748455.175680 + Penalty 1904.016077 = -1746551.159603 nChanged 33 SP:Iteration 22Q (5509.142918 sec): 3 clusters Score: Raw -1748471.078288 + Penalty 1904.016077 = -1746567.062211 nChanged 26 SP:Iteration 23Q (5509.211813 sec): 3 clusters Score: Raw -1748483.827159 + Penalty 1904.016077 = -1746579.811082 nChanged 16 SP:Iteration 24Q (5509.287854 sec): 3 clusters Score: Raw -1748492.219435 + Penalty 1904.016077 = -1746588.203358 nChanged 13 SP:Iteration 25Q (5509.316695 sec): 3 clusters Score: Raw -1748499.487097 + Penalty 1904.016077 = -1746595.471021 nChanged 12 SP:Iteration 26Q (5509.380686 sec): 3 clusters Score: Raw -1748505.191046 + Penalty 1904.016077 = -1746601.174969 nChanged 14 SP:Iteration 27Q (5509.452806 sec): 3 clusters Score: Raw -1748512.967761 + Penalty 1904.016077 = -1746608.951684 nChanged 6 SP:Iteration 28Q (5509.514699 sec): 3 clusters Score: Raw -1748515.017449 + Penalty 1904.016077 = -1746611.001373 nChanged 7 SP:Iteration 29Q (5509.589845 sec): 3 clusters Score: Raw -1748517.303901 + Penalty 1904.016077 = -1746613.287824 nChanged 3 SP:Iteration 30Q (5509.649809 sec): 3 clusters Score: Raw -1748517.975054 + Penalty 1904.016077 = -1746613.958978 nChanged 1 SP:Iteration 31Q (5509.719895 sec): 3 clusters Score: Raw -1748518.325164 + Penalty 1904.016077 = -1746614.309087 nChanged 1 SP:Iteration 32Q (5509.793751 sec): 3 clusters Score: Raw -1748518.421863 + Penalty 1904.016077 = -1746614.405786 nChanged 0 SP:Iteration 33F (5509.875982 sec): 3 clusters Score: Raw -1748518.421863 + Penalty 1904.016077 = -1746614.405786 nChanged 0 Trying to split cluster 20 (6452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5509.902415 sec): 2 clusters Score: Raw -548885.913820 + Penalty 833.353817 = -548052.560003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5509.959200 sec): 3 clusters Score: Raw -545182.311758 + Penalty 1666.707633 = -543515.604125 nChanged 2835 SP:Iteration 1F (5510.013981 sec): 3 clusters Score: Raw -546767.133142 + Penalty 1666.707633 = -545100.425508 nChanged 451 SP:Iteration 2F (5510.067451 sec): 3 clusters Score: Raw -546975.553436 + Penalty 1666.707633 = -545308.845803 nChanged 364 SP:Iteration 3F (5510.129945 sec): 3 clusters Score: Raw -547160.489935 + Penalty 1666.707633 = -545493.782301 nChanged 307 SP:Iteration 4Q (5510.173712 sec): 3 clusters Score: Raw -547315.768964 + Penalty 1666.707633 = -545649.061331 nChanged 311 SP:Iteration 5Q (5510.228825 sec): 3 clusters Score: Raw -547501.828110 + Penalty 1666.707633 = -545835.120477 nChanged 304 SP:Iteration 6Q (5510.284550 sec): 3 clusters Score: Raw -547686.766582 + Penalty 1666.707633 = -546020.058948 nChanged 304 SP:Iteration 7Q (5510.339825 sec): 3 clusters Score: Raw -547893.578860 + Penalty 1666.707633 = -546226.871227 nChanged 293 SP:Iteration 8Q (5510.395041 sec): 3 clusters Score: Raw -548094.519223 + Penalty 1666.707633 = -546427.811589 nChanged 254 SP:Iteration 9Q (5510.450331 sec): 3 clusters Score: Raw -548252.437248 + Penalty 1666.707633 = -546585.729614 nChanged 196 SP:Iteration 10Q (5510.505617 sec): 3 clusters Score: Raw -548342.573960 + Penalty 1666.707633 = -546675.866326 nChanged 141 SP:Iteration 11Q (5510.560899 sec): 3 clusters Score: Raw -548393.827589 + Penalty 1666.707633 = -546727.119955 nChanged 102 SP:Iteration 12Q (5510.614225 sec): 3 clusters Score: Raw -548424.883802 + Penalty 1666.707633 = -546758.176169 nChanged 78 SP:Iteration 13Q (5510.669427 sec): 3 clusters Score: Raw -548445.420608 + Penalty 1666.707633 = -546778.712975 nChanged 66 SP:Iteration 14Q (5510.722191 sec): 3 clusters Score: Raw -548465.031976 + Penalty 1666.707633 = -546798.324342 nChanged 73 SP:Iteration 15Q (5510.776788 sec): 3 clusters Score: Raw -548481.529341 + Penalty 1666.707633 = -546814.821707 nChanged 55 SP:Iteration 16Q (5510.833247 sec): 3 clusters Score: Raw -548493.658618 + Penalty 1666.707633 = -546826.950985 nChanged 43 SP:Iteration 17Q (5510.884154 sec): 3 clusters Score: Raw -548501.614096 + Penalty 1666.707633 = -546834.906462 nChanged 39 SP:Iteration 18Q (5510.939063 sec): 3 clusters Score: Raw -548507.688965 + Penalty 1666.707633 = -546840.981332 nChanged 22 SP:Iteration 19Q (5510.993748 sec): 3 clusters Score: Raw -548511.005715 + Penalty 1666.707633 = -546844.298082 nChanged 22 SP:Iteration 20F (5511.050264 sec): 3 clusters Score: Raw -548514.067641 + Penalty 1666.707633 = -546847.360007 nChanged 18 SP:Iteration 21Q (5511.103634 sec): 3 clusters Score: Raw -548516.390347 + Penalty 1666.707633 = -546849.682714 nChanged 18 SP:Iteration 22Q (5511.159774 sec): 3 clusters Score: Raw -548518.831409 + Penalty 1666.707633 = -546852.123775 nChanged 16 SP:Iteration 23Q (5511.214478 sec): 3 clusters Score: Raw -548522.022862 + Penalty 1666.707633 = -546855.315229 nChanged 22 SP:Iteration 24Q (5511.261504 sec): 3 clusters Score: Raw -548525.473035 + Penalty 1666.707633 = -546858.765402 nChanged 25 SP:Iteration 25Q (5511.310829 sec): 3 clusters Score: Raw -548529.338643 + Penalty 1666.707633 = -546862.631009 nChanged 19 SP:Iteration 26Q (5511.376675 sec): 3 clusters Score: Raw -548532.249168 + Penalty 1666.707633 = -546865.541535 nChanged 16 SP:Iteration 27Q (5511.410442 sec): 3 clusters Score: Raw -548534.936586 + Penalty 1666.707633 = -546868.228953 nChanged 23 SP:Iteration 28Q (5511.464597 sec): 3 clusters Score: Raw -548538.611894 + Penalty 1666.707633 = -546871.904261 nChanged 22 SP:Iteration 29Q (5511.521101 sec): 3 clusters Score: Raw -548541.373217 + Penalty 1666.707633 = -546874.665583 nChanged 18 SP:Iteration 30Q (5511.576366 sec): 3 clusters Score: Raw -548544.005394 + Penalty 1666.707633 = -546877.297760 nChanged 19 SP:Iteration 31Q (5511.631655 sec): 3 clusters Score: Raw -548546.005964 + Penalty 1666.707633 = -546879.298331 nChanged 14 SP:Iteration 32Q (5511.697932 sec): 3 clusters Score: Raw -548547.306164 + Penalty 1666.707633 = -546880.598530 nChanged 13 SP:Iteration 33Q (5511.742517 sec): 3 clusters Score: Raw -548548.875894 + Penalty 1666.707633 = -546882.168260 nChanged 16 SP:Iteration 34Q (5511.796487 sec): 3 clusters Score: Raw -548551.396244 + Penalty 1666.707633 = -546884.688610 nChanged 16 SP:Iteration 35Q (5511.850120 sec): 3 clusters Score: Raw -548553.616336 + Penalty 1666.707633 = -546886.908702 nChanged 15 SP:Iteration 36Q (5511.903430 sec): 3 clusters Score: Raw -548556.244151 + Penalty 1666.707633 = -546889.536518 nChanged 14 SP:Iteration 37Q (5511.959628 sec): 3 clusters Score: Raw -548558.370461 + Penalty 1666.707633 = -546891.662827 nChanged 15 SP:Iteration 38Q (5512.014851 sec): 3 clusters Score: Raw -548559.915756 + Penalty 1666.707633 = -546893.208122 nChanged 12 SP:Iteration 39Q (5512.063261 sec): 3 clusters Score: Raw -548560.928221 + Penalty 1666.707633 = -546894.220588 nChanged 11 SP:Iteration 40F (5512.119460 sec): 3 clusters Score: Raw -548561.995919 + Penalty 1666.707633 = -546895.288285 nChanged 13 SP:Iteration 41Q (5512.174727 sec): 3 clusters Score: Raw -548563.240922 + Penalty 1666.707633 = -546896.533288 nChanged 10 SP:Iteration 42Q (5512.228554 sec): 3 clusters Score: Raw -548564.023954 + Penalty 1666.707633 = -546897.316320 nChanged 7 SP:Iteration 43Q (5512.283474 sec): 3 clusters Score: Raw -548564.732699 + Penalty 1666.707633 = -546898.025065 nChanged 7 SP:Iteration 44Q (5512.347254 sec): 3 clusters Score: Raw -548565.529766 + Penalty 1666.707633 = -546898.822133 nChanged 7 SP:Iteration 45Q (5512.399579 sec): 3 clusters Score: Raw -548566.341715 + Penalty 1666.707633 = -546899.634082 nChanged 3 SP:Iteration 46Q (5512.444911 sec): 3 clusters Score: Raw -548566.525424 + Penalty 1666.707633 = -546899.817791 nChanged 1 SP:Iteration 47Q (5512.499345 sec): 3 clusters Score: Raw -548566.587167 + Penalty 1666.707633 = -546899.879533 nChanged 1 SP:Iteration 48Q (5512.555659 sec): 3 clusters Score: Raw -548566.608190 + Penalty 1666.707633 = -546899.900556 nChanged 0 SP:Iteration 49F (5512.613027 sec): 3 clusters Score: Raw -548566.608190 + Penalty 1666.707633 = -546899.900556 nChanged 0 Trying to split cluster 21 (12711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5512.653442 sec): 2 clusters Score: Raw -1125835.226725 + Penalty 897.771189 = -1124937.455537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5512.719574 sec): 3 clusters Score: Raw -1118160.913421 + Penalty 1795.542377 = -1116365.371043 nChanged 5712 SP:Iteration 1F (5512.775052 sec): 3 clusters Score: Raw -1121610.707865 + Penalty 1795.542377 = -1119815.165487 nChanged 823 SP:Iteration 2F (5512.840760 sec): 3 clusters Score: Raw -1122026.735942 + Penalty 1795.542377 = -1120231.193565 nChanged 813 SP:Iteration 3F (5512.905883 sec): 3 clusters Score: Raw -1122470.851360 + Penalty 1795.542377 = -1120675.308983 nChanged 820 SP:Iteration 4F (5512.961110 sec): 3 clusters Score: Raw -1122981.371600 + Penalty 1795.542377 = -1121185.829222 nChanged 789 SP:Iteration 5F (5513.031053 sec): 3 clusters Score: Raw -1123538.076156 + Penalty 1795.542377 = -1121742.533778 nChanged 693 SP:Iteration 6F (5513.086474 sec): 3 clusters Score: Raw -1124077.607806 + Penalty 1795.542377 = -1122282.065428 nChanged 672 SP:Iteration 7F (5513.153516 sec): 3 clusters Score: Raw -1124668.524450 + Penalty 1795.542377 = -1122872.982072 nChanged 506 SP:Iteration 8Q (5513.212656 sec): 3 clusters Score: Raw -1125111.144668 + Penalty 1795.542377 = -1123315.602291 nChanged 358 SP:Iteration 9Q (5513.265997 sec): 3 clusters Score: Raw -1125420.892526 + Penalty 1795.542377 = -1123625.350149 nChanged 234 SP:Iteration 10Q (5513.335806 sec): 3 clusters Score: Raw -1125611.131886 + Penalty 1795.542377 = -1123815.589509 nChanged 143 SP:Iteration 11Q (5513.393804 sec): 3 clusters Score: Raw -1125714.270598 + Penalty 1795.542377 = -1123918.728220 nChanged 104 SP:Iteration 12Q (5513.453280 sec): 3 clusters Score: Raw -1125789.145823 + Penalty 1795.542377 = -1123993.603446 nChanged 64 SP:Iteration 13Q (5513.510125 sec): 3 clusters Score: Raw -1125833.578598 + Penalty 1795.542377 = -1124038.036221 nChanged 34 SP:Iteration 14Q (5513.574089 sec): 3 clusters Score: Raw -1125868.288131 + Penalty 1795.542377 = -1124072.745753 nChanged 39 SP:Iteration 15Q (5513.627793 sec): 3 clusters Score: Raw -1125903.369986 + Penalty 1795.542377 = -1124107.827608 nChanged 24 SP:Iteration 16Q (5513.687630 sec): 3 clusters Score: Raw -1125927.428941 + Penalty 1795.542377 = -1124131.886563 nChanged 19 SP:Iteration 17Q (5513.754801 sec): 3 clusters Score: Raw -1125947.166392 + Penalty 1795.542377 = -1124151.624015 nChanged 14 SP:Iteration 18Q (5513.804717 sec): 3 clusters Score: Raw -1125959.323172 + Penalty 1795.542377 = -1124163.780795 nChanged 7 SP:Iteration 19Q (5513.860097 sec): 3 clusters Score: Raw -1125965.057626 + Penalty 1795.542377 = -1124169.515248 nChanged 6 SP:Iteration 20F (5513.924725 sec): 3 clusters Score: Raw -1125968.091812 + Penalty 1795.542377 = -1124172.549434 nChanged 4 SP:Iteration 21Q (5513.997263 sec): 3 clusters Score: Raw -1125971.835227 + Penalty 1795.542377 = -1124176.292850 nChanged 3 SP:Iteration 22Q (5514.049660 sec): 3 clusters Score: Raw -1125973.741036 + Penalty 1795.542377 = -1124178.198658 nChanged 0 SP:Iteration 23F (5514.106845 sec): 3 clusters Score: Raw -1125973.741036 + Penalty 1795.542377 = -1124178.198658 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5514.146403 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5514.198092 sec): 3 clusters Score: Raw -286640.381902 + Penalty 1545.493112 = -285094.888790 nChanged 1451 SP:Iteration 1F (5514.236073 sec): 3 clusters Score: Raw -287552.651582 + Penalty 1545.493112 = -286007.158470 nChanged 239 SP:Iteration 2F (5514.274794 sec): 3 clusters Score: Raw -287698.486012 + Penalty 1545.493112 = -286152.992901 nChanged 216 SP:Iteration 3F (5514.321565 sec): 3 clusters Score: Raw -287868.560560 + Penalty 1545.493112 = -286323.067448 nChanged 204 SP:Iteration 4F (5514.343267 sec): 3 clusters Score: Raw -288043.591734 + Penalty 1545.493112 = -286498.098622 nChanged 205 SP:Iteration 5F (5514.385668 sec): 3 clusters Score: Raw -288192.791417 + Penalty 1545.493112 = -286647.298305 nChanged 169 SP:Iteration 6Q (5514.427332 sec): 3 clusters Score: Raw -288316.261674 + Penalty 1545.493112 = -286770.768563 nChanged 137 SP:Iteration 7Q (5514.464219 sec): 3 clusters Score: Raw -288405.169048 + Penalty 1545.493112 = -286859.675937 nChanged 103 SP:Iteration 8Q (5514.513315 sec): 3 clusters Score: Raw -288464.258715 + Penalty 1545.493112 = -286918.765604 nChanged 83 SP:Iteration 9Q (5514.558601 sec): 3 clusters Score: Raw -288502.267631 + Penalty 1545.493112 = -286956.774520 nChanged 64 SP:Iteration 10Q (5514.611375 sec): 3 clusters Score: Raw -288530.137192 + Penalty 1545.493112 = -286984.644080 nChanged 50 SP:Iteration 11Q (5514.662613 sec): 3 clusters Score: Raw -288546.045251 + Penalty 1545.493112 = -287000.552139 nChanged 41 SP:Iteration 12Q (5514.703061 sec): 3 clusters Score: Raw -288562.742799 + Penalty 1545.493112 = -287017.249687 nChanged 37 SP:Iteration 13Q (5514.754540 sec): 3 clusters Score: Raw -288577.959103 + Penalty 1545.493112 = -287032.465991 nChanged 27 SP:Iteration 14Q (5514.812568 sec): 3 clusters Score: Raw -288584.857149 + Penalty 1545.493112 = -287039.364037 nChanged 18 SP:Iteration 15Q (5514.862991 sec): 3 clusters Score: Raw -288589.011429 + Penalty 1545.493112 = -287043.518318 nChanged 12 SP:Iteration 16Q (5514.915600 sec): 3 clusters Score: Raw -288590.731967 + Penalty 1545.493112 = -287045.238855 nChanged 4 SP:Iteration 17Q (5514.966982 sec): 3 clusters Score: Raw -288590.999816 + Penalty 1545.493112 = -287045.506704 nChanged 2 SP:Iteration 18Q (5515.005629 sec): 3 clusters Score: Raw -288591.256526 + Penalty 1545.493112 = -287045.763414 nChanged 0 SP:Iteration 19F (5515.061102 sec): 3 clusters Score: Raw -288591.256526 + Penalty 1545.493112 = -287045.763414 nChanged 0 Trying to split cluster 23 (1638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5515.076689 sec): 2 clusters Score: Raw -124142.202622 + Penalty 703.116970 = -123439.085651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5515.136021 sec): 3 clusters Score: Raw -123370.864405 + Penalty 1406.233940 = -121964.630465 nChanged 631 SP:Iteration 1F (5515.176139 sec): 3 clusters Score: Raw -123807.368534 + Penalty 1406.233940 = -122401.134594 nChanged 151 SP:Iteration 2F (5515.218482 sec): 3 clusters Score: Raw -123939.978731 + Penalty 1406.233940 = -122533.744791 nChanged 109 SP:Iteration 3F (5515.277447 sec): 3 clusters Score: Raw -124048.923097 + Penalty 1406.233940 = -122642.689157 nChanged 85 SP:Iteration 4F (5515.315141 sec): 3 clusters Score: Raw -124121.188390 + Penalty 1406.233940 = -122714.954450 nChanged 54 SP:Iteration 5Q (5515.350292 sec): 3 clusters Score: Raw -124160.210489 + Penalty 1406.233940 = -122753.976549 nChanged 45 SP:Iteration 6Q (5515.396810 sec): 3 clusters Score: Raw -124196.150675 + Penalty 1406.233940 = -122789.916735 nChanged 43 SP:Iteration 7Q (5515.446332 sec): 3 clusters Score: Raw -124225.370910 + Penalty 1406.233940 = -122819.136969 nChanged 36 SP:Iteration 8Q (5515.486540 sec): 3 clusters Score: Raw -124249.875618 + Penalty 1406.233940 = -122843.641678 nChanged 23 SP:Iteration 9Q (5515.517938 sec): 3 clusters Score: Raw -124259.488440 + Penalty 1406.233940 = -122853.254500 nChanged 15 SP:Iteration 10Q (5515.568636 sec): 3 clusters Score: Raw -124272.810644 + Penalty 1406.233940 = -122866.576704 nChanged 16 SP:Iteration 11Q (5515.603475 sec): 3 clusters Score: Raw -124285.819147 + Penalty 1406.233940 = -122879.585207 nChanged 14 SP:Iteration 12Q (5515.659630 sec): 3 clusters Score: Raw -124292.393780 + Penalty 1406.233940 = -122886.159839 nChanged 11 SP:Iteration 13Q (5515.708489 sec): 3 clusters Score: Raw -124298.673996 + Penalty 1406.233940 = -122892.440056 nChanged 15 SP:Iteration 14Q (5515.744211 sec): 3 clusters Score: Raw -124307.648639 + Penalty 1406.233940 = -122901.414699 nChanged 14 SP:Iteration 15Q (5515.797952 sec): 3 clusters Score: Raw -124315.630927 + Penalty 1406.233940 = -122909.396987 nChanged 7 SP:Iteration 16Q (5515.853096 sec): 3 clusters Score: Raw -124320.103929 + Penalty 1406.233940 = -122913.869989 nChanged 8 SP:Iteration 17Q (5515.898213 sec): 3 clusters Score: Raw -124324.579601 + Penalty 1406.233940 = -122918.345661 nChanged 6 SP:Iteration 18Q (5515.946498 sec): 3 clusters Score: Raw -124326.364619 + Penalty 1406.233940 = -122920.130678 nChanged 3 SP:Iteration 19Q (5515.988968 sec): 3 clusters Score: Raw -124327.796528 + Penalty 1406.233940 = -122921.562588 nChanged 4 SP:Iteration 20F (5516.030053 sec): 3 clusters Score: Raw -124329.199013 + Penalty 1406.233940 = -122922.965073 nChanged 2 SP:Iteration 21Q (5516.085084 sec): 3 clusters Score: Raw -124330.126079 + Penalty 1406.233940 = -122923.892139 nChanged 3 SP:Iteration 22Q (5516.135242 sec): 3 clusters Score: Raw -124331.168780 + Penalty 1406.233940 = -122924.934840 nChanged 4 SP:Iteration 23Q (5516.182749 sec): 3 clusters Score: Raw -124333.114696 + Penalty 1406.233940 = -122926.880756 nChanged 3 SP:Iteration 24Q (5516.231913 sec): 3 clusters Score: Raw -124334.165516 + Penalty 1406.233940 = -122927.931576 nChanged 1 SP:Iteration 25Q (5516.271485 sec): 3 clusters Score: Raw -124334.514124 + Penalty 1406.233940 = -122928.280184 nChanged 0 SP:Iteration 26F (5516.319063 sec): 3 clusters Score: Raw -124334.514124 + Penalty 1406.233940 = -122928.280184 nChanged 0 Trying to split cluster 24 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5516.340152 sec): 2 clusters Score: Raw -15865.043273 + Penalty 531.850086 = -15333.193187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5516.383177 sec): 3 clusters Score: Raw -15932.722318 + Penalty 1063.700172 = -14869.022146 nChanged 79 SP:Iteration 1F (5516.418455 sec): 3 clusters Score: Raw -16179.203863 + Penalty 1063.700172 = -15115.503691 nChanged 33 SP:Iteration 2F (5516.462842 sec): 3 clusters Score: Raw -16380.109495 + Penalty 1063.700172 = -15316.409322 nChanged 20 SP:Iteration 3F (5516.502066 sec): 3 clusters Score: Raw -16494.552636 + Penalty 1063.700172 = -15430.852464 nChanged 22 SP:Iteration 4F (5516.545441 sec): 3 clusters Score: Raw -16626.283978 + Penalty 1063.700172 = -15562.583805 nChanged 17 SP:Iteration 5F (5516.580024 sec): 3 clusters Score: Raw -16770.820415 + Penalty 1063.700172 = -15707.120243 nChanged 6 SP:Iteration 6Q (5516.600135 sec): 3 clusters Score: Raw -16838.724594 + Penalty 1063.700172 = -15775.024422 nChanged 4 SP:Iteration 7Q (5516.601622 sec): 3 clusters Score: Raw -16869.339919 + Penalty 1063.700172 = -15805.639746 nChanged 3 SP:Iteration 8Q (5516.603067 sec): 3 clusters Score: Raw -16877.222624 + Penalty 1063.700172 = -15813.522452 nChanged 1 SP:Iteration 9Q (5516.604512 sec): 3 clusters Score: Raw -16879.580839 + Penalty 1063.700172 = -15815.880666 nChanged 1 SP:Iteration 10Q (5516.605961 sec): 3 clusters Score: Raw -16886.323077 + Penalty 1063.700172 = -15822.622905 nChanged 2 SP:Iteration 11Q (5516.607404 sec): 3 clusters Score: Raw -16889.703768 + Penalty 1063.700172 = -15826.003596 nChanged 0 SP:Iteration 12F (5516.608926 sec): 3 clusters Score: Raw -16889.703768 + Penalty 1063.700172 = -15826.003596 nChanged 0 Score: Raw -69586156.422273 + Penalty 59620.935958 = -69526535.486315 Splitting cluster 24 changes total score from -69526806.910253 to -69526535.486315 So it's not getting split. Trying to split cluster 25 (2575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5535.979109 sec): 2 clusters Score: Raw -218434.654248 + Penalty 746.092457 = -217688.561791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5536.030424 sec): 3 clusters Score: Raw -217130.162567 + Penalty 1492.184914 = -215637.977652 nChanged 1012 SP:Iteration 1F (5536.081858 sec): 3 clusters Score: Raw -217676.572846 + Penalty 1492.184914 = -216184.387932 nChanged 187 SP:Iteration 2F (5536.131232 sec): 3 clusters Score: Raw -217782.794391 + Penalty 1492.184914 = -216290.609476 nChanged 145 SP:Iteration 3F (5536.179987 sec): 3 clusters Score: Raw -217863.785799 + Penalty 1492.184914 = -216371.600885 nChanged 113 SP:Iteration 4Q (5536.220238 sec): 3 clusters Score: Raw -217930.900314 + Penalty 1492.184914 = -216438.715399 nChanged 107 SP:Iteration 5Q (5536.274349 sec): 3 clusters Score: Raw -217985.102989 + Penalty 1492.184914 = -216492.918074 nChanged 85 SP:Iteration 6Q (5536.314979 sec): 3 clusters Score: Raw -218030.749377 + Penalty 1492.184914 = -216538.564463 nChanged 89 SP:Iteration 7Q (5536.361649 sec): 3 clusters Score: Raw -218078.051532 + Penalty 1492.184914 = -216585.866618 nChanged 80 SP:Iteration 8Q (5536.423642 sec): 3 clusters Score: Raw -218127.174502 + Penalty 1492.184914 = -216634.989588 nChanged 90 SP:Iteration 9Q (5536.461236 sec): 3 clusters Score: Raw -218185.747675 + Penalty 1492.184914 = -216693.562761 nChanged 80 SP:Iteration 10Q (5536.512822 sec): 3 clusters Score: Raw -218243.112984 + Penalty 1492.184914 = -216750.928070 nChanged 83 SP:Iteration 11Q (5536.573358 sec): 3 clusters Score: Raw -218301.259715 + Penalty 1492.184914 = -216809.074800 nChanged 79 SP:Iteration 12Q (5536.614106 sec): 3 clusters Score: Raw -218367.415520 + Penalty 1492.184914 = -216875.230606 nChanged 81 SP:Iteration 13Q (5536.676225 sec): 3 clusters Score: Raw -218438.431912 + Penalty 1492.184914 = -216946.246998 nChanged 74 SP:Iteration 14Q (5536.718330 sec): 3 clusters Score: Raw -218506.278442 + Penalty 1492.184914 = -217014.093527 nChanged 50 SP:Iteration 15Q (5536.770524 sec): 3 clusters Score: Raw -218543.559022 + Penalty 1492.184914 = -217051.374107 nChanged 36 SP:Iteration 16Q (5536.807298 sec): 3 clusters Score: Raw -218570.743292 + Penalty 1492.184914 = -217078.558377 nChanged 24 SP:Iteration 17Q (5536.861749 sec): 3 clusters Score: Raw -218585.613763 + Penalty 1492.184914 = -217093.428848 nChanged 20 SP:Iteration 18Q (5536.903414 sec): 3 clusters Score: Raw -218597.631802 + Penalty 1492.184914 = -217105.446887 nChanged 12 SP:Iteration 19Q (5536.950636 sec): 3 clusters Score: Raw -218606.451272 + Penalty 1492.184914 = -217114.266357 nChanged 11 SP:Iteration 20F (5536.997422 sec): 3 clusters Score: Raw -218613.467624 + Penalty 1492.184914 = -217121.282710 nChanged 2 SP:Iteration 21Q (5537.044032 sec): 3 clusters Score: Raw -218614.578989 + Penalty 1492.184914 = -217122.394074 nChanged 2 SP:Iteration 22Q (5537.090278 sec): 3 clusters Score: Raw -218614.943767 + Penalty 1492.184914 = -217122.758853 nChanged 1 SP:Iteration 23Q (5537.133821 sec): 3 clusters Score: Raw -218615.382704 + Penalty 1492.184914 = -217123.197789 nChanged 1 SP:Iteration 24Q (5537.187847 sec): 3 clusters Score: Raw -218615.801283 + Penalty 1492.184914 = -217123.616368 nChanged 1 SP:Iteration 25Q (5537.228973 sec): 3 clusters Score: Raw -218616.202845 + Penalty 1492.184914 = -217124.017931 nChanged 1 SP:Iteration 26Q (5537.272545 sec): 3 clusters Score: Raw -218617.434730 + Penalty 1492.184914 = -217125.249815 nChanged 1 SP:Iteration 27Q (5537.330536 sec): 3 clusters Score: Raw -218617.853576 + Penalty 1492.184914 = -217125.668662 nChanged 2 SP:Iteration 28Q (5537.358097 sec): 3 clusters Score: Raw -218618.609521 + Penalty 1492.184914 = -217126.424607 nChanged 1 SP:Iteration 29Q (5537.403331 sec): 3 clusters Score: Raw -218619.528469 + Penalty 1492.184914 = -217127.343555 nChanged 0 SP:Iteration 30F (5537.455498 sec): 3 clusters Score: Raw -218619.528469 + Penalty 1492.184914 = -217127.343555 nChanged 0 Trying to split cluster 26 (23826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5537.507399 sec): 2 clusters Score: Raw -2026307.044616 + Penalty 957.460607 = -2025349.584010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5537.586158 sec): 3 clusters Score: Raw -2011331.991290 + Penalty 1914.921213 = -2009417.070077 nChanged 11144 SP:Iteration 1F (5537.664788 sec): 3 clusters Score: Raw -2017649.623005 + Penalty 1914.921213 = -2015734.701791 nChanged 1021 SP:Iteration 2Q (5537.744781 sec): 3 clusters Score: Raw -2017945.257155 + Penalty 1914.921213 = -2016030.335942 nChanged 980 SP:Iteration 3Q (5537.816238 sec): 3 clusters Score: Raw -2018252.988535 + Penalty 1914.921213 = -2016338.067322 nChanged 988 SP:Iteration 4Q (5537.884814 sec): 3 clusters Score: Raw -2018595.183447 + Penalty 1914.921213 = -2016680.262234 nChanged 1018 SP:Iteration 5Q (5537.967936 sec): 3 clusters Score: Raw -2019042.063207 + Penalty 1914.921213 = -2017127.141994 nChanged 1166 SP:Iteration 6Q (5538.044178 sec): 3 clusters Score: Raw -2019674.265003 + Penalty 1914.921213 = -2017759.343790 nChanged 1343 SP:Iteration 7F (5538.084855 sec): 3 clusters Score: Raw -2020605.242934 + Penalty 1914.921213 = -2018690.321721 nChanged 1529 SP:Iteration 8F (5538.171450 sec): 3 clusters Score: Raw -2021867.870597 + Penalty 1914.921213 = -2019952.949384 nChanged 1461 SP:Iteration 9F (5538.249256 sec): 3 clusters Score: Raw -2023003.773639 + Penalty 1914.921213 = -2021088.852426 nChanged 1167 SP:Iteration 10Q (5538.330448 sec): 3 clusters Score: Raw -2023661.427975 + Penalty 1914.921213 = -2021746.506762 nChanged 767 SP:Iteration 11Q (5538.409779 sec): 3 clusters Score: Raw -2023971.662073 + Penalty 1914.921213 = -2022056.740860 nChanged 516 SP:Iteration 12Q (5538.488506 sec): 3 clusters Score: Raw -2024165.991902 + Penalty 1914.921213 = -2022251.070689 nChanged 423 SP:Iteration 13Q (5538.566171 sec): 3 clusters Score: Raw -2024320.942547 + Penalty 1914.921213 = -2022406.021333 nChanged 398 SP:Iteration 14Q (5538.645725 sec): 3 clusters Score: Raw -2024468.718339 + Penalty 1914.921213 = -2022553.797126 nChanged 407 SP:Iteration 15Q (5538.716700 sec): 3 clusters Score: Raw -2024620.891548 + Penalty 1914.921213 = -2022705.970335 nChanged 367 SP:Iteration 16Q (5538.789063 sec): 3 clusters Score: Raw -2024758.091810 + Penalty 1914.921213 = -2022843.170597 nChanged 344 SP:Iteration 17Q (5538.862225 sec): 3 clusters Score: Raw -2024882.005111 + Penalty 1914.921213 = -2022967.083898 nChanged 347 SP:Iteration 18Q (5538.942469 sec): 3 clusters Score: Raw -2025013.015023 + Penalty 1914.921213 = -2023098.093810 nChanged 356 SP:Iteration 19Q (5539.017393 sec): 3 clusters Score: Raw -2025138.281609 + Penalty 1914.921213 = -2023223.360396 nChanged 337 SP:Iteration 20F (5539.094244 sec): 3 clusters Score: Raw -2025254.677628 + Penalty 1914.921213 = -2023339.756415 nChanged 313 SP:Iteration 21Q (5539.167346 sec): 3 clusters Score: Raw -2025348.273083 + Penalty 1914.921213 = -2023433.351870 nChanged 276 SP:Iteration 22Q (5539.226406 sec): 3 clusters Score: Raw -2025429.506080 + Penalty 1914.921213 = -2023514.584867 nChanged 261 SP:Iteration 23Q (5539.308143 sec): 3 clusters Score: Raw -2025505.718854 + Penalty 1914.921213 = -2023590.797641 nChanged 244 SP:Iteration 24Q (5539.381056 sec): 3 clusters Score: Raw -2025574.900873 + Penalty 1914.921213 = -2023659.979660 nChanged 233 SP:Iteration 25Q (5539.459976 sec): 3 clusters Score: Raw -2025639.945145 + Penalty 1914.921213 = -2023725.023932 nChanged 231 SP:Iteration 26Q (5539.530148 sec): 3 clusters Score: Raw -2025702.335862 + Penalty 1914.921213 = -2023787.414648 nChanged 215 SP:Iteration 27Q (5539.606785 sec): 3 clusters Score: Raw -2025758.665972 + Penalty 1914.921213 = -2023843.744758 nChanged 198 SP:Iteration 28Q (5539.683318 sec): 3 clusters Score: Raw -2025810.354069 + Penalty 1914.921213 = -2023895.432856 nChanged 188 SP:Iteration 29Q (5539.753219 sec): 3 clusters Score: Raw -2025853.521140 + Penalty 1914.921213 = -2023938.599927 nChanged 155 SP:Iteration 30Q (5539.835697 sec): 3 clusters Score: Raw -2025885.201541 + Penalty 1914.921213 = -2023970.280328 nChanged 139 SP:Iteration 31Q (5539.891986 sec): 3 clusters Score: Raw -2025910.396784 + Penalty 1914.921213 = -2023995.475571 nChanged 132 SP:Iteration 32Q (5539.966871 sec): 3 clusters Score: Raw -2025934.250935 + Penalty 1914.921213 = -2024019.329722 nChanged 123 SP:Iteration 33Q (5540.041753 sec): 3 clusters Score: Raw -2025953.497989 + Penalty 1914.921213 = -2024038.576776 nChanged 104 SP:Iteration 34Q (5540.116967 sec): 3 clusters Score: Raw -2025969.595991 + Penalty 1914.921213 = -2024054.674778 nChanged 108 SP:Iteration 35Q (5540.186794 sec): 3 clusters Score: Raw -2025986.579081 + Penalty 1914.921213 = -2024071.657868 nChanged 106 SP:Iteration 36Q (5540.261662 sec): 3 clusters Score: Raw -2026000.417931 + Penalty 1914.921213 = -2024085.496717 nChanged 95 SP:Iteration 37Q (5540.336639 sec): 3 clusters Score: Raw -2026011.830048 + Penalty 1914.921213 = -2024096.908835 nChanged 84 SP:Iteration 38Q (5540.412132 sec): 3 clusters Score: Raw -2026020.378936 + Penalty 1914.921213 = -2024105.457723 nChanged 72 SP:Iteration 39Q (5540.493838 sec): 3 clusters Score: Raw -2026028.910003 + Penalty 1914.921213 = -2024113.988790 nChanged 85 SP:Iteration 40F (5540.560016 sec): 3 clusters Score: Raw -2026038.251484 + Penalty 1914.921213 = -2024123.330271 nChanged 71 SP:Iteration 41Q (5540.645652 sec): 3 clusters Score: Raw -2026043.161731 + Penalty 1914.921213 = -2024128.240518 nChanged 37 SP:Iteration 42Q (5540.725724 sec): 3 clusters Score: Raw -2026045.426485 + Penalty 1914.921213 = -2024130.505272 nChanged 26 SP:Iteration 43Q (5540.798415 sec): 3 clusters Score: Raw -2026046.911552 + Penalty 1914.921213 = -2024131.990339 nChanged 26 SP:Iteration 44Q (5540.875615 sec): 3 clusters Score: Raw -2026048.360847 + Penalty 1914.921213 = -2024133.439634 nChanged 22 SP:Iteration 45Q (5540.952846 sec): 3 clusters Score: Raw -2026049.306095 + Penalty 1914.921213 = -2024134.384881 nChanged 15 SP:Iteration 46Q (5541.023689 sec): 3 clusters Score: Raw -2026049.908922 + Penalty 1914.921213 = -2024134.987709 nChanged 16 SP:Iteration 47Q (5541.094408 sec): 3 clusters Score: Raw -2026050.777612 + Penalty 1914.921213 = -2024135.856399 nChanged 18 SP:Iteration 48Q (5541.161238 sec): 3 clusters Score: Raw -2026051.675177 + Penalty 1914.921213 = -2024136.753964 nChanged 18 SP:Iteration 49Q (5541.224981 sec): 3 clusters Score: Raw -2026052.397800 + Penalty 1914.921213 = -2024137.476587 nChanged 15 SP:Iteration 50Q (5541.291925 sec): 3 clusters Score: Raw -2026052.924996 + Penalty 1914.921213 = -2024138.003783 nChanged 7 SP:Iteration 51Q (5541.359331 sec): 3 clusters Score: Raw -2026053.098666 + Penalty 1914.921213 = -2024138.177453 nChanged 5 SP:Iteration 52Q (5541.434212 sec): 3 clusters Score: Raw -2026053.222953 + Penalty 1914.921213 = -2024138.301740 nChanged 5 SP:Iteration 53Q (5541.507342 sec): 3 clusters Score: Raw -2026053.346004 + Penalty 1914.921213 = -2024138.424791 nChanged 9 SP:Iteration 54Q (5541.574230 sec): 3 clusters Score: Raw -2026053.864955 + Penalty 1914.921213 = -2024138.943742 nChanged 15 SP:Iteration 55Q (5541.651031 sec): 3 clusters Score: Raw -2026054.393220 + Penalty 1914.921213 = -2024139.472007 nChanged 11 SP:Iteration 56Q (5541.724832 sec): 3 clusters Score: Raw -2026054.775764 + Penalty 1914.921213 = -2024139.854551 nChanged 9 SP:Iteration 57Q (5541.792161 sec): 3 clusters Score: Raw -2026054.992100 + Penalty 1914.921213 = -2024140.070887 nChanged 7 SP:Iteration 58Q (5541.869545 sec): 3 clusters Score: Raw -2026055.135629 + Penalty 1914.921213 = -2024140.214416 nChanged 1 SP:Iteration 59Q (5541.941596 sec): 3 clusters Score: Raw -2026055.225076 + Penalty 1914.921213 = -2024140.303863 nChanged 2 SP:Iteration 60F (5542.019268 sec): 3 clusters Score: Raw -2026055.291029 + Penalty 1914.921213 = -2024140.369816 nChanged 1 SP:Iteration 61Q (5542.096428 sec): 3 clusters Score: Raw -2026055.337115 + Penalty 1914.921213 = -2024140.415902 nChanged 1 SP:Iteration 62Q (5542.173420 sec): 3 clusters Score: Raw -2026055.403747 + Penalty 1914.921213 = -2024140.482534 nChanged 1 SP:Iteration 63Q (5542.239292 sec): 3 clusters Score: Raw -2026055.421743 + Penalty 1914.921213 = -2024140.500530 nChanged 0 SP:Iteration 64F (5542.311535 sec): 3 clusters Score: Raw -2026055.421743 + Penalty 1914.921213 = -2024140.500530 nChanged 0 Trying to split cluster 27 (32418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5542.366718 sec): 2 clusters Score: Raw -2872367.521167 + Penalty 986.714565 = -2871380.806602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5542.454460 sec): 3 clusters Score: Raw -2851830.667537 + Penalty 1973.429130 = -2849857.238407 nChanged 15199 SP:Iteration 1F (5542.541510 sec): 3 clusters Score: Raw -2861028.815998 + Penalty 1973.429130 = -2859055.386868 nChanged 1617 SP:Iteration 2Q (5542.632807 sec): 3 clusters Score: Raw -2861956.619742 + Penalty 1973.429130 = -2859983.190612 nChanged 1932 SP:Iteration 3F (5542.715612 sec): 3 clusters Score: Raw -2863421.115615 + Penalty 1973.429130 = -2861447.686485 nChanged 2050 SP:Iteration 4F (5542.805375 sec): 3 clusters Score: Raw -2865304.867824 + Penalty 1973.429130 = -2863331.438695 nChanged 1992 SP:Iteration 5F (5542.892017 sec): 3 clusters Score: Raw -2867119.244473 + Penalty 1973.429130 = -2865145.815344 nChanged 1726 SP:Iteration 6F (5542.981610 sec): 3 clusters Score: Raw -2868428.170074 + Penalty 1973.429130 = -2866454.740944 nChanged 1408 SP:Iteration 7Q (5543.069129 sec): 3 clusters Score: Raw -2869238.522660 + Penalty 1973.429130 = -2867265.093531 nChanged 1074 SP:Iteration 8Q (5543.158760 sec): 3 clusters Score: Raw -2869734.432120 + Penalty 1973.429130 = -2867761.002990 nChanged 821 SP:Iteration 9Q (5543.239376 sec): 3 clusters Score: Raw -2870053.572793 + Penalty 1973.429130 = -2868080.143664 nChanged 640 SP:Iteration 10Q (5543.317952 sec): 3 clusters Score: Raw -2870282.765339 + Penalty 1973.429130 = -2868309.336209 nChanged 473 SP:Iteration 11Q (5543.404276 sec): 3 clusters Score: Raw -2870437.531971 + Penalty 1973.429130 = -2868464.102842 nChanged 400 SP:Iteration 12Q (5543.481680 sec): 3 clusters Score: Raw -2870568.771505 + Penalty 1973.429130 = -2868595.342376 nChanged 381 SP:Iteration 13Q (5543.575218 sec): 3 clusters Score: Raw -2870683.480826 + Penalty 1973.429130 = -2868710.051696 nChanged 335 SP:Iteration 14Q (5543.646005 sec): 3 clusters Score: Raw -2870782.396407 + Penalty 1973.429130 = -2868808.967278 nChanged 318 SP:Iteration 15Q (5543.741308 sec): 3 clusters Score: Raw -2870884.454635 + Penalty 1973.429130 = -2868911.025505 nChanged 284 SP:Iteration 16Q (5543.827416 sec): 3 clusters Score: Raw -2870971.867792 + Penalty 1973.429130 = -2868998.438663 nChanged 287 SP:Iteration 17Q (5543.911064 sec): 3 clusters Score: Raw -2871052.917491 + Penalty 1973.429130 = -2869079.488361 nChanged 281 SP:Iteration 18Q (5543.992038 sec): 3 clusters Score: Raw -2871130.589934 + Penalty 1973.429130 = -2869157.160805 nChanged 290 SP:Iteration 19Q (5544.079854 sec): 3 clusters Score: Raw -2871220.860470 + Penalty 1973.429130 = -2869247.431341 nChanged 283 SP:Iteration 20F (5544.160357 sec): 3 clusters Score: Raw -2871317.854035 + Penalty 1973.429130 = -2869344.424905 nChanged 318 SP:Iteration 21Q (5544.245906 sec): 3 clusters Score: Raw -2871431.453177 + Penalty 1973.429130 = -2869458.024047 nChanged 314 SP:Iteration 22Q (5544.333986 sec): 3 clusters Score: Raw -2871546.878997 + Penalty 1973.429130 = -2869573.449867 nChanged 296 SP:Iteration 23Q (5544.419645 sec): 3 clusters Score: Raw -2871649.741629 + Penalty 1973.429130 = -2869676.312499 nChanged 275 SP:Iteration 24Q (5544.499644 sec): 3 clusters Score: Raw -2871750.133863 + Penalty 1973.429130 = -2869776.704734 nChanged 261 SP:Iteration 25Q (5544.587531 sec): 3 clusters Score: Raw -2871844.403871 + Penalty 1973.429130 = -2869870.974741 nChanged 225 SP:Iteration 26Q (5544.671118 sec): 3 clusters Score: Raw -2871914.310964 + Penalty 1973.429130 = -2869940.881834 nChanged 209 SP:Iteration 27Q (5544.755579 sec): 3 clusters Score: Raw -2871976.358065 + Penalty 1973.429130 = -2870002.928935 nChanged 187 SP:Iteration 28Q (5544.840959 sec): 3 clusters Score: Raw -2872032.325650 + Penalty 1973.429130 = -2870058.896520 nChanged 165 SP:Iteration 29Q (5544.926679 sec): 3 clusters Score: Raw -2872080.558231 + Penalty 1973.429130 = -2870107.129101 nChanged 139 SP:Iteration 30Q (5545.012086 sec): 3 clusters Score: Raw -2872117.678139 + Penalty 1973.429130 = -2870144.249009 nChanged 153 SP:Iteration 31Q (5545.101508 sec): 3 clusters Score: Raw -2872160.454199 + Penalty 1973.429130 = -2870187.025069 nChanged 151 SP:Iteration 32Q (5545.183871 sec): 3 clusters Score: Raw -2872211.837431 + Penalty 1973.429130 = -2870238.408302 nChanged 161 SP:Iteration 33Q (5545.272134 sec): 3 clusters Score: Raw -2872265.096433 + Penalty 1973.429130 = -2870291.667303 nChanged 140 SP:Iteration 34Q (5545.361720 sec): 3 clusters Score: Raw -2872308.164561 + Penalty 1973.429130 = -2870334.735431 nChanged 127 SP:Iteration 35Q (5545.442753 sec): 3 clusters Score: Raw -2872348.114492 + Penalty 1973.429130 = -2870374.685362 nChanged 118 SP:Iteration 36Q (5545.531586 sec): 3 clusters Score: Raw -2872380.649435 + Penalty 1973.429130 = -2870407.220306 nChanged 100 SP:Iteration 37Q (5545.614157 sec): 3 clusters Score: Raw -2872411.731399 + Penalty 1973.429130 = -2870438.302269 nChanged 100 SP:Iteration 38Q (5545.693135 sec): 3 clusters Score: Raw -2872445.194206 + Penalty 1973.429130 = -2870471.765077 nChanged 79 SP:Iteration 39Q (5545.765359 sec): 3 clusters Score: Raw -2872474.686573 + Penalty 1973.429130 = -2870501.257443 nChanged 82 SP:Iteration 40F (5545.854642 sec): 3 clusters Score: Raw -2872505.005128 + Penalty 1973.429130 = -2870531.575999 nChanged 80 SP:Iteration 41Q (5545.942215 sec): 3 clusters Score: Raw -2872533.322573 + Penalty 1973.429130 = -2870559.893443 nChanged 74 SP:Iteration 42Q (5546.023522 sec): 3 clusters Score: Raw -2872554.106898 + Penalty 1973.429130 = -2870580.677768 nChanged 50 SP:Iteration 43Q (5546.102738 sec): 3 clusters Score: Raw -2872570.084488 + Penalty 1973.429130 = -2870596.655359 nChanged 50 SP:Iteration 44Q (5546.184157 sec): 3 clusters Score: Raw -2872583.710481 + Penalty 1973.429130 = -2870610.281351 nChanged 47 SP:Iteration 45Q (5546.267009 sec): 3 clusters Score: Raw -2872598.330887 + Penalty 1973.429130 = -2870624.901757 nChanged 30 SP:Iteration 46Q (5546.346599 sec): 3 clusters Score: Raw -2872607.329217 + Penalty 1973.429130 = -2870633.900087 nChanged 38 SP:Iteration 47Q (5546.430784 sec): 3 clusters Score: Raw -2872618.369428 + Penalty 1973.429130 = -2870644.940298 nChanged 29 SP:Iteration 48Q (5546.511122 sec): 3 clusters Score: Raw -2872627.234893 + Penalty 1973.429130 = -2870653.805763 nChanged 26 SP:Iteration 49Q (5546.582457 sec): 3 clusters Score: Raw -2872633.172868 + Penalty 1973.429130 = -2870659.743739 nChanged 17 SP:Iteration 50Q (5546.655028 sec): 3 clusters Score: Raw -2872637.327412 + Penalty 1973.429130 = -2870663.898282 nChanged 22 SP:Iteration 51Q (5546.718719 sec): 3 clusters Score: Raw -2872643.103708 + Penalty 1973.429130 = -2870669.674579 nChanged 20 SP:Iteration 52Q (5546.803360 sec): 3 clusters Score: Raw -2872648.211514 + Penalty 1973.429130 = -2870674.782384 nChanged 21 SP:Iteration 53Q (5546.881788 sec): 3 clusters Score: Raw -2872653.643225 + Penalty 1973.429130 = -2870680.214096 nChanged 16 SP:Iteration 54Q (5546.962633 sec): 3 clusters Score: Raw -2872659.556800 + Penalty 1973.429130 = -2870686.127670 nChanged 17 SP:Iteration 55Q (5547.045930 sec): 3 clusters Score: Raw -2872663.576466 + Penalty 1973.429130 = -2870690.147336 nChanged 14 SP:Iteration 56Q (5547.127559 sec): 3 clusters Score: Raw -2872666.563001 + Penalty 1973.429130 = -2870693.133872 nChanged 8 SP:Iteration 57Q (5547.205939 sec): 3 clusters Score: Raw -2872669.486180 + Penalty 1973.429130 = -2870696.057051 nChanged 15 SP:Iteration 58Q (5547.288054 sec): 3 clusters Score: Raw -2872673.376458 + Penalty 1973.429130 = -2870699.947328 nChanged 17 SP:Iteration 59Q (5547.368845 sec): 3 clusters Score: Raw -2872678.239447 + Penalty 1973.429130 = -2870704.810317 nChanged 15 SP:Iteration 60F (5547.456715 sec): 3 clusters Score: Raw -2872681.714719 + Penalty 1973.429130 = -2870708.285589 nChanged 14 SP:Iteration 61Q (5547.527693 sec): 3 clusters Score: Raw -2872684.178600 + Penalty 1973.429130 = -2870710.749471 nChanged 12 SP:Iteration 62Q (5547.605772 sec): 3 clusters Score: Raw -2872687.680606 + Penalty 1973.429130 = -2870714.251477 nChanged 9 SP:Iteration 63Q (5547.651407 sec): 3 clusters Score: Raw -2872689.489386 + Penalty 1973.429130 = -2870716.060256 nChanged 5 SP:Iteration 64Q (5547.696053 sec): 3 clusters Score: Raw -2872690.379743 + Penalty 1973.429130 = -2870716.950613 nChanged 1 SP:Iteration 65Q (5547.740641 sec): 3 clusters Score: Raw -2872690.674662 + Penalty 1973.429130 = -2870717.245532 nChanged 2 SP:Iteration 66Q (5547.784974 sec): 3 clusters Score: Raw -2872691.078588 + Penalty 1973.429130 = -2870717.649458 nChanged 5 SP:Iteration 67Q (5547.866894 sec): 3 clusters Score: Raw -2872692.153242 + Penalty 1973.429130 = -2870718.724112 nChanged 7 SP:Iteration 68Q (5547.947501 sec): 3 clusters Score: Raw -2872693.642375 + Penalty 1973.429130 = -2870720.213246 nChanged 3 SP:Iteration 69Q (5548.016017 sec): 3 clusters Score: Raw -2872694.631281 + Penalty 1973.429130 = -2870721.202151 nChanged 5 SP:Iteration 70Q (5548.098282 sec): 3 clusters Score: Raw -2872695.547114 + Penalty 1973.429130 = -2870722.117984 nChanged 2 SP:Iteration 71Q (5548.185143 sec): 3 clusters Score: Raw -2872695.844514 + Penalty 1973.429130 = -2870722.415384 nChanged 2 SP:Iteration 72Q (5548.245778 sec): 3 clusters Score: Raw -2872696.291352 + Penalty 1973.429130 = -2870722.862223 nChanged 3 SP:Iteration 73Q (5548.297679 sec): 3 clusters Score: Raw -2872696.747455 + Penalty 1973.429130 = -2870723.318325 nChanged 2 SP:Iteration 74Q (5548.375854 sec): 3 clusters Score: Raw -2872697.068564 + Penalty 1973.429130 = -2870723.639435 nChanged 4 SP:Iteration 75Q (5548.449901 sec): 3 clusters Score: Raw -2872697.577701 + Penalty 1973.429130 = -2870724.148572 nChanged 2 SP:Iteration 76Q (5548.533771 sec): 3 clusters Score: Raw -2872697.910032 + Penalty 1973.429130 = -2870724.480902 nChanged 3 SP:Iteration 77Q (5548.596691 sec): 3 clusters Score: Raw -2872698.282226 + Penalty 1973.429130 = -2870724.853097 nChanged 1 SP:Iteration 78Q (5548.681513 sec): 3 clusters Score: Raw -2872698.392167 + Penalty 1973.429130 = -2870724.963037 nChanged 0 SP:Iteration 79F (5548.761754 sec): 3 clusters Score: Raw -2872698.392167 + Penalty 1973.429130 = -2870724.963037 nChanged 0 Trying to split cluster 28 (4169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5548.791161 sec): 2 clusters Score: Raw -359043.564159 + Penalty 791.865990 = -358251.698169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5548.840620 sec): 3 clusters Score: Raw -356703.304890 + Penalty 1583.731981 = -355119.572909 nChanged 1753 SP:Iteration 1F (5548.891943 sec): 3 clusters Score: Raw -357759.283102 + Penalty 1583.731981 = -356175.551121 nChanged 322 SP:Iteration 2F (5548.941893 sec): 3 clusters Score: Raw -357969.856303 + Penalty 1583.731981 = -356386.124322 nChanged 304 SP:Iteration 3F (5548.981230 sec): 3 clusters Score: Raw -358190.279548 + Penalty 1583.731981 = -356606.547567 nChanged 289 SP:Iteration 4F (5549.030770 sec): 3 clusters Score: Raw -358416.778951 + Penalty 1583.731981 = -356833.046970 nChanged 294 SP:Iteration 5F (5549.082454 sec): 3 clusters Score: Raw -358637.806312 + Penalty 1583.731981 = -357054.074331 nChanged 253 SP:Iteration 6F (5549.133267 sec): 3 clusters Score: Raw -358799.431140 + Penalty 1583.731981 = -357215.699160 nChanged 198 SP:Iteration 7Q (5549.176550 sec): 3 clusters Score: Raw -358924.461667 + Penalty 1583.731981 = -357340.729686 nChanged 164 SP:Iteration 8Q (5549.231943 sec): 3 clusters Score: Raw -359011.958805 + Penalty 1583.731981 = -357428.226824 nChanged 116 SP:Iteration 9Q (5549.276847 sec): 3 clusters Score: Raw -359067.394203 + Penalty 1583.731981 = -357483.662223 nChanged 79 SP:Iteration 10Q (5549.330777 sec): 3 clusters Score: Raw -359102.656090 + Penalty 1583.731981 = -357518.924109 nChanged 67 SP:Iteration 11Q (5549.381328 sec): 3 clusters Score: Raw -359127.722837 + Penalty 1583.731981 = -357543.990856 nChanged 47 SP:Iteration 12Q (5549.434582 sec): 3 clusters Score: Raw -359141.643009 + Penalty 1583.731981 = -357557.911028 nChanged 38 SP:Iteration 13Q (5549.486910 sec): 3 clusters Score: Raw -359154.226230 + Penalty 1583.731981 = -357570.494249 nChanged 38 SP:Iteration 14Q (5549.538788 sec): 3 clusters Score: Raw -359166.730256 + Penalty 1583.731981 = -357582.998275 nChanged 34 SP:Iteration 15Q (5549.589094 sec): 3 clusters Score: Raw -359178.783756 + Penalty 1583.731981 = -357595.051775 nChanged 30 SP:Iteration 16Q (5549.654339 sec): 3 clusters Score: Raw -359187.198808 + Penalty 1583.731981 = -357603.466827 nChanged 25 SP:Iteration 17Q (5549.692769 sec): 3 clusters Score: Raw -359194.747744 + Penalty 1583.731981 = -357611.015763 nChanged 23 SP:Iteration 18Q (5549.744961 sec): 3 clusters Score: Raw -359203.554527 + Penalty 1583.731981 = -357619.822546 nChanged 28 SP:Iteration 19Q (5549.795348 sec): 3 clusters Score: Raw -359213.748054 + Penalty 1583.731981 = -357630.016073 nChanged 18 SP:Iteration 20F (5549.847793 sec): 3 clusters Score: Raw -359218.294503 + Penalty 1583.731981 = -357634.562522 nChanged 12 SP:Iteration 21Q (5549.900057 sec): 3 clusters Score: Raw -359220.702871 + Penalty 1583.731981 = -357636.970890 nChanged 12 SP:Iteration 22Q (5549.952768 sec): 3 clusters Score: Raw -359223.071713 + Penalty 1583.731981 = -357639.339732 nChanged 12 SP:Iteration 23Q (5550.006211 sec): 3 clusters Score: Raw -359225.411313 + Penalty 1583.731981 = -357641.679332 nChanged 4 SP:Iteration 24Q (5550.058673 sec): 3 clusters Score: Raw -359225.998523 + Penalty 1583.731981 = -357642.266543 nChanged 3 SP:Iteration 25Q (5550.103792 sec): 3 clusters Score: Raw -359226.512016 + Penalty 1583.731981 = -357642.780035 nChanged 2 SP:Iteration 26Q (5550.155865 sec): 3 clusters Score: Raw -359226.887971 + Penalty 1583.731981 = -357643.155990 nChanged 2 SP:Iteration 27Q (5550.208332 sec): 3 clusters Score: Raw -359227.154541 + Penalty 1583.731981 = -357643.422560 nChanged 2 SP:Iteration 28Q (5550.266366 sec): 3 clusters Score: Raw -359227.755998 + Penalty 1583.731981 = -357644.024018 nChanged 1 SP:Iteration 29Q (5550.319772 sec): 3 clusters Score: Raw -359227.918030 + Penalty 1583.731981 = -357644.186049 nChanged 2 SP:Iteration 30Q (5550.350021 sec): 3 clusters Score: Raw -359228.172666 + Penalty 1583.731981 = -357644.440686 nChanged 1 SP:Iteration 31Q (5550.395687 sec): 3 clusters Score: Raw -359228.318910 + Penalty 1583.731981 = -357644.586929 nChanged 1 SP:Iteration 32Q (5550.448028 sec): 3 clusters Score: Raw -359228.380939 + Penalty 1583.731981 = -357644.648958 nChanged 0 SP:Iteration 33F (5550.500296 sec): 3 clusters Score: Raw -359228.380939 + Penalty 1583.731981 = -357644.648958 nChanged 0 Trying to split cluster 29 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5550.520600 sec): 2 clusters Score: Raw -66009.689948 + Penalty 653.147048 = -65356.542900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5550.561753 sec): 3 clusters Score: Raw -65727.272451 + Penalty 1306.294097 = -64420.978355 nChanged 357 SP:Iteration 1F (5550.610659 sec): 3 clusters Score: Raw -66183.020033 + Penalty 1306.294097 = -64876.725936 nChanged 140 SP:Iteration 2F (5550.657552 sec): 3 clusters Score: Raw -66532.108799 + Penalty 1306.294097 = -65225.814702 nChanged 117 SP:Iteration 3F (5550.696460 sec): 3 clusters Score: Raw -66864.225487 + Penalty 1306.294097 = -65557.931390 nChanged 49 SP:Iteration 4F (5550.741252 sec): 3 clusters Score: Raw -66978.634440 + Penalty 1306.294097 = -65672.340344 nChanged 31 SP:Iteration 5Q (5550.790544 sec): 3 clusters Score: Raw -67055.169137 + Penalty 1306.294097 = -65748.875041 nChanged 17 SP:Iteration 6Q (5550.840299 sec): 3 clusters Score: Raw -67096.103787 + Penalty 1306.294097 = -65789.809691 nChanged 12 SP:Iteration 7Q (5550.889487 sec): 3 clusters Score: Raw -67123.896047 + Penalty 1306.294097 = -65817.601950 nChanged 7 SP:Iteration 8Q (5550.931239 sec): 3 clusters Score: Raw -67141.336764 + Penalty 1306.294097 = -65835.042668 nChanged 3 SP:Iteration 9Q (5550.980661 sec): 3 clusters Score: Raw -67146.136541 + Penalty 1306.294097 = -65839.842445 nChanged 3 SP:Iteration 10Q (5551.030025 sec): 3 clusters Score: Raw -67150.104797 + Penalty 1306.294097 = -65843.810700 nChanged 0 SP:Iteration 11F (5551.074037 sec): 3 clusters Score: Raw -67150.104797 + Penalty 1306.294097 = -65843.810700 nChanged 0 Score: Raw -69586272.176626 + Penalty 59620.935958 = -69526651.240668 Splitting cluster 29 changes total score from -69526806.910253 to -69526651.240668 So it's not getting split. Trying to split cluster 30 (7500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5568.832703 sec): 2 clusters Score: Raw -619582.133717 + Penalty 847.652538 = -618734.481179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5568.892302 sec): 3 clusters Score: Raw -615189.802432 + Penalty 1695.305077 = -613494.497355 nChanged 3385 SP:Iteration 1F (5568.938703 sec): 3 clusters Score: Raw -617072.812576 + Penalty 1695.305077 = -615377.507499 nChanged 495 SP:Iteration 2F (5568.990262 sec): 3 clusters Score: Raw -617376.465051 + Penalty 1695.305077 = -615681.159974 nChanged 548 SP:Iteration 3F (5569.053301 sec): 3 clusters Score: Raw -617784.819921 + Penalty 1695.305077 = -616089.514844 nChanged 562 SP:Iteration 4F (5569.117837 sec): 3 clusters Score: Raw -618172.336547 + Penalty 1695.305077 = -616477.031470 nChanged 522 SP:Iteration 5F (5569.165485 sec): 3 clusters Score: Raw -618585.918637 + Penalty 1695.305077 = -616890.613560 nChanged 489 SP:Iteration 6F (5569.217069 sec): 3 clusters Score: Raw -618953.967987 + Penalty 1695.305077 = -617258.662911 nChanged 424 SP:Iteration 7F (5569.274845 sec): 3 clusters Score: Raw -619221.144603 + Penalty 1695.305077 = -617525.839526 nChanged 294 SP:Iteration 8Q (5569.321444 sec): 3 clusters Score: Raw -619393.509164 + Penalty 1695.305077 = -617698.204087 nChanged 199 SP:Iteration 9Q (5569.385375 sec): 3 clusters Score: Raw -619489.430279 + Penalty 1695.305077 = -617794.125202 nChanged 159 SP:Iteration 10Q (5569.439239 sec): 3 clusters Score: Raw -619548.777593 + Penalty 1695.305077 = -617853.472516 nChanged 106 SP:Iteration 11Q (5569.509600 sec): 3 clusters Score: Raw -619586.420795 + Penalty 1695.305077 = -617891.115718 nChanged 99 SP:Iteration 12Q (5569.552792 sec): 3 clusters Score: Raw -619625.283323 + Penalty 1695.305077 = -617929.978246 nChanged 112 SP:Iteration 13Q (5569.615905 sec): 3 clusters Score: Raw -619669.277310 + Penalty 1695.305077 = -617973.972233 nChanged 102 SP:Iteration 14Q (5569.680984 sec): 3 clusters Score: Raw -619714.831417 + Penalty 1695.305077 = -618019.526340 nChanged 101 SP:Iteration 15Q (5569.739443 sec): 3 clusters Score: Raw -619758.036742 + Penalty 1695.305077 = -618062.731665 nChanged 91 SP:Iteration 16Q (5569.798616 sec): 3 clusters Score: Raw -619794.802019 + Penalty 1695.305077 = -618099.496942 nChanged 94 SP:Iteration 17Q (5569.856223 sec): 3 clusters Score: Raw -619839.341557 + Penalty 1695.305077 = -618144.036480 nChanged 77 SP:Iteration 18Q (5569.912836 sec): 3 clusters Score: Raw -619875.120035 + Penalty 1695.305077 = -618179.814958 nChanged 69 SP:Iteration 19Q (5569.963068 sec): 3 clusters Score: Raw -619904.875956 + Penalty 1695.305077 = -618209.570879 nChanged 68 SP:Iteration 20F (5570.024244 sec): 3 clusters Score: Raw -619935.515355 + Penalty 1695.305077 = -618240.210278 nChanged 61 SP:Iteration 21Q (5570.070728 sec): 3 clusters Score: Raw -619960.003959 + Penalty 1695.305077 = -618264.698882 nChanged 48 SP:Iteration 22Q (5570.135163 sec): 3 clusters Score: Raw -619975.475557 + Penalty 1695.305077 = -618280.170480 nChanged 39 SP:Iteration 23Q (5570.186332 sec): 3 clusters Score: Raw -619985.475048 + Penalty 1695.305077 = -618290.169971 nChanged 36 SP:Iteration 24Q (5570.247987 sec): 3 clusters Score: Raw -619996.696015 + Penalty 1695.305077 = -618301.390938 nChanged 39 SP:Iteration 25Q (5570.303535 sec): 3 clusters Score: Raw -620007.068912 + Penalty 1695.305077 = -618311.763835 nChanged 35 SP:Iteration 26Q (5570.356633 sec): 3 clusters Score: Raw -620012.969575 + Penalty 1695.305077 = -618317.664498 nChanged 28 SP:Iteration 27Q (5570.413009 sec): 3 clusters Score: Raw -620017.557408 + Penalty 1695.305077 = -618322.252332 nChanged 26 SP:Iteration 28Q (5570.437035 sec): 3 clusters Score: Raw -620022.543915 + Penalty 1695.305077 = -618327.238839 nChanged 18 SP:Iteration 29Q (5570.504135 sec): 3 clusters Score: Raw -620025.698138 + Penalty 1695.305077 = -618330.393062 nChanged 12 SP:Iteration 30Q (5570.552750 sec): 3 clusters Score: Raw -620027.176431 + Penalty 1695.305077 = -618331.871354 nChanged 7 SP:Iteration 31Q (5570.609439 sec): 3 clusters Score: Raw -620028.244874 + Penalty 1695.305077 = -618332.939797 nChanged 9 SP:Iteration 32Q (5570.666701 sec): 3 clusters Score: Raw -620029.608310 + Penalty 1695.305077 = -618334.303233 nChanged 12 SP:Iteration 33Q (5570.723832 sec): 3 clusters Score: Raw -620031.445486 + Penalty 1695.305077 = -618336.140409 nChanged 18 SP:Iteration 34Q (5570.779660 sec): 3 clusters Score: Raw -620035.349819 + Penalty 1695.305077 = -618340.044742 nChanged 12 SP:Iteration 35Q (5570.831683 sec): 3 clusters Score: Raw -620037.259060 + Penalty 1695.305077 = -618341.953983 nChanged 12 SP:Iteration 36Q (5570.888759 sec): 3 clusters Score: Raw -620039.642774 + Penalty 1695.305077 = -618344.337697 nChanged 15 SP:Iteration 37Q (5570.945102 sec): 3 clusters Score: Raw -620042.516233 + Penalty 1695.305077 = -618347.211156 nChanged 14 SP:Iteration 38Q (5571.002690 sec): 3 clusters Score: Raw -620046.398294 + Penalty 1695.305077 = -618351.093217 nChanged 13 SP:Iteration 39Q (5571.059888 sec): 3 clusters Score: Raw -620049.713610 + Penalty 1695.305077 = -618354.408533 nChanged 15 SP:Iteration 40F (5571.117592 sec): 3 clusters Score: Raw -620051.849752 + Penalty 1695.305077 = -618356.544675 nChanged 10 SP:Iteration 41Q (5571.175226 sec): 3 clusters Score: Raw -620053.583897 + Penalty 1695.305077 = -618358.278820 nChanged 6 SP:Iteration 42Q (5571.232497 sec): 3 clusters Score: Raw -620054.706091 + Penalty 1695.305077 = -618359.401014 nChanged 9 SP:Iteration 43Q (5571.290735 sec): 3 clusters Score: Raw -620056.205126 + Penalty 1695.305077 = -618360.900049 nChanged 9 SP:Iteration 44Q (5571.346445 sec): 3 clusters Score: Raw -620058.045619 + Penalty 1695.305077 = -618362.740542 nChanged 6 SP:Iteration 45Q (5571.398071 sec): 3 clusters Score: Raw -620058.706341 + Penalty 1695.305077 = -618363.401264 nChanged 3 SP:Iteration 46Q (5571.448680 sec): 3 clusters Score: Raw -620058.974759 + Penalty 1695.305077 = -618363.669682 nChanged 3 SP:Iteration 47Q (5571.505895 sec): 3 clusters Score: Raw -620059.238112 + Penalty 1695.305077 = -618363.933035 nChanged 2 SP:Iteration 48Q (5571.562803 sec): 3 clusters Score: Raw -620059.414974 + Penalty 1695.305077 = -618364.109897 nChanged 2 SP:Iteration 49Q (5571.622490 sec): 3 clusters Score: Raw -620059.720570 + Penalty 1695.305077 = -618364.415493 nChanged 4 SP:Iteration 50Q (5571.681887 sec): 3 clusters Score: Raw -620060.157520 + Penalty 1695.305077 = -618364.852443 nChanged 3 SP:Iteration 51Q (5571.750097 sec): 3 clusters Score: Raw -620060.484932 + Penalty 1695.305077 = -618365.179855 nChanged 3 SP:Iteration 52Q (5571.792196 sec): 3 clusters Score: Raw -620060.802970 + Penalty 1695.305077 = -618365.497893 nChanged 3 SP:Iteration 53Q (5571.839650 sec): 3 clusters Score: Raw -620061.442074 + Penalty 1695.305077 = -618366.136997 nChanged 3 SP:Iteration 54Q (5571.896139 sec): 3 clusters Score: Raw -620061.949090 + Penalty 1695.305077 = -618366.644013 nChanged 5 SP:Iteration 55Q (5571.952860 sec): 3 clusters Score: Raw -620062.638987 + Penalty 1695.305077 = -618367.333910 nChanged 6 SP:Iteration 56Q (5572.010214 sec): 3 clusters Score: Raw -620063.902990 + Penalty 1695.305077 = -618368.597913 nChanged 4 SP:Iteration 57Q (5572.077874 sec): 3 clusters Score: Raw -620064.355398 + Penalty 1695.305077 = -618369.050322 nChanged 3 SP:Iteration 58Q (5572.115043 sec): 3 clusters Score: Raw -620064.759398 + Penalty 1695.305077 = -618369.454321 nChanged 3 SP:Iteration 59Q (5572.170998 sec): 3 clusters Score: Raw -620065.085739 + Penalty 1695.305077 = -618369.780662 nChanged 6 SP:Iteration 60F (5572.228485 sec): 3 clusters Score: Raw -620065.999889 + Penalty 1695.305077 = -618370.694813 nChanged 9 SP:Iteration 61Q (5572.275149 sec): 3 clusters Score: Raw -620068.252903 + Penalty 1695.305077 = -618372.947826 nChanged 10 SP:Iteration 62Q (5572.331467 sec): 3 clusters Score: Raw -620071.192599 + Penalty 1695.305077 = -618375.887522 nChanged 10 SP:Iteration 63Q (5572.380272 sec): 3 clusters Score: Raw -620073.871474 + Penalty 1695.305077 = -618378.566397 nChanged 15 SP:Iteration 64Q (5572.432007 sec): 3 clusters Score: Raw -620077.664745 + Penalty 1695.305077 = -618382.359668 nChanged 11 SP:Iteration 65Q (5572.489541 sec): 3 clusters Score: Raw -620080.008158 + Penalty 1695.305077 = -618384.703081 nChanged 11 SP:Iteration 66Q (5572.545359 sec): 3 clusters Score: Raw -620082.305987 + Penalty 1695.305077 = -618387.000910 nChanged 9 SP:Iteration 67Q (5572.597118 sec): 3 clusters Score: Raw -620083.848460 + Penalty 1695.305077 = -618388.543383 nChanged 7 SP:Iteration 68Q (5572.652985 sec): 3 clusters Score: Raw -620085.271670 + Penalty 1695.305077 = -618389.966593 nChanged 8 SP:Iteration 69Q (5572.709062 sec): 3 clusters Score: Raw -620087.188358 + Penalty 1695.305077 = -618391.883281 nChanged 12 SP:Iteration 70Q (5572.756303 sec): 3 clusters Score: Raw -620089.894765 + Penalty 1695.305077 = -618394.589689 nChanged 11 SP:Iteration 71Q (5572.812786 sec): 3 clusters Score: Raw -620092.320739 + Penalty 1695.305077 = -618397.015662 nChanged 7 SP:Iteration 72Q (5572.869702 sec): 3 clusters Score: Raw -620093.567142 + Penalty 1695.305077 = -618398.262065 nChanged 9 SP:Iteration 73Q (5572.925737 sec): 3 clusters Score: Raw -620095.911167 + Penalty 1695.305077 = -618400.606090 nChanged 10 SP:Iteration 74Q (5572.981582 sec): 3 clusters Score: Raw -620098.360128 + Penalty 1695.305077 = -618403.055051 nChanged 5 SP:Iteration 75Q (5573.037655 sec): 3 clusters Score: Raw -620099.326363 + Penalty 1695.305077 = -618404.021286 nChanged 5 SP:Iteration 76Q (5573.085929 sec): 3 clusters Score: Raw -620100.755897 + Penalty 1695.305077 = -618405.450820 nChanged 7 SP:Iteration 77Q (5573.141531 sec): 3 clusters Score: Raw -620102.398698 + Penalty 1695.305077 = -618407.093621 nChanged 5 SP:Iteration 78Q (5573.197100 sec): 3 clusters Score: Raw -620103.829968 + Penalty 1695.305077 = -618408.524891 nChanged 2 SP:Iteration 79Q (5573.264382 sec): 3 clusters Score: Raw -620104.416873 + Penalty 1695.305077 = -618409.111797 nChanged 3 SP:Iteration 80F (5573.311238 sec): 3 clusters Score: Raw -620105.001515 + Penalty 1695.305077 = -618409.696439 nChanged 2 SP:Iteration 81Q (5573.367650 sec): 3 clusters Score: Raw -620105.169217 + Penalty 1695.305077 = -618409.864140 nChanged 0 SP:Iteration 82F (5573.424996 sec): 3 clusters Score: Raw -620105.169217 + Penalty 1695.305077 = -618409.864140 nChanged 0 Trying to split cluster 31 (8320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5573.457487 sec): 2 clusters Score: Raw -709757.237534 + Penalty 857.509666 = -708899.727868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5573.507638 sec): 3 clusters Score: Raw -704803.138064 + Penalty 1715.019331 = -703088.118733 nChanged 3745 SP:Iteration 1F (5573.565177 sec): 3 clusters Score: Raw -706950.614235 + Penalty 1715.019331 = -705235.594904 nChanged 499 SP:Iteration 2F (5573.631179 sec): 3 clusters Score: Raw -707193.074321 + Penalty 1715.019331 = -705478.054989 nChanged 481 SP:Iteration 3F (5573.673659 sec): 3 clusters Score: Raw -707449.304804 + Penalty 1715.019331 = -705734.285473 nChanged 438 SP:Iteration 4F (5573.731571 sec): 3 clusters Score: Raw -707743.810955 + Penalty 1715.019331 = -706028.791624 nChanged 456 SP:Iteration 5F (5573.789426 sec): 3 clusters Score: Raw -708067.971860 + Penalty 1715.019331 = -706352.952529 nChanged 409 SP:Iteration 6Q (5573.836624 sec): 3 clusters Score: Raw -708339.653088 + Penalty 1715.019331 = -706624.633756 nChanged 349 SP:Iteration 7Q (5573.886423 sec): 3 clusters Score: Raw -708573.337894 + Penalty 1715.019331 = -706858.318562 nChanged 283 SP:Iteration 8Q (5573.945861 sec): 3 clusters Score: Raw -708713.231460 + Penalty 1715.019331 = -706998.212129 nChanged 199 SP:Iteration 9Q (5574.014619 sec): 3 clusters Score: Raw -708791.198773 + Penalty 1715.019331 = -707076.179442 nChanged 157 SP:Iteration 10Q (5574.061108 sec): 3 clusters Score: Raw -708858.963629 + Penalty 1715.019331 = -707143.944297 nChanged 153 SP:Iteration 11Q (5574.112701 sec): 3 clusters Score: Raw -708925.425523 + Penalty 1715.019331 = -707210.406192 nChanged 151 SP:Iteration 12Q (5574.164760 sec): 3 clusters Score: Raw -708987.347314 + Penalty 1715.019331 = -707272.327983 nChanged 128 SP:Iteration 13Q (5574.230967 sec): 3 clusters Score: Raw -709040.637319 + Penalty 1715.019331 = -707325.617988 nChanged 114 SP:Iteration 14Q (5574.281161 sec): 3 clusters Score: Raw -709098.989346 + Penalty 1715.019331 = -707383.970014 nChanged 129 SP:Iteration 15Q (5574.338229 sec): 3 clusters Score: Raw -709166.976473 + Penalty 1715.019331 = -707451.957142 nChanged 118 SP:Iteration 16Q (5574.396959 sec): 3 clusters Score: Raw -709226.568840 + Penalty 1715.019331 = -707511.549508 nChanged 91 SP:Iteration 17Q (5574.456406 sec): 3 clusters Score: Raw -709279.889959 + Penalty 1715.019331 = -707564.870627 nChanged 110 SP:Iteration 18Q (5574.512078 sec): 3 clusters Score: Raw -709344.840464 + Penalty 1715.019331 = -707629.821133 nChanged 100 SP:Iteration 19Q (5574.554456 sec): 3 clusters Score: Raw -709398.627618 + Penalty 1715.019331 = -707683.608287 nChanged 83 SP:Iteration 20F (5574.621732 sec): 3 clusters Score: Raw -709442.045982 + Penalty 1715.019331 = -707727.026651 nChanged 86 SP:Iteration 21Q (5574.677945 sec): 3 clusters Score: Raw -709493.675564 + Penalty 1715.019331 = -707778.656233 nChanged 93 SP:Iteration 22Q (5574.726112 sec): 3 clusters Score: Raw -709547.366389 + Penalty 1715.019331 = -707832.347057 nChanged 76 SP:Iteration 23Q (5574.781742 sec): 3 clusters Score: Raw -709590.629384 + Penalty 1715.019331 = -707875.610053 nChanged 76 SP:Iteration 24Q (5574.835508 sec): 3 clusters Score: Raw -709634.141098 + Penalty 1715.019331 = -707919.121766 nChanged 59 SP:Iteration 25Q (5574.892340 sec): 3 clusters Score: Raw -709671.849849 + Penalty 1715.019331 = -707956.830518 nChanged 64 SP:Iteration 26Q (5574.909667 sec): 3 clusters Score: Raw -709704.368151 + Penalty 1715.019331 = -707989.348820 nChanged 57 SP:Iteration 27Q (5574.968383 sec): 3 clusters Score: Raw -709737.091729 + Penalty 1715.019331 = -708022.072398 nChanged 51 SP:Iteration 28Q (5575.028573 sec): 3 clusters Score: Raw -709762.239234 + Penalty 1715.019331 = -708047.219903 nChanged 40 SP:Iteration 29Q (5575.074271 sec): 3 clusters Score: Raw -709779.175799 + Penalty 1715.019331 = -708064.156467 nChanged 35 SP:Iteration 30Q (5575.142050 sec): 3 clusters Score: Raw -709793.406580 + Penalty 1715.019331 = -708078.387249 nChanged 35 SP:Iteration 31Q (5575.189844 sec): 3 clusters Score: Raw -709808.964475 + Penalty 1715.019331 = -708093.945144 nChanged 35 SP:Iteration 32Q (5575.234960 sec): 3 clusters Score: Raw -709819.762420 + Penalty 1715.019331 = -708104.743088 nChanged 15 SP:Iteration 33Q (5575.298819 sec): 3 clusters Score: Raw -709826.082628 + Penalty 1715.019331 = -708111.063297 nChanged 18 SP:Iteration 34Q (5575.353731 sec): 3 clusters Score: Raw -709833.891464 + Penalty 1715.019331 = -708118.872133 nChanged 27 SP:Iteration 35Q (5575.390673 sec): 3 clusters Score: Raw -709843.528923 + Penalty 1715.019331 = -708128.509591 nChanged 22 SP:Iteration 36Q (5575.460311 sec): 3 clusters Score: Raw -709851.981827 + Penalty 1715.019331 = -708136.962496 nChanged 18 SP:Iteration 37Q (5575.500026 sec): 3 clusters Score: Raw -709858.158415 + Penalty 1715.019331 = -708143.139083 nChanged 17 SP:Iteration 38Q (5575.562351 sec): 3 clusters Score: Raw -709863.857985 + Penalty 1715.019331 = -708148.838654 nChanged 15 SP:Iteration 39Q (5575.618571 sec): 3 clusters Score: Raw -709868.392305 + Penalty 1715.019331 = -708153.372973 nChanged 10 SP:Iteration 40F (5575.674754 sec): 3 clusters Score: Raw -709871.165020 + Penalty 1715.019331 = -708156.145688 nChanged 5 SP:Iteration 41Q (5575.726056 sec): 3 clusters Score: Raw -709872.602584 + Penalty 1715.019331 = -708157.583253 nChanged 5 SP:Iteration 42Q (5575.781641 sec): 3 clusters Score: Raw -709873.692997 + Penalty 1715.019331 = -708158.673666 nChanged 4 SP:Iteration 43Q (5575.835681 sec): 3 clusters Score: Raw -709874.618263 + Penalty 1715.019331 = -708159.598931 nChanged 3 SP:Iteration 44Q (5575.888882 sec): 3 clusters Score: Raw -709875.320258 + Penalty 1715.019331 = -708160.300927 nChanged 5 SP:Iteration 45Q (5575.946054 sec): 3 clusters Score: Raw -709877.067790 + Penalty 1715.019331 = -708162.048459 nChanged 7 SP:Iteration 46Q (5575.997395 sec): 3 clusters Score: Raw -709879.487294 + Penalty 1715.019331 = -708164.467962 nChanged 6 SP:Iteration 47Q (5576.046523 sec): 3 clusters Score: Raw -709882.461989 + Penalty 1715.019331 = -708167.442657 nChanged 9 SP:Iteration 48Q (5576.098262 sec): 3 clusters Score: Raw -709886.262474 + Penalty 1715.019331 = -708171.243142 nChanged 7 SP:Iteration 49Q (5576.150235 sec): 3 clusters Score: Raw -709889.305295 + Penalty 1715.019331 = -708174.285964 nChanged 4 SP:Iteration 50Q (5576.207257 sec): 3 clusters Score: Raw -709890.560958 + Penalty 1715.019331 = -708175.541626 nChanged 4 SP:Iteration 51Q (5576.267226 sec): 3 clusters Score: Raw -709891.604017 + Penalty 1715.019331 = -708176.584686 nChanged 2 SP:Iteration 52Q (5576.316159 sec): 3 clusters Score: Raw -709892.274072 + Penalty 1715.019331 = -708177.254741 nChanged 2 SP:Iteration 53Q (5576.368884 sec): 3 clusters Score: Raw -709892.647627 + Penalty 1715.019331 = -708177.628296 nChanged 0 SP:Iteration 54F (5576.417726 sec): 3 clusters Score: Raw -709892.647627 + Penalty 1715.019331 = -708177.628296 nChanged 0 Trying to split cluster 32 (3279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5576.453143 sec): 2 clusters Score: Raw -283665.447135 + Penalty 769.052909 = -282896.394226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5576.501171 sec): 3 clusters Score: Raw -281922.126275 + Penalty 1538.105818 = -280384.020457 nChanged 1355 SP:Iteration 1F (5576.549142 sec): 3 clusters Score: Raw -282673.995365 + Penalty 1538.105818 = -281135.889547 nChanged 216 SP:Iteration 2F (5576.595234 sec): 3 clusters Score: Raw -282773.417775 + Penalty 1538.105818 = -281235.311958 nChanged 152 SP:Iteration 3Q (5576.648510 sec): 3 clusters Score: Raw -282839.953682 + Penalty 1538.105818 = -281301.847865 nChanged 121 SP:Iteration 4Q (5576.688169 sec): 3 clusters Score: Raw -282895.066711 + Penalty 1538.105818 = -281356.960893 nChanged 95 SP:Iteration 5Q (5576.726596 sec): 3 clusters Score: Raw -282942.201905 + Penalty 1538.105818 = -281404.096088 nChanged 96 SP:Iteration 6Q (5576.787276 sec): 3 clusters Score: Raw -282988.308388 + Penalty 1538.105818 = -281450.202570 nChanged 83 SP:Iteration 7Q (5576.833140 sec): 3 clusters Score: Raw -283025.025953 + Penalty 1538.105818 = -281486.920136 nChanged 72 SP:Iteration 8Q (5576.880609 sec): 3 clusters Score: Raw -283063.133194 + Penalty 1538.105818 = -281525.027377 nChanged 86 SP:Iteration 9Q (5576.926750 sec): 3 clusters Score: Raw -283113.203822 + Penalty 1538.105818 = -281575.098004 nChanged 97 SP:Iteration 10Q (5576.983139 sec): 3 clusters Score: Raw -283157.626583 + Penalty 1538.105818 = -281619.520765 nChanged 79 SP:Iteration 11Q (5577.027517 sec): 3 clusters Score: Raw -283201.535804 + Penalty 1538.105818 = -281663.429987 nChanged 89 SP:Iteration 12Q (5577.079780 sec): 3 clusters Score: Raw -283260.533240 + Penalty 1538.105818 = -281722.427422 nChanged 86 SP:Iteration 13Q (5577.137821 sec): 3 clusters Score: Raw -283316.814354 + Penalty 1538.105818 = -281778.708537 nChanged 76 SP:Iteration 14Q (5577.189030 sec): 3 clusters Score: Raw -283362.010550 + Penalty 1538.105818 = -281823.904733 nChanged 74 SP:Iteration 15Q (5577.227373 sec): 3 clusters Score: Raw -283407.499014 + Penalty 1538.105818 = -281869.393196 nChanged 63 SP:Iteration 16Q (5577.276358 sec): 3 clusters Score: Raw -283446.455727 + Penalty 1538.105818 = -281908.349910 nChanged 66 SP:Iteration 17Q (5577.334299 sec): 3 clusters Score: Raw -283482.989365 + Penalty 1538.105818 = -281944.883547 nChanged 69 SP:Iteration 18Q (5577.374550 sec): 3 clusters Score: Raw -283526.891559 + Penalty 1538.105818 = -281988.785741 nChanged 56 SP:Iteration 19Q (5577.426992 sec): 3 clusters Score: Raw -283556.894777 + Penalty 1538.105818 = -282018.788959 nChanged 33 SP:Iteration 20F (5577.466099 sec): 3 clusters Score: Raw -283575.611915 + Penalty 1538.105818 = -282037.506097 nChanged 27 SP:Iteration 21Q (5577.521459 sec): 3 clusters Score: Raw -283591.598409 + Penalty 1538.105818 = -282053.492592 nChanged 26 SP:Iteration 22Q (5577.559661 sec): 3 clusters Score: Raw -283608.469558 + Penalty 1538.105818 = -282070.363741 nChanged 24 SP:Iteration 23Q (5577.605919 sec): 3 clusters Score: Raw -283622.323668 + Penalty 1538.105818 = -282084.217850 nChanged 25 SP:Iteration 24Q (5577.667414 sec): 3 clusters Score: Raw -283638.484856 + Penalty 1538.105818 = -282100.379038 nChanged 20 SP:Iteration 25Q (5577.707272 sec): 3 clusters Score: Raw -283648.119569 + Penalty 1538.105818 = -282110.013751 nChanged 18 SP:Iteration 26Q (5577.756029 sec): 3 clusters Score: Raw -283657.495208 + Penalty 1538.105818 = -282119.389390 nChanged 15 SP:Iteration 27Q (5577.799219 sec): 3 clusters Score: Raw -283666.377890 + Penalty 1538.105818 = -282128.272072 nChanged 15 SP:Iteration 28Q (5577.857662 sec): 3 clusters Score: Raw -283675.495835 + Penalty 1538.105818 = -282137.390018 nChanged 17 SP:Iteration 29Q (5577.905768 sec): 3 clusters Score: Raw -283683.004115 + Penalty 1538.105818 = -282144.898297 nChanged 7 SP:Iteration 30Q (5577.952190 sec): 3 clusters Score: Raw -283685.774772 + Penalty 1538.105818 = -282147.668955 nChanged 3 SP:Iteration 31Q (5577.994490 sec): 3 clusters Score: Raw -283687.601009 + Penalty 1538.105818 = -282149.495191 nChanged 3 SP:Iteration 32Q (5578.045070 sec): 3 clusters Score: Raw -283691.431411 + Penalty 1538.105818 = -282153.325594 nChanged 7 SP:Iteration 33Q (5578.091989 sec): 3 clusters Score: Raw -283697.594053 + Penalty 1538.105818 = -282159.488236 nChanged 8 SP:Iteration 34Q (5578.141976 sec): 3 clusters Score: Raw -283702.238830 + Penalty 1538.105818 = -282164.133012 nChanged 8 SP:Iteration 35Q (5578.199912 sec): 3 clusters Score: Raw -283707.272957 + Penalty 1538.105818 = -282169.167139 nChanged 12 SP:Iteration 36Q (5578.248849 sec): 3 clusters Score: Raw -283716.494010 + Penalty 1538.105818 = -282178.388192 nChanged 12 SP:Iteration 37Q (5578.296580 sec): 3 clusters Score: Raw -283725.091644 + Penalty 1538.105818 = -282186.985827 nChanged 9 SP:Iteration 38Q (5578.348198 sec): 3 clusters Score: Raw -283733.073432 + Penalty 1538.105818 = -282194.967614 nChanged 6 SP:Iteration 39Q (5578.388500 sec): 3 clusters Score: Raw -283738.949814 + Penalty 1538.105818 = -282200.843996 nChanged 5 SP:Iteration 40F (5578.441435 sec): 3 clusters Score: Raw -283743.269995 + Penalty 1538.105818 = -282205.164178 nChanged 5 SP:Iteration 41Q (5578.492984 sec): 3 clusters Score: Raw -283746.510281 + Penalty 1538.105818 = -282208.404464 nChanged 3 SP:Iteration 42Q (5578.543133 sec): 3 clusters Score: Raw -283748.322611 + Penalty 1538.105818 = -282210.216794 nChanged 2 SP:Iteration 43Q (5578.593673 sec): 3 clusters Score: Raw -283748.894452 + Penalty 1538.105818 = -282210.788634 nChanged 1 SP:Iteration 44Q (5578.637079 sec): 3 clusters Score: Raw -283749.491164 + Penalty 1538.105818 = -282211.385347 nChanged 0 SP:Iteration 45F (5578.677113 sec): 3 clusters Score: Raw -283749.491164 + Penalty 1538.105818 = -282211.385347 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5578.697536 sec): 2 clusters Score: Raw -41685.735332 + Penalty 588.855478 = -41096.879854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5578.739271 sec): 3 clusters Score: Raw -41545.318430 + Penalty 1177.710956 = -40367.607473 nChanged 136 SP:Iteration 1F (5578.785065 sec): 3 clusters Score: Raw -41670.133053 + Penalty 1177.710956 = -40492.422097 nChanged 28 SP:Iteration 2F (5578.822759 sec): 3 clusters Score: Raw -41700.407642 + Penalty 1177.710956 = -40522.696685 nChanged 13 SP:Iteration 3Q (5578.871631 sec): 3 clusters Score: Raw -41714.005728 + Penalty 1177.710956 = -40536.294772 nChanged 12 SP:Iteration 4Q (5578.913187 sec): 3 clusters Score: Raw -41726.657921 + Penalty 1177.710956 = -40548.946965 nChanged 8 SP:Iteration 5Q (5578.961528 sec): 3 clusters Score: Raw -41734.463301 + Penalty 1177.710956 = -40556.752345 nChanged 2 SP:Iteration 6Q (5579.005968 sec): 3 clusters Score: Raw -41735.822681 + Penalty 1177.710956 = -40558.111725 nChanged 1 SP:Iteration 7Q (5579.052390 sec): 3 clusters Score: Raw -41736.699046 + Penalty 1177.710956 = -40558.988090 nChanged 2 SP:Iteration 8Q (5579.113151 sec): 3 clusters Score: Raw -41737.733928 + Penalty 1177.710956 = -40560.022972 nChanged 2 SP:Iteration 9Q (5579.159305 sec): 3 clusters Score: Raw -41739.120933 + Penalty 1177.710956 = -40561.409977 nChanged 1 SP:Iteration 10Q (5579.200691 sec): 3 clusters Score: Raw -41741.516153 + Penalty 1177.710956 = -40563.805197 nChanged 2 SP:Iteration 11Q (5579.250447 sec): 3 clusters Score: Raw -41744.192372 + Penalty 1177.710956 = -40566.481416 nChanged 4 SP:Iteration 12Q (5579.287084 sec): 3 clusters Score: Raw -41748.663602 + Penalty 1177.710956 = -40570.952646 nChanged 4 SP:Iteration 13Q (5579.333700 sec): 3 clusters Score: Raw -41754.229892 + Penalty 1177.710956 = -40576.518936 nChanged 2 SP:Iteration 14Q (5579.380189 sec): 3 clusters Score: Raw -41756.850865 + Penalty 1177.710956 = -40579.139909 nChanged 4 SP:Iteration 15Q (5579.429352 sec): 3 clusters Score: Raw -41764.418678 + Penalty 1177.710956 = -40586.707722 nChanged 4 SP:Iteration 16Q (5579.476426 sec): 3 clusters Score: Raw -41769.644295 + Penalty 1177.710956 = -40591.933338 nChanged 4 SP:Iteration 17Q (5579.525676 sec): 3 clusters Score: Raw -41773.322647 + Penalty 1177.710956 = -40595.611691 nChanged 1 SP:Iteration 18Q (5579.575155 sec): 3 clusters Score: Raw -41774.409523 + Penalty 1177.710956 = -40596.698567 nChanged 1 SP:Iteration 19Q (5579.624666 sec): 3 clusters Score: Raw -41774.887557 + Penalty 1177.710956 = -40597.176601 nChanged 0 SP:Iteration 20F (5579.666931 sec): 3 clusters Score: Raw -41774.887557 + Penalty 1177.710956 = -40597.176601 nChanged 0 Trying to split cluster 34 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5579.693557 sec): 2 clusters Score: Raw -178950.640867 + Penalty 720.456849 = -178230.184018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5579.744620 sec): 3 clusters Score: Raw -177981.699615 + Penalty 1440.913697 = -176540.785918 nChanged 764 SP:Iteration 1F (5579.795492 sec): 3 clusters Score: Raw -178475.212070 + Penalty 1440.913697 = -177034.298373 nChanged 164 SP:Iteration 2F (5579.846371 sec): 3 clusters Score: Raw -178585.494375 + Penalty 1440.913697 = -177144.580678 nChanged 116 SP:Iteration 3F (5579.909282 sec): 3 clusters Score: Raw -178676.369665 + Penalty 1440.913697 = -177235.455968 nChanged 95 SP:Iteration 4Q (5579.950240 sec): 3 clusters Score: Raw -178749.116934 + Penalty 1440.913697 = -177308.203236 nChanged 94 SP:Iteration 5Q (5579.996368 sec): 3 clusters Score: Raw -178830.202131 + Penalty 1440.913697 = -177389.288434 nChanged 87 SP:Iteration 6Q (5580.046869 sec): 3 clusters Score: Raw -178907.043525 + Penalty 1440.913697 = -177466.129828 nChanged 84 SP:Iteration 7Q (5580.097428 sec): 3 clusters Score: Raw -178973.425509 + Penalty 1440.913697 = -177532.511811 nChanged 66 SP:Iteration 8Q (5580.145120 sec): 3 clusters Score: Raw -179019.500443 + Penalty 1440.913697 = -177578.586746 nChanged 56 SP:Iteration 9Q (5580.195171 sec): 3 clusters Score: Raw -179059.236572 + Penalty 1440.913697 = -177618.322875 nChanged 50 SP:Iteration 10Q (5580.241824 sec): 3 clusters Score: Raw -179086.646407 + Penalty 1440.913697 = -177645.732710 nChanged 31 SP:Iteration 11Q (5580.284957 sec): 3 clusters Score: Raw -179101.398785 + Penalty 1440.913697 = -177660.485088 nChanged 19 SP:Iteration 12Q (5580.335171 sec): 3 clusters Score: Raw -179107.953093 + Penalty 1440.913697 = -177667.039395 nChanged 15 SP:Iteration 13Q (5580.393163 sec): 3 clusters Score: Raw -179115.219024 + Penalty 1440.913697 = -177674.305327 nChanged 19 SP:Iteration 14Q (5580.444428 sec): 3 clusters Score: Raw -179125.554716 + Penalty 1440.913697 = -177684.641019 nChanged 19 SP:Iteration 15Q (5580.483951 sec): 3 clusters Score: Raw -179132.832357 + Penalty 1440.913697 = -177691.918660 nChanged 14 SP:Iteration 16Q (5580.527931 sec): 3 clusters Score: Raw -179136.005392 + Penalty 1440.913697 = -177695.091695 nChanged 7 SP:Iteration 17Q (5580.578537 sec): 3 clusters Score: Raw -179137.918252 + Penalty 1440.913697 = -177697.004554 nChanged 7 SP:Iteration 18Q (5580.624476 sec): 3 clusters Score: Raw -179141.286512 + Penalty 1440.913697 = -177700.372815 nChanged 10 SP:Iteration 19Q (5580.674953 sec): 3 clusters Score: Raw -179144.887159 + Penalty 1440.913697 = -177703.973462 nChanged 6 SP:Iteration 20F (5580.719783 sec): 3 clusters Score: Raw -179147.032303 + Penalty 1440.913697 = -177706.118606 nChanged 6 SP:Iteration 21Q (5580.770220 sec): 3 clusters Score: Raw -179149.481213 + Penalty 1440.913697 = -177708.567516 nChanged 4 SP:Iteration 22Q (5580.817090 sec): 3 clusters Score: Raw -179152.048225 + Penalty 1440.913697 = -177711.134528 nChanged 7 SP:Iteration 23Q (5580.862559 sec): 3 clusters Score: Raw -179153.779465 + Penalty 1440.913697 = -177712.865768 nChanged 3 SP:Iteration 24Q (5580.912813 sec): 3 clusters Score: Raw -179155.683205 + Penalty 1440.913697 = -177714.769508 nChanged 4 SP:Iteration 25Q (5580.959627 sec): 3 clusters Score: Raw -179157.887931 + Penalty 1440.913697 = -177716.974234 nChanged 2 SP:Iteration 26Q (5581.010141 sec): 3 clusters Score: Raw -179158.961592 + Penalty 1440.913697 = -177718.047895 nChanged 2 SP:Iteration 27Q (5581.055280 sec): 3 clusters Score: Raw -179159.310779 + Penalty 1440.913697 = -177718.397081 nChanged 4 SP:Iteration 28Q (5581.105523 sec): 3 clusters Score: Raw -179159.952331 + Penalty 1440.913697 = -177719.038634 nChanged 5 SP:Iteration 29Q (5581.155864 sec): 3 clusters Score: Raw -179160.929013 + Penalty 1440.913697 = -177720.015316 nChanged 3 SP:Iteration 30Q (5581.197587 sec): 3 clusters Score: Raw -179161.934328 + Penalty 1440.913697 = -177721.020631 nChanged 5 SP:Iteration 31Q (5581.248011 sec): 3 clusters Score: Raw -179164.441603 + Penalty 1440.913697 = -177723.527906 nChanged 6 SP:Iteration 32Q (5581.294591 sec): 3 clusters Score: Raw -179167.921838 + Penalty 1440.913697 = -177727.008140 nChanged 5 SP:Iteration 33Q (5581.337067 sec): 3 clusters Score: Raw -179171.116996 + Penalty 1440.913697 = -177730.203299 nChanged 10 SP:Iteration 34Q (5581.378099 sec): 3 clusters Score: Raw -179174.558159 + Penalty 1440.913697 = -177733.644461 nChanged 7 SP:Iteration 35Q (5581.428561 sec): 3 clusters Score: Raw -179176.657998 + Penalty 1440.913697 = -177735.744301 nChanged 5 SP:Iteration 36Q (5581.469715 sec): 3 clusters Score: Raw -179179.227431 + Penalty 1440.913697 = -177738.313734 nChanged 7 SP:Iteration 37Q (5581.519794 sec): 3 clusters Score: Raw -179182.785755 + Penalty 1440.913697 = -177741.872058 nChanged 6 SP:Iteration 38Q (5581.570286 sec): 3 clusters Score: Raw -179184.515198 + Penalty 1440.913697 = -177743.601501 nChanged 4 SP:Iteration 39Q (5581.614615 sec): 3 clusters Score: Raw -179186.549891 + Penalty 1440.913697 = -177745.636193 nChanged 5 SP:Iteration 40F (5581.655825 sec): 3 clusters Score: Raw -179189.122684 + Penalty 1440.913697 = -177748.208987 nChanged 5 SP:Iteration 41Q (5581.696228 sec): 3 clusters Score: Raw -179190.741900 + Penalty 1440.913697 = -177749.828203 nChanged 8 SP:Iteration 42Q (5581.746330 sec): 3 clusters Score: Raw -179193.729461 + Penalty 1440.913697 = -177752.815764 nChanged 4 SP:Iteration 43Q (5581.793070 sec): 3 clusters Score: Raw -179195.154299 + Penalty 1440.913697 = -177754.240602 nChanged 7 SP:Iteration 44Q (5581.843552 sec): 3 clusters Score: Raw -179199.565635 + Penalty 1440.913697 = -177758.651938 nChanged 12 SP:Iteration 45Q (5581.879807 sec): 3 clusters Score: Raw -179207.562163 + Penalty 1440.913697 = -177766.648466 nChanged 17 SP:Iteration 46Q (5581.923102 sec): 3 clusters Score: Raw -179215.014390 + Penalty 1440.913697 = -177774.100692 nChanged 10 SP:Iteration 47Q (5581.972913 sec): 3 clusters Score: Raw -179219.015990 + Penalty 1440.913697 = -177778.102293 nChanged 7 SP:Iteration 48Q (5582.016232 sec): 3 clusters Score: Raw -179221.952148 + Penalty 1440.913697 = -177781.038451 nChanged 5 SP:Iteration 49Q (5582.056070 sec): 3 clusters Score: Raw -179223.691821 + Penalty 1440.913697 = -177782.778124 nChanged 4 SP:Iteration 50Q (5582.106644 sec): 3 clusters Score: Raw -179224.844199 + Penalty 1440.913697 = -177783.930501 nChanged 5 SP:Iteration 51Q (5582.157128 sec): 3 clusters Score: Raw -179226.167113 + Penalty 1440.913697 = -177785.253415 nChanged 8 SP:Iteration 52Q (5582.197420 sec): 3 clusters Score: Raw -179229.169166 + Penalty 1440.913697 = -177788.255469 nChanged 6 SP:Iteration 53Q (5582.247509 sec): 3 clusters Score: Raw -179232.008642 + Penalty 1440.913697 = -177791.094945 nChanged 5 SP:Iteration 54Q (5582.294348 sec): 3 clusters Score: Raw -179233.560729 + Penalty 1440.913697 = -177792.647032 nChanged 5 SP:Iteration 55Q (5582.344690 sec): 3 clusters Score: Raw -179234.859839 + Penalty 1440.913697 = -177793.946142 nChanged 5 SP:Iteration 56Q (5582.387979 sec): 3 clusters Score: Raw -179237.771951 + Penalty 1440.913697 = -177796.858254 nChanged 4 SP:Iteration 57Q (5582.437780 sec): 3 clusters Score: Raw -179240.774743 + Penalty 1440.913697 = -177799.861046 nChanged 3 SP:Iteration 58Q (5582.487967 sec): 3 clusters Score: Raw -179241.747983 + Penalty 1440.913697 = -177800.834286 nChanged 2 SP:Iteration 59Q (5582.530055 sec): 3 clusters Score: Raw -179242.109789 + Penalty 1440.913697 = -177801.196092 nChanged 2 SP:Iteration 60F (5582.580617 sec): 3 clusters Score: Raw -179242.655798 + Penalty 1440.913697 = -177801.742101 nChanged 2 SP:Iteration 61Q (5582.630932 sec): 3 clusters Score: Raw -179242.800778 + Penalty 1440.913697 = -177801.887080 nChanged 0 SP:Iteration 62F (5582.681477 sec): 3 clusters Score: Raw -179242.800778 + Penalty 1440.913697 = -177801.887080 nChanged 0 Trying to split cluster 35 (5114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5582.723664 sec): 2 clusters Score: Raw -416448.332684 + Penalty 811.275030 = -415637.057654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5582.763219 sec): 3 clusters Score: Raw -413627.814058 + Penalty 1622.550060 = -412005.263998 nChanged 2220 SP:Iteration 1F (5582.809322 sec): 3 clusters Score: Raw -414902.345096 + Penalty 1622.550060 = -413279.795036 nChanged 408 SP:Iteration 2F (5582.859410 sec): 3 clusters Score: Raw -415202.843163 + Penalty 1622.550060 = -413580.293103 nChanged 380 SP:Iteration 3F (5582.910943 sec): 3 clusters Score: Raw -415517.311013 + Penalty 1622.550060 = -413894.760953 nChanged 364 SP:Iteration 4F (5582.945604 sec): 3 clusters Score: Raw -415822.646065 + Penalty 1622.550060 = -414200.096006 nChanged 345 SP:Iteration 5F (5583.005687 sec): 3 clusters Score: Raw -416125.316743 + Penalty 1622.550060 = -414502.766683 nChanged 275 SP:Iteration 6F (5583.020877 sec): 3 clusters Score: Raw -416305.312805 + Penalty 1622.550060 = -414682.762745 nChanged 188 SP:Iteration 7Q (5583.068312 sec): 3 clusters Score: Raw -416396.102807 + Penalty 1622.550060 = -414773.552747 nChanged 107 SP:Iteration 8Q (5583.109994 sec): 3 clusters Score: Raw -416433.385893 + Penalty 1622.550060 = -414810.835833 nChanged 74 SP:Iteration 9Q (5583.172236 sec): 3 clusters Score: Raw -416460.305958 + Penalty 1622.550060 = -414837.755899 nChanged 70 SP:Iteration 10Q (5583.221907 sec): 3 clusters Score: Raw -416484.133507 + Penalty 1622.550060 = -414861.583448 nChanged 46 SP:Iteration 11Q (5583.274204 sec): 3 clusters Score: Raw -416495.618227 + Penalty 1622.550060 = -414873.068167 nChanged 40 SP:Iteration 12Q (5583.330728 sec): 3 clusters Score: Raw -416505.989998 + Penalty 1622.550060 = -414883.439938 nChanged 29 SP:Iteration 13Q (5583.370467 sec): 3 clusters Score: Raw -416511.637578 + Penalty 1622.550060 = -414889.087518 nChanged 24 SP:Iteration 14Q (5583.426983 sec): 3 clusters Score: Raw -416515.247828 + Penalty 1622.550060 = -414892.697769 nChanged 14 SP:Iteration 15Q (5583.479709 sec): 3 clusters Score: Raw -416517.269902 + Penalty 1622.550060 = -414894.719842 nChanged 14 SP:Iteration 16Q (5583.531930 sec): 3 clusters Score: Raw -416518.859261 + Penalty 1622.550060 = -414896.309201 nChanged 13 SP:Iteration 17Q (5583.569165 sec): 3 clusters Score: Raw -416521.485338 + Penalty 1622.550060 = -414898.935278 nChanged 15 SP:Iteration 18Q (5583.627506 sec): 3 clusters Score: Raw -416525.113208 + Penalty 1622.550060 = -414902.563149 nChanged 12 SP:Iteration 19Q (5583.684093 sec): 3 clusters Score: Raw -416527.193589 + Penalty 1622.550060 = -414904.643529 nChanged 15 SP:Iteration 20F (5583.724275 sec): 3 clusters Score: Raw -416529.681057 + Penalty 1622.550060 = -414907.130998 nChanged 17 SP:Iteration 21Q (5583.776675 sec): 3 clusters Score: Raw -416532.555395 + Penalty 1622.550060 = -414910.005335 nChanged 19 SP:Iteration 22Q (5583.828126 sec): 3 clusters Score: Raw -416535.724343 + Penalty 1622.550060 = -414913.174284 nChanged 15 SP:Iteration 23Q (5583.880249 sec): 3 clusters Score: Raw -416538.236267 + Penalty 1622.550060 = -414915.686207 nChanged 16 SP:Iteration 24Q (5583.921547 sec): 3 clusters Score: Raw -416541.399683 + Penalty 1622.550060 = -414918.849624 nChanged 18 SP:Iteration 25Q (5583.976948 sec): 3 clusters Score: Raw -416545.128163 + Penalty 1622.550060 = -414922.578103 nChanged 15 SP:Iteration 26Q (5584.020290 sec): 3 clusters Score: Raw -416548.318535 + Penalty 1622.550060 = -414925.768475 nChanged 29 SP:Iteration 27Q (5584.077593 sec): 3 clusters Score: Raw -416553.621365 + Penalty 1622.550060 = -414931.071305 nChanged 25 SP:Iteration 28Q (5584.113404 sec): 3 clusters Score: Raw -416558.656481 + Penalty 1622.550060 = -414936.106422 nChanged 22 SP:Iteration 29Q (5584.163168 sec): 3 clusters Score: Raw -416563.416690 + Penalty 1622.550060 = -414940.866630 nChanged 23 SP:Iteration 30Q (5584.215246 sec): 3 clusters Score: Raw -416567.807315 + Penalty 1622.550060 = -414945.257255 nChanged 19 SP:Iteration 31Q (5584.266477 sec): 3 clusters Score: Raw -416571.043788 + Penalty 1622.550060 = -414948.493729 nChanged 16 SP:Iteration 32Q (5584.316214 sec): 3 clusters Score: Raw -416574.365338 + Penalty 1622.550060 = -414951.815278 nChanged 18 SP:Iteration 33Q (5584.359405 sec): 3 clusters Score: Raw -416577.191611 + Penalty 1622.550060 = -414954.641551 nChanged 11 SP:Iteration 34Q (5584.408135 sec): 3 clusters Score: Raw -416579.033199 + Penalty 1622.550060 = -414956.483139 nChanged 8 SP:Iteration 35Q (5584.455639 sec): 3 clusters Score: Raw -416579.919249 + Penalty 1622.550060 = -414957.369189 nChanged 12 SP:Iteration 36Q (5584.508758 sec): 3 clusters Score: Raw -416581.202397 + Penalty 1622.550060 = -414958.652337 nChanged 10 SP:Iteration 37Q (5584.561678 sec): 3 clusters Score: Raw -416583.302829 + Penalty 1622.550060 = -414960.752769 nChanged 16 SP:Iteration 38Q (5584.614076 sec): 3 clusters Score: Raw -416585.847318 + Penalty 1622.550060 = -414963.297259 nChanged 15 SP:Iteration 39Q (5584.666951 sec): 3 clusters Score: Raw -416587.764070 + Penalty 1622.550060 = -414965.214010 nChanged 14 SP:Iteration 40F (5584.715886 sec): 3 clusters Score: Raw -416589.759067 + Penalty 1622.550060 = -414967.209007 nChanged 6 SP:Iteration 41Q (5584.767437 sec): 3 clusters Score: Raw -416590.344576 + Penalty 1622.550060 = -414967.794516 nChanged 6 SP:Iteration 42Q (5584.823783 sec): 3 clusters Score: Raw -416591.229553 + Penalty 1622.550060 = -414968.679493 nChanged 5 SP:Iteration 43Q (5584.865852 sec): 3 clusters Score: Raw -416591.814124 + Penalty 1622.550060 = -414969.264065 nChanged 5 SP:Iteration 44Q (5584.910699 sec): 3 clusters Score: Raw -416592.129397 + Penalty 1622.550060 = -414969.579337 nChanged 4 SP:Iteration 45Q (5584.969314 sec): 3 clusters Score: Raw -416592.550520 + Penalty 1622.550060 = -414970.000461 nChanged 2 SP:Iteration 46Q (5585.011036 sec): 3 clusters Score: Raw -416592.717202 + Penalty 1622.550060 = -414970.167142 nChanged 0 SP:Iteration 47F (5585.073039 sec): 3 clusters Score: Raw -416592.717202 + Penalty 1622.550060 = -414970.167142 nChanged 0 Trying to split cluster 36 (14789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5585.114636 sec): 2 clusters Score: Raw -1288243.537423 + Penalty 912.155699 = -1287331.381724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5585.178548 sec): 3 clusters Score: Raw -1279151.227014 + Penalty 1824.311399 = -1277326.915615 nChanged 6785 SP:Iteration 1F (5585.242655 sec): 3 clusters Score: Raw -1282880.346600 + Penalty 1824.311399 = -1281056.035201 nChanged 808 SP:Iteration 2F (5585.306692 sec): 3 clusters Score: Raw -1283208.134953 + Penalty 1824.311399 = -1281383.823554 nChanged 843 SP:Iteration 3F (5585.372414 sec): 3 clusters Score: Raw -1283630.175362 + Penalty 1824.311399 = -1281805.863964 nChanged 934 SP:Iteration 4F (5585.428883 sec): 3 clusters Score: Raw -1284208.822369 + Penalty 1824.311399 = -1282384.510970 nChanged 1074 SP:Iteration 5F (5585.485727 sec): 3 clusters Score: Raw -1285029.609428 + Penalty 1824.311399 = -1283205.298030 nChanged 1127 SP:Iteration 6F (5585.555198 sec): 3 clusters Score: Raw -1285961.576719 + Penalty 1824.311399 = -1284137.265321 nChanged 983 SP:Iteration 7F (5585.610062 sec): 3 clusters Score: Raw -1286786.827590 + Penalty 1824.311399 = -1284962.516191 nChanged 725 SP:Iteration 8Q (5585.679157 sec): 3 clusters Score: Raw -1287347.609959 + Penalty 1824.311399 = -1285523.298561 nChanged 488 SP:Iteration 9Q (5585.735848 sec): 3 clusters Score: Raw -1287726.759099 + Penalty 1824.311399 = -1285902.447701 nChanged 346 SP:Iteration 10Q (5585.807684 sec): 3 clusters Score: Raw -1288030.677305 + Penalty 1824.311399 = -1286206.365906 nChanged 243 SP:Iteration 11Q (5585.868969 sec): 3 clusters Score: Raw -1288258.840790 + Penalty 1824.311399 = -1286434.529392 nChanged 174 SP:Iteration 12Q (5585.929103 sec): 3 clusters Score: Raw -1288420.707528 + Penalty 1824.311399 = -1286596.396129 nChanged 134 SP:Iteration 13Q (5585.979471 sec): 3 clusters Score: Raw -1288509.089525 + Penalty 1824.311399 = -1286684.778127 nChanged 107 SP:Iteration 14Q (5586.046374 sec): 3 clusters Score: Raw -1288570.274480 + Penalty 1824.311399 = -1286745.963081 nChanged 89 SP:Iteration 15Q (5586.105592 sec): 3 clusters Score: Raw -1288628.017517 + Penalty 1824.311399 = -1286803.706118 nChanged 82 SP:Iteration 16Q (5586.165193 sec): 3 clusters Score: Raw -1288680.723052 + Penalty 1824.311399 = -1286856.411654 nChanged 72 SP:Iteration 17Q (5586.228179 sec): 3 clusters Score: Raw -1288727.806359 + Penalty 1824.311399 = -1286903.494961 nChanged 49 SP:Iteration 18Q (5586.296197 sec): 3 clusters Score: Raw -1288752.829065 + Penalty 1824.311399 = -1286928.517666 nChanged 48 SP:Iteration 19Q (5586.359444 sec): 3 clusters Score: Raw -1288779.158923 + Penalty 1824.311399 = -1286954.847525 nChanged 35 SP:Iteration 20F (5586.417855 sec): 3 clusters Score: Raw -1288795.413290 + Penalty 1824.311399 = -1286971.101892 nChanged 30 SP:Iteration 21Q (5586.475386 sec): 3 clusters Score: Raw -1288806.040437 + Penalty 1824.311399 = -1286981.729038 nChanged 25 SP:Iteration 22Q (5586.541499 sec): 3 clusters Score: Raw -1288813.277252 + Penalty 1824.311399 = -1286988.965854 nChanged 19 SP:Iteration 23Q (5586.590799 sec): 3 clusters Score: Raw -1288818.560507 + Penalty 1824.311399 = -1286994.249108 nChanged 11 SP:Iteration 24Q (5586.663422 sec): 3 clusters Score: Raw -1288824.073877 + Penalty 1824.311399 = -1286999.762479 nChanged 15 SP:Iteration 25Q (5586.715389 sec): 3 clusters Score: Raw -1288833.467689 + Penalty 1824.311399 = -1287009.156290 nChanged 17 SP:Iteration 26Q (5586.784923 sec): 3 clusters Score: Raw -1288841.328341 + Penalty 1824.311399 = -1287017.016943 nChanged 18 SP:Iteration 27Q (5586.845483 sec): 3 clusters Score: Raw -1288849.411037 + Penalty 1824.311399 = -1287025.099638 nChanged 18 SP:Iteration 28Q (5586.893695 sec): 3 clusters Score: Raw -1288855.003442 + Penalty 1824.311399 = -1287030.692044 nChanged 12 SP:Iteration 29Q (5586.955213 sec): 3 clusters Score: Raw -1288860.131736 + Penalty 1824.311399 = -1287035.820337 nChanged 13 SP:Iteration 30Q (5587.024836 sec): 3 clusters Score: Raw -1288866.294414 + Penalty 1824.311399 = -1287041.983015 nChanged 15 SP:Iteration 31Q (5587.075926 sec): 3 clusters Score: Raw -1288869.700643 + Penalty 1824.311399 = -1287045.389244 nChanged 13 SP:Iteration 32Q (5587.122367 sec): 3 clusters Score: Raw -1288873.420824 + Penalty 1824.311399 = -1287049.109425 nChanged 12 SP:Iteration 33Q (5587.194845 sec): 3 clusters Score: Raw -1288877.693219 + Penalty 1824.311399 = -1287053.381820 nChanged 19 SP:Iteration 34Q (5587.244492 sec): 3 clusters Score: Raw -1288885.569394 + Penalty 1824.311399 = -1287061.257995 nChanged 15 SP:Iteration 35Q (5587.311446 sec): 3 clusters Score: Raw -1288890.907161 + Penalty 1824.311399 = -1287066.595762 nChanged 17 SP:Iteration 36Q (5587.367156 sec): 3 clusters Score: Raw -1288895.104201 + Penalty 1824.311399 = -1287070.792803 nChanged 8 SP:Iteration 37Q (5587.413786 sec): 3 clusters Score: Raw -1288897.132778 + Penalty 1824.311399 = -1287072.821380 nChanged 13 SP:Iteration 38Q (5587.477043 sec): 3 clusters Score: Raw -1288900.427672 + Penalty 1824.311399 = -1287076.116274 nChanged 5 SP:Iteration 39Q (5587.540390 sec): 3 clusters Score: Raw -1288902.758510 + Penalty 1824.311399 = -1287078.447112 nChanged 9 SP:Iteration 40F (5587.606584 sec): 3 clusters Score: Raw -1288905.456524 + Penalty 1824.311399 = -1287081.145125 nChanged 10 SP:Iteration 41Q (5587.669607 sec): 3 clusters Score: Raw -1288907.614003 + Penalty 1824.311399 = -1287083.302605 nChanged 5 SP:Iteration 42Q (5587.738066 sec): 3 clusters Score: Raw -1288908.247162 + Penalty 1824.311399 = -1287083.935764 nChanged 4 SP:Iteration 43Q (5587.791175 sec): 3 clusters Score: Raw -1288909.231380 + Penalty 1824.311399 = -1287084.919981 nChanged 5 SP:Iteration 44Q (5587.857546 sec): 3 clusters Score: Raw -1288910.543231 + Penalty 1824.311399 = -1287086.231832 nChanged 3 SP:Iteration 45Q (5587.911421 sec): 3 clusters Score: Raw -1288911.014405 + Penalty 1824.311399 = -1287086.703006 nChanged 1 SP:Iteration 46Q (5587.979852 sec): 3 clusters Score: Raw -1288911.127456 + Penalty 1824.311399 = -1287086.816058 nChanged 2 SP:Iteration 47Q (5588.043055 sec): 3 clusters Score: Raw -1288911.530646 + Penalty 1824.311399 = -1287087.219247 nChanged 3 SP:Iteration 48Q (5588.096994 sec): 3 clusters Score: Raw -1288912.480552 + Penalty 1824.311399 = -1287088.169154 nChanged 1 SP:Iteration 49Q (5588.149798 sec): 3 clusters Score: Raw -1288912.662697 + Penalty 1824.311399 = -1287088.351298 nChanged 1 SP:Iteration 50Q (5588.211644 sec): 3 clusters Score: Raw -1288912.797079 + Penalty 1824.311399 = -1287088.485680 nChanged 2 SP:Iteration 51Q (5588.267914 sec): 3 clusters Score: Raw -1288913.120909 + Penalty 1824.311399 = -1287088.809511 nChanged 1 SP:Iteration 52Q (5588.338276 sec): 3 clusters Score: Raw -1288913.294831 + Penalty 1824.311399 = -1287088.983433 nChanged 2 SP:Iteration 53Q (5588.411382 sec): 3 clusters Score: Raw -1288913.478238 + Penalty 1824.311399 = -1287089.166839 nChanged 2 SP:Iteration 54Q (5588.474100 sec): 3 clusters Score: Raw -1288913.742674 + Penalty 1824.311399 = -1287089.431275 nChanged 1 SP:Iteration 55Q (5588.531867 sec): 3 clusters Score: Raw -1288913.949539 + Penalty 1824.311399 = -1287089.638140 nChanged 1 SP:Iteration 56Q (5588.605028 sec): 3 clusters Score: Raw -1288914.028982 + Penalty 1824.311399 = -1287089.717583 nChanged 1 SP:Iteration 57Q (5588.656981 sec): 3 clusters Score: Raw -1288914.080550 + Penalty 1824.311399 = -1287089.769151 nChanged 0 SP:Iteration 58F (5588.724057 sec): 3 clusters Score: Raw -1288914.080550 + Penalty 1824.311399 = -1287089.769151 nChanged 0 Trying to split cluster 37 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.753156 sec): 2 clusters Score: Raw -527213.176060 + Penalty 828.505749 = -526384.670311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.808317 sec): 3 clusters Score: Raw -523752.130361 + Penalty 1657.011498 = -522095.118863 nChanged 2616 SP:Iteration 1F (5588.863066 sec): 3 clusters Score: Raw -525138.399011 + Penalty 1657.011498 = -523481.387513 nChanged 392 SP:Iteration 2F (5588.916378 sec): 3 clusters Score: Raw -525327.896023 + Penalty 1657.011498 = -523670.884525 nChanged 366 SP:Iteration 3F (5588.971341 sec): 3 clusters Score: Raw -525548.459415 + Penalty 1657.011498 = -523891.447916 nChanged 414 SP:Iteration 4F (5589.025985 sec): 3 clusters Score: Raw -525829.605548 + Penalty 1657.011498 = -524172.594049 nChanged 409 SP:Iteration 5F (5589.080726 sec): 3 clusters Score: Raw -526133.565946 + Penalty 1657.011498 = -524476.554448 nChanged 399 SP:Iteration 6F (5589.135469 sec): 3 clusters Score: Raw -526470.404535 + Penalty 1657.011498 = -524813.393037 nChanged 365 SP:Iteration 7F (5589.189389 sec): 3 clusters Score: Raw -526784.502114 + Penalty 1657.011498 = -525127.490616 nChanged 313 SP:Iteration 8F (5589.243756 sec): 3 clusters Score: Raw -527026.935783 + Penalty 1657.011498 = -525369.924285 nChanged 190 SP:Iteration 9Q (5589.298427 sec): 3 clusters Score: Raw -527159.280828 + Penalty 1657.011498 = -525502.269330 nChanged 126 SP:Iteration 10Q (5589.352979 sec): 3 clusters Score: Raw -527244.457065 + Penalty 1657.011498 = -525587.445567 nChanged 97 SP:Iteration 11Q (5589.407405 sec): 3 clusters Score: Raw -527299.920822 + Penalty 1657.011498 = -525642.909324 nChanged 66 SP:Iteration 12Q (5589.460648 sec): 3 clusters Score: Raw -527338.747293 + Penalty 1657.011498 = -525681.735795 nChanged 47 SP:Iteration 13Q (5589.527716 sec): 3 clusters Score: Raw -527360.456190 + Penalty 1657.011498 = -525703.444691 nChanged 38 SP:Iteration 14Q (5589.571007 sec): 3 clusters Score: Raw -527374.153463 + Penalty 1657.011498 = -525717.141965 nChanged 31 SP:Iteration 15Q (5589.625180 sec): 3 clusters Score: Raw -527382.457347 + Penalty 1657.011498 = -525725.445849 nChanged 21 SP:Iteration 16Q (5589.679194 sec): 3 clusters Score: Raw -527388.476690 + Penalty 1657.011498 = -525731.465192 nChanged 12 SP:Iteration 17Q (5589.732897 sec): 3 clusters Score: Raw -527390.961072 + Penalty 1657.011498 = -525733.949574 nChanged 10 SP:Iteration 18Q (5589.786726 sec): 3 clusters Score: Raw -527393.780594 + Penalty 1657.011498 = -525736.769096 nChanged 7 SP:Iteration 19Q (5589.840769 sec): 3 clusters Score: Raw -527395.686457 + Penalty 1657.011498 = -525738.674959 nChanged 9 SP:Iteration 20F (5589.897128 sec): 3 clusters Score: Raw -527397.952945 + Penalty 1657.011498 = -525740.941447 nChanged 8 SP:Iteration 21Q (5589.952260 sec): 3 clusters Score: Raw -527400.802758 + Penalty 1657.011498 = -525743.791260 nChanged 11 SP:Iteration 22Q (5590.017643 sec): 3 clusters Score: Raw -527405.408987 + Penalty 1657.011498 = -525748.397489 nChanged 14 SP:Iteration 23Q (5590.067648 sec): 3 clusters Score: Raw -527410.023556 + Penalty 1657.011498 = -525753.012058 nChanged 13 SP:Iteration 24Q (5590.126460 sec): 3 clusters Score: Raw -527414.591929 + Penalty 1657.011498 = -525757.580431 nChanged 11 SP:Iteration 25Q (5590.174665 sec): 3 clusters Score: Raw -527417.929200 + Penalty 1657.011498 = -525760.917702 nChanged 6 SP:Iteration 26Q (5590.212084 sec): 3 clusters Score: Raw -527419.498384 + Penalty 1657.011498 = -525762.486886 nChanged 5 SP:Iteration 27Q (5590.265977 sec): 3 clusters Score: Raw -527421.331532 + Penalty 1657.011498 = -525764.320034 nChanged 8 SP:Iteration 28Q (5590.319844 sec): 3 clusters Score: Raw -527424.343704 + Penalty 1657.011498 = -525767.332206 nChanged 10 SP:Iteration 29Q (5590.374992 sec): 3 clusters Score: Raw -527426.031421 + Penalty 1657.011498 = -525769.019923 nChanged 9 SP:Iteration 30Q (5590.428968 sec): 3 clusters Score: Raw -527429.863908 + Penalty 1657.011498 = -525772.852410 nChanged 13 SP:Iteration 31Q (5590.474205 sec): 3 clusters Score: Raw -527434.129654 + Penalty 1657.011498 = -525777.118156 nChanged 9 SP:Iteration 32Q (5590.539460 sec): 3 clusters Score: Raw -527436.544909 + Penalty 1657.011498 = -525779.533411 nChanged 5 SP:Iteration 33Q (5590.582270 sec): 3 clusters Score: Raw -527438.379069 + Penalty 1657.011498 = -525781.367571 nChanged 10 SP:Iteration 34Q (5590.627131 sec): 3 clusters Score: Raw -527442.204547 + Penalty 1657.011498 = -525785.193049 nChanged 9 SP:Iteration 35Q (5590.680123 sec): 3 clusters Score: Raw -527444.517244 + Penalty 1657.011498 = -525787.505746 nChanged 6 SP:Iteration 36Q (5590.734507 sec): 3 clusters Score: Raw -527445.748411 + Penalty 1657.011498 = -525788.736913 nChanged 3 SP:Iteration 37Q (5590.785403 sec): 3 clusters Score: Raw -527446.179046 + Penalty 1657.011498 = -525789.167548 nChanged 4 SP:Iteration 38Q (5590.838244 sec): 3 clusters Score: Raw -527447.224178 + Penalty 1657.011498 = -525790.212680 nChanged 2 SP:Iteration 39Q (5590.893747 sec): 3 clusters Score: Raw -527448.236536 + Penalty 1657.011498 = -525791.225038 nChanged 4 SP:Iteration 40F (5590.948643 sec): 3 clusters Score: Raw -527450.213494 + Penalty 1657.011498 = -525793.201996 nChanged 7 SP:Iteration 41Q (5591.002108 sec): 3 clusters Score: Raw -527453.096842 + Penalty 1657.011498 = -525796.085344 nChanged 6 SP:Iteration 42Q (5591.056094 sec): 3 clusters Score: Raw -527456.034120 + Penalty 1657.011498 = -525799.022622 nChanged 11 SP:Iteration 43Q (5591.107869 sec): 3 clusters Score: Raw -527460.196594 + Penalty 1657.011498 = -525803.185096 nChanged 10 SP:Iteration 44Q (5591.164822 sec): 3 clusters Score: Raw -527463.428179 + Penalty 1657.011498 = -525806.416681 nChanged 9 SP:Iteration 45Q (5591.217730 sec): 3 clusters Score: Raw -527467.054307 + Penalty 1657.011498 = -525810.042809 nChanged 6 SP:Iteration 46Q (5591.272661 sec): 3 clusters Score: Raw -527470.344589 + Penalty 1657.011498 = -525813.333091 nChanged 8 SP:Iteration 47Q (5591.284009 sec): 3 clusters Score: Raw -527474.789851 + Penalty 1657.011498 = -525817.778353 nChanged 11 SP:Iteration 48Q (5591.311257 sec): 3 clusters Score: Raw -527481.129555 + Penalty 1657.011498 = -525824.118057 nChanged 11 SP:Iteration 49Q (5591.330224 sec): 3 clusters Score: Raw -527486.903915 + Penalty 1657.011498 = -525829.892417 nChanged 8 SP:Iteration 50Q (5591.348951 sec): 3 clusters Score: Raw -527491.029033 + Penalty 1657.011498 = -525834.017535 nChanged 5 SP:Iteration 51Q (5591.367330 sec): 3 clusters Score: Raw -527493.446390 + Penalty 1657.011498 = -525836.434892 nChanged 3 SP:Iteration 52Q (5591.385833 sec): 3 clusters Score: Raw -527494.419365 + Penalty 1657.011498 = -525837.407866 nChanged 1 SP:Iteration 53Q (5591.416801 sec): 3 clusters Score: Raw -527494.503911 + Penalty 1657.011498 = -525837.492413 nChanged 2 SP:Iteration 54Q (5591.435168 sec): 3 clusters Score: Raw -527495.207169 + Penalty 1657.011498 = -525838.195671 nChanged 1 SP:Iteration 55Q (5591.453612 sec): 3 clusters Score: Raw -527495.362492 + Penalty 1657.011498 = -525838.350994 nChanged 1 SP:Iteration 56Q (5591.471952 sec): 3 clusters Score: Raw -527495.598675 + Penalty 1657.011498 = -525838.587176 nChanged 1 SP:Iteration 57Q (5591.507635 sec): 3 clusters Score: Raw -527497.010095 + Penalty 1657.011498 = -525839.998597 nChanged 2 SP:Iteration 58Q (5591.525987 sec): 3 clusters Score: Raw -527498.151673 + Penalty 1657.011498 = -525841.140175 nChanged 3 SP:Iteration 59Q (5591.544345 sec): 3 clusters Score: Raw -527499.108604 + Penalty 1657.011498 = -525842.097106 nChanged 2 SP:Iteration 60F (5591.564014 sec): 3 clusters Score: Raw -527499.408389 + Penalty 1657.011498 = -525842.396891 nChanged 1 SP:Iteration 61Q (5591.602476 sec): 3 clusters Score: Raw -527499.463978 + Penalty 1657.011498 = -525842.452480 nChanged 1 SP:Iteration 62Q (5591.621174 sec): 3 clusters Score: Raw -527499.555297 + Penalty 1657.011498 = -525842.543798 nChanged 0 SP:Iteration 63F (5591.641056 sec): 3 clusters Score: Raw -527499.555297 + Penalty 1657.011498 = -525842.543798 nChanged 0 Trying to split cluster 38 (9179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5591.675010 sec): 2 clusters Score: Raw -775365.917925 + Penalty 866.843987 = -774499.073938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5591.699625 sec): 3 clusters Score: Raw -770057.511064 + Penalty 1733.687974 = -768323.823090 nChanged 4074 SP:Iteration 1F (5591.723242 sec): 3 clusters Score: Raw -773036.521779 + Penalty 1733.687974 = -771302.833806 nChanged 840 SP:Iteration 2F (5591.746784 sec): 3 clusters Score: Raw -773701.135629 + Penalty 1733.687974 = -771967.447655 nChanged 675 SP:Iteration 3F (5591.770446 sec): 3 clusters Score: Raw -774195.175080 + Penalty 1733.687974 = -772461.487107 nChanged 534 SP:Iteration 4F (5591.794130 sec): 3 clusters Score: Raw -774617.373977 + Penalty 1733.687974 = -772883.686004 nChanged 410 SP:Iteration 5Q (5591.817631 sec): 3 clusters Score: Raw -774949.809205 + Penalty 1733.687974 = -773216.121232 nChanged 306 SP:Iteration 6Q (5591.841520 sec): 3 clusters Score: Raw -775186.442404 + Penalty 1733.687974 = -773452.754431 nChanged 232 SP:Iteration 7Q (5591.865043 sec): 3 clusters Score: Raw -775327.087708 + Penalty 1733.687974 = -773593.399735 nChanged 165 SP:Iteration 8Q (5591.901137 sec): 3 clusters Score: Raw -775423.988706 + Penalty 1733.687974 = -773690.300733 nChanged 141 SP:Iteration 9Q (5591.924016 sec): 3 clusters Score: Raw -775510.854250 + Penalty 1733.687974 = -773777.166277 nChanged 113 SP:Iteration 10Q (5591.946663 sec): 3 clusters Score: Raw -775605.824002 + Penalty 1733.687974 = -773872.136028 nChanged 111 SP:Iteration 11Q (5591.979010 sec): 3 clusters Score: Raw -775669.705825 + Penalty 1733.687974 = -773936.017851 nChanged 84 SP:Iteration 12Q (5592.001394 sec): 3 clusters Score: Raw -775708.627641 + Penalty 1733.687974 = -773974.939667 nChanged 81 SP:Iteration 13Q (5592.023605 sec): 3 clusters Score: Raw -775737.213404 + Penalty 1733.687974 = -774003.525431 nChanged 65 SP:Iteration 14Q (5592.045856 sec): 3 clusters Score: Raw -775754.244235 + Penalty 1733.687974 = -774020.556261 nChanged 49 SP:Iteration 15Q (5592.067986 sec): 3 clusters Score: Raw -775767.595462 + Penalty 1733.687974 = -774033.907488 nChanged 51 SP:Iteration 16Q (5592.090202 sec): 3 clusters Score: Raw -775779.274129 + Penalty 1733.687974 = -774045.586155 nChanged 39 SP:Iteration 17Q (5592.149007 sec): 3 clusters Score: Raw -775787.586038 + Penalty 1733.687974 = -774053.898064 nChanged 32 SP:Iteration 18Q (5592.217304 sec): 3 clusters Score: Raw -775793.417017 + Penalty 1733.687974 = -774059.729043 nChanged 27 SP:Iteration 19Q (5592.266176 sec): 3 clusters Score: Raw -775797.267782 + Penalty 1733.687974 = -774063.579809 nChanged 17 SP:Iteration 20F (5592.323712 sec): 3 clusters Score: Raw -775799.527298 + Penalty 1733.687974 = -774065.839324 nChanged 18 SP:Iteration 21Q (5592.392175 sec): 3 clusters Score: Raw -775802.485060 + Penalty 1733.687974 = -774068.797086 nChanged 23 SP:Iteration 22Q (5592.453283 sec): 3 clusters Score: Raw -775805.991081 + Penalty 1733.687974 = -774072.303107 nChanged 16 SP:Iteration 23Q (5592.513174 sec): 3 clusters Score: Raw -775808.228223 + Penalty 1733.687974 = -774074.540249 nChanged 17 SP:Iteration 24Q (5592.565510 sec): 3 clusters Score: Raw -775810.914327 + Penalty 1733.687974 = -774077.226354 nChanged 18 SP:Iteration 25Q (5592.629551 sec): 3 clusters Score: Raw -775813.124080 + Penalty 1733.687974 = -774079.436107 nChanged 19 SP:Iteration 26Q (5592.688650 sec): 3 clusters Score: Raw -775815.241007 + Penalty 1733.687974 = -774081.553034 nChanged 10 SP:Iteration 27Q (5592.739739 sec): 3 clusters Score: Raw -775816.143290 + Penalty 1733.687974 = -774082.455316 nChanged 9 SP:Iteration 28Q (5592.794864 sec): 3 clusters Score: Raw -775816.805685 + Penalty 1733.687974 = -774083.117711 nChanged 11 SP:Iteration 29Q (5592.846378 sec): 3 clusters Score: Raw -775817.593369 + Penalty 1733.687974 = -774083.905395 nChanged 4 SP:Iteration 30Q (5592.911998 sec): 3 clusters Score: Raw -775817.784119 + Penalty 1733.687974 = -774084.096145 nChanged 0 SP:Iteration 31F (5592.972875 sec): 3 clusters Score: Raw -775817.784119 + Penalty 1733.687974 = -774084.096145 nChanged 0 Trying to split cluster 39 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5592.998478 sec): 2 clusters Score: Raw -119028.338359 + Penalty 692.188213 = -118336.150146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5593.044836 sec): 3 clusters Score: Raw -118398.241607 + Penalty 1384.376426 = -117013.865181 nChanged 510 SP:Iteration 1F (5593.087177 sec): 3 clusters Score: Raw -118814.899774 + Penalty 1384.376426 = -117430.523348 nChanged 159 SP:Iteration 2F (5593.142841 sec): 3 clusters Score: Raw -119038.801298 + Penalty 1384.376426 = -117654.424873 nChanged 126 SP:Iteration 3F (5593.185433 sec): 3 clusters Score: Raw -119184.682650 + Penalty 1384.376426 = -117800.306224 nChanged 86 SP:Iteration 4F (5593.237108 sec): 3 clusters Score: Raw -119275.479627 + Penalty 1384.376426 = -117891.103201 nChanged 72 SP:Iteration 5Q (5593.276113 sec): 3 clusters Score: Raw -119334.595555 + Penalty 1384.376426 = -117950.219129 nChanged 61 SP:Iteration 6Q (5593.329906 sec): 3 clusters Score: Raw -119386.633785 + Penalty 1384.376426 = -118002.257359 nChanged 37 SP:Iteration 7Q (5593.370069 sec): 3 clusters Score: Raw -119412.861608 + Penalty 1384.376426 = -118028.485182 nChanged 21 SP:Iteration 8Q (5593.424382 sec): 3 clusters Score: Raw -119426.354206 + Penalty 1384.376426 = -118041.977780 nChanged 13 SP:Iteration 9Q (5593.469663 sec): 3 clusters Score: Raw -119436.125992 + Penalty 1384.376426 = -118051.749566 nChanged 17 SP:Iteration 10Q (5593.505754 sec): 3 clusters Score: Raw -119446.566658 + Penalty 1384.376426 = -118062.190232 nChanged 17 SP:Iteration 11Q (5593.550014 sec): 3 clusters Score: Raw -119457.642245 + Penalty 1384.376426 = -118073.265820 nChanged 13 SP:Iteration 12Q (5593.601893 sec): 3 clusters Score: Raw -119466.615260 + Penalty 1384.376426 = -118082.238834 nChanged 6 SP:Iteration 13Q (5593.643834 sec): 3 clusters Score: Raw -119469.203082 + Penalty 1384.376426 = -118084.826656 nChanged 3 SP:Iteration 14Q (5593.697204 sec): 3 clusters Score: Raw -119470.435779 + Penalty 1384.376426 = -118086.059353 nChanged 2 SP:Iteration 15Q (5593.747233 sec): 3 clusters Score: Raw -119470.807868 + Penalty 1384.376426 = -118086.431442 nChanged 1 SP:Iteration 16Q (5593.787129 sec): 3 clusters Score: Raw -119471.030327 + Penalty 1384.376426 = -118086.653901 nChanged 0 SP:Iteration 17F (5593.831629 sec): 3 clusters Score: Raw -119471.030327 + Penalty 1384.376426 = -118086.653901 nChanged 0 Trying to split cluster 40 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5593.850110 sec): 2 clusters Score: Raw -33680.285224 + Penalty 585.314696 = -33094.970528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5593.895517 sec): 3 clusters Score: Raw -33560.075454 + Penalty 1170.629391 = -32389.446063 nChanged 129 SP:Iteration 1F (5593.938402 sec): 3 clusters Score: Raw -33753.892852 + Penalty 1170.629391 = -32583.263461 nChanged 53 SP:Iteration 2F (5593.979810 sec): 3 clusters Score: Raw -33892.043064 + Penalty 1170.629391 = -32721.413673 nChanged 36 SP:Iteration 3F (5594.036907 sec): 3 clusters Score: Raw -34064.721154 + Penalty 1170.629391 = -32894.091763 nChanged 23 SP:Iteration 4Q (5594.076182 sec): 3 clusters Score: Raw -34168.115266 + Penalty 1170.629391 = -32997.485875 nChanged 21 SP:Iteration 5Q (5594.112333 sec): 3 clusters Score: Raw -34227.400432 + Penalty 1170.629391 = -33056.771041 nChanged 9 SP:Iteration 6Q (5594.158310 sec): 3 clusters Score: Raw -34254.697296 + Penalty 1170.629391 = -33084.067905 nChanged 8 SP:Iteration 7Q (5594.213889 sec): 3 clusters Score: Raw -34269.150691 + Penalty 1170.629391 = -33098.521300 nChanged 6 SP:Iteration 8Q (5594.249770 sec): 3 clusters Score: Raw -34278.468072 + Penalty 1170.629391 = -33107.838681 nChanged 1 SP:Iteration 9Q (5594.295258 sec): 3 clusters Score: Raw -34279.546666 + Penalty 1170.629391 = -33108.917275 nChanged 0 SP:Iteration 10F (5594.343816 sec): 3 clusters Score: Raw -34279.546666 + Penalty 1170.629391 = -33108.917275 nChanged 0 Score: Raw -69585731.023219 + Penalty 59620.935958 = -69526110.087261 Splitting cluster 40 changes total score from -69526806.910253 to -69526110.087261 So it's not getting split. Trying to split cluster 41 (96443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5612.360508 sec): 2 clusters Score: Raw -8204125.597314 + Penalty 1090.287207 = -8203035.310107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5612.536089 sec): 3 clusters Score: Raw -8140472.838191 + Penalty 2180.574413 = -8138292.263777 nChanged 46713 SP:Iteration 1F (5612.695450 sec): 3 clusters Score: Raw -8167902.070683 + Penalty 2180.574413 = -8165721.496269 nChanged 3811 SP:Iteration 2Q (5612.865773 sec): 3 clusters Score: Raw -8169004.205457 + Penalty 2180.574413 = -8166823.631043 nChanged 4154 SP:Iteration 3Q (5613.023484 sec): 3 clusters Score: Raw -8170478.720724 + Penalty 2180.574413 = -8168298.146310 nChanged 4834 SP:Iteration 4F (5613.183348 sec): 3 clusters Score: Raw -8172618.891487 + Penalty 2180.574413 = -8170438.317074 nChanged 5463 SP:Iteration 5F (5613.347734 sec): 3 clusters Score: Raw -8175552.253888 + Penalty 2180.574413 = -8173371.679475 nChanged 5897 SP:Iteration 6F (5613.507333 sec): 3 clusters Score: Raw -8179262.385362 + Penalty 2180.574413 = -8177081.810949 nChanged 5890 SP:Iteration 7F (5613.664505 sec): 3 clusters Score: Raw -8183554.064580 + Penalty 2180.574413 = -8181373.490166 nChanged 5600 SP:Iteration 8F (5613.820427 sec): 3 clusters Score: Raw -8187882.864372 + Penalty 2180.574413 = -8185702.289959 nChanged 4573 SP:Iteration 9Q (5613.978182 sec): 3 clusters Score: Raw -8191039.080524 + Penalty 2180.574413 = -8188858.506110 nChanged 3288 SP:Iteration 10Q (5614.142183 sec): 3 clusters Score: Raw -8192697.511020 + Penalty 2180.574413 = -8190516.936607 nChanged 2307 SP:Iteration 11Q (5614.305762 sec): 3 clusters Score: Raw -8193624.821637 + Penalty 2180.574413 = -8191444.247224 nChanged 1813 SP:Iteration 12Q (5614.469881 sec): 3 clusters Score: Raw -8194360.727732 + Penalty 2180.574413 = -8192180.153318 nChanged 1803 SP:Iteration 13Q (5614.625811 sec): 3 clusters Score: Raw -8195093.153298 + Penalty 2180.574413 = -8192912.578884 nChanged 1676 SP:Iteration 14Q (5614.795583 sec): 3 clusters Score: Raw -8195796.151549 + Penalty 2180.574413 = -8193615.577135 nChanged 1682 SP:Iteration 15Q (5614.954809 sec): 3 clusters Score: Raw -8196496.088130 + Penalty 2180.574413 = -8194315.513717 nChanged 1577 SP:Iteration 16Q (5615.129138 sec): 3 clusters Score: Raw -8197136.979756 + Penalty 2180.574413 = -8194956.405342 nChanged 1547 SP:Iteration 17Q (5615.298020 sec): 3 clusters Score: Raw -8197755.294151 + Penalty 2180.574413 = -8195574.719738 nChanged 1456 SP:Iteration 18Q (5615.457871 sec): 3 clusters Score: Raw -8198332.412377 + Penalty 2180.574413 = -8196151.837963 nChanged 1375 SP:Iteration 19Q (5615.634171 sec): 3 clusters Score: Raw -8198852.226643 + Penalty 2180.574413 = -8196671.652229 nChanged 1320 SP:Iteration 20F (5615.798688 sec): 3 clusters Score: Raw -8199348.059389 + Penalty 2180.574413 = -8197167.484976 nChanged 1240 SP:Iteration 21Q (5615.961185 sec): 3 clusters Score: Raw -8199806.967891 + Penalty 2180.574413 = -8197626.393478 nChanged 1203 SP:Iteration 22Q (5616.119292 sec): 3 clusters Score: Raw -8200257.223580 + Penalty 2180.574413 = -8198076.649166 nChanged 1150 SP:Iteration 23Q (5616.280341 sec): 3 clusters Score: Raw -8200683.213951 + Penalty 2180.574413 = -8198502.639537 nChanged 1067 SP:Iteration 24Q (5616.443545 sec): 3 clusters Score: Raw -8201056.485025 + Penalty 2180.574413 = -8198875.910611 nChanged 991 SP:Iteration 25Q (5616.602148 sec): 3 clusters Score: Raw -8201414.170125 + Penalty 2180.574413 = -8199233.595711 nChanged 929 SP:Iteration 26Q (5616.756840 sec): 3 clusters Score: Raw -8201751.143836 + Penalty 2180.574413 = -8199570.569423 nChanged 843 SP:Iteration 27Q (5616.898369 sec): 3 clusters Score: Raw -8202058.662845 + Penalty 2180.574413 = -8199878.088431 nChanged 810 SP:Iteration 28Q (5617.066128 sec): 3 clusters Score: Raw -8202354.877403 + Penalty 2180.574413 = -8200174.302989 nChanged 704 SP:Iteration 29Q (5617.211106 sec): 3 clusters Score: Raw -8202609.924459 + Penalty 2180.574413 = -8200429.350046 nChanged 651 SP:Iteration 30Q (5617.369455 sec): 3 clusters Score: Raw -8202854.466386 + Penalty 2180.574413 = -8200673.891972 nChanged 600 SP:Iteration 31Q (5617.515017 sec): 3 clusters Score: Raw -8203086.421361 + Penalty 2180.574413 = -8200905.846947 nChanged 533 SP:Iteration 32Q (5617.651969 sec): 3 clusters Score: Raw -8203295.443009 + Penalty 2180.574413 = -8201114.868595 nChanged 463 SP:Iteration 33Q (5617.804704 sec): 3 clusters Score: Raw -8203471.580778 + Penalty 2180.574413 = -8201291.006364 nChanged 402 SP:Iteration 34Q (5617.955254 sec): 3 clusters Score: Raw -8203632.263671 + Penalty 2180.574413 = -8201451.689257 nChanged 381 SP:Iteration 35Q (5618.111521 sec): 3 clusters Score: Raw -8203781.705159 + Penalty 2180.574413 = -8201601.130746 nChanged 325 SP:Iteration 36Q (5618.265740 sec): 3 clusters Score: Raw -8203897.990488 + Penalty 2180.574413 = -8201717.416075 nChanged 277 SP:Iteration 37Q (5618.410559 sec): 3 clusters Score: Raw -8203985.000776 + Penalty 2180.574413 = -8201804.426362 nChanged 203 SP:Iteration 38Q (5618.557117 sec): 3 clusters Score: Raw -8204048.755157 + Penalty 2180.574413 = -8201868.180743 nChanged 194 SP:Iteration 39Q (5618.698139 sec): 3 clusters Score: Raw -8204112.632294 + Penalty 2180.574413 = -8201932.057881 nChanged 163 SP:Iteration 40F (5618.861302 sec): 3 clusters Score: Raw -8204160.166148 + Penalty 2180.574413 = -8201979.591734 nChanged 116 SP:Iteration 41Q (5619.017036 sec): 3 clusters Score: Raw -8204190.537694 + Penalty 2180.574413 = -8202009.963281 nChanged 96 SP:Iteration 42Q (5619.157351 sec): 3 clusters Score: Raw -8204217.719184 + Penalty 2180.574413 = -8202037.144771 nChanged 86 SP:Iteration 43Q (5619.306641 sec): 3 clusters Score: Raw -8204241.169489 + Penalty 2180.574413 = -8202060.595075 nChanged 83 SP:Iteration 44Q (5619.464260 sec): 3 clusters Score: Raw -8204261.230714 + Penalty 2180.574413 = -8202080.656301 nChanged 68 SP:Iteration 45Q (5619.606842 sec): 3 clusters Score: Raw -8204277.103163 + Penalty 2180.574413 = -8202096.528749 nChanged 59 SP:Iteration 46Q (5619.747319 sec): 3 clusters Score: Raw -8204288.205533 + Penalty 2180.574413 = -8202107.631119 nChanged 37 SP:Iteration 47Q (5619.887969 sec): 3 clusters Score: Raw -8204295.767895 + Penalty 2180.574413 = -8202115.193482 nChanged 39 SP:Iteration 48Q (5620.028334 sec): 3 clusters Score: Raw -8204304.488318 + Penalty 2180.574413 = -8202123.913905 nChanged 30 SP:Iteration 49Q (5620.170440 sec): 3 clusters Score: Raw -8204311.547818 + Penalty 2180.574413 = -8202130.973405 nChanged 41 SP:Iteration 50Q (5620.310873 sec): 3 clusters Score: Raw -8204320.707426 + Penalty 2180.574413 = -8202140.133013 nChanged 39 SP:Iteration 51Q (5620.451229 sec): 3 clusters Score: Raw -8204328.563045 + Penalty 2180.574413 = -8202147.988631 nChanged 28 SP:Iteration 52Q (5620.588175 sec): 3 clusters Score: Raw -8204333.749463 + Penalty 2180.574413 = -8202153.175049 nChanged 26 SP:Iteration 53Q (5620.739501 sec): 3 clusters Score: Raw -8204339.019948 + Penalty 2180.574413 = -8202158.445534 nChanged 25 SP:Iteration 54Q (5620.885950 sec): 3 clusters Score: Raw -8204342.480012 + Penalty 2180.574413 = -8202161.905598 nChanged 17 SP:Iteration 55Q (5621.028562 sec): 3 clusters Score: Raw -8204344.668354 + Penalty 2180.574413 = -8202164.093941 nChanged 14 SP:Iteration 56Q (5621.185793 sec): 3 clusters Score: Raw -8204346.772047 + Penalty 2180.574413 = -8202166.197633 nChanged 18 SP:Iteration 57Q (5621.341390 sec): 3 clusters Score: Raw -8204349.722549 + Penalty 2180.574413 = -8202169.148136 nChanged 16 SP:Iteration 58Q (5621.487962 sec): 3 clusters Score: Raw -8204352.105072 + Penalty 2180.574413 = -8202171.530659 nChanged 8 SP:Iteration 59Q (5621.631786 sec): 3 clusters Score: Raw -8204353.013121 + Penalty 2180.574413 = -8202172.438708 nChanged 3 SP:Iteration 60F (5621.792707 sec): 3 clusters Score: Raw -8204353.538675 + Penalty 2180.574413 = -8202172.964261 nChanged 4 SP:Iteration 61Q (5621.935738 sec): 3 clusters Score: Raw -8204353.950067 + Penalty 2180.574413 = -8202173.375653 nChanged 6 SP:Iteration 62Q (5622.082473 sec): 3 clusters Score: Raw -8204354.675126 + Penalty 2180.574413 = -8202174.100713 nChanged 4 SP:Iteration 63Q (5622.235282 sec): 3 clusters Score: Raw -8204355.058612 + Penalty 2180.574413 = -8202174.484199 nChanged 5 SP:Iteration 64Q (5622.374225 sec): 3 clusters Score: Raw -8204355.990554 + Penalty 2180.574413 = -8202175.416141 nChanged 8 SP:Iteration 65Q (5622.520675 sec): 3 clusters Score: Raw -8204357.442961 + Penalty 2180.574413 = -8202176.868548 nChanged 5 SP:Iteration 66Q (5622.672781 sec): 3 clusters Score: Raw -8204358.651126 + Penalty 2180.574413 = -8202178.076713 nChanged 3 SP:Iteration 67Q (5622.824467 sec): 3 clusters Score: Raw -8204358.992894 + Penalty 2180.574413 = -8202178.418480 nChanged 1 SP:Iteration 68Q (5622.964566 sec): 3 clusters Score: Raw -8204359.191417 + Penalty 2180.574413 = -8202178.617004 nChanged 2 SP:Iteration 69Q (5623.117396 sec): 3 clusters Score: Raw -8204359.519467 + Penalty 2180.574413 = -8202178.945053 nChanged 2 SP:Iteration 70Q (5623.268624 sec): 3 clusters Score: Raw -8204359.701825 + Penalty 2180.574413 = -8202179.127411 nChanged 2 SP:Iteration 71Q (5623.410182 sec): 3 clusters Score: Raw -8204359.905126 + Penalty 2180.574413 = -8202179.330713 nChanged 0 SP:Iteration 72F (5623.540259 sec): 3 clusters Score: Raw -8204359.905126 + Penalty 2180.574413 = -8202179.330713 nChanged 0 Trying to split cluster 42 (4062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5623.553721 sec): 2 clusters Score: Raw -300391.240526 + Penalty 789.395921 = -299601.844605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5623.569783 sec): 3 clusters Score: Raw -298149.682557 + Penalty 1578.791841 = -296570.890716 nChanged 1730 SP:Iteration 1F (5623.587225 sec): 3 clusters Score: Raw -299108.026517 + Penalty 1578.791841 = -297529.234676 nChanged 317 SP:Iteration 2F (5623.637584 sec): 3 clusters Score: Raw -299295.621908 + Penalty 1578.791841 = -297716.830067 nChanged 277 SP:Iteration 3F (5623.690445 sec): 3 clusters Score: Raw -299480.622505 + Penalty 1578.791841 = -297901.830664 nChanged 262 SP:Iteration 4F (5623.731761 sec): 3 clusters Score: Raw -299674.060713 + Penalty 1578.791841 = -298095.268872 nChanged 273 SP:Iteration 5F (5623.787649 sec): 3 clusters Score: Raw -299941.051805 + Penalty 1578.791841 = -298362.259964 nChanged 288 SP:Iteration 6F (5623.829249 sec): 3 clusters Score: Raw -300284.065169 + Penalty 1578.791841 = -298705.273328 nChanged 254 SP:Iteration 7F (5623.886348 sec): 3 clusters Score: Raw -300605.351344 + Penalty 1578.791841 = -299026.559503 nChanged 180 SP:Iteration 8Q (5623.926794 sec): 3 clusters Score: Raw -300770.967215 + Penalty 1578.791841 = -299192.175374 nChanged 104 SP:Iteration 9Q (5623.986343 sec): 3 clusters Score: Raw -300848.426625 + Penalty 1578.791841 = -299269.634784 nChanged 62 SP:Iteration 10Q (5624.028480 sec): 3 clusters Score: Raw -300888.134464 + Penalty 1578.791841 = -299309.342623 nChanged 36 SP:Iteration 11Q (5624.087504 sec): 3 clusters Score: Raw -300907.330745 + Penalty 1578.791841 = -299328.538904 nChanged 23 SP:Iteration 12Q (5624.127934 sec): 3 clusters Score: Raw -300923.758976 + Penalty 1578.791841 = -299344.967135 nChanged 15 SP:Iteration 13Q (5624.175129 sec): 3 clusters Score: Raw -300932.196376 + Penalty 1578.791841 = -299353.404535 nChanged 13 SP:Iteration 14Q (5624.225606 sec): 3 clusters Score: Raw -300938.400654 + Penalty 1578.791841 = -299359.608813 nChanged 14 SP:Iteration 15Q (5624.274759 sec): 3 clusters Score: Raw -300943.532341 + Penalty 1578.791841 = -299364.740500 nChanged 7 SP:Iteration 16Q (5624.330493 sec): 3 clusters Score: Raw -300946.651369 + Penalty 1578.791841 = -299367.859528 nChanged 9 SP:Iteration 17Q (5624.377756 sec): 3 clusters Score: Raw -300955.331743 + Penalty 1578.791841 = -299376.539901 nChanged 9 SP:Iteration 18Q (5624.429303 sec): 3 clusters Score: Raw -300962.366635 + Penalty 1578.791841 = -299383.574794 nChanged 7 SP:Iteration 19Q (5624.477204 sec): 3 clusters Score: Raw -300966.101293 + Penalty 1578.791841 = -299387.309452 nChanged 3 SP:Iteration 20F (5624.532844 sec): 3 clusters Score: Raw -300968.338359 + Penalty 1578.791841 = -299389.546518 nChanged 4 SP:Iteration 21Q (5624.585207 sec): 3 clusters Score: Raw -300968.991756 + Penalty 1578.791841 = -299390.199915 nChanged 0 SP:Iteration 22F (5624.623536 sec): 3 clusters Score: Raw -300968.991756 + Penalty 1578.791841 = -299390.199915 nChanged 0 Trying to split cluster 43 (3754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5624.655569 sec): 2 clusters Score: Raw -329666.451324 + Penalty 781.904836 = -328884.546488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5624.702551 sec): 3 clusters Score: Raw -327642.176083 + Penalty 1563.809671 = -326078.366411 nChanged 1550 SP:Iteration 1F (5624.756571 sec): 3 clusters Score: Raw -328546.758533 + Penalty 1563.809671 = -326982.948861 nChanged 281 SP:Iteration 2F (5624.799267 sec): 3 clusters Score: Raw -328704.116537 + Penalty 1563.809671 = -327140.306865 nChanged 187 SP:Iteration 3Q (5624.837203 sec): 3 clusters Score: Raw -328813.231664 + Penalty 1563.809671 = -327249.421993 nChanged 183 SP:Iteration 4Q (5624.889117 sec): 3 clusters Score: Raw -328928.125020 + Penalty 1563.809671 = -327364.315348 nChanged 156 SP:Iteration 5Q (5624.939143 sec): 3 clusters Score: Raw -329031.059663 + Penalty 1563.809671 = -327467.249992 nChanged 143 SP:Iteration 6Q (5625.000091 sec): 3 clusters Score: Raw -329123.544839 + Penalty 1563.809671 = -327559.735168 nChanged 137 SP:Iteration 7Q (5625.051570 sec): 3 clusters Score: Raw -329213.589387 + Penalty 1563.809671 = -327649.779716 nChanged 149 SP:Iteration 8Q (5625.093732 sec): 3 clusters Score: Raw -329309.762591 + Penalty 1563.809671 = -327745.952920 nChanged 146 SP:Iteration 9Q (5625.107765 sec): 3 clusters Score: Raw -329423.406490 + Penalty 1563.809671 = -327859.596819 nChanged 145 SP:Iteration 10Q (5625.121567 sec): 3 clusters Score: Raw -329532.782722 + Penalty 1563.809671 = -327968.973050 nChanged 123 SP:Iteration 11Q (5625.135292 sec): 3 clusters Score: Raw -329601.622342 + Penalty 1563.809671 = -328037.812671 nChanged 100 SP:Iteration 12Q (5625.148668 sec): 3 clusters Score: Raw -329652.518875 + Penalty 1563.809671 = -328088.709204 nChanged 73 SP:Iteration 13Q (5625.162181 sec): 3 clusters Score: Raw -329682.790973 + Penalty 1563.809671 = -328118.981302 nChanged 58 SP:Iteration 14Q (5625.187193 sec): 3 clusters Score: Raw -329707.610322 + Penalty 1563.809671 = -328143.800650 nChanged 60 SP:Iteration 15Q (5625.200514 sec): 3 clusters Score: Raw -329735.828128 + Penalty 1563.809671 = -328172.018457 nChanged 42 SP:Iteration 16Q (5625.249491 sec): 3 clusters Score: Raw -329752.480473 + Penalty 1563.809671 = -328188.670801 nChanged 35 SP:Iteration 17Q (5625.301815 sec): 3 clusters Score: Raw -329762.330269 + Penalty 1563.809671 = -328198.520598 nChanged 32 SP:Iteration 18Q (5625.354197 sec): 3 clusters Score: Raw -329771.775362 + Penalty 1563.809671 = -328207.965691 nChanged 28 SP:Iteration 19Q (5625.406148 sec): 3 clusters Score: Raw -329779.802884 + Penalty 1563.809671 = -328215.993212 nChanged 20 SP:Iteration 20F (5625.458184 sec): 3 clusters Score: Raw -329785.047170 + Penalty 1563.809671 = -328221.237499 nChanged 9 SP:Iteration 21Q (5625.496868 sec): 3 clusters Score: Raw -329786.516337 + Penalty 1563.809671 = -328222.706666 nChanged 11 SP:Iteration 22Q (5625.512874 sec): 3 clusters Score: Raw -329789.128116 + Penalty 1563.809671 = -328225.318444 nChanged 13 SP:Iteration 23Q (5625.536161 sec): 3 clusters Score: Raw -329794.428980 + Penalty 1563.809671 = -328230.619309 nChanged 15 SP:Iteration 24Q (5625.552153 sec): 3 clusters Score: Raw -329798.823222 + Penalty 1563.809671 = -328235.013551 nChanged 15 SP:Iteration 25Q (5625.568268 sec): 3 clusters Score: Raw -329802.653885 + Penalty 1563.809671 = -328238.844214 nChanged 9 SP:Iteration 26Q (5625.613785 sec): 3 clusters Score: Raw -329803.769145 + Penalty 1563.809671 = -328239.959474 nChanged 3 SP:Iteration 27Q (5625.664581 sec): 3 clusters Score: Raw -329804.238067 + Penalty 1563.809671 = -328240.428395 nChanged 3 SP:Iteration 28Q (5625.716526 sec): 3 clusters Score: Raw -329804.560933 + Penalty 1563.809671 = -328240.751261 nChanged 4 SP:Iteration 29Q (5625.768474 sec): 3 clusters Score: Raw -329805.217932 + Penalty 1563.809671 = -328241.408261 nChanged 4 SP:Iteration 30Q (5625.816413 sec): 3 clusters Score: Raw -329805.750445 + Penalty 1563.809671 = -328241.940773 nChanged 3 SP:Iteration 31Q (5625.860468 sec): 3 clusters Score: Raw -329806.144243 + Penalty 1563.809671 = -328242.334571 nChanged 5 SP:Iteration 32Q (5625.911137 sec): 3 clusters Score: Raw -329806.721666 + Penalty 1563.809671 = -328242.911995 nChanged 2 SP:Iteration 33Q (5625.957958 sec): 3 clusters Score: Raw -329806.987294 + Penalty 1563.809671 = -328243.177623 nChanged 0 SP:Iteration 34F (5626.010451 sec): 3 clusters Score: Raw -329806.987294 + Penalty 1563.809671 = -328243.177623 nChanged 0 Trying to split cluster 44 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5626.057447 sec): 2 clusters Score: Raw -1502616.368164 + Penalty 924.414656 = -1501691.953508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5626.137705 sec): 3 clusters Score: Raw -1492281.603340 + Penalty 1848.829312 = -1490432.774028 nChanged 7764 SP:Iteration 1F (5626.202279 sec): 3 clusters Score: Raw -1496634.574859 + Penalty 1848.829312 = -1494785.745547 nChanged 982 SP:Iteration 2F (5626.272046 sec): 3 clusters Score: Raw -1497090.924767 + Penalty 1848.829312 = -1495242.095456 nChanged 966 SP:Iteration 3F (5626.342427 sec): 3 clusters Score: Raw -1497575.459715 + Penalty 1848.829312 = -1495726.630403 nChanged 976 SP:Iteration 4F (5626.413259 sec): 3 clusters Score: Raw -1498170.112826 + Penalty 1848.829312 = -1496321.283515 nChanged 1055 SP:Iteration 5F (5626.477844 sec): 3 clusters Score: Raw -1498918.589666 + Penalty 1848.829312 = -1497069.760354 nChanged 984 SP:Iteration 6F (5626.547876 sec): 3 clusters Score: Raw -1499746.994464 + Penalty 1848.829312 = -1497898.165152 nChanged 971 SP:Iteration 7F (5626.618819 sec): 3 clusters Score: Raw -1500546.812397 + Penalty 1848.829312 = -1498697.983085 nChanged 824 SP:Iteration 8Q (5626.687777 sec): 3 clusters Score: Raw -1501092.020983 + Penalty 1848.829312 = -1499243.191671 nChanged 629 SP:Iteration 9Q (5626.752962 sec): 3 clusters Score: Raw -1501367.427402 + Penalty 1848.829312 = -1499518.598091 nChanged 428 SP:Iteration 10Q (5626.814977 sec): 3 clusters Score: Raw -1501515.210722 + Penalty 1848.829312 = -1499666.381410 nChanged 323 SP:Iteration 11Q (5626.882936 sec): 3 clusters Score: Raw -1501620.752868 + Penalty 1848.829312 = -1499771.923556 nChanged 253 SP:Iteration 12Q (5626.946300 sec): 3 clusters Score: Raw -1501698.834822 + Penalty 1848.829312 = -1499850.005511 nChanged 222 SP:Iteration 13Q (5627.015481 sec): 3 clusters Score: Raw -1501768.835151 + Penalty 1848.829312 = -1499920.005839 nChanged 203 SP:Iteration 14Q (5627.084883 sec): 3 clusters Score: Raw -1501825.234696 + Penalty 1848.829312 = -1499976.405384 nChanged 199 SP:Iteration 15Q (5627.153376 sec): 3 clusters Score: Raw -1501870.714268 + Penalty 1848.829312 = -1500021.884956 nChanged 162 SP:Iteration 16Q (5627.216490 sec): 3 clusters Score: Raw -1501908.895855 + Penalty 1848.829312 = -1500060.066543 nChanged 152 SP:Iteration 17Q (5627.276517 sec): 3 clusters Score: Raw -1501943.511943 + Penalty 1848.829312 = -1500094.682632 nChanged 130 SP:Iteration 18Q (5627.344777 sec): 3 clusters Score: Raw -1501973.086417 + Penalty 1848.829312 = -1500124.257105 nChanged 127 SP:Iteration 19Q (5627.410722 sec): 3 clusters Score: Raw -1502004.075426 + Penalty 1848.829312 = -1500155.246114 nChanged 129 SP:Iteration 20F (5627.474167 sec): 3 clusters Score: Raw -1502035.774294 + Penalty 1848.829312 = -1500186.944982 nChanged 132 SP:Iteration 21Q (5627.542142 sec): 3 clusters Score: Raw -1502068.373025 + Penalty 1848.829312 = -1500219.543714 nChanged 136 SP:Iteration 22Q (5627.610062 sec): 3 clusters Score: Raw -1502106.217183 + Penalty 1848.829312 = -1500257.387872 nChanged 126 SP:Iteration 23Q (5627.671048 sec): 3 clusters Score: Raw -1502138.608787 + Penalty 1848.829312 = -1500289.779475 nChanged 134 SP:Iteration 24Q (5627.736177 sec): 3 clusters Score: Raw -1502172.609558 + Penalty 1848.829312 = -1500323.780246 nChanged 131 SP:Iteration 25Q (5627.786373 sec): 3 clusters Score: Raw -1502204.538821 + Penalty 1848.829312 = -1500355.709510 nChanged 134 SP:Iteration 26Q (5627.841509 sec): 3 clusters Score: Raw -1502234.862740 + Penalty 1848.829312 = -1500386.033428 nChanged 131 SP:Iteration 27Q (5627.908734 sec): 3 clusters Score: Raw -1502265.280363 + Penalty 1848.829312 = -1500416.451051 nChanged 116 SP:Iteration 28Q (5627.959833 sec): 3 clusters Score: Raw -1502290.153006 + Penalty 1848.829312 = -1500441.323694 nChanged 108 SP:Iteration 29Q (5628.028784 sec): 3 clusters Score: Raw -1502319.754180 + Penalty 1848.829312 = -1500470.924868 nChanged 112 SP:Iteration 30Q (5628.076052 sec): 3 clusters Score: Raw -1502352.896465 + Penalty 1848.829312 = -1500504.067153 nChanged 96 SP:Iteration 31Q (5628.144163 sec): 3 clusters Score: Raw -1502378.766254 + Penalty 1848.829312 = -1500529.936942 nChanged 91 SP:Iteration 32Q (5628.211507 sec): 3 clusters Score: Raw -1502399.783563 + Penalty 1848.829312 = -1500550.954251 nChanged 78 SP:Iteration 33Q (5628.278638 sec): 3 clusters Score: Raw -1502419.356000 + Penalty 1848.829312 = -1500570.526688 nChanged 83 SP:Iteration 34Q (5628.339217 sec): 3 clusters Score: Raw -1502438.706487 + Penalty 1848.829312 = -1500589.877175 nChanged 73 SP:Iteration 35Q (5628.385095 sec): 3 clusters Score: Raw -1502454.560704 + Penalty 1848.829312 = -1500605.731392 nChanged 65 SP:Iteration 36Q (5628.453346 sec): 3 clusters Score: Raw -1502467.459541 + Penalty 1848.829312 = -1500618.630229 nChanged 57 SP:Iteration 37Q (5628.514257 sec): 3 clusters Score: Raw -1502480.258467 + Penalty 1848.829312 = -1500631.429156 nChanged 54 SP:Iteration 38Q (5628.579976 sec): 3 clusters Score: Raw -1502492.022691 + Penalty 1848.829312 = -1500643.193379 nChanged 49 SP:Iteration 39Q (5628.639649 sec): 3 clusters Score: Raw -1502501.095146 + Penalty 1848.829312 = -1500652.265835 nChanged 51 SP:Iteration 40F (5628.701023 sec): 3 clusters Score: Raw -1502511.469721 + Penalty 1848.829312 = -1500662.640409 nChanged 53 SP:Iteration 41Q (5628.773893 sec): 3 clusters Score: Raw -1502522.592643 + Penalty 1848.829312 = -1500673.763331 nChanged 46 SP:Iteration 42Q (5628.831911 sec): 3 clusters Score: Raw -1502530.981686 + Penalty 1848.829312 = -1500682.152374 nChanged 44 SP:Iteration 43Q (5628.884021 sec): 3 clusters Score: Raw -1502539.042981 + Penalty 1848.829312 = -1500690.213669 nChanged 32 SP:Iteration 44Q (5628.957787 sec): 3 clusters Score: Raw -1502545.308770 + Penalty 1848.829312 = -1500696.479458 nChanged 31 SP:Iteration 45Q (5629.025230 sec): 3 clusters Score: Raw -1502552.135781 + Penalty 1848.829312 = -1500703.306469 nChanged 36 SP:Iteration 46Q (5629.083055 sec): 3 clusters Score: Raw -1502559.169450 + Penalty 1848.829312 = -1500710.340138 nChanged 26 SP:Iteration 47Q (5629.146762 sec): 3 clusters Score: Raw -1502562.702050 + Penalty 1848.829312 = -1500713.872738 nChanged 15 SP:Iteration 48Q (5629.218211 sec): 3 clusters Score: Raw -1502564.664368 + Penalty 1848.829312 = -1500715.835056 nChanged 20 SP:Iteration 49Q (5629.285487 sec): 3 clusters Score: Raw -1502567.496104 + Penalty 1848.829312 = -1500718.666792 nChanged 14 SP:Iteration 50Q (5629.352254 sec): 3 clusters Score: Raw -1502569.086096 + Penalty 1848.829312 = -1500720.256785 nChanged 11 SP:Iteration 51Q (5629.419447 sec): 3 clusters Score: Raw -1502570.503961 + Penalty 1848.829312 = -1500721.674649 nChanged 12 SP:Iteration 52Q (5629.485571 sec): 3 clusters Score: Raw -1502572.180562 + Penalty 1848.829312 = -1500723.351251 nChanged 11 SP:Iteration 53Q (5629.550938 sec): 3 clusters Score: Raw -1502574.505279 + Penalty 1848.829312 = -1500725.675968 nChanged 18 SP:Iteration 54Q (5629.614352 sec): 3 clusters Score: Raw -1502577.607649 + Penalty 1848.829312 = -1500728.778337 nChanged 16 SP:Iteration 55Q (5629.675219 sec): 3 clusters Score: Raw -1502580.874285 + Penalty 1848.829312 = -1500732.044973 nChanged 27 SP:Iteration 56Q (5629.739448 sec): 3 clusters Score: Raw -1502586.121505 + Penalty 1848.829312 = -1500737.292194 nChanged 24 SP:Iteration 57Q (5629.796882 sec): 3 clusters Score: Raw -1502589.904951 + Penalty 1848.829312 = -1500741.075639 nChanged 22 SP:Iteration 58Q (5629.870635 sec): 3 clusters Score: Raw -1502592.931152 + Penalty 1848.829312 = -1500744.101840 nChanged 17 SP:Iteration 59Q (5629.937179 sec): 3 clusters Score: Raw -1502595.120654 + Penalty 1848.829312 = -1500746.291342 nChanged 17 SP:Iteration 60F (5629.998949 sec): 3 clusters Score: Raw -1502597.963623 + Penalty 1848.829312 = -1500749.134311 nChanged 24 SP:Iteration 61Q (5630.073525 sec): 3 clusters Score: Raw -1502603.012899 + Penalty 1848.829312 = -1500754.183587 nChanged 26 SP:Iteration 62Q (5630.139348 sec): 3 clusters Score: Raw -1502607.728590 + Penalty 1848.829312 = -1500758.899278 nChanged 27 SP:Iteration 63Q (5630.205008 sec): 3 clusters Score: Raw -1502613.949345 + Penalty 1848.829312 = -1500765.120033 nChanged 33 SP:Iteration 64Q (5630.258996 sec): 3 clusters Score: Raw -1502620.280837 + Penalty 1848.829312 = -1500771.451525 nChanged 29 SP:Iteration 65Q (5630.328836 sec): 3 clusters Score: Raw -1502627.591755 + Penalty 1848.829312 = -1500778.762444 nChanged 32 SP:Iteration 66Q (5630.396456 sec): 3 clusters Score: Raw -1502634.471928 + Penalty 1848.829312 = -1500785.642616 nChanged 30 SP:Iteration 67Q (5630.461715 sec): 3 clusters Score: Raw -1502641.599178 + Penalty 1848.829312 = -1500792.769866 nChanged 35 SP:Iteration 68Q (5630.528865 sec): 3 clusters Score: Raw -1502648.833195 + Penalty 1848.829312 = -1500800.003884 nChanged 30 SP:Iteration 69Q (5630.587054 sec): 3 clusters Score: Raw -1502656.660151 + Penalty 1848.829312 = -1500807.830840 nChanged 28 SP:Iteration 70Q (5630.643301 sec): 3 clusters Score: Raw -1502662.586382 + Penalty 1848.829312 = -1500813.757071 nChanged 23 SP:Iteration 71Q (5630.707531 sec): 3 clusters Score: Raw -1502667.533506 + Penalty 1848.829312 = -1500818.704194 nChanged 18 SP:Iteration 72Q (5630.777802 sec): 3 clusters Score: Raw -1502671.156843 + Penalty 1848.829312 = -1500822.327532 nChanged 24 SP:Iteration 73Q (5630.842569 sec): 3 clusters Score: Raw -1502676.519237 + Penalty 1848.829312 = -1500827.689925 nChanged 23 SP:Iteration 74Q (5630.903542 sec): 3 clusters Score: Raw -1502682.333584 + Penalty 1848.829312 = -1500833.504272 nChanged 12 SP:Iteration 75Q (5630.965374 sec): 3 clusters Score: Raw -1502684.436009 + Penalty 1848.829312 = -1500835.606697 nChanged 10 SP:Iteration 76Q (5631.032487 sec): 3 clusters Score: Raw -1502686.032918 + Penalty 1848.829312 = -1500837.203606 nChanged 6 SP:Iteration 77Q (5631.097332 sec): 3 clusters Score: Raw -1502687.262846 + Penalty 1848.829312 = -1500838.433535 nChanged 7 SP:Iteration 78Q (5631.163875 sec): 3 clusters Score: Raw -1502688.193383 + Penalty 1848.829312 = -1500839.364071 nChanged 7 SP:Iteration 79Q (5631.229848 sec): 3 clusters Score: Raw -1502689.877177 + Penalty 1848.829312 = -1500841.047865 nChanged 4 SP:Iteration 80F (5631.297709 sec): 3 clusters Score: Raw -1502690.898930 + Penalty 1848.829312 = -1500842.069618 nChanged 5 SP:Iteration 81Q (5631.363643 sec): 3 clusters Score: Raw -1502691.834401 + Penalty 1848.829312 = -1500843.005089 nChanged 7 SP:Iteration 82Q (5631.423498 sec): 3 clusters Score: Raw -1502693.235326 + Penalty 1848.829312 = -1500844.406014 nChanged 9 SP:Iteration 83Q (5631.493084 sec): 3 clusters Score: Raw -1502694.586700 + Penalty 1848.829312 = -1500845.757388 nChanged 9 SP:Iteration 84Q (5631.556454 sec): 3 clusters Score: Raw -1502695.918451 + Penalty 1848.829312 = -1500847.089140 nChanged 5 SP:Iteration 85Q (5631.608888 sec): 3 clusters Score: Raw -1502696.713512 + Penalty 1848.829312 = -1500847.884201 nChanged 5 SP:Iteration 86Q (5631.670320 sec): 3 clusters Score: Raw -1502697.951633 + Penalty 1848.829312 = -1500849.122321 nChanged 7 SP:Iteration 87Q (5631.737727 sec): 3 clusters Score: Raw -1502699.977905 + Penalty 1848.829312 = -1500851.148593 nChanged 9 SP:Iteration 88Q (5631.779682 sec): 3 clusters Score: Raw -1502701.789680 + Penalty 1848.829312 = -1500852.960368 nChanged 10 SP:Iteration 89Q (5631.809990 sec): 3 clusters Score: Raw -1502703.653348 + Penalty 1848.829312 = -1500854.824037 nChanged 11 SP:Iteration 90Q (5631.840397 sec): 3 clusters Score: Raw -1502705.392624 + Penalty 1848.829312 = -1500856.563312 nChanged 10 SP:Iteration 91Q (5631.870534 sec): 3 clusters Score: Raw -1502707.200043 + Penalty 1848.829312 = -1500858.370732 nChanged 8 SP:Iteration 92Q (5631.900893 sec): 3 clusters Score: Raw -1502708.646791 + Penalty 1848.829312 = -1500859.817479 nChanged 8 SP:Iteration 93Q (5631.931203 sec): 3 clusters Score: Raw -1502710.145727 + Penalty 1848.829312 = -1500861.316415 nChanged 9 SP:Iteration 94Q (5631.961466 sec): 3 clusters Score: Raw -1502711.763367 + Penalty 1848.829312 = -1500862.934055 nChanged 4 SP:Iteration 95Q (5631.991688 sec): 3 clusters Score: Raw -1502712.353489 + Penalty 1848.829312 = -1500863.524177 nChanged 2 SP:Iteration 96Q (5632.021502 sec): 3 clusters Score: Raw -1502712.561053 + Penalty 1848.829312 = -1500863.731741 nChanged 4 SP:Iteration 97Q (5632.100106 sec): 3 clusters Score: Raw -1502713.052270 + Penalty 1848.829312 = -1500864.222958 nChanged 9 SP:Iteration 98Q (5632.157108 sec): 3 clusters Score: Raw -1502714.633528 + Penalty 1848.829312 = -1500865.804216 nChanged 9 SP:Iteration 99Q (5632.224355 sec): 3 clusters Score: Raw -1502716.170419 + Penalty 1848.829312 = -1500867.341107 nChanged 12 SP:Iteration 100F (5632.295309 sec): 3 clusters Score: Raw -1502719.312418 + Penalty 1848.829312 = -1500870.483106 nChanged 19 SP:Iteration 101Q (5632.370902 sec): 3 clusters Score: Raw -1502724.534970 + Penalty 1848.829312 = -1500875.705659 nChanged 24 SP:Iteration 102Q (5632.437935 sec): 3 clusters Score: Raw -1502729.980985 + Penalty 1848.829312 = -1500881.151673 nChanged 20 SP:Iteration 103Q (5632.459238 sec): 3 clusters Score: Raw -1502736.343735 + Penalty 1848.829312 = -1500887.514423 nChanged 19 SP:Iteration 104Q (5632.489575 sec): 3 clusters Score: Raw -1502740.813070 + Penalty 1848.829312 = -1500891.983759 nChanged 15 SP:Iteration 105Q (5632.533729 sec): 3 clusters Score: Raw -1502743.869746 + Penalty 1848.829312 = -1500895.040435 nChanged 11 SP:Iteration 106Q (5632.589008 sec): 3 clusters Score: Raw -1502746.340289 + Penalty 1848.829312 = -1500897.510977 nChanged 6 SP:Iteration 107Q (5632.619158 sec): 3 clusters Score: Raw -1502747.495375 + Penalty 1848.829312 = -1500898.666063 nChanged 6 SP:Iteration 108Q (5632.649241 sec): 3 clusters Score: Raw -1502748.934225 + Penalty 1848.829312 = -1500900.104913 nChanged 7 SP:Iteration 109Q (5632.679552 sec): 3 clusters Score: Raw -1502750.649654 + Penalty 1848.829312 = -1500901.820342 nChanged 5 SP:Iteration 110Q (5632.709732 sec): 3 clusters Score: Raw -1502751.836628 + Penalty 1848.829312 = -1500903.007316 nChanged 7 SP:Iteration 111Q (5632.739981 sec): 3 clusters Score: Raw -1502753.287447 + Penalty 1848.829312 = -1500904.458136 nChanged 4 SP:Iteration 112Q (5632.770094 sec): 3 clusters Score: Raw -1502754.117009 + Penalty 1848.829312 = -1500905.287698 nChanged 3 SP:Iteration 113Q (5632.799990 sec): 3 clusters Score: Raw -1502754.781329 + Penalty 1848.829312 = -1500905.952017 nChanged 5 SP:Iteration 114Q (5632.829703 sec): 3 clusters Score: Raw -1502756.112519 + Penalty 1848.829312 = -1500907.283207 nChanged 6 SP:Iteration 115Q (5632.859791 sec): 3 clusters Score: Raw -1502757.689446 + Penalty 1848.829312 = -1500908.860135 nChanged 7 SP:Iteration 116Q (5632.929396 sec): 3 clusters Score: Raw -1502759.277777 + Penalty 1848.829312 = -1500910.448465 nChanged 7 SP:Iteration 117Q (5633.001489 sec): 3 clusters Score: Raw -1502760.913054 + Penalty 1848.829312 = -1500912.083742 nChanged 4 SP:Iteration 118Q (5633.060453 sec): 3 clusters Score: Raw -1502761.506727 + Penalty 1848.829312 = -1500912.677416 nChanged 1 SP:Iteration 119Q (5633.127756 sec): 3 clusters Score: Raw -1502761.587359 + Penalty 1848.829312 = -1500912.758047 nChanged 1 SP:Iteration 120F (5633.187963 sec): 3 clusters Score: Raw -1502761.726505 + Penalty 1848.829312 = -1500912.897194 nChanged 1 SP:Iteration 121Q (5633.258234 sec): 3 clusters Score: Raw -1502762.026226 + Penalty 1848.829312 = -1500913.196914 nChanged 1 SP:Iteration 122Q (5633.314754 sec): 3 clusters Score: Raw -1502762.224207 + Penalty 1848.829312 = -1500913.394895 nChanged 0 SP:Iteration 123F (5633.392449 sec): 3 clusters Score: Raw -1502762.224207 + Penalty 1848.829312 = -1500913.394895 nChanged 0 Trying to split cluster 45 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5633.416683 sec): 2 clusters Score: Raw -117242.884908 + Penalty 700.708804 = -116542.176104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5633.469086 sec): 3 clusters Score: Raw -116523.738954 + Penalty 1401.417608 = -115122.321346 nChanged 594 SP:Iteration 1F (5633.519921 sec): 3 clusters Score: Raw -116976.294427 + Penalty 1401.417608 = -115574.876819 nChanged 145 SP:Iteration 2F (5633.559397 sec): 3 clusters Score: Raw -117137.191193 + Penalty 1401.417608 = -115735.773585 nChanged 125 SP:Iteration 3F (5633.610629 sec): 3 clusters Score: Raw -117275.342220 + Penalty 1401.417608 = -115873.924612 nChanged 98 SP:Iteration 4F (5633.660871 sec): 3 clusters Score: Raw -117389.675714 + Penalty 1401.417608 = -115988.258106 nChanged 88 SP:Iteration 5F (5633.717092 sec): 3 clusters Score: Raw -117480.122320 + Penalty 1401.417608 = -116078.704712 nChanged 73 SP:Iteration 6Q (5633.771804 sec): 3 clusters Score: Raw -117551.939835 + Penalty 1401.417608 = -116150.522227 nChanged 59 SP:Iteration 7Q (5633.810712 sec): 3 clusters Score: Raw -117606.108488 + Penalty 1401.417608 = -116204.690880 nChanged 47 SP:Iteration 8Q (5633.860944 sec): 3 clusters Score: Raw -117651.749780 + Penalty 1401.417608 = -116250.332172 nChanged 42 SP:Iteration 9Q (5633.911159 sec): 3 clusters Score: Raw -117691.647153 + Penalty 1401.417608 = -116290.229545 nChanged 33 SP:Iteration 10Q (5633.961277 sec): 3 clusters Score: Raw -117727.488331 + Penalty 1401.417608 = -116326.070723 nChanged 40 SP:Iteration 11Q (5634.003761 sec): 3 clusters Score: Raw -117764.468441 + Penalty 1401.417608 = -116363.050833 nChanged 28 SP:Iteration 12Q (5634.054133 sec): 3 clusters Score: Raw -117787.987841 + Penalty 1401.417608 = -116386.570232 nChanged 20 SP:Iteration 13Q (5634.116165 sec): 3 clusters Score: Raw -117801.959432 + Penalty 1401.417608 = -116400.541824 nChanged 10 SP:Iteration 14Q (5634.154492 sec): 3 clusters Score: Raw -117809.914867 + Penalty 1401.417608 = -116408.497259 nChanged 14 SP:Iteration 15Q (5634.204627 sec): 3 clusters Score: Raw -117816.165733 + Penalty 1401.417608 = -116414.748125 nChanged 9 SP:Iteration 16Q (5634.254769 sec): 3 clusters Score: Raw -117819.252089 + Penalty 1401.417608 = -116417.834481 nChanged 8 SP:Iteration 17Q (5634.304807 sec): 3 clusters Score: Raw -117822.302583 + Penalty 1401.417608 = -116420.884975 nChanged 5 SP:Iteration 18Q (5634.354524 sec): 3 clusters Score: Raw -117824.579381 + Penalty 1401.417608 = -116423.161773 nChanged 6 SP:Iteration 19Q (5634.405543 sec): 3 clusters Score: Raw -117828.433019 + Penalty 1401.417608 = -116427.015411 nChanged 5 SP:Iteration 20F (5634.455986 sec): 3 clusters Score: Raw -117830.434943 + Penalty 1401.417608 = -116429.017335 nChanged 2 SP:Iteration 21Q (5634.500801 sec): 3 clusters Score: Raw -117830.842378 + Penalty 1401.417608 = -116429.424770 nChanged 0 SP:Iteration 22F (5634.549804 sec): 3 clusters Score: Raw -117830.842378 + Penalty 1401.417608 = -116429.424770 nChanged 0 Iteration 419Q (5643.439609 sec): 46 clusters Score: Raw -69585131.762663 + Penalty 58324.828655 = -69526806.934009 nChanged 4 Iteration 420F (5660.941258 sec): 46 clusters Score: Raw -69585131.772431 + Penalty 58324.828655 = -69526806.943776 nChanged 4 Iteration 421Q (5669.867074 sec): 46 clusters Score: Raw -69585131.796490 + Penalty 58324.828655 = -69526806.967835 nChanged 3 Iteration 422Q (5678.558392 sec): 46 clusters Score: Raw -69585131.807105 + Penalty 58324.828655 = -69526806.978451 nChanged 1 Iteration 423Q (5687.091101 sec): 46 clusters Score: Raw -69585131.810409 + Penalty 58324.828655 = -69526806.981754 nChanged 2 Iteration 424Q (5695.191348 sec): 46 clusters Score: Raw -69585131.865292 + Penalty 58324.828655 = -69526807.036638 nChanged 0 Iteration 425F (5712.782476 sec): 46 clusters Score: Raw -69585131.865292 + Penalty 58324.828655 = -69526807.036638 nChanged 0 Compute initial score before splitting: Score: Raw -69585131.865292 + Penalty 58324.828655 = -69526807.036638 Trying to split cluster 1 (233288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5713.176898 sec): 2 clusters Score: Raw -20268613.754243 + Penalty 1174.202757 = -20267439.551486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5713.534170 sec): 3 clusters Score: Raw -20111820.575409 + Penalty 2348.405514 = -20109472.169895 nChanged 114395 SP:Iteration 1F (5713.850213 sec): 3 clusters Score: Raw -20183490.845397 + Penalty 2348.405514 = -20181142.439883 nChanged 11197 SP:Iteration 2Q (5714.204519 sec): 3 clusters Score: Raw -20188313.925803 + Penalty 2348.405514 = -20185965.520289 nChanged 15074 SP:Iteration 3F (5714.532781 sec): 3 clusters Score: Raw -20197320.459036 + Penalty 2348.405514 = -20194972.053522 nChanged 19672 SP:Iteration 4F (5714.861256 sec): 3 clusters Score: Raw -20212695.981148 + Penalty 2348.405514 = -20210347.575634 nChanged 22147 SP:Iteration 5F (5715.188106 sec): 3 clusters Score: Raw -20233555.358855 + Penalty 2348.405514 = -20231206.953341 nChanged 18531 SP:Iteration 6F (5715.531495 sec): 3 clusters Score: Raw -20252515.305730 + Penalty 2348.405514 = -20250166.900216 nChanged 10843 SP:Iteration 7Q (5715.888137 sec): 3 clusters Score: Raw -20263325.997783 + Penalty 2348.405514 = -20260977.592269 nChanged 4245 SP:Iteration 8Q (5716.221893 sec): 3 clusters Score: Raw -20267181.942537 + Penalty 2348.405514 = -20264833.537023 nChanged 1334 SP:Iteration 9Q (5716.524974 sec): 3 clusters Score: Raw -20268291.962377 + Penalty 2348.405514 = -20265943.556863 nChanged 391 SP:Iteration 10Q (5716.814652 sec): 3 clusters Score: Raw -20268610.694309 + Penalty 2348.405514 = -20266262.288795 nChanged 121 SP:Iteration 11Q (5717.087299 sec): 3 clusters Score: Raw -20268718.321899 + Penalty 2348.405514 = -20266369.916386 nChanged 56 SP:Iteration 12Q (5717.365062 sec): 3 clusters Score: Raw -20268768.958128 + Penalty 2348.405514 = -20266420.552614 nChanged 31 SP:Iteration 13Q (5717.638529 sec): 3 clusters Score: Raw -20268792.416822 + Penalty 2348.405514 = -20266444.011308 nChanged 16 SP:Iteration 14Q (5717.904899 sec): 3 clusters Score: Raw -20268805.976955 + Penalty 2348.405514 = -20266457.571441 nChanged 13 SP:Iteration 15Q (5718.170548 sec): 3 clusters Score: Raw -20268817.780501 + Penalty 2348.405514 = -20266469.374987 nChanged 18 SP:Iteration 16Q (5718.424765 sec): 3 clusters Score: Raw -20268833.697644 + Penalty 2348.405514 = -20266485.292130 nChanged 18 SP:Iteration 17Q (5718.715174 sec): 3 clusters Score: Raw -20268844.759988 + Penalty 2348.405514 = -20266496.354474 nChanged 8 SP:Iteration 18Q (5718.980338 sec): 3 clusters Score: Raw -20268853.544929 + Penalty 2348.405514 = -20266505.139415 nChanged 13 SP:Iteration 19Q (5719.262878 sec): 3 clusters Score: Raw -20268872.827731 + Penalty 2348.405514 = -20266524.422217 nChanged 13 SP:Iteration 20F (5719.611582 sec): 3 clusters Score: Raw -20268882.465631 + Penalty 2348.405514 = -20266534.060117 nChanged 11 SP:Iteration 21Q (5719.893727 sec): 3 clusters Score: Raw -20268888.098755 + Penalty 2348.405514 = -20266539.693241 nChanged 7 SP:Iteration 22Q (5720.172502 sec): 3 clusters Score: Raw -20268891.739540 + Penalty 2348.405514 = -20266543.334026 nChanged 2 SP:Iteration 23Q (5720.460559 sec): 3 clusters Score: Raw -20268892.777133 + Penalty 2348.405514 = -20266544.371619 nChanged 1 SP:Iteration 24Q (5720.746733 sec): 3 clusters Score: Raw -20268893.645588 + Penalty 2348.405514 = -20266545.240074 nChanged 2 SP:Iteration 25Q (5721.010168 sec): 3 clusters Score: Raw -20268894.775192 + Penalty 2348.405514 = -20266546.369679 nChanged 0 SP:Iteration 26F (5721.348661 sec): 3 clusters Score: Raw -20268894.775192 + Penalty 2348.405514 = -20266546.369679 nChanged 0 Trying to split cluster 2 (6238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5721.389586 sec): 2 clusters Score: Raw -490576.242439 + Penalty 830.149415 = -489746.093024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5721.448265 sec): 3 clusters Score: Raw -487050.725386 + Penalty 1660.298830 = -485390.426556 nChanged 2671 SP:Iteration 1F (5721.500604 sec): 3 clusters Score: Raw -488534.005278 + Penalty 1660.298830 = -486873.706448 nChanged 474 SP:Iteration 2F (5721.545551 sec): 3 clusters Score: Raw -488799.450161 + Penalty 1660.298830 = -487139.151331 nChanged 399 SP:Iteration 3F (5721.598402 sec): 3 clusters Score: Raw -489052.607130 + Penalty 1660.298830 = -487392.308299 nChanged 441 SP:Iteration 4F (5721.652818 sec): 3 clusters Score: Raw -489412.737758 + Penalty 1660.298830 = -487752.438928 nChanged 457 SP:Iteration 5F (5721.705569 sec): 3 clusters Score: Raw -489801.363579 + Penalty 1660.298830 = -488141.064748 nChanged 420 SP:Iteration 6F (5721.752092 sec): 3 clusters Score: Raw -490167.282638 + Penalty 1660.298830 = -488506.983808 nChanged 315 SP:Iteration 7F (5721.798310 sec): 3 clusters Score: Raw -490423.235032 + Penalty 1660.298830 = -488762.936202 nChanged 213 SP:Iteration 8Q (5721.850024 sec): 3 clusters Score: Raw -490617.577042 + Penalty 1660.298830 = -488957.278212 nChanged 157 SP:Iteration 9Q (5721.905112 sec): 3 clusters Score: Raw -490741.721417 + Penalty 1660.298830 = -489081.422586 nChanged 84 SP:Iteration 10Q (5721.958937 sec): 3 clusters Score: Raw -490806.062669 + Penalty 1660.298830 = -489145.763839 nChanged 59 SP:Iteration 11Q (5722.010165 sec): 3 clusters Score: Raw -490850.955603 + Penalty 1660.298830 = -489190.656773 nChanged 34 SP:Iteration 12Q (5722.060817 sec): 3 clusters Score: Raw -490869.794634 + Penalty 1660.298830 = -489209.495804 nChanged 31 SP:Iteration 13Q (5722.117942 sec): 3 clusters Score: Raw -490882.507575 + Penalty 1660.298830 = -489222.208745 nChanged 29 SP:Iteration 14Q (5722.166938 sec): 3 clusters Score: Raw -490895.481378 + Penalty 1660.298830 = -489235.182548 nChanged 24 SP:Iteration 15Q (5722.213909 sec): 3 clusters Score: Raw -490903.433011 + Penalty 1660.298830 = -489243.134181 nChanged 23 SP:Iteration 16Q (5722.266976 sec): 3 clusters Score: Raw -490908.720254 + Penalty 1660.298830 = -489248.421424 nChanged 17 SP:Iteration 17Q (5722.310393 sec): 3 clusters Score: Raw -490912.956851 + Penalty 1660.298830 = -489252.658020 nChanged 17 SP:Iteration 18Q (5722.364055 sec): 3 clusters Score: Raw -490917.609670 + Penalty 1660.298830 = -489257.310839 nChanged 11 SP:Iteration 19Q (5722.417023 sec): 3 clusters Score: Raw -490921.324778 + Penalty 1660.298830 = -489261.025947 nChanged 13 SP:Iteration 20F (5722.457874 sec): 3 clusters Score: Raw -490925.314948 + Penalty 1660.298830 = -489265.016118 nChanged 9 SP:Iteration 21Q (5722.509278 sec): 3 clusters Score: Raw -490927.803128 + Penalty 1660.298830 = -489267.504297 nChanged 7 SP:Iteration 22Q (5722.558538 sec): 3 clusters Score: Raw -490929.138288 + Penalty 1660.298830 = -489268.839457 nChanged 6 SP:Iteration 23Q (5722.606068 sec): 3 clusters Score: Raw -490930.486836 + Penalty 1660.298830 = -489270.188005 nChanged 9 SP:Iteration 24Q (5722.659657 sec): 3 clusters Score: Raw -490932.915131 + Penalty 1660.298830 = -489272.616301 nChanged 8 SP:Iteration 25Q (5722.713842 sec): 3 clusters Score: Raw -490934.705991 + Penalty 1660.298830 = -489274.407161 nChanged 5 SP:Iteration 26Q (5722.767312 sec): 3 clusters Score: Raw -490935.716791 + Penalty 1660.298830 = -489275.417961 nChanged 5 SP:Iteration 27Q (5722.818998 sec): 3 clusters Score: Raw -490936.561564 + Penalty 1660.298830 = -489276.262734 nChanged 2 SP:Iteration 28Q (5722.885815 sec): 3 clusters Score: Raw -490937.143588 + Penalty 1660.298830 = -489276.844757 nChanged 2 SP:Iteration 29Q (5722.937982 sec): 3 clusters Score: Raw -490937.516309 + Penalty 1660.298830 = -489277.217478 nChanged 4 SP:Iteration 30Q (5722.981662 sec): 3 clusters Score: Raw -490938.154182 + Penalty 1660.298830 = -489277.855351 nChanged 1 SP:Iteration 31Q (5723.036455 sec): 3 clusters Score: Raw -490938.590195 + Penalty 1660.298830 = -489278.291365 nChanged 3 SP:Iteration 32Q (5723.090197 sec): 3 clusters Score: Raw -490939.513600 + Penalty 1660.298830 = -489279.214770 nChanged 3 SP:Iteration 33Q (5723.144743 sec): 3 clusters Score: Raw -490939.919823 + Penalty 1660.298830 = -489279.620993 nChanged 1 SP:Iteration 34Q (5723.199232 sec): 3 clusters Score: Raw -490940.062404 + Penalty 1660.298830 = -489279.763574 nChanged 0 SP:Iteration 35F (5723.254713 sec): 3 clusters Score: Raw -490940.062404 + Penalty 1660.298830 = -489279.763574 nChanged 0 Trying to split cluster 3 (24288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5723.300398 sec): 2 clusters Score: Raw -2100654.828716 + Penalty 959.285080 = -2099695.543637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5723.381154 sec): 3 clusters Score: Raw -2085441.009874 + Penalty 1918.570159 = -2083522.439715 nChanged 11348 SP:Iteration 1F (5723.459237 sec): 3 clusters Score: Raw -2092024.472311 + Penalty 1918.570159 = -2090105.902152 nChanged 1325 SP:Iteration 2F (5723.539240 sec): 3 clusters Score: Raw -2092582.786210 + Penalty 1918.570159 = -2090664.216051 nChanged 1323 SP:Iteration 3F (5723.620744 sec): 3 clusters Score: Raw -2093170.289914 + Penalty 1918.570159 = -2091251.719755 nChanged 1310 SP:Iteration 4F (5723.694384 sec): 3 clusters Score: Raw -2093810.784885 + Penalty 1918.570159 = -2091892.214725 nChanged 1335 SP:Iteration 5F (5723.772116 sec): 3 clusters Score: Raw -2094478.565011 + Penalty 1918.570159 = -2092559.994852 nChanged 1291 SP:Iteration 6F (5723.836989 sec): 3 clusters Score: Raw -2095184.221740 + Penalty 1918.570159 = -2093265.651581 nChanged 1296 SP:Iteration 7F (5723.910820 sec): 3 clusters Score: Raw -2096008.512782 + Penalty 1918.570159 = -2094089.942623 nChanged 1201 SP:Iteration 8Q (5723.980597 sec): 3 clusters Score: Raw -2096807.603778 + Penalty 1918.570159 = -2094889.033619 nChanged 1109 SP:Iteration 9Q (5724.039734 sec): 3 clusters Score: Raw -2097488.478262 + Penalty 1918.570159 = -2095569.908103 nChanged 882 SP:Iteration 10Q (5724.120013 sec): 3 clusters Score: Raw -2097869.507970 + Penalty 1918.570159 = -2095950.937810 nChanged 593 SP:Iteration 11Q (5724.205162 sec): 3 clusters Score: Raw -2098037.301028 + Penalty 1918.570159 = -2096118.730869 nChanged 379 SP:Iteration 12Q (5724.276454 sec): 3 clusters Score: Raw -2098117.221715 + Penalty 1918.570159 = -2096198.651556 nChanged 254 SP:Iteration 13Q (5724.355297 sec): 3 clusters Score: Raw -2098160.864554 + Penalty 1918.570159 = -2096242.294395 nChanged 203 SP:Iteration 14Q (5724.421665 sec): 3 clusters Score: Raw -2098192.892198 + Penalty 1918.570159 = -2096274.322039 nChanged 192 SP:Iteration 15Q (5724.500626 sec): 3 clusters Score: Raw -2098224.487198 + Penalty 1918.570159 = -2096305.917039 nChanged 187 SP:Iteration 16Q (5724.572022 sec): 3 clusters Score: Raw -2098262.142479 + Penalty 1918.570159 = -2096343.572320 nChanged 191 SP:Iteration 17Q (5724.650564 sec): 3 clusters Score: Raw -2098298.400583 + Penalty 1918.570159 = -2096379.830424 nChanged 196 SP:Iteration 18Q (5724.729450 sec): 3 clusters Score: Raw -2098328.838546 + Penalty 1918.570159 = -2096410.268386 nChanged 151 SP:Iteration 19Q (5724.789078 sec): 3 clusters Score: Raw -2098348.305938 + Penalty 1918.570159 = -2096429.735779 nChanged 148 SP:Iteration 20F (5724.875781 sec): 3 clusters Score: Raw -2098368.220685 + Penalty 1918.570159 = -2096449.650526 nChanged 135 SP:Iteration 21Q (5724.946683 sec): 3 clusters Score: Raw -2098387.033694 + Penalty 1918.570159 = -2096468.463534 nChanged 140 SP:Iteration 22Q (5725.014589 sec): 3 clusters Score: Raw -2098405.476985 + Penalty 1918.570159 = -2096486.906826 nChanged 136 SP:Iteration 23Q (5725.085921 sec): 3 clusters Score: Raw -2098424.291067 + Penalty 1918.570159 = -2096505.720908 nChanged 137 SP:Iteration 24Q (5725.167622 sec): 3 clusters Score: Raw -2098444.253544 + Penalty 1918.570159 = -2096525.683385 nChanged 134 SP:Iteration 25Q (5725.247714 sec): 3 clusters Score: Raw -2098461.737087 + Penalty 1918.570159 = -2096543.166928 nChanged 125 SP:Iteration 26Q (5725.312352 sec): 3 clusters Score: Raw -2098473.840000 + Penalty 1918.570159 = -2096555.269841 nChanged 110 SP:Iteration 27Q (5725.390456 sec): 3 clusters Score: Raw -2098485.742399 + Penalty 1918.570159 = -2096567.172240 nChanged 101 SP:Iteration 28Q (5725.477184 sec): 3 clusters Score: Raw -2098496.282865 + Penalty 1918.570159 = -2096577.712706 nChanged 90 SP:Iteration 29Q (5725.559614 sec): 3 clusters Score: Raw -2098504.677730 + Penalty 1918.570159 = -2096586.107571 nChanged 88 SP:Iteration 30Q (5725.638942 sec): 3 clusters Score: Raw -2098516.560072 + Penalty 1918.570159 = -2096597.989912 nChanged 119 SP:Iteration 31Q (5725.720687 sec): 3 clusters Score: Raw -2098532.979117 + Penalty 1918.570159 = -2096614.408958 nChanged 110 SP:Iteration 32Q (5725.803169 sec): 3 clusters Score: Raw -2098544.884723 + Penalty 1918.570159 = -2096626.314563 nChanged 95 SP:Iteration 33Q (5725.871468 sec): 3 clusters Score: Raw -2098555.113071 + Penalty 1918.570159 = -2096636.542912 nChanged 105 SP:Iteration 34Q (5725.958081 sec): 3 clusters Score: Raw -2098567.492936 + Penalty 1918.570159 = -2096648.922777 nChanged 109 SP:Iteration 35Q (5726.034799 sec): 3 clusters Score: Raw -2098580.069694 + Penalty 1918.570159 = -2096661.499534 nChanged 103 SP:Iteration 36Q (5726.117348 sec): 3 clusters Score: Raw -2098590.689754 + Penalty 1918.570159 = -2096672.119595 nChanged 94 SP:Iteration 37Q (5726.198617 sec): 3 clusters Score: Raw -2098601.229415 + Penalty 1918.570159 = -2096682.659256 nChanged 99 SP:Iteration 38Q (5726.277538 sec): 3 clusters Score: Raw -2098611.218301 + Penalty 1918.570159 = -2096692.648141 nChanged 101 SP:Iteration 39Q (5726.345232 sec): 3 clusters Score: Raw -2098621.604534 + Penalty 1918.570159 = -2096703.034375 nChanged 85 SP:Iteration 40F (5726.420132 sec): 3 clusters Score: Raw -2098629.783196 + Penalty 1918.570159 = -2096711.213037 nChanged 89 SP:Iteration 41Q (5726.509825 sec): 3 clusters Score: Raw -2098638.344476 + Penalty 1918.570159 = -2096719.774316 nChanged 84 SP:Iteration 42Q (5726.571201 sec): 3 clusters Score: Raw -2098646.220889 + Penalty 1918.570159 = -2096727.650730 nChanged 64 SP:Iteration 43Q (5726.642225 sec): 3 clusters Score: Raw -2098651.050435 + Penalty 1918.570159 = -2096732.480275 nChanged 62 SP:Iteration 44Q (5726.717780 sec): 3 clusters Score: Raw -2098655.862545 + Penalty 1918.570159 = -2096737.292386 nChanged 62 SP:Iteration 45Q (5726.802658 sec): 3 clusters Score: Raw -2098659.683452 + Penalty 1918.570159 = -2096741.113293 nChanged 48 SP:Iteration 46Q (5726.879371 sec): 3 clusters Score: Raw -2098662.431829 + Penalty 1918.570159 = -2096743.861670 nChanged 40 SP:Iteration 47Q (5726.955512 sec): 3 clusters Score: Raw -2098665.836460 + Penalty 1918.570159 = -2096747.266301 nChanged 51 SP:Iteration 48Q (5727.036505 sec): 3 clusters Score: Raw -2098669.929993 + Penalty 1918.570159 = -2096751.359834 nChanged 44 SP:Iteration 49Q (5727.118615 sec): 3 clusters Score: Raw -2098672.398947 + Penalty 1918.570159 = -2096753.828788 nChanged 36 SP:Iteration 50Q (5727.199060 sec): 3 clusters Score: Raw -2098674.345475 + Penalty 1918.570159 = -2096755.775315 nChanged 39 SP:Iteration 51Q (5727.280192 sec): 3 clusters Score: Raw -2098676.583801 + Penalty 1918.570159 = -2096758.013642 nChanged 34 SP:Iteration 52Q (5727.361317 sec): 3 clusters Score: Raw -2098678.330369 + Penalty 1918.570159 = -2096759.760210 nChanged 30 SP:Iteration 53Q (5727.432393 sec): 3 clusters Score: Raw -2098679.741847 + Penalty 1918.570159 = -2096761.171688 nChanged 34 SP:Iteration 54Q (5727.516810 sec): 3 clusters Score: Raw -2098681.947783 + Penalty 1918.570159 = -2096763.377624 nChanged 34 SP:Iteration 55Q (5727.601442 sec): 3 clusters Score: Raw -2098683.312658 + Penalty 1918.570159 = -2096764.742498 nChanged 28 SP:Iteration 56Q (5727.673842 sec): 3 clusters Score: Raw -2098684.378921 + Penalty 1918.570159 = -2096765.808761 nChanged 19 SP:Iteration 57Q (5727.752521 sec): 3 clusters Score: Raw -2098685.295383 + Penalty 1918.570159 = -2096766.725223 nChanged 22 SP:Iteration 58Q (5727.821077 sec): 3 clusters Score: Raw -2098686.587176 + Penalty 1918.570159 = -2096768.017017 nChanged 23 SP:Iteration 59Q (5727.900926 sec): 3 clusters Score: Raw -2098687.489044 + Penalty 1918.570159 = -2096768.918885 nChanged 19 SP:Iteration 60F (5727.970154 sec): 3 clusters Score: Raw -2098688.227813 + Penalty 1918.570159 = -2096769.657654 nChanged 16 SP:Iteration 61Q (5728.047130 sec): 3 clusters Score: Raw -2098688.817444 + Penalty 1918.570159 = -2096770.247285 nChanged 18 SP:Iteration 62Q (5728.125836 sec): 3 clusters Score: Raw -2098689.652799 + Penalty 1918.570159 = -2096771.082640 nChanged 23 SP:Iteration 63Q (5728.192195 sec): 3 clusters Score: Raw -2098691.174684 + Penalty 1918.570159 = -2096772.604525 nChanged 35 SP:Iteration 64Q (5728.276343 sec): 3 clusters Score: Raw -2098693.056708 + Penalty 1918.570159 = -2096774.486549 nChanged 28 SP:Iteration 65Q (5728.356555 sec): 3 clusters Score: Raw -2098694.539811 + Penalty 1918.570159 = -2096775.969652 nChanged 33 SP:Iteration 66Q (5728.429167 sec): 3 clusters Score: Raw -2098696.519667 + Penalty 1918.570159 = -2096777.949508 nChanged 40 SP:Iteration 67Q (5728.512176 sec): 3 clusters Score: Raw -2098698.765470 + Penalty 1918.570159 = -2096780.195311 nChanged 38 SP:Iteration 68Q (5728.580963 sec): 3 clusters Score: Raw -2098700.734190 + Penalty 1918.570159 = -2096782.164031 nChanged 35 SP:Iteration 69Q (5728.653535 sec): 3 clusters Score: Raw -2098702.838312 + Penalty 1918.570159 = -2096784.268153 nChanged 42 SP:Iteration 70Q (5728.733716 sec): 3 clusters Score: Raw -2098705.156959 + Penalty 1918.570159 = -2096786.586800 nChanged 39 SP:Iteration 71Q (5728.805182 sec): 3 clusters Score: Raw -2098707.028965 + Penalty 1918.570159 = -2096788.458806 nChanged 36 SP:Iteration 72Q (5728.894269 sec): 3 clusters Score: Raw -2098708.936172 + Penalty 1918.570159 = -2096790.366013 nChanged 31 SP:Iteration 73Q (5728.979759 sec): 3 clusters Score: Raw -2098710.627942 + Penalty 1918.570159 = -2096792.057782 nChanged 34 SP:Iteration 74Q (5729.061424 sec): 3 clusters Score: Raw -2098712.313304 + Penalty 1918.570159 = -2096793.743144 nChanged 28 SP:Iteration 75Q (5729.133388 sec): 3 clusters Score: Raw -2098713.882846 + Penalty 1918.570159 = -2096795.312687 nChanged 25 SP:Iteration 76Q (5729.215553 sec): 3 clusters Score: Raw -2098714.700532 + Penalty 1918.570159 = -2096796.130373 nChanged 17 SP:Iteration 77Q (5729.287233 sec): 3 clusters Score: Raw -2098715.209310 + Penalty 1918.570159 = -2096796.639151 nChanged 13 SP:Iteration 78Q (5729.369805 sec): 3 clusters Score: Raw -2098715.763309 + Penalty 1918.570159 = -2096797.193150 nChanged 17 SP:Iteration 79Q (5729.450920 sec): 3 clusters Score: Raw -2098716.421760 + Penalty 1918.570159 = -2096797.851601 nChanged 23 SP:Iteration 80F (5729.525692 sec): 3 clusters Score: Raw -2098717.380785 + Penalty 1918.570159 = -2096798.810625 nChanged 30 SP:Iteration 81Q (5729.603087 sec): 3 clusters Score: Raw -2098718.778572 + Penalty 1918.570159 = -2096800.208413 nChanged 28 SP:Iteration 82Q (5729.681893 sec): 3 clusters Score: Raw -2098720.470999 + Penalty 1918.570159 = -2096801.900840 nChanged 34 SP:Iteration 83Q (5729.761783 sec): 3 clusters Score: Raw -2098722.584681 + Penalty 1918.570159 = -2096804.014522 nChanged 43 SP:Iteration 84Q (5729.842502 sec): 3 clusters Score: Raw -2098725.528327 + Penalty 1918.570159 = -2096806.958168 nChanged 46 SP:Iteration 85Q (5729.922177 sec): 3 clusters Score: Raw -2098728.354272 + Penalty 1918.570159 = -2096809.784112 nChanged 51 SP:Iteration 86Q (5729.990051 sec): 3 clusters Score: Raw -2098732.211145 + Penalty 1918.570159 = -2096813.640986 nChanged 61 SP:Iteration 87Q (5730.072039 sec): 3 clusters Score: Raw -2098737.668533 + Penalty 1918.570159 = -2096819.098374 nChanged 65 SP:Iteration 88Q (5730.158061 sec): 3 clusters Score: Raw -2098743.031480 + Penalty 1918.570159 = -2096824.461321 nChanged 63 SP:Iteration 89Q (5730.240882 sec): 3 clusters Score: Raw -2098747.423786 + Penalty 1918.570159 = -2096828.853627 nChanged 53 SP:Iteration 90Q (5730.321967 sec): 3 clusters Score: Raw -2098751.495606 + Penalty 1918.570159 = -2096832.925447 nChanged 54 SP:Iteration 91Q (5730.391552 sec): 3 clusters Score: Raw -2098756.562884 + Penalty 1918.570159 = -2096837.992724 nChanged 60 SP:Iteration 92Q (5730.473756 sec): 3 clusters Score: Raw -2098761.498534 + Penalty 1918.570159 = -2096842.928375 nChanged 81 SP:Iteration 93Q (5730.555020 sec): 3 clusters Score: Raw -2098768.498791 + Penalty 1918.570159 = -2096849.928632 nChanged 82 SP:Iteration 94Q (5730.634218 sec): 3 clusters Score: Raw -2098775.522119 + Penalty 1918.570159 = -2096856.951960 nChanged 78 SP:Iteration 95Q (5730.715661 sec): 3 clusters Score: Raw -2098782.152762 + Penalty 1918.570159 = -2096863.582603 nChanged 71 SP:Iteration 96Q (5730.791222 sec): 3 clusters Score: Raw -2098788.743050 + Penalty 1918.570159 = -2096870.172890 nChanged 71 SP:Iteration 97Q (5730.865345 sec): 3 clusters Score: Raw -2098795.560171 + Penalty 1918.570159 = -2096876.990012 nChanged 76 SP:Iteration 98Q (5730.941036 sec): 3 clusters Score: Raw -2098804.135176 + Penalty 1918.570159 = -2096885.565016 nChanged 85 SP:Iteration 99Q (5731.008405 sec): 3 clusters Score: Raw -2098814.047002 + Penalty 1918.570159 = -2096895.476843 nChanged 90 SP:Iteration 100F (5731.072641 sec): 3 clusters Score: Raw -2098825.279798 + Penalty 1918.570159 = -2096906.709639 nChanged 98 SP:Iteration 101Q (5731.116336 sec): 3 clusters Score: Raw -2098838.191296 + Penalty 1918.570159 = -2096919.621137 nChanged 108 SP:Iteration 102Q (5731.159935 sec): 3 clusters Score: Raw -2098854.734725 + Penalty 1918.570159 = -2096936.164566 nChanged 130 SP:Iteration 103Q (5731.202413 sec): 3 clusters Score: Raw -2098873.983501 + Penalty 1918.570159 = -2096955.413342 nChanged 132 SP:Iteration 104Q (5731.285095 sec): 3 clusters Score: Raw -2098891.893714 + Penalty 1918.570159 = -2096973.323555 nChanged 126 SP:Iteration 105Q (5731.355388 sec): 3 clusters Score: Raw -2098909.898732 + Penalty 1918.570159 = -2096991.328572 nChanged 138 SP:Iteration 106Q (5731.434705 sec): 3 clusters Score: Raw -2098930.189953 + Penalty 1918.570159 = -2097011.619794 nChanged 143 SP:Iteration 107Q (5731.514005 sec): 3 clusters Score: Raw -2098951.327046 + Penalty 1918.570159 = -2097032.756887 nChanged 135 SP:Iteration 108Q (5731.580116 sec): 3 clusters Score: Raw -2098970.585518 + Penalty 1918.570159 = -2097052.015359 nChanged 137 SP:Iteration 109Q (5731.660363 sec): 3 clusters Score: Raw -2098991.940313 + Penalty 1918.570159 = -2097073.370154 nChanged 131 SP:Iteration 110Q (5731.739235 sec): 3 clusters Score: Raw -2099013.978653 + Penalty 1918.570159 = -2097095.408494 nChanged 140 SP:Iteration 111Q (5731.818637 sec): 3 clusters Score: Raw -2099038.071444 + Penalty 1918.570159 = -2097119.501285 nChanged 135 SP:Iteration 112Q (5731.884501 sec): 3 clusters Score: Raw -2099061.804418 + Penalty 1918.570159 = -2097143.234259 nChanged 147 SP:Iteration 113Q (5731.952109 sec): 3 clusters Score: Raw -2099087.912285 + Penalty 1918.570159 = -2097169.342126 nChanged 150 SP:Iteration 114Q (5732.028652 sec): 3 clusters Score: Raw -2099113.924453 + Penalty 1918.570159 = -2097195.354294 nChanged 144 SP:Iteration 115Q (5732.116368 sec): 3 clusters Score: Raw -2099136.719570 + Penalty 1918.570159 = -2097218.149411 nChanged 139 SP:Iteration 116Q (5732.193040 sec): 3 clusters Score: Raw -2099159.793419 + Penalty 1918.570159 = -2097241.223259 nChanged 153 SP:Iteration 117Q (5732.265474 sec): 3 clusters Score: Raw -2099188.389785 + Penalty 1918.570159 = -2097269.819626 nChanged 169 SP:Iteration 118Q (5732.343027 sec): 3 clusters Score: Raw -2099224.924012 + Penalty 1918.570159 = -2097306.353853 nChanged 187 SP:Iteration 119Q (5732.419247 sec): 3 clusters Score: Raw -2099266.935878 + Penalty 1918.570159 = -2097348.365719 nChanged 208 SP:Iteration 120F (5732.493533 sec): 3 clusters Score: Raw -2099316.427456 + Penalty 1918.570159 = -2097397.857297 nChanged 192 SP:Iteration 121Q (5732.570192 sec): 3 clusters Score: Raw -2099362.898870 + Penalty 1918.570159 = -2097444.328711 nChanged 215 SP:Iteration 122Q (5732.645923 sec): 3 clusters Score: Raw -2099421.938940 + Penalty 1918.570159 = -2097503.368780 nChanged 241 SP:Iteration 123Q (5732.710311 sec): 3 clusters Score: Raw -2099489.929627 + Penalty 1918.570159 = -2097571.359468 nChanged 230 SP:Iteration 124Q (5732.787144 sec): 3 clusters Score: Raw -2099561.445926 + Penalty 1918.570159 = -2097642.875766 nChanged 252 SP:Iteration 125Q (5732.865812 sec): 3 clusters Score: Raw -2099644.163858 + Penalty 1918.570159 = -2097725.593699 nChanged 257 SP:Iteration 126Q (5732.931164 sec): 3 clusters Score: Raw -2099736.819469 + Penalty 1918.570159 = -2097818.249310 nChanged 247 SP:Iteration 127Q (5733.006676 sec): 3 clusters Score: Raw -2099832.776903 + Penalty 1918.570159 = -2097914.206743 nChanged 250 SP:Iteration 128Q (5733.082334 sec): 3 clusters Score: Raw -2099928.126093 + Penalty 1918.570159 = -2098009.555933 nChanged 250 SP:Iteration 129Q (5733.156405 sec): 3 clusters Score: Raw -2100029.488190 + Penalty 1918.570159 = -2098110.918031 nChanged 216 SP:Iteration 130Q (5733.231890 sec): 3 clusters Score: Raw -2100118.699581 + Penalty 1918.570159 = -2098200.129421 nChanged 201 SP:Iteration 131Q (5733.301253 sec): 3 clusters Score: Raw -2100203.818474 + Penalty 1918.570159 = -2098285.248315 nChanged 187 SP:Iteration 132Q (5733.383072 sec): 3 clusters Score: Raw -2100281.687915 + Penalty 1918.570159 = -2098363.117756 nChanged 163 SP:Iteration 133Q (5733.450913 sec): 3 clusters Score: Raw -2100349.364329 + Penalty 1918.570159 = -2098430.794170 nChanged 165 SP:Iteration 134Q (5733.516818 sec): 3 clusters Score: Raw -2100426.623114 + Penalty 1918.570159 = -2098508.052955 nChanged 148 SP:Iteration 135Q (5733.583641 sec): 3 clusters Score: Raw -2100492.958973 + Penalty 1918.570159 = -2098574.388814 nChanged 127 SP:Iteration 136Q (5733.658859 sec): 3 clusters Score: Raw -2100549.608602 + Penalty 1918.570159 = -2098631.038443 nChanged 110 SP:Iteration 137Q (5733.731743 sec): 3 clusters Score: Raw -2100595.612953 + Penalty 1918.570159 = -2098677.042793 nChanged 105 SP:Iteration 138Q (5733.802701 sec): 3 clusters Score: Raw -2100641.462136 + Penalty 1918.570159 = -2098722.891977 nChanged 93 SP:Iteration 139Q (5733.872638 sec): 3 clusters Score: Raw -2100677.785520 + Penalty 1918.570159 = -2098759.215361 nChanged 65 SP:Iteration 140F (5733.952865 sec): 3 clusters Score: Raw -2100707.145735 + Penalty 1918.570159 = -2098788.575576 nChanged 62 SP:Iteration 141Q (5734.022700 sec): 3 clusters Score: Raw -2100733.878845 + Penalty 1918.570159 = -2098815.308686 nChanged 48 SP:Iteration 142Q (5734.093976 sec): 3 clusters Score: Raw -2100756.220819 + Penalty 1918.570159 = -2098837.650659 nChanged 36 SP:Iteration 143Q (5734.164928 sec): 3 clusters Score: Raw -2100769.770644 + Penalty 1918.570159 = -2098851.200485 nChanged 21 SP:Iteration 144Q (5734.237850 sec): 3 clusters Score: Raw -2100776.624101 + Penalty 1918.570159 = -2098858.053941 nChanged 15 SP:Iteration 145Q (5734.312276 sec): 3 clusters Score: Raw -2100781.877461 + Penalty 1918.570159 = -2098863.307302 nChanged 16 SP:Iteration 146Q (5734.382985 sec): 3 clusters Score: Raw -2100787.786276 + Penalty 1918.570159 = -2098869.216117 nChanged 22 SP:Iteration 147Q (5734.458518 sec): 3 clusters Score: Raw -2100796.336044 + Penalty 1918.570159 = -2098877.765885 nChanged 22 SP:Iteration 148Q (5734.534022 sec): 3 clusters Score: Raw -2100806.735775 + Penalty 1918.570159 = -2098888.165616 nChanged 19 SP:Iteration 149Q (5734.609296 sec): 3 clusters Score: Raw -2100814.502410 + Penalty 1918.570159 = -2098895.932250 nChanged 18 SP:Iteration 150Q (5734.677195 sec): 3 clusters Score: Raw -2100822.802472 + Penalty 1918.570159 = -2098904.232313 nChanged 16 SP:Iteration 151Q (5734.751881 sec): 3 clusters Score: Raw -2100828.872124 + Penalty 1918.570159 = -2098910.301965 nChanged 17 SP:Iteration 152Q (5734.830700 sec): 3 clusters Score: Raw -2100838.269257 + Penalty 1918.570159 = -2098919.699098 nChanged 15 SP:Iteration 153Q (5734.893209 sec): 3 clusters Score: Raw -2100847.080589 + Penalty 1918.570159 = -2098928.510430 nChanged 20 SP:Iteration 154Q (5734.976311 sec): 3 clusters Score: Raw -2100855.668904 + Penalty 1918.570159 = -2098937.098745 nChanged 20 SP:Iteration 155Q (5735.050928 sec): 3 clusters Score: Raw -2100865.096098 + Penalty 1918.570159 = -2098946.525939 nChanged 18 SP:Iteration 156Q (5735.127062 sec): 3 clusters Score: Raw -2100875.749789 + Penalty 1918.570159 = -2098957.179630 nChanged 15 SP:Iteration 157Q (5735.204186 sec): 3 clusters Score: Raw -2100881.372638 + Penalty 1918.570159 = -2098962.802479 nChanged 11 SP:Iteration 158Q (5735.278630 sec): 3 clusters Score: Raw -2100885.859945 + Penalty 1918.570159 = -2098967.289786 nChanged 11 SP:Iteration 159Q (5735.356379 sec): 3 clusters Score: Raw -2100891.082942 + Penalty 1918.570159 = -2098972.512783 nChanged 12 SP:Iteration 160F (5735.425992 sec): 3 clusters Score: Raw -2100896.200015 + Penalty 1918.570159 = -2098977.629856 nChanged 8 SP:Iteration 161Q (5735.506230 sec): 3 clusters Score: Raw -2100899.290136 + Penalty 1918.570159 = -2098980.719977 nChanged 5 SP:Iteration 162Q (5735.578089 sec): 3 clusters Score: Raw -2100901.483493 + Penalty 1918.570159 = -2098982.913334 nChanged 4 SP:Iteration 163Q (5735.656774 sec): 3 clusters Score: Raw -2100902.434370 + Penalty 1918.570159 = -2098983.864211 nChanged 2 SP:Iteration 164Q (5735.720387 sec): 3 clusters Score: Raw -2100903.445163 + Penalty 1918.570159 = -2098984.875004 nChanged 4 SP:Iteration 165Q (5735.787498 sec): 3 clusters Score: Raw -2100904.840396 + Penalty 1918.570159 = -2098986.270237 nChanged 3 SP:Iteration 166Q (5735.862506 sec): 3 clusters Score: Raw -2100905.893816 + Penalty 1918.570159 = -2098987.323657 nChanged 2 SP:Iteration 167Q (5735.932164 sec): 3 clusters Score: Raw -2100906.656628 + Penalty 1918.570159 = -2098988.086469 nChanged 2 SP:Iteration 168Q (5736.006636 sec): 3 clusters Score: Raw -2100908.344403 + Penalty 1918.570159 = -2098989.774244 nChanged 2 SP:Iteration 169Q (5736.081402 sec): 3 clusters Score: Raw -2100909.519200 + Penalty 1918.570159 = -2098990.949041 nChanged 6 SP:Iteration 170Q (5736.157366 sec): 3 clusters Score: Raw -2100911.658190 + Penalty 1918.570159 = -2098993.088031 nChanged 3 SP:Iteration 171Q (5736.226696 sec): 3 clusters Score: Raw -2100912.688571 + Penalty 1918.570159 = -2098994.118411 nChanged 3 SP:Iteration 172Q (5736.297692 sec): 3 clusters Score: Raw -2100913.206452 + Penalty 1918.570159 = -2098994.636293 nChanged 3 SP:Iteration 173Q (5736.360614 sec): 3 clusters Score: Raw -2100913.805802 + Penalty 1918.570159 = -2098995.235643 nChanged 1 SP:Iteration 174Q (5736.430580 sec): 3 clusters Score: Raw -2100913.994785 + Penalty 1918.570159 = -2098995.424626 nChanged 0 SP:Iteration 175F (5736.512403 sec): 3 clusters Score: Raw -2100913.994785 + Penalty 1918.570159 = -2098995.424626 nChanged 0 Trying to split cluster 4 (45411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5736.581585 sec): 2 clusters Score: Raw -3692251.784960 + Penalty 1018.733416 = -3691233.051544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5736.686331 sec): 3 clusters Score: Raw -3662984.314946 + Penalty 2037.466833 = -3660946.848114 nChanged 21727 SP:Iteration 1F (5736.792043 sec): 3 clusters Score: Raw -3675853.649149 + Penalty 2037.466833 = -3673816.182317 nChanged 2220 SP:Iteration 2Q (5736.898775 sec): 3 clusters Score: Raw -3676723.959023 + Penalty 2037.466833 = -3674686.492191 nChanged 2507 SP:Iteration 3F (5737.004137 sec): 3 clusters Score: Raw -3677863.765532 + Penalty 2037.466833 = -3675826.298699 nChanged 2732 SP:Iteration 4F (5737.104955 sec): 3 clusters Score: Raw -3679397.930859 + Penalty 2037.466833 = -3677360.464026 nChanged 3073 SP:Iteration 5F (5737.221225 sec): 3 clusters Score: Raw -3681529.249501 + Penalty 2037.466833 = -3679491.782669 nChanged 3244 SP:Iteration 6F (5737.318191 sec): 3 clusters Score: Raw -3684185.546479 + Penalty 2037.466833 = -3682148.079647 nChanged 3054 SP:Iteration 7F (5737.428040 sec): 3 clusters Score: Raw -3686961.125770 + Penalty 2037.466833 = -3684923.658937 nChanged 2465 SP:Iteration 8F (5737.525210 sec): 3 clusters Score: Raw -3689322.236563 + Penalty 2037.466833 = -3687284.769731 nChanged 1639 SP:Iteration 9Q (5737.633804 sec): 3 clusters Score: Raw -3690853.492946 + Penalty 2037.466833 = -3688816.026113 nChanged 923 SP:Iteration 10Q (5737.738831 sec): 3 clusters Score: Raw -3691679.383846 + Penalty 2037.466833 = -3689641.917014 nChanged 456 SP:Iteration 11Q (5737.838982 sec): 3 clusters Score: Raw -3692079.632836 + Penalty 2037.466833 = -3690042.166004 nChanged 225 SP:Iteration 12Q (5737.938904 sec): 3 clusters Score: Raw -3692271.613907 + Penalty 2037.466833 = -3690234.147074 nChanged 109 SP:Iteration 13Q (5738.035181 sec): 3 clusters Score: Raw -3692376.801733 + Penalty 2037.466833 = -3690339.334900 nChanged 76 SP:Iteration 14Q (5738.116822 sec): 3 clusters Score: Raw -3692453.205716 + Penalty 2037.466833 = -3690415.738883 nChanged 37 SP:Iteration 15Q (5738.205855 sec): 3 clusters Score: Raw -3692492.907776 + Penalty 2037.466833 = -3690455.440944 nChanged 30 SP:Iteration 16Q (5738.296376 sec): 3 clusters Score: Raw -3692529.230163 + Penalty 2037.466833 = -3690491.763330 nChanged 19 SP:Iteration 17Q (5738.383110 sec): 3 clusters Score: Raw -3692550.115956 + Penalty 2037.466833 = -3690512.649123 nChanged 19 SP:Iteration 18Q (5738.474225 sec): 3 clusters Score: Raw -3692567.432565 + Penalty 2037.466833 = -3690529.965732 nChanged 15 SP:Iteration 19Q (5738.569380 sec): 3 clusters Score: Raw -3692584.185464 + Penalty 2037.466833 = -3690546.718631 nChanged 21 SP:Iteration 20F (5738.669463 sec): 3 clusters Score: Raw -3692604.894994 + Penalty 2037.466833 = -3690567.428162 nChanged 12 SP:Iteration 21Q (5738.760805 sec): 3 clusters Score: Raw -3692616.410672 + Penalty 2037.466833 = -3690578.943840 nChanged 8 SP:Iteration 22Q (5738.852664 sec): 3 clusters Score: Raw -3692621.856868 + Penalty 2037.466833 = -3690584.390035 nChanged 6 SP:Iteration 23Q (5738.949878 sec): 3 clusters Score: Raw -3692630.177067 + Penalty 2037.466833 = -3690592.710235 nChanged 13 SP:Iteration 24Q (5739.034798 sec): 3 clusters Score: Raw -3692641.072058 + Penalty 2037.466833 = -3690603.605226 nChanged 14 SP:Iteration 25Q (5739.130612 sec): 3 clusters Score: Raw -3692656.302478 + Penalty 2037.466833 = -3690618.835646 nChanged 12 SP:Iteration 26Q (5739.223987 sec): 3 clusters Score: Raw -3692664.183961 + Penalty 2037.466833 = -3690626.717129 nChanged 7 SP:Iteration 27Q (5739.319021 sec): 3 clusters Score: Raw -3692671.105595 + Penalty 2037.466833 = -3690633.638763 nChanged 2 SP:Iteration 28Q (5739.413601 sec): 3 clusters Score: Raw -3692672.275957 + Penalty 2037.466833 = -3690634.809124 nChanged 4 SP:Iteration 29Q (5739.510318 sec): 3 clusters Score: Raw -3692675.668646 + Penalty 2037.466833 = -3690638.201814 nChanged 4 SP:Iteration 30Q (5739.599461 sec): 3 clusters Score: Raw -3692677.323799 + Penalty 2037.466833 = -3690639.856966 nChanged 1 SP:Iteration 31Q (5739.689145 sec): 3 clusters Score: Raw -3692678.289328 + Penalty 2037.466833 = -3690640.822495 nChanged 2 SP:Iteration 32Q (5739.788466 sec): 3 clusters Score: Raw -3692679.201817 + Penalty 2037.466833 = -3690641.734984 nChanged 0 SP:Iteration 33F (5739.879740 sec): 3 clusters Score: Raw -3692679.201817 + Penalty 2037.466833 = -3690641.734984 nChanged 0 Trying to split cluster 5 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5739.901483 sec): 2 clusters Score: Raw -310976.082248 + Penalty 778.478023 = -310197.604225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5739.947991 sec): 3 clusters Score: Raw -309089.750984 + Penalty 1556.956047 = -307532.794937 nChanged 1507 SP:Iteration 1F (5739.995828 sec): 3 clusters Score: Raw -310036.249827 + Penalty 1556.956047 = -308479.293780 nChanged 307 SP:Iteration 2F (5740.047439 sec): 3 clusters Score: Raw -310277.887768 + Penalty 1556.956047 = -308720.931722 nChanged 281 SP:Iteration 3F (5740.099441 sec): 3 clusters Score: Raw -310497.565395 + Penalty 1556.956047 = -308940.609349 nChanged 266 SP:Iteration 4F (5740.151551 sec): 3 clusters Score: Raw -310725.818116 + Penalty 1556.956047 = -309168.862069 nChanged 213 SP:Iteration 5F (5740.203657 sec): 3 clusters Score: Raw -310927.715537 + Penalty 1556.956047 = -309370.759490 nChanged 202 SP:Iteration 6F (5740.255627 sec): 3 clusters Score: Raw -311087.061992 + Penalty 1556.956047 = -309530.105945 nChanged 150 SP:Iteration 7Q (5740.307626 sec): 3 clusters Score: Raw -311174.578333 + Penalty 1556.956047 = -309617.622286 nChanged 99 SP:Iteration 8Q (5740.360812 sec): 3 clusters Score: Raw -311223.188104 + Penalty 1556.956047 = -309666.232057 nChanged 66 SP:Iteration 9Q (5740.413924 sec): 3 clusters Score: Raw -311250.248574 + Penalty 1556.956047 = -309693.292527 nChanged 44 SP:Iteration 10Q (5740.456946 sec): 3 clusters Score: Raw -311265.956978 + Penalty 1556.956047 = -309709.000931 nChanged 32 SP:Iteration 11Q (5740.497467 sec): 3 clusters Score: Raw -311278.931405 + Penalty 1556.956047 = -309721.975358 nChanged 35 SP:Iteration 12Q (5740.544153 sec): 3 clusters Score: Raw -311290.896266 + Penalty 1556.956047 = -309733.940220 nChanged 29 SP:Iteration 13Q (5740.581468 sec): 3 clusters Score: Raw -311299.154043 + Penalty 1556.956047 = -309742.197997 nChanged 26 SP:Iteration 14Q (5740.629576 sec): 3 clusters Score: Raw -311304.930396 + Penalty 1556.956047 = -309747.974349 nChanged 12 SP:Iteration 15Q (5740.671011 sec): 3 clusters Score: Raw -311307.199476 + Penalty 1556.956047 = -309750.243429 nChanged 10 SP:Iteration 16Q (5740.712412 sec): 3 clusters Score: Raw -311309.499815 + Penalty 1556.956047 = -309752.543768 nChanged 10 SP:Iteration 17Q (5740.765661 sec): 3 clusters Score: Raw -311311.515709 + Penalty 1556.956047 = -309754.559662 nChanged 9 SP:Iteration 18Q (5740.814428 sec): 3 clusters Score: Raw -311313.201655 + Penalty 1556.956047 = -309756.245608 nChanged 4 SP:Iteration 19Q (5740.869246 sec): 3 clusters Score: Raw -311314.487412 + Penalty 1556.956047 = -309757.531365 nChanged 3 SP:Iteration 20F (5740.922564 sec): 3 clusters Score: Raw -311315.157466 + Penalty 1556.956047 = -309758.201419 nChanged 4 SP:Iteration 21Q (5740.986496 sec): 3 clusters Score: Raw -311315.881253 + Penalty 1556.956047 = -309758.925207 nChanged 3 SP:Iteration 22Q (5741.028446 sec): 3 clusters Score: Raw -311316.353247 + Penalty 1556.956047 = -309759.397200 nChanged 1 SP:Iteration 23Q (5741.080126 sec): 3 clusters Score: Raw -311316.520192 + Penalty 1556.956047 = -309759.564145 nChanged 2 SP:Iteration 24Q (5741.121149 sec): 3 clusters Score: Raw -311316.776457 + Penalty 1556.956047 = -309759.820410 nChanged 0 SP:Iteration 25F (5741.173011 sec): 3 clusters Score: Raw -311316.776457 + Penalty 1556.956047 = -309759.820410 nChanged 0 Trying to split cluster 6 (15400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5741.211996 sec): 2 clusters Score: Raw -1326694.059259 + Penalty 916.001665 = -1325778.057595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5741.274866 sec): 3 clusters Score: Raw -1317241.718090 + Penalty 1832.003330 = -1315409.714761 nChanged 7090 SP:Iteration 1F (5741.332454 sec): 3 clusters Score: Raw -1321679.244994 + Penalty 1832.003330 = -1319847.241665 nChanged 1172 SP:Iteration 2F (5741.398174 sec): 3 clusters Score: Raw -1322446.519142 + Penalty 1832.003330 = -1320614.515813 nChanged 1264 SP:Iteration 3F (5741.455274 sec): 3 clusters Score: Raw -1323355.289615 + Penalty 1832.003330 = -1321523.286285 nChanged 1203 SP:Iteration 4F (5741.521037 sec): 3 clusters Score: Raw -1324327.140192 + Penalty 1832.003330 = -1322495.136863 nChanged 979 SP:Iteration 5F (5741.587065 sec): 3 clusters Score: Raw -1325067.135077 + Penalty 1832.003330 = -1323235.131747 nChanged 666 SP:Iteration 6Q (5741.653925 sec): 3 clusters Score: Raw -1325567.223575 + Penalty 1832.003330 = -1323735.220245 nChanged 477 SP:Iteration 7Q (5741.714279 sec): 3 clusters Score: Raw -1325899.750796 + Penalty 1832.003330 = -1324067.747466 nChanged 338 SP:Iteration 8Q (5741.772727 sec): 3 clusters Score: Raw -1326115.506043 + Penalty 1832.003330 = -1324283.502713 nChanged 245 SP:Iteration 9Q (5741.847855 sec): 3 clusters Score: Raw -1326249.212997 + Penalty 1832.003330 = -1324417.209667 nChanged 193 SP:Iteration 10Q (5741.902126 sec): 3 clusters Score: Raw -1326349.566083 + Penalty 1832.003330 = -1324517.562753 nChanged 179 SP:Iteration 11Q (5741.971571 sec): 3 clusters Score: Raw -1326438.028769 + Penalty 1832.003330 = -1324606.025439 nChanged 155 SP:Iteration 12Q (5742.024107 sec): 3 clusters Score: Raw -1326499.651147 + Penalty 1832.003330 = -1324667.647817 nChanged 121 SP:Iteration 13Q (5742.088229 sec): 3 clusters Score: Raw -1326542.157525 + Penalty 1832.003330 = -1324710.154195 nChanged 98 SP:Iteration 14Q (5742.137073 sec): 3 clusters Score: Raw -1326570.912081 + Penalty 1832.003330 = -1324738.908751 nChanged 78 SP:Iteration 15Q (5742.193765 sec): 3 clusters Score: Raw -1326589.015511 + Penalty 1832.003330 = -1324757.012181 nChanged 68 SP:Iteration 16Q (5742.258979 sec): 3 clusters Score: Raw -1326602.576740 + Penalty 1832.003330 = -1324770.573410 nChanged 63 SP:Iteration 17Q (5742.320927 sec): 3 clusters Score: Raw -1326615.305177 + Penalty 1832.003330 = -1324783.301847 nChanged 52 SP:Iteration 18Q (5742.380309 sec): 3 clusters Score: Raw -1326625.505526 + Penalty 1832.003330 = -1324793.502196 nChanged 42 SP:Iteration 19Q (5742.435968 sec): 3 clusters Score: Raw -1326635.155503 + Penalty 1832.003330 = -1324803.152173 nChanged 46 SP:Iteration 20F (5742.497543 sec): 3 clusters Score: Raw -1326643.283508 + Penalty 1832.003330 = -1324811.280179 nChanged 54 SP:Iteration 21Q (5742.549279 sec): 3 clusters Score: Raw -1326655.302529 + Penalty 1832.003330 = -1324823.299199 nChanged 68 SP:Iteration 22Q (5742.613434 sec): 3 clusters Score: Raw -1326672.117939 + Penalty 1832.003330 = -1324840.114609 nChanged 57 SP:Iteration 23Q (5742.677226 sec): 3 clusters Score: Raw -1326686.958386 + Penalty 1832.003330 = -1324854.955057 nChanged 41 SP:Iteration 24Q (5742.738442 sec): 3 clusters Score: Raw -1326696.864195 + Penalty 1832.003330 = -1324864.860865 nChanged 37 SP:Iteration 25Q (5742.810999 sec): 3 clusters Score: Raw -1326704.820245 + Penalty 1832.003330 = -1324872.816915 nChanged 23 SP:Iteration 26Q (5742.876440 sec): 3 clusters Score: Raw -1326709.028035 + Penalty 1832.003330 = -1324877.024706 nChanged 26 SP:Iteration 27Q (5742.931467 sec): 3 clusters Score: Raw -1326713.017592 + Penalty 1832.003330 = -1324881.014262 nChanged 22 SP:Iteration 28Q (5742.984695 sec): 3 clusters Score: Raw -1326717.408074 + Penalty 1832.003330 = -1324885.404744 nChanged 22 SP:Iteration 29Q (5743.048618 sec): 3 clusters Score: Raw -1326721.683362 + Penalty 1832.003330 = -1324889.680032 nChanged 23 SP:Iteration 30Q (5743.112912 sec): 3 clusters Score: Raw -1326726.389710 + Penalty 1832.003330 = -1324894.386380 nChanged 26 SP:Iteration 31Q (5743.174441 sec): 3 clusters Score: Raw -1326731.386877 + Penalty 1832.003330 = -1324899.383547 nChanged 24 SP:Iteration 32Q (5743.234360 sec): 3 clusters Score: Raw -1326736.240262 + Penalty 1832.003330 = -1324904.236932 nChanged 30 SP:Iteration 33Q (5743.302090 sec): 3 clusters Score: Raw -1326742.465439 + Penalty 1832.003330 = -1324910.462110 nChanged 28 SP:Iteration 34Q (5743.357717 sec): 3 clusters Score: Raw -1326748.853042 + Penalty 1832.003330 = -1324916.849712 nChanged 33 SP:Iteration 35Q (5743.415843 sec): 3 clusters Score: Raw -1326756.504275 + Penalty 1832.003330 = -1324924.500946 nChanged 34 SP:Iteration 36Q (5743.478265 sec): 3 clusters Score: Raw -1326763.544980 + Penalty 1832.003330 = -1324931.541650 nChanged 28 SP:Iteration 37Q (5743.550088 sec): 3 clusters Score: Raw -1326771.141076 + Penalty 1832.003330 = -1324939.137746 nChanged 32 SP:Iteration 38Q (5743.610914 sec): 3 clusters Score: Raw -1326781.666397 + Penalty 1832.003330 = -1324949.663067 nChanged 34 SP:Iteration 39Q (5743.660976 sec): 3 clusters Score: Raw -1326791.234296 + Penalty 1832.003330 = -1324959.230966 nChanged 30 SP:Iteration 40F (5743.721142 sec): 3 clusters Score: Raw -1326798.796579 + Penalty 1832.003330 = -1324966.793249 nChanged 28 SP:Iteration 41Q (5743.785135 sec): 3 clusters Score: Raw -1326805.880340 + Penalty 1832.003330 = -1324973.877010 nChanged 23 SP:Iteration 42Q (5743.859900 sec): 3 clusters Score: Raw -1326811.474942 + Penalty 1832.003330 = -1324979.471613 nChanged 18 SP:Iteration 43Q (5743.925969 sec): 3 clusters Score: Raw -1326816.314450 + Penalty 1832.003330 = -1324984.311120 nChanged 15 SP:Iteration 44Q (5743.979722 sec): 3 clusters Score: Raw -1326820.776856 + Penalty 1832.003330 = -1324988.773526 nChanged 18 SP:Iteration 45Q (5744.046179 sec): 3 clusters Score: Raw -1326826.048878 + Penalty 1832.003330 = -1324994.045548 nChanged 20 SP:Iteration 46Q (5744.110982 sec): 3 clusters Score: Raw -1326831.705126 + Penalty 1832.003330 = -1324999.701796 nChanged 16 SP:Iteration 47Q (5744.166799 sec): 3 clusters Score: Raw -1326835.289346 + Penalty 1832.003330 = -1325003.286016 nChanged 11 SP:Iteration 48Q (5744.229664 sec): 3 clusters Score: Raw -1326837.869953 + Penalty 1832.003330 = -1325005.866623 nChanged 17 SP:Iteration 49Q (5744.301875 sec): 3 clusters Score: Raw -1326843.708132 + Penalty 1832.003330 = -1325011.704802 nChanged 21 SP:Iteration 50Q (5744.357290 sec): 3 clusters Score: Raw -1326850.322358 + Penalty 1832.003330 = -1325018.319029 nChanged 19 SP:Iteration 51Q (5744.428470 sec): 3 clusters Score: Raw -1326858.007870 + Penalty 1832.003330 = -1325026.004540 nChanged 19 SP:Iteration 52Q (5744.488670 sec): 3 clusters Score: Raw -1326864.596862 + Penalty 1832.003330 = -1325032.593532 nChanged 15 SP:Iteration 53Q (5744.544019 sec): 3 clusters Score: Raw -1326869.370839 + Penalty 1832.003330 = -1325037.367509 nChanged 16 SP:Iteration 54Q (5744.614165 sec): 3 clusters Score: Raw -1326874.764835 + Penalty 1832.003330 = -1325042.761505 nChanged 12 SP:Iteration 55Q (5744.676662 sec): 3 clusters Score: Raw -1326877.716847 + Penalty 1832.003330 = -1325045.713517 nChanged 13 SP:Iteration 56Q (5744.740563 sec): 3 clusters Score: Raw -1326880.803171 + Penalty 1832.003330 = -1325048.799841 nChanged 10 SP:Iteration 57Q (5744.795266 sec): 3 clusters Score: Raw -1326882.824911 + Penalty 1832.003330 = -1325050.821581 nChanged 14 SP:Iteration 58Q (5744.858049 sec): 3 clusters Score: Raw -1326885.779015 + Penalty 1832.003330 = -1325053.775686 nChanged 13 SP:Iteration 59Q (5744.925339 sec): 3 clusters Score: Raw -1326888.570095 + Penalty 1832.003330 = -1325056.566765 nChanged 10 SP:Iteration 60F (5744.984785 sec): 3 clusters Score: Raw -1326891.487263 + Penalty 1832.003330 = -1325059.483934 nChanged 8 SP:Iteration 61Q (5745.010624 sec): 3 clusters Score: Raw -1326893.645105 + Penalty 1832.003330 = -1325061.641775 nChanged 10 SP:Iteration 62Q (5745.076872 sec): 3 clusters Score: Raw -1326895.900233 + Penalty 1832.003330 = -1325063.896903 nChanged 11 SP:Iteration 63Q (5745.141492 sec): 3 clusters Score: Raw -1326898.252634 + Penalty 1832.003330 = -1325066.249304 nChanged 3 SP:Iteration 64Q (5745.215199 sec): 3 clusters Score: Raw -1326899.717408 + Penalty 1832.003330 = -1325067.714079 nChanged 6 SP:Iteration 65Q (5745.280669 sec): 3 clusters Score: Raw -1326900.960891 + Penalty 1832.003330 = -1325068.957561 nChanged 4 SP:Iteration 66Q (5745.345678 sec): 3 clusters Score: Raw -1326901.875293 + Penalty 1832.003330 = -1325069.871963 nChanged 7 SP:Iteration 67Q (5745.401538 sec): 3 clusters Score: Raw -1326903.490075 + Penalty 1832.003330 = -1325071.486745 nChanged 3 SP:Iteration 68Q (5745.463063 sec): 3 clusters Score: Raw -1326904.225989 + Penalty 1832.003330 = -1325072.222659 nChanged 5 SP:Iteration 69Q (5745.520808 sec): 3 clusters Score: Raw -1326905.386370 + Penalty 1832.003330 = -1325073.383040 nChanged 9 SP:Iteration 70Q (5745.586364 sec): 3 clusters Score: Raw -1326907.503618 + Penalty 1832.003330 = -1325075.500288 nChanged 6 SP:Iteration 71Q (5745.641213 sec): 3 clusters Score: Raw -1326908.480773 + Penalty 1832.003330 = -1325076.477443 nChanged 4 SP:Iteration 72Q (5745.702406 sec): 3 clusters Score: Raw -1326909.326912 + Penalty 1832.003330 = -1325077.323582 nChanged 2 SP:Iteration 73Q (5745.771393 sec): 3 clusters Score: Raw -1326909.488255 + Penalty 1832.003330 = -1325077.484925 nChanged 0 SP:Iteration 74F (5745.836422 sec): 3 clusters Score: Raw -1326909.488255 + Penalty 1832.003330 = -1325077.484925 nChanged 0 Trying to split cluster 7 (112283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5745.978211 sec): 2 clusters Score: Raw -9800116.368104 + Penalty 1104.733886 = -9799011.634218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5746.167235 sec): 3 clusters Score: Raw -9725848.807404 + Penalty 2209.467772 = -9723639.339632 nChanged 54448 SP:Iteration 1F (5746.339796 sec): 3 clusters Score: Raw -9759015.858739 + Penalty 2209.467772 = -9756806.390966 nChanged 4552 SP:Iteration 2Q (5746.547746 sec): 3 clusters Score: Raw -9760528.037238 + Penalty 2209.467772 = -9758318.569465 nChanged 4996 SP:Iteration 3Q (5746.721689 sec): 3 clusters Score: Raw -9762379.327589 + Penalty 2209.467772 = -9760169.859817 nChanged 5552 SP:Iteration 4Q (5746.924273 sec): 3 clusters Score: Raw -9764842.566142 + Penalty 2209.467772 = -9762633.098370 nChanged 6239 SP:Iteration 5F (5747.114492 sec): 3 clusters Score: Raw -9768334.344665 + Penalty 2209.467772 = -9766124.876893 nChanged 6844 SP:Iteration 6F (5747.282506 sec): 3 clusters Score: Raw -9773050.787353 + Penalty 2209.467772 = -9770841.319581 nChanged 6918 SP:Iteration 7F (5747.476830 sec): 3 clusters Score: Raw -9778105.947510 + Penalty 2209.467772 = -9775896.479738 nChanged 6102 SP:Iteration 8F (5747.658946 sec): 3 clusters Score: Raw -9782027.310455 + Penalty 2209.467772 = -9779817.842682 nChanged 4587 SP:Iteration 9Q (5747.868972 sec): 3 clusters Score: Raw -9784074.137090 + Penalty 2209.467772 = -9781864.669318 nChanged 2958 SP:Iteration 10Q (5748.070333 sec): 3 clusters Score: Raw -9785120.697577 + Penalty 2209.467772 = -9782911.229805 nChanged 2290 SP:Iteration 11Q (5748.255179 sec): 3 clusters Score: Raw -9785945.215355 + Penalty 2209.467772 = -9783735.747583 nChanged 2191 SP:Iteration 12Q (5748.448623 sec): 3 clusters Score: Raw -9786758.274254 + Penalty 2209.467772 = -9784548.806482 nChanged 2272 SP:Iteration 13Q (5748.636312 sec): 3 clusters Score: Raw -9787648.317612 + Penalty 2209.467772 = -9785438.849840 nChanged 2269 SP:Iteration 14Q (5748.814969 sec): 3 clusters Score: Raw -9788542.364511 + Penalty 2209.467772 = -9786332.896738 nChanged 2279 SP:Iteration 15Q (5749.008754 sec): 3 clusters Score: Raw -9789487.525437 + Penalty 2209.467772 = -9787278.057665 nChanged 2305 SP:Iteration 16Q (5749.191404 sec): 3 clusters Score: Raw -9790508.724126 + Penalty 2209.467772 = -9788299.256353 nChanged 2333 SP:Iteration 17Q (5749.375263 sec): 3 clusters Score: Raw -9791583.245258 + Penalty 2209.467772 = -9789373.777486 nChanged 2331 SP:Iteration 18Q (5749.547224 sec): 3 clusters Score: Raw -9792673.081531 + Penalty 2209.467772 = -9790463.613759 nChanged 2177 SP:Iteration 19Q (5749.717306 sec): 3 clusters Score: Raw -9793707.930860 + Penalty 2209.467772 = -9791498.463088 nChanged 2054 SP:Iteration 20F (5749.900303 sec): 3 clusters Score: Raw -9794688.344562 + Penalty 2209.467772 = -9792478.876790 nChanged 1939 SP:Iteration 21Q (5750.068248 sec): 3 clusters Score: Raw -9795604.871079 + Penalty 2209.467772 = -9793395.403306 nChanged 1813 SP:Iteration 22Q (5750.248190 sec): 3 clusters Score: Raw -9796482.824146 + Penalty 2209.467772 = -9794273.356374 nChanged 1683 SP:Iteration 23Q (5750.425570 sec): 3 clusters Score: Raw -9797248.579607 + Penalty 2209.467772 = -9795039.111834 nChanged 1511 SP:Iteration 24Q (5750.611477 sec): 3 clusters Score: Raw -9797908.414943 + Penalty 2209.467772 = -9795698.947171 nChanged 1350 SP:Iteration 25Q (5750.789987 sec): 3 clusters Score: Raw -9798516.023563 + Penalty 2209.467772 = -9796306.555791 nChanged 1177 SP:Iteration 26Q (5750.963977 sec): 3 clusters Score: Raw -9798991.224119 + Penalty 2209.467772 = -9796781.756347 nChanged 988 SP:Iteration 27Q (5751.148328 sec): 3 clusters Score: Raw -9799358.755905 + Penalty 2209.467772 = -9797149.288133 nChanged 880 SP:Iteration 28Q (5751.325389 sec): 3 clusters Score: Raw -9799672.014550 + Penalty 2209.467772 = -9797462.546778 nChanged 793 SP:Iteration 29Q (5751.506971 sec): 3 clusters Score: Raw -9799934.636674 + Penalty 2209.467772 = -9797725.168902 nChanged 656 SP:Iteration 30Q (5751.690897 sec): 3 clusters Score: Raw -9800125.543396 + Penalty 2209.467772 = -9797916.075624 nChanged 562 SP:Iteration 31Q (5751.861352 sec): 3 clusters Score: Raw -9800275.241721 + Penalty 2209.467772 = -9798065.773948 nChanged 487 SP:Iteration 32Q (5752.029452 sec): 3 clusters Score: Raw -9800387.733687 + Penalty 2209.467772 = -9798178.265914 nChanged 425 SP:Iteration 33Q (5752.205201 sec): 3 clusters Score: Raw -9800474.743282 + Penalty 2209.467772 = -9798265.275510 nChanged 355 SP:Iteration 34Q (5752.370996 sec): 3 clusters Score: Raw -9800544.835591 + Penalty 2209.467772 = -9798335.367819 nChanged 324 SP:Iteration 35Q (5752.546890 sec): 3 clusters Score: Raw -9800603.694487 + Penalty 2209.467772 = -9798394.226715 nChanged 305 SP:Iteration 36Q (5752.716469 sec): 3 clusters Score: Raw -9800658.505089 + Penalty 2209.467772 = -9798449.037317 nChanged 262 SP:Iteration 37Q (5752.893213 sec): 3 clusters Score: Raw -9800705.916190 + Penalty 2209.467772 = -9798496.448417 nChanged 253 SP:Iteration 38Q (5753.067247 sec): 3 clusters Score: Raw -9800752.838446 + Penalty 2209.467772 = -9798543.370674 nChanged 232 SP:Iteration 39Q (5753.208538 sec): 3 clusters Score: Raw -9800791.265033 + Penalty 2209.467772 = -9798581.797260 nChanged 192 SP:Iteration 40F (5753.397066 sec): 3 clusters Score: Raw -9800821.042577 + Penalty 2209.467772 = -9798611.574805 nChanged 174 SP:Iteration 41Q (5753.565329 sec): 3 clusters Score: Raw -9800843.767570 + Penalty 2209.467772 = -9798634.299798 nChanged 162 SP:Iteration 42Q (5753.738442 sec): 3 clusters Score: Raw -9800865.117718 + Penalty 2209.467772 = -9798655.649946 nChanged 148 SP:Iteration 43Q (5753.903720 sec): 3 clusters Score: Raw -9800886.207742 + Penalty 2209.467772 = -9798676.739970 nChanged 146 SP:Iteration 44Q (5754.075126 sec): 3 clusters Score: Raw -9800906.935692 + Penalty 2209.467772 = -9798697.467920 nChanged 141 SP:Iteration 45Q (5754.250606 sec): 3 clusters Score: Raw -9800925.828539 + Penalty 2209.467772 = -9798716.360767 nChanged 125 SP:Iteration 46Q (5754.416857 sec): 3 clusters Score: Raw -9800941.846573 + Penalty 2209.467772 = -9798732.378800 nChanged 121 SP:Iteration 47Q (5754.591256 sec): 3 clusters Score: Raw -9800956.834926 + Penalty 2209.467772 = -9798747.367153 nChanged 110 SP:Iteration 48Q (5754.753319 sec): 3 clusters Score: Raw -9800970.534357 + Penalty 2209.467772 = -9798761.066585 nChanged 105 SP:Iteration 49Q (5754.919962 sec): 3 clusters Score: Raw -9800981.346238 + Penalty 2209.467772 = -9798771.878466 nChanged 91 SP:Iteration 50Q (5755.089637 sec): 3 clusters Score: Raw -9800990.310637 + Penalty 2209.467772 = -9798780.842865 nChanged 75 SP:Iteration 51Q (5755.266868 sec): 3 clusters Score: Raw -9800998.047045 + Penalty 2209.467772 = -9798788.579273 nChanged 69 SP:Iteration 52Q (5755.447764 sec): 3 clusters Score: Raw -9801004.582864 + Penalty 2209.467772 = -9798795.115091 nChanged 74 SP:Iteration 53Q (5755.624660 sec): 3 clusters Score: Raw -9801012.169297 + Penalty 2209.467772 = -9798802.701525 nChanged 73 SP:Iteration 54Q (5755.790763 sec): 3 clusters Score: Raw -9801019.302295 + Penalty 2209.467772 = -9798809.834522 nChanged 65 SP:Iteration 55Q (5755.967145 sec): 3 clusters Score: Raw -9801024.586094 + Penalty 2209.467772 = -9798815.118322 nChanged 52 SP:Iteration 56Q (5756.144099 sec): 3 clusters Score: Raw -9801028.380421 + Penalty 2209.467772 = -9798818.912648 nChanged 48 SP:Iteration 57Q (5756.322453 sec): 3 clusters Score: Raw -9801031.844581 + Penalty 2209.467772 = -9798822.376808 nChanged 42 SP:Iteration 58Q (5756.494497 sec): 3 clusters Score: Raw -9801035.201322 + Penalty 2209.467772 = -9798825.733550 nChanged 38 SP:Iteration 59Q (5756.662669 sec): 3 clusters Score: Raw -9801038.426610 + Penalty 2209.467772 = -9798828.958838 nChanged 45 SP:Iteration 60F (5756.858692 sec): 3 clusters Score: Raw -9801041.584324 + Penalty 2209.467772 = -9798832.116552 nChanged 36 SP:Iteration 61Q (5757.024228 sec): 3 clusters Score: Raw -9801044.516888 + Penalty 2209.467772 = -9798835.049116 nChanged 36 SP:Iteration 62Q (5757.197410 sec): 3 clusters Score: Raw -9801047.270622 + Penalty 2209.467772 = -9798837.802850 nChanged 27 SP:Iteration 63Q (5757.366920 sec): 3 clusters Score: Raw -9801049.285996 + Penalty 2209.467772 = -9798839.818223 nChanged 21 SP:Iteration 64Q (5757.533717 sec): 3 clusters Score: Raw -9801051.264671 + Penalty 2209.467772 = -9798841.796899 nChanged 21 SP:Iteration 65Q (5757.706542 sec): 3 clusters Score: Raw -9801052.478245 + Penalty 2209.467772 = -9798843.010473 nChanged 15 SP:Iteration 66Q (5757.872112 sec): 3 clusters Score: Raw -9801053.247909 + Penalty 2209.467772 = -9798843.780137 nChanged 10 SP:Iteration 67Q (5758.043387 sec): 3 clusters Score: Raw -9801054.000314 + Penalty 2209.467772 = -9798844.532542 nChanged 10 SP:Iteration 68Q (5758.224694 sec): 3 clusters Score: Raw -9801054.699274 + Penalty 2209.467772 = -9798845.231502 nChanged 14 SP:Iteration 69Q (5758.401675 sec): 3 clusters Score: Raw -9801056.049251 + Penalty 2209.467772 = -9798846.581479 nChanged 15 SP:Iteration 70Q (5758.568498 sec): 3 clusters Score: Raw -9801056.959024 + Penalty 2209.467772 = -9798847.491252 nChanged 14 SP:Iteration 71Q (5758.743855 sec): 3 clusters Score: Raw -9801057.812792 + Penalty 2209.467772 = -9798848.345019 nChanged 12 SP:Iteration 72Q (5758.914637 sec): 3 clusters Score: Raw -9801058.516044 + Penalty 2209.467772 = -9798849.048272 nChanged 12 SP:Iteration 73Q (5759.082636 sec): 3 clusters Score: Raw -9801059.204770 + Penalty 2209.467772 = -9798849.736998 nChanged 8 SP:Iteration 74Q (5759.252701 sec): 3 clusters Score: Raw -9801059.590679 + Penalty 2209.467772 = -9798850.122907 nChanged 2 SP:Iteration 75Q (5759.418853 sec): 3 clusters Score: Raw -9801059.670650 + Penalty 2209.467772 = -9798850.202878 nChanged 4 SP:Iteration 76Q (5759.591548 sec): 3 clusters Score: Raw -9801059.801803 + Penalty 2209.467772 = -9798850.334030 nChanged 3 SP:Iteration 77Q (5759.748124 sec): 3 clusters Score: Raw -9801060.003146 + Penalty 2209.467772 = -9798850.535374 nChanged 3 SP:Iteration 78Q (5759.918476 sec): 3 clusters Score: Raw -9801060.172950 + Penalty 2209.467772 = -9798850.705178 nChanged 3 SP:Iteration 79Q (5760.087579 sec): 3 clusters Score: Raw -9801060.389502 + Penalty 2209.467772 = -9798850.921730 nChanged 5 SP:Iteration 80F (5760.268384 sec): 3 clusters Score: Raw -9801060.738052 + Penalty 2209.467772 = -9798851.270280 nChanged 7 SP:Iteration 81Q (5760.413370 sec): 3 clusters Score: Raw -9801061.275103 + Penalty 2209.467772 = -9798851.807330 nChanged 4 SP:Iteration 82Q (5760.577110 sec): 3 clusters Score: Raw -9801061.445947 + Penalty 2209.467772 = -9798851.978174 nChanged 1 SP:Iteration 83Q (5760.749831 sec): 3 clusters Score: Raw -9801061.477728 + Penalty 2209.467772 = -9798852.009956 nChanged 3 SP:Iteration 84Q (5760.914965 sec): 3 clusters Score: Raw -9801061.540191 + Penalty 2209.467772 = -9798852.072418 nChanged 2 SP:Iteration 85Q (5761.084365 sec): 3 clusters Score: Raw -9801061.644453 + Penalty 2209.467772 = -9798852.176681 nChanged 1 SP:Iteration 86Q (5761.238355 sec): 3 clusters Score: Raw -9801061.660068 + Penalty 2209.467772 = -9798852.192295 nChanged 1 SP:Iteration 87Q (5761.400614 sec): 3 clusters Score: Raw -9801061.683450 + Penalty 2209.467772 = -9798852.215678 nChanged 1 SP:Iteration 88Q (5761.558590 sec): 3 clusters Score: Raw -9801061.716461 + Penalty 2209.467772 = -9798852.248689 nChanged 0 SP:Iteration 89F (5761.725564 sec): 3 clusters Score: Raw -9801061.716461 + Penalty 2209.467772 = -9798852.248689 nChanged 0 Trying to split cluster 8 (10907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5761.767628 sec): 2 clusters Score: Raw -935191.056066 + Penalty 883.230206 = -934307.825860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5761.819007 sec): 3 clusters Score: Raw -928714.399583 + Penalty 1766.460412 = -926947.939171 nChanged 4882 SP:Iteration 1F (5761.869576 sec): 3 clusters Score: Raw -931547.642255 + Penalty 1766.460412 = -929781.181843 nChanged 598 SP:Iteration 2F (5761.925930 sec): 3 clusters Score: Raw -931765.915668 + Penalty 1766.460412 = -929999.455256 nChanged 518 SP:Iteration 3Q (5761.987446 sec): 3 clusters Score: Raw -931944.613069 + Penalty 1766.460412 = -930178.152657 nChanged 474 SP:Iteration 4Q (5762.048978 sec): 3 clusters Score: Raw -932138.970809 + Penalty 1766.460412 = -930372.510397 nChanged 470 SP:Iteration 5Q (5762.110354 sec): 3 clusters Score: Raw -932344.292983 + Penalty 1766.460412 = -930577.832571 nChanged 486 SP:Iteration 6Q (5762.171665 sec): 3 clusters Score: Raw -932591.383082 + Penalty 1766.460412 = -930824.922670 nChanged 501 SP:Iteration 7Q (5762.229190 sec): 3 clusters Score: Raw -932870.138387 + Penalty 1766.460412 = -931103.677975 nChanged 521 SP:Iteration 8Q (5762.291205 sec): 3 clusters Score: Raw -933232.538857 + Penalty 1766.460412 = -931466.078445 nChanged 523 SP:Iteration 9Q (5762.352461 sec): 3 clusters Score: Raw -933630.610241 + Penalty 1766.460412 = -931864.149828 nChanged 477 SP:Iteration 10Q (5762.413960 sec): 3 clusters Score: Raw -933962.705399 + Penalty 1766.460412 = -932196.244987 nChanged 372 SP:Iteration 11Q (5762.474889 sec): 3 clusters Score: Raw -934185.414765 + Penalty 1766.460412 = -932418.954353 nChanged 290 SP:Iteration 12Q (5762.531115 sec): 3 clusters Score: Raw -934330.578446 + Penalty 1766.460412 = -932564.118034 nChanged 241 SP:Iteration 13Q (5762.591797 sec): 3 clusters Score: Raw -934448.824732 + Penalty 1766.460412 = -932682.364320 nChanged 219 SP:Iteration 14Q (5762.652488 sec): 3 clusters Score: Raw -934560.215557 + Penalty 1766.460412 = -932793.755145 nChanged 203 SP:Iteration 15Q (5762.706876 sec): 3 clusters Score: Raw -934676.394384 + Penalty 1766.460412 = -932909.933972 nChanged 192 SP:Iteration 16Q (5762.765477 sec): 3 clusters Score: Raw -934789.602284 + Penalty 1766.460412 = -933023.141872 nChanged 189 SP:Iteration 17Q (5762.812960 sec): 3 clusters Score: Raw -934915.422365 + Penalty 1766.460412 = -933148.961953 nChanged 180 SP:Iteration 18Q (5762.872911 sec): 3 clusters Score: Raw -935051.265126 + Penalty 1766.460412 = -933284.804714 nChanged 161 SP:Iteration 19Q (5762.933006 sec): 3 clusters Score: Raw -935198.532540 + Penalty 1766.460412 = -933432.072128 nChanged 136 SP:Iteration 20F (5762.988797 sec): 3 clusters Score: Raw -935353.843027 + Penalty 1766.460412 = -933587.382615 nChanged 101 SP:Iteration 21Q (5763.048422 sec): 3 clusters Score: Raw -935453.698939 + Penalty 1766.460412 = -933687.238527 nChanged 80 SP:Iteration 22Q (5763.097814 sec): 3 clusters Score: Raw -935498.000071 + Penalty 1766.460412 = -933731.539659 nChanged 63 SP:Iteration 23Q (5763.158681 sec): 3 clusters Score: Raw -935526.054403 + Penalty 1766.460412 = -933759.593991 nChanged 49 SP:Iteration 24Q (5763.217808 sec): 3 clusters Score: Raw -935542.180960 + Penalty 1766.460412 = -933775.720548 nChanged 32 SP:Iteration 25Q (5763.270516 sec): 3 clusters Score: Raw -935548.191203 + Penalty 1766.460412 = -933781.730791 nChanged 15 SP:Iteration 26Q (5763.331072 sec): 3 clusters Score: Raw -935551.017596 + Penalty 1766.460412 = -933784.557184 nChanged 9 SP:Iteration 27Q (5763.391171 sec): 3 clusters Score: Raw -935552.349714 + Penalty 1766.460412 = -933785.889302 nChanged 6 SP:Iteration 28Q (5763.450950 sec): 3 clusters Score: Raw -935553.363592 + Penalty 1766.460412 = -933786.903180 nChanged 6 SP:Iteration 29Q (5763.509925 sec): 3 clusters Score: Raw -935554.431037 + Penalty 1766.460412 = -933787.970625 nChanged 4 SP:Iteration 30Q (5763.565697 sec): 3 clusters Score: Raw -935555.098222 + Penalty 1766.460412 = -933788.637810 nChanged 5 SP:Iteration 31Q (5763.614459 sec): 3 clusters Score: Raw -935555.694665 + Penalty 1766.460412 = -933789.234253 nChanged 7 SP:Iteration 32Q (5763.674757 sec): 3 clusters Score: Raw -935557.709956 + Penalty 1766.460412 = -933791.249544 nChanged 8 SP:Iteration 33Q (5763.730273 sec): 3 clusters Score: Raw -935558.885698 + Penalty 1766.460412 = -933792.425286 nChanged 4 SP:Iteration 34Q (5763.783146 sec): 3 clusters Score: Raw -935559.639200 + Penalty 1766.460412 = -933793.178788 nChanged 4 SP:Iteration 35Q (5763.840955 sec): 3 clusters Score: Raw -935560.151206 + Penalty 1766.460412 = -933793.690794 nChanged 4 SP:Iteration 36Q (5763.901935 sec): 3 clusters Score: Raw -935560.629623 + Penalty 1766.460412 = -933794.169210 nChanged 5 SP:Iteration 37Q (5763.959636 sec): 3 clusters Score: Raw -935561.006301 + Penalty 1766.460412 = -933794.545889 nChanged 3 SP:Iteration 38Q (5764.010100 sec): 3 clusters Score: Raw -935561.396748 + Penalty 1766.460412 = -933794.936336 nChanged 7 SP:Iteration 39Q (5764.060154 sec): 3 clusters Score: Raw -935561.973459 + Penalty 1766.460412 = -933795.513047 nChanged 7 SP:Iteration 40F (5764.127507 sec): 3 clusters Score: Raw -935562.976760 + Penalty 1766.460412 = -933796.516347 nChanged 8 SP:Iteration 41Q (5764.186899 sec): 3 clusters Score: Raw -935564.111476 + Penalty 1766.460412 = -933797.651064 nChanged 6 SP:Iteration 42Q (5764.241460 sec): 3 clusters Score: Raw -935564.604318 + Penalty 1766.460412 = -933798.143905 nChanged 3 SP:Iteration 43Q (5764.302317 sec): 3 clusters Score: Raw -935565.184186 + Penalty 1766.460412 = -933798.723774 nChanged 4 SP:Iteration 44Q (5764.358602 sec): 3 clusters Score: Raw -935565.764765 + Penalty 1766.460412 = -933799.304353 nChanged 5 SP:Iteration 45Q (5764.413256 sec): 3 clusters Score: Raw -935566.642998 + Penalty 1766.460412 = -933800.182586 nChanged 7 SP:Iteration 46Q (5764.474859 sec): 3 clusters Score: Raw -935568.019247 + Penalty 1766.460412 = -933801.558834 nChanged 11 SP:Iteration 47Q (5764.530826 sec): 3 clusters Score: Raw -935569.507846 + Penalty 1766.460412 = -933803.047434 nChanged 6 SP:Iteration 48Q (5764.585520 sec): 3 clusters Score: Raw -935570.759477 + Penalty 1766.460412 = -933804.299065 nChanged 7 SP:Iteration 49Q (5764.632072 sec): 3 clusters Score: Raw -935571.571667 + Penalty 1766.460412 = -933805.111255 nChanged 3 SP:Iteration 50Q (5764.688512 sec): 3 clusters Score: Raw -935571.910484 + Penalty 1766.460412 = -933805.450071 nChanged 2 SP:Iteration 51Q (5764.753047 sec): 3 clusters Score: Raw -935572.120712 + Penalty 1766.460412 = -933805.660299 nChanged 3 SP:Iteration 52Q (5764.800087 sec): 3 clusters Score: Raw -935572.398754 + Penalty 1766.460412 = -933805.938342 nChanged 3 SP:Iteration 53Q (5764.861294 sec): 3 clusters Score: Raw -935572.675462 + Penalty 1766.460412 = -933806.215050 nChanged 2 SP:Iteration 54Q (5764.915447 sec): 3 clusters Score: Raw -935573.107559 + Penalty 1766.460412 = -933806.647147 nChanged 8 SP:Iteration 55Q (5764.979445 sec): 3 clusters Score: Raw -935574.309049 + Penalty 1766.460412 = -933807.848636 nChanged 8 SP:Iteration 56Q (5764.993998 sec): 3 clusters Score: Raw -935576.157244 + Penalty 1766.460412 = -933809.696832 nChanged 12 SP:Iteration 57Q (5765.060066 sec): 3 clusters Score: Raw -935579.790864 + Penalty 1766.460412 = -933813.330451 nChanged 17 SP:Iteration 58Q (5765.105186 sec): 3 clusters Score: Raw -935584.434136 + Penalty 1766.460412 = -933817.973724 nChanged 19 SP:Iteration 59Q (5765.160724 sec): 3 clusters Score: Raw -935587.795239 + Penalty 1766.460412 = -933821.334826 nChanged 20 SP:Iteration 60F (5765.214994 sec): 3 clusters Score: Raw -935591.401574 + Penalty 1766.460412 = -933824.941162 nChanged 22 SP:Iteration 61Q (5765.270021 sec): 3 clusters Score: Raw -935598.671260 + Penalty 1766.460412 = -933832.210848 nChanged 29 SP:Iteration 62Q (5765.326923 sec): 3 clusters Score: Raw -935605.590578 + Penalty 1766.460412 = -933839.130166 nChanged 21 SP:Iteration 63Q (5765.386829 sec): 3 clusters Score: Raw -935609.683405 + Penalty 1766.460412 = -933843.222993 nChanged 18 SP:Iteration 64Q (5765.456995 sec): 3 clusters Score: Raw -935612.910376 + Penalty 1766.460412 = -933846.449964 nChanged 13 SP:Iteration 65Q (5765.515548 sec): 3 clusters Score: Raw -935615.043691 + Penalty 1766.460412 = -933848.583278 nChanged 15 SP:Iteration 66Q (5765.576621 sec): 3 clusters Score: Raw -935618.214600 + Penalty 1766.460412 = -933851.754188 nChanged 17 SP:Iteration 67Q (5765.635960 sec): 3 clusters Score: Raw -935620.692704 + Penalty 1766.460412 = -933854.232291 nChanged 12 SP:Iteration 68Q (5765.687062 sec): 3 clusters Score: Raw -935622.168882 + Penalty 1766.460412 = -933855.708469 nChanged 10 SP:Iteration 69Q (5765.716319 sec): 3 clusters Score: Raw -935624.016791 + Penalty 1766.460412 = -933857.556379 nChanged 8 SP:Iteration 70Q (5765.740191 sec): 3 clusters Score: Raw -935625.956759 + Penalty 1766.460412 = -933859.496347 nChanged 8 SP:Iteration 71Q (5765.764149 sec): 3 clusters Score: Raw -935626.873032 + Penalty 1766.460412 = -933860.412620 nChanged 7 SP:Iteration 72Q (5765.788147 sec): 3 clusters Score: Raw -935627.995063 + Penalty 1766.460412 = -933861.534650 nChanged 5 SP:Iteration 73Q (5765.812269 sec): 3 clusters Score: Raw -935628.620603 + Penalty 1766.460412 = -933862.160190 nChanged 6 SP:Iteration 74Q (5765.836148 sec): 3 clusters Score: Raw -935629.240547 + Penalty 1766.460412 = -933862.780135 nChanged 3 SP:Iteration 75Q (5765.860092 sec): 3 clusters Score: Raw -935629.414445 + Penalty 1766.460412 = -933862.954033 nChanged 1 SP:Iteration 76Q (5765.883955 sec): 3 clusters Score: Raw -935629.622603 + Penalty 1766.460412 = -933863.162191 nChanged 3 SP:Iteration 77Q (5765.907770 sec): 3 clusters Score: Raw -935629.786108 + Penalty 1766.460412 = -933863.325696 nChanged 0 SP:Iteration 78F (5765.933311 sec): 3 clusters Score: Raw -935629.786108 + Penalty 1766.460412 = -933863.325696 nChanged 0 Trying to split cluster 9 (3671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5765.950506 sec): 2 clusters Score: Raw -306371.462201 + Penalty 779.780841 = -305591.681359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5765.965139 sec): 3 clusters Score: Raw -304429.878095 + Penalty 1559.561683 = -302870.316412 nChanged 1521 SP:Iteration 1F (5765.978411 sec): 3 clusters Score: Raw -305306.194764 + Penalty 1559.561683 = -303746.633081 nChanged 267 SP:Iteration 2F (5765.995432 sec): 3 clusters Score: Raw -305449.057046 + Penalty 1559.561683 = -303889.495364 nChanged 192 SP:Iteration 3F (5766.009349 sec): 3 clusters Score: Raw -305541.267314 + Penalty 1559.561683 = -303981.705631 nChanged 157 SP:Iteration 4Q (5766.023141 sec): 3 clusters Score: Raw -305621.555457 + Penalty 1559.561683 = -304061.993774 nChanged 143 SP:Iteration 5Q (5766.036840 sec): 3 clusters Score: Raw -305701.907050 + Penalty 1559.561683 = -304142.345368 nChanged 134 SP:Iteration 6Q (5766.050564 sec): 3 clusters Score: Raw -305778.763955 + Penalty 1559.561683 = -304219.202272 nChanged 133 SP:Iteration 7Q (5766.064121 sec): 3 clusters Score: Raw -305853.779168 + Penalty 1559.561683 = -304294.217485 nChanged 133 SP:Iteration 8Q (5766.077727 sec): 3 clusters Score: Raw -305933.682418 + Penalty 1559.561683 = -304374.120735 nChanged 137 SP:Iteration 9Q (5766.091271 sec): 3 clusters Score: Raw -306010.823498 + Penalty 1559.561683 = -304451.261815 nChanged 116 SP:Iteration 10Q (5766.104912 sec): 3 clusters Score: Raw -306077.364843 + Penalty 1559.561683 = -304517.803161 nChanged 116 SP:Iteration 11Q (5766.118508 sec): 3 clusters Score: Raw -306145.339049 + Penalty 1559.561683 = -304585.777366 nChanged 104 SP:Iteration 12Q (5766.132038 sec): 3 clusters Score: Raw -306200.209262 + Penalty 1559.561683 = -304640.647579 nChanged 90 SP:Iteration 13Q (5766.145572 sec): 3 clusters Score: Raw -306257.127621 + Penalty 1559.561683 = -304697.565938 nChanged 77 SP:Iteration 14Q (5766.158926 sec): 3 clusters Score: Raw -306299.653517 + Penalty 1559.561683 = -304740.091835 nChanged 59 SP:Iteration 15Q (5766.175353 sec): 3 clusters Score: Raw -306341.759661 + Penalty 1559.561683 = -304782.197978 nChanged 58 SP:Iteration 16Q (5766.188898 sec): 3 clusters Score: Raw -306384.716731 + Penalty 1559.561683 = -304825.155048 nChanged 53 SP:Iteration 17Q (5766.202218 sec): 3 clusters Score: Raw -306427.537983 + Penalty 1559.561683 = -304867.976301 nChanged 38 SP:Iteration 18Q (5766.225286 sec): 3 clusters Score: Raw -306457.208577 + Penalty 1559.561683 = -304897.646894 nChanged 30 SP:Iteration 19Q (5766.238527 sec): 3 clusters Score: Raw -306476.005474 + Penalty 1559.561683 = -304916.443791 nChanged 25 SP:Iteration 20F (5766.252105 sec): 3 clusters Score: Raw -306492.795709 + Penalty 1559.561683 = -304933.234026 nChanged 22 SP:Iteration 21Q (5766.282297 sec): 3 clusters Score: Raw -306510.130434 + Penalty 1559.561683 = -304950.568751 nChanged 24 SP:Iteration 22Q (5766.295658 sec): 3 clusters Score: Raw -306520.559485 + Penalty 1559.561683 = -304960.997802 nChanged 9 SP:Iteration 23Q (5766.308722 sec): 3 clusters Score: Raw -306523.434317 + Penalty 1559.561683 = -304963.872634 nChanged 10 SP:Iteration 24Q (5766.335899 sec): 3 clusters Score: Raw -306525.892490 + Penalty 1559.561683 = -304966.330807 nChanged 1 SP:Iteration 25Q (5766.349373 sec): 3 clusters Score: Raw -306526.049527 + Penalty 1559.561683 = -304966.487844 nChanged 3 SP:Iteration 26Q (5766.362421 sec): 3 clusters Score: Raw -306527.099932 + Penalty 1559.561683 = -304967.538249 nChanged 4 SP:Iteration 27Q (5766.375496 sec): 3 clusters Score: Raw -306528.449012 + Penalty 1559.561683 = -304968.887329 nChanged 5 SP:Iteration 28Q (5766.388518 sec): 3 clusters Score: Raw -306529.957399 + Penalty 1559.561683 = -304970.395716 nChanged 6 SP:Iteration 29Q (5766.401587 sec): 3 clusters Score: Raw -306534.178346 + Penalty 1559.561683 = -304974.616663 nChanged 8 SP:Iteration 30Q (5766.414553 sec): 3 clusters Score: Raw -306542.583859 + Penalty 1559.561683 = -304983.022176 nChanged 10 SP:Iteration 31Q (5766.427431 sec): 3 clusters Score: Raw -306548.120720 + Penalty 1559.561683 = -304988.559038 nChanged 8 SP:Iteration 32Q (5766.442010 sec): 3 clusters Score: Raw -306552.883446 + Penalty 1559.561683 = -304993.321763 nChanged 5 SP:Iteration 33Q (5766.455384 sec): 3 clusters Score: Raw -306554.283222 + Penalty 1559.561683 = -304994.721539 nChanged 3 SP:Iteration 34Q (5766.468452 sec): 3 clusters Score: Raw -306554.771507 + Penalty 1559.561683 = -304995.209824 nChanged 1 SP:Iteration 35Q (5766.481352 sec): 3 clusters Score: Raw -306554.905234 + Penalty 1559.561683 = -304995.343551 nChanged 1 SP:Iteration 36Q (5766.494217 sec): 3 clusters Score: Raw -306555.344428 + Penalty 1559.561683 = -304995.782745 nChanged 2 SP:Iteration 37Q (5766.507197 sec): 3 clusters Score: Raw -306556.495488 + Penalty 1559.561683 = -304996.933805 nChanged 3 SP:Iteration 38Q (5766.520189 sec): 3 clusters Score: Raw -306557.400758 + Penalty 1559.561683 = -304997.839076 nChanged 0 SP:Iteration 39F (5766.535002 sec): 3 clusters Score: Raw -306557.400758 + Penalty 1559.561683 = -304997.839076 nChanged 0 Trying to split cluster 10 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5766.550963 sec): 2 clusters Score: Raw -193255.650871 + Penalty 736.062710 = -192519.588161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5766.560626 sec): 3 clusters Score: Raw -192102.606740 + Penalty 1472.125420 = -190630.481320 nChanged 902 SP:Iteration 1F (5766.569322 sec): 3 clusters Score: Raw -192707.953844 + Penalty 1472.125420 = -191235.828424 nChanged 203 SP:Iteration 2F (5766.578056 sec): 3 clusters Score: Raw -192859.509147 + Penalty 1472.125420 = -191387.383727 nChanged 156 SP:Iteration 3F (5766.586774 sec): 3 clusters Score: Raw -192992.891534 + Penalty 1472.125420 = -191520.766115 nChanged 162 SP:Iteration 4F (5766.595498 sec): 3 clusters Score: Raw -193141.314339 + Penalty 1472.125420 = -191669.188919 nChanged 157 SP:Iteration 5F (5766.604079 sec): 3 clusters Score: Raw -193280.341382 + Penalty 1472.125420 = -191808.215963 nChanged 126 SP:Iteration 6F (5766.612788 sec): 3 clusters Score: Raw -193405.241729 + Penalty 1472.125420 = -191933.116310 nChanged 100 SP:Iteration 7Q (5766.624140 sec): 3 clusters Score: Raw -193494.972114 + Penalty 1472.125420 = -192022.846695 nChanged 65 SP:Iteration 8Q (5766.633109 sec): 3 clusters Score: Raw -193557.556894 + Penalty 1472.125420 = -192085.431475 nChanged 56 SP:Iteration 9Q (5766.641595 sec): 3 clusters Score: Raw -193596.962936 + Penalty 1472.125420 = -192124.837517 nChanged 37 SP:Iteration 10Q (5766.650144 sec): 3 clusters Score: Raw -193615.430418 + Penalty 1472.125420 = -192143.304999 nChanged 15 SP:Iteration 11Q (5766.658733 sec): 3 clusters Score: Raw -193623.691496 + Penalty 1472.125420 = -192151.566076 nChanged 16 SP:Iteration 12Q (5766.667219 sec): 3 clusters Score: Raw -193629.875315 + Penalty 1472.125420 = -192157.749895 nChanged 8 SP:Iteration 13Q (5766.675637 sec): 3 clusters Score: Raw -193632.070915 + Penalty 1472.125420 = -192159.945495 nChanged 2 SP:Iteration 14Q (5766.684060 sec): 3 clusters Score: Raw -193632.373790 + Penalty 1472.125420 = -192160.248370 nChanged 0 SP:Iteration 15F (5766.692711 sec): 3 clusters Score: Raw -193632.373790 + Penalty 1472.125420 = -192160.248370 nChanged 0 Trying to split cluster 11 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5766.732388 sec): 2 clusters Score: Raw -232845.544090 + Penalty 745.277320 = -232100.266770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5766.736335 sec): 3 clusters Score: Raw -231630.878786 + Penalty 1490.554639 = -230140.324147 nChanged 999 SP:Iteration 1F (5766.745988 sec): 3 clusters Score: Raw -232376.015753 + Penalty 1490.554639 = -230885.461114 nChanged 236 SP:Iteration 2F (5766.755492 sec): 3 clusters Score: Raw -232594.888270 + Penalty 1490.554639 = -231104.333631 nChanged 186 SP:Iteration 3F (5766.764852 sec): 3 clusters Score: Raw -232747.250938 + Penalty 1490.554639 = -231256.696299 nChanged 140 SP:Iteration 4F (5766.774281 sec): 3 clusters Score: Raw -232852.493174 + Penalty 1490.554639 = -231361.938535 nChanged 89 SP:Iteration 5Q (5766.783726 sec): 3 clusters Score: Raw -232908.933316 + Penalty 1490.554639 = -231418.378676 nChanged 62 SP:Iteration 6Q (5766.793056 sec): 3 clusters Score: Raw -232944.794920 + Penalty 1490.554639 = -231454.240281 nChanged 52 SP:Iteration 7Q (5766.802465 sec): 3 clusters Score: Raw -232971.158225 + Penalty 1490.554639 = -231480.603586 nChanged 38 SP:Iteration 8Q (5766.811852 sec): 3 clusters Score: Raw -232984.567722 + Penalty 1490.554639 = -231494.013082 nChanged 22 SP:Iteration 9Q (5766.821140 sec): 3 clusters Score: Raw -232992.058231 + Penalty 1490.554639 = -231501.503591 nChanged 22 SP:Iteration 10Q (5766.830509 sec): 3 clusters Score: Raw -232999.564372 + Penalty 1490.554639 = -231509.009733 nChanged 17 SP:Iteration 11Q (5766.839792 sec): 3 clusters Score: Raw -233006.030970 + Penalty 1490.554639 = -231515.476331 nChanged 19 SP:Iteration 12Q (5766.849408 sec): 3 clusters Score: Raw -233014.009683 + Penalty 1490.554639 = -231523.455044 nChanged 20 SP:Iteration 13Q (5766.859107 sec): 3 clusters Score: Raw -233026.348746 + Penalty 1490.554639 = -231535.794107 nChanged 27 SP:Iteration 14Q (5766.868366 sec): 3 clusters Score: Raw -233043.284305 + Penalty 1490.554639 = -231552.729665 nChanged 27 SP:Iteration 15Q (5766.877714 sec): 3 clusters Score: Raw -233054.096220 + Penalty 1490.554639 = -231563.541580 nChanged 19 SP:Iteration 16Q (5766.887077 sec): 3 clusters Score: Raw -233060.308963 + Penalty 1490.554639 = -231569.754324 nChanged 19 SP:Iteration 17Q (5766.896403 sec): 3 clusters Score: Raw -233072.965631 + Penalty 1490.554639 = -231582.410991 nChanged 26 SP:Iteration 18Q (5766.905763 sec): 3 clusters Score: Raw -233088.605179 + Penalty 1490.554639 = -231598.050540 nChanged 19 SP:Iteration 19Q (5766.915041 sec): 3 clusters Score: Raw -233098.435409 + Penalty 1490.554639 = -231607.880770 nChanged 16 SP:Iteration 20F (5766.924473 sec): 3 clusters Score: Raw -233104.893650 + Penalty 1490.554639 = -231614.339010 nChanged 14 SP:Iteration 21Q (5766.933821 sec): 3 clusters Score: Raw -233111.824734 + Penalty 1490.554639 = -231621.270094 nChanged 13 SP:Iteration 22Q (5766.946440 sec): 3 clusters Score: Raw -233118.650597 + Penalty 1490.554639 = -231628.095958 nChanged 20 SP:Iteration 23Q (5766.954522 sec): 3 clusters Score: Raw -233127.168926 + Penalty 1490.554639 = -231636.614286 nChanged 21 SP:Iteration 24Q (5766.963803 sec): 3 clusters Score: Raw -233135.614302 + Penalty 1490.554639 = -231645.059663 nChanged 14 SP:Iteration 25Q (5766.973127 sec): 3 clusters Score: Raw -233140.844401 + Penalty 1490.554639 = -231650.289761 nChanged 22 SP:Iteration 26Q (5766.982517 sec): 3 clusters Score: Raw -233149.906041 + Penalty 1490.554639 = -231659.351402 nChanged 22 SP:Iteration 27Q (5766.991973 sec): 3 clusters Score: Raw -233159.524411 + Penalty 1490.554639 = -231668.969772 nChanged 21 SP:Iteration 28Q (5767.001227 sec): 3 clusters Score: Raw -233167.720277 + Penalty 1490.554639 = -231677.165637 nChanged 19 SP:Iteration 29Q (5767.010469 sec): 3 clusters Score: Raw -233174.866832 + Penalty 1490.554639 = -231684.312193 nChanged 13 SP:Iteration 30Q (5767.019665 sec): 3 clusters Score: Raw -233180.382857 + Penalty 1490.554639 = -231689.828217 nChanged 16 SP:Iteration 31Q (5767.045051 sec): 3 clusters Score: Raw -233185.344517 + Penalty 1490.554639 = -231694.789878 nChanged 13 SP:Iteration 32Q (5767.054735 sec): 3 clusters Score: Raw -233190.347871 + Penalty 1490.554639 = -231699.793231 nChanged 9 SP:Iteration 33Q (5767.064007 sec): 3 clusters Score: Raw -233192.792180 + Penalty 1490.554639 = -231702.237541 nChanged 5 SP:Iteration 34Q (5767.073201 sec): 3 clusters Score: Raw -233193.905251 + Penalty 1490.554639 = -231703.350612 nChanged 5 SP:Iteration 35Q (5767.082405 sec): 3 clusters Score: Raw -233194.728801 + Penalty 1490.554639 = -231704.174162 nChanged 5 SP:Iteration 36Q (5767.091583 sec): 3 clusters Score: Raw -233196.831465 + Penalty 1490.554639 = -231706.276826 nChanged 7 SP:Iteration 37Q (5767.100837 sec): 3 clusters Score: Raw -233198.830549 + Penalty 1490.554639 = -231708.275910 nChanged 7 SP:Iteration 38Q (5767.125783 sec): 3 clusters Score: Raw -233200.900554 + Penalty 1490.554639 = -231710.345915 nChanged 9 SP:Iteration 39Q (5767.135337 sec): 3 clusters Score: Raw -233202.885203 + Penalty 1490.554639 = -231712.330564 nChanged 6 SP:Iteration 40F (5767.144746 sec): 3 clusters Score: Raw -233204.592661 + Penalty 1490.554639 = -231714.038022 nChanged 7 SP:Iteration 41Q (5767.154050 sec): 3 clusters Score: Raw -233206.983927 + Penalty 1490.554639 = -231716.429288 nChanged 6 SP:Iteration 42Q (5767.163306 sec): 3 clusters Score: Raw -233209.509906 + Penalty 1490.554639 = -231718.955267 nChanged 8 SP:Iteration 43Q (5767.172629 sec): 3 clusters Score: Raw -233212.774365 + Penalty 1490.554639 = -231722.219726 nChanged 5 SP:Iteration 44Q (5767.181835 sec): 3 clusters Score: Raw -233214.108690 + Penalty 1490.554639 = -231723.554051 nChanged 4 SP:Iteration 45Q (5767.191065 sec): 3 clusters Score: Raw -233215.313364 + Penalty 1490.554639 = -231724.758725 nChanged 6 SP:Iteration 46Q (5767.200268 sec): 3 clusters Score: Raw -233217.466119 + Penalty 1490.554639 = -231726.911479 nChanged 4 SP:Iteration 47Q (5767.209571 sec): 3 clusters Score: Raw -233218.301094 + Penalty 1490.554639 = -231727.746455 nChanged 3 SP:Iteration 48Q (5767.218858 sec): 3 clusters Score: Raw -233219.095555 + Penalty 1490.554639 = -231728.540916 nChanged 2 SP:Iteration 49Q (5767.238526 sec): 3 clusters Score: Raw -233219.578783 + Penalty 1490.554639 = -231729.024144 nChanged 4 SP:Iteration 50Q (5767.248172 sec): 3 clusters Score: Raw -233220.492682 + Penalty 1490.554639 = -231729.938043 nChanged 1 SP:Iteration 51Q (5767.257375 sec): 3 clusters Score: Raw -233220.834630 + Penalty 1490.554639 = -231730.279991 nChanged 1 SP:Iteration 52Q (5767.266571 sec): 3 clusters Score: Raw -233220.917281 + Penalty 1490.554639 = -231730.362641 nChanged 0 SP:Iteration 53F (5767.276040 sec): 3 clusters Score: Raw -233220.917281 + Penalty 1490.554639 = -231730.362641 nChanged 0 Trying to split cluster 12 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5767.309470 sec): 2 clusters Score: Raw -274832.555946 + Penalty 769.831956 = -274062.723990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5767.363878 sec): 3 clusters Score: Raw -273089.949626 + Penalty 1539.663913 = -271550.285713 nChanged 1359 SP:Iteration 1F (5767.400081 sec): 3 clusters Score: Raw -273872.416172 + Penalty 1539.663913 = -272332.752260 nChanged 271 SP:Iteration 2F (5767.463381 sec): 3 clusters Score: Raw -274052.099571 + Penalty 1539.663913 = -272512.435658 nChanged 244 SP:Iteration 3F (5767.476775 sec): 3 clusters Score: Raw -274226.938968 + Penalty 1539.663913 = -272687.275055 nChanged 245 SP:Iteration 4F (5767.488700 sec): 3 clusters Score: Raw -274438.727235 + Penalty 1539.663913 = -272899.063322 nChanged 210 SP:Iteration 5F (5767.500725 sec): 3 clusters Score: Raw -274603.774306 + Penalty 1539.663913 = -273064.110393 nChanged 151 SP:Iteration 6Q (5767.512783 sec): 3 clusters Score: Raw -274711.077660 + Penalty 1539.663913 = -273171.413748 nChanged 132 SP:Iteration 7Q (5767.524812 sec): 3 clusters Score: Raw -274807.861177 + Penalty 1539.663913 = -273268.197264 nChanged 112 SP:Iteration 8Q (5767.536934 sec): 3 clusters Score: Raw -274879.226788 + Penalty 1539.663913 = -273339.562875 nChanged 96 SP:Iteration 9Q (5767.548858 sec): 3 clusters Score: Raw -274930.499082 + Penalty 1539.663913 = -273390.835169 nChanged 75 SP:Iteration 10Q (5767.560747 sec): 3 clusters Score: Raw -274971.287048 + Penalty 1539.663913 = -273431.623135 nChanged 56 SP:Iteration 11Q (5767.572735 sec): 3 clusters Score: Raw -275001.067865 + Penalty 1539.663913 = -273461.403952 nChanged 43 SP:Iteration 12Q (5767.584645 sec): 3 clusters Score: Raw -275026.188478 + Penalty 1539.663913 = -273486.524566 nChanged 53 SP:Iteration 13Q (5767.604160 sec): 3 clusters Score: Raw -275053.941931 + Penalty 1539.663913 = -273514.278018 nChanged 38 SP:Iteration 14Q (5767.616307 sec): 3 clusters Score: Raw -275074.056820 + Penalty 1539.663913 = -273534.392907 nChanged 32 SP:Iteration 15Q (5767.628708 sec): 3 clusters Score: Raw -275093.419414 + Penalty 1539.663913 = -273553.755501 nChanged 36 SP:Iteration 16Q (5767.640675 sec): 3 clusters Score: Raw -275111.172935 + Penalty 1539.663913 = -273571.509022 nChanged 25 SP:Iteration 17Q (5767.652450 sec): 3 clusters Score: Raw -275122.625687 + Penalty 1539.663913 = -273582.961775 nChanged 21 SP:Iteration 18Q (5767.664307 sec): 3 clusters Score: Raw -275133.255621 + Penalty 1539.663913 = -273593.591708 nChanged 14 SP:Iteration 19Q (5767.676083 sec): 3 clusters Score: Raw -275140.885380 + Penalty 1539.663913 = -273601.221467 nChanged 12 SP:Iteration 20F (5767.688009 sec): 3 clusters Score: Raw -275146.910800 + Penalty 1539.663913 = -273607.246887 nChanged 18 SP:Iteration 21Q (5767.712447 sec): 3 clusters Score: Raw -275154.524624 + Penalty 1539.663913 = -273614.860711 nChanged 12 SP:Iteration 22Q (5767.724619 sec): 3 clusters Score: Raw -275158.163692 + Penalty 1539.663913 = -273618.499780 nChanged 5 SP:Iteration 23Q (5767.736597 sec): 3 clusters Score: Raw -275159.385315 + Penalty 1539.663913 = -273619.721402 nChanged 2 SP:Iteration 24Q (5767.748675 sec): 3 clusters Score: Raw -275160.024657 + Penalty 1539.663913 = -273620.360744 nChanged 3 SP:Iteration 25Q (5767.760545 sec): 3 clusters Score: Raw -275160.473232 + Penalty 1539.663913 = -273620.809320 nChanged 1 SP:Iteration 26Q (5767.773057 sec): 3 clusters Score: Raw -275161.280557 + Penalty 1539.663913 = -273621.616644 nChanged 4 SP:Iteration 27Q (5767.784882 sec): 3 clusters Score: Raw -275164.604588 + Penalty 1539.663913 = -273624.940675 nChanged 9 SP:Iteration 28Q (5767.796707 sec): 3 clusters Score: Raw -275167.318878 + Penalty 1539.663913 = -273627.654965 nChanged 7 SP:Iteration 29Q (5767.824600 sec): 3 clusters Score: Raw -275169.427354 + Penalty 1539.663913 = -273629.763442 nChanged 6 SP:Iteration 30Q (5767.836710 sec): 3 clusters Score: Raw -275170.984404 + Penalty 1539.663913 = -273631.320491 nChanged 6 SP:Iteration 31Q (5767.848589 sec): 3 clusters Score: Raw -275173.360585 + Penalty 1539.663913 = -273633.696672 nChanged 5 SP:Iteration 32Q (5767.860493 sec): 3 clusters Score: Raw -275174.531818 + Penalty 1539.663913 = -273634.867905 nChanged 7 SP:Iteration 33Q (5767.872315 sec): 3 clusters Score: Raw -275176.615053 + Penalty 1539.663913 = -273636.951140 nChanged 4 SP:Iteration 34Q (5767.894685 sec): 3 clusters Score: Raw -275178.036969 + Penalty 1539.663913 = -273638.373056 nChanged 6 SP:Iteration 35Q (5767.915419 sec): 3 clusters Score: Raw -275179.348174 + Penalty 1539.663913 = -273639.684261 nChanged 3 SP:Iteration 36Q (5767.927581 sec): 3 clusters Score: Raw -275180.818235 + Penalty 1539.663913 = -273641.154323 nChanged 5 SP:Iteration 37Q (5767.939394 sec): 3 clusters Score: Raw -275181.697248 + Penalty 1539.663913 = -273642.033335 nChanged 4 SP:Iteration 38Q (5767.951291 sec): 3 clusters Score: Raw -275183.404373 + Penalty 1539.663913 = -273643.740460 nChanged 4 SP:Iteration 39Q (5767.963012 sec): 3 clusters Score: Raw -275185.002073 + Penalty 1539.663913 = -273645.338160 nChanged 3 SP:Iteration 40F (5767.975030 sec): 3 clusters Score: Raw -275185.664224 + Penalty 1539.663913 = -273646.000312 nChanged 2 SP:Iteration 41Q (5767.997973 sec): 3 clusters Score: Raw -275186.368586 + Penalty 1539.663913 = -273646.704673 nChanged 1 SP:Iteration 42Q (5768.010087 sec): 3 clusters Score: Raw -275186.680834 + Penalty 1539.663913 = -273647.016921 nChanged 2 SP:Iteration 43Q (5768.021814 sec): 3 clusters Score: Raw -275187.021075 + Penalty 1539.663913 = -273647.357162 nChanged 1 SP:Iteration 44Q (5768.033535 sec): 3 clusters Score: Raw -275187.250118 + Penalty 1539.663913 = -273647.586205 nChanged 1 SP:Iteration 45Q (5768.045283 sec): 3 clusters Score: Raw -275187.479569 + Penalty 1539.663913 = -273647.815656 nChanged 2 SP:Iteration 46Q (5768.057034 sec): 3 clusters Score: Raw -275187.895166 + Penalty 1539.663913 = -273648.231254 nChanged 0 SP:Iteration 47F (5768.082389 sec): 3 clusters Score: Raw -275187.895166 + Penalty 1539.663913 = -273648.231254 nChanged 0 Trying to split cluster 13 (4878 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5768.101425 sec): 2 clusters Score: Raw -375964.330675 + Penalty 806.786605 = -375157.544070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5768.120483 sec): 3 clusters Score: Raw -373253.004735 + Penalty 1613.573210 = -371639.431525 nChanged 2065 SP:Iteration 1F (5768.138379 sec): 3 clusters Score: Raw -374519.999104 + Penalty 1613.573210 = -372906.425894 nChanged 409 SP:Iteration 2F (5768.157178 sec): 3 clusters Score: Raw -374811.024183 + Penalty 1613.573210 = -373197.450973 nChanged 338 SP:Iteration 3F (5768.175266 sec): 3 clusters Score: Raw -375034.594485 + Penalty 1613.573210 = -373421.021275 nChanged 272 SP:Iteration 4F (5768.193268 sec): 3 clusters Score: Raw -375207.360459 + Penalty 1613.573210 = -373593.787249 nChanged 205 SP:Iteration 5Q (5768.210884 sec): 3 clusters Score: Raw -375333.745162 + Penalty 1613.573210 = -373720.171952 nChanged 181 SP:Iteration 6Q (5768.254369 sec): 3 clusters Score: Raw -375425.420242 + Penalty 1613.573210 = -373811.847032 nChanged 153 SP:Iteration 7Q (5768.272390 sec): 3 clusters Score: Raw -375482.965337 + Penalty 1613.573210 = -373869.392127 nChanged 93 SP:Iteration 8Q (5768.290306 sec): 3 clusters Score: Raw -375517.247164 + Penalty 1613.573210 = -373903.673954 nChanged 88 SP:Iteration 9Q (5768.308105 sec): 3 clusters Score: Raw -375545.874790 + Penalty 1613.573210 = -373932.301580 nChanged 73 SP:Iteration 10Q (5768.325598 sec): 3 clusters Score: Raw -375570.958649 + Penalty 1613.573210 = -373957.385439 nChanged 75 SP:Iteration 11Q (5768.343115 sec): 3 clusters Score: Raw -375592.751370 + Penalty 1613.573210 = -373979.178160 nChanged 58 SP:Iteration 12Q (5768.369120 sec): 3 clusters Score: Raw -375604.569139 + Penalty 1613.573210 = -373990.995929 nChanged 38 SP:Iteration 13Q (5768.380930 sec): 3 clusters Score: Raw -375612.999447 + Penalty 1613.573210 = -373999.426237 nChanged 36 SP:Iteration 14Q (5768.398813 sec): 3 clusters Score: Raw -375621.805884 + Penalty 1613.573210 = -374008.232674 nChanged 43 SP:Iteration 15Q (5768.416385 sec): 3 clusters Score: Raw -375631.872230 + Penalty 1613.573210 = -374018.299020 nChanged 36 SP:Iteration 16Q (5768.433792 sec): 3 clusters Score: Raw -375638.356074 + Penalty 1613.573210 = -374024.782864 nChanged 28 SP:Iteration 17Q (5768.478044 sec): 3 clusters Score: Raw -375643.450609 + Penalty 1613.573210 = -374029.877399 nChanged 23 SP:Iteration 18Q (5768.495866 sec): 3 clusters Score: Raw -375647.538317 + Penalty 1613.573210 = -374033.965107 nChanged 19 SP:Iteration 19Q (5768.513584 sec): 3 clusters Score: Raw -375650.784582 + Penalty 1613.573210 = -374037.211372 nChanged 21 SP:Iteration 20F (5768.531493 sec): 3 clusters Score: Raw -375653.653673 + Penalty 1613.573210 = -374040.080463 nChanged 19 SP:Iteration 21Q (5768.549084 sec): 3 clusters Score: Raw -375656.660273 + Penalty 1613.573210 = -374043.087063 nChanged 10 SP:Iteration 22Q (5768.566645 sec): 3 clusters Score: Raw -375658.254596 + Penalty 1613.573210 = -374044.681386 nChanged 10 SP:Iteration 23Q (5768.598188 sec): 3 clusters Score: Raw -375660.047016 + Penalty 1613.573210 = -374046.473806 nChanged 12 SP:Iteration 24Q (5768.615950 sec): 3 clusters Score: Raw -375662.091143 + Penalty 1613.573210 = -374048.517933 nChanged 13 SP:Iteration 25Q (5768.633440 sec): 3 clusters Score: Raw -375663.856864 + Penalty 1613.573210 = -374050.283654 nChanged 15 SP:Iteration 26Q (5768.651384 sec): 3 clusters Score: Raw -375667.018194 + Penalty 1613.573210 = -374053.444984 nChanged 17 SP:Iteration 27Q (5768.668885 sec): 3 clusters Score: Raw -375670.605514 + Penalty 1613.573210 = -374057.032304 nChanged 21 SP:Iteration 28Q (5768.686218 sec): 3 clusters Score: Raw -375675.692044 + Penalty 1613.573210 = -374062.118834 nChanged 25 SP:Iteration 29Q (5768.715481 sec): 3 clusters Score: Raw -375681.155187 + Penalty 1613.573210 = -374067.581977 nChanged 25 SP:Iteration 30Q (5768.733200 sec): 3 clusters Score: Raw -375687.312216 + Penalty 1613.573210 = -374073.739006 nChanged 35 SP:Iteration 31Q (5768.751193 sec): 3 clusters Score: Raw -375695.952773 + Penalty 1613.573210 = -374082.379563 nChanged 32 SP:Iteration 32Q (5768.770822 sec): 3 clusters Score: Raw -375704.883558 + Penalty 1613.573210 = -374091.310349 nChanged 36 SP:Iteration 33Q (5768.788468 sec): 3 clusters Score: Raw -375713.055034 + Penalty 1613.573210 = -374099.481824 nChanged 26 SP:Iteration 34Q (5768.805833 sec): 3 clusters Score: Raw -375717.950715 + Penalty 1613.573210 = -374104.377505 nChanged 18 SP:Iteration 35Q (5768.823669 sec): 3 clusters Score: Raw -375721.845253 + Penalty 1613.573210 = -374108.272043 nChanged 20 SP:Iteration 36Q (5768.854429 sec): 3 clusters Score: Raw -375724.986420 + Penalty 1613.573210 = -374111.413210 nChanged 18 SP:Iteration 37Q (5768.871896 sec): 3 clusters Score: Raw -375728.088959 + Penalty 1613.573210 = -374114.515749 nChanged 16 SP:Iteration 38Q (5768.889596 sec): 3 clusters Score: Raw -375732.043960 + Penalty 1613.573210 = -374118.470750 nChanged 20 SP:Iteration 39Q (5768.907207 sec): 3 clusters Score: Raw -375735.843827 + Penalty 1613.573210 = -374122.270617 nChanged 15 SP:Iteration 40F (5768.925759 sec): 3 clusters Score: Raw -375740.072104 + Penalty 1613.573210 = -374126.498894 nChanged 11 SP:Iteration 41Q (5768.943391 sec): 3 clusters Score: Raw -375744.196388 + Penalty 1613.573210 = -374130.623178 nChanged 25 SP:Iteration 42Q (5768.999587 sec): 3 clusters Score: Raw -375751.051644 + Penalty 1613.573210 = -374137.478434 nChanged 21 SP:Iteration 43Q (5769.034404 sec): 3 clusters Score: Raw -375756.687688 + Penalty 1613.573210 = -374143.114478 nChanged 18 SP:Iteration 44Q (5769.083853 sec): 3 clusters Score: Raw -375761.319814 + Penalty 1613.573210 = -374147.746604 nChanged 22 SP:Iteration 45Q (5769.150405 sec): 3 clusters Score: Raw -375768.431327 + Penalty 1613.573210 = -374154.858117 nChanged 20 SP:Iteration 46Q (5769.203282 sec): 3 clusters Score: Raw -375774.519302 + Penalty 1613.573210 = -374160.946093 nChanged 28 SP:Iteration 47Q (5769.255252 sec): 3 clusters Score: Raw -375781.622113 + Penalty 1613.573210 = -374168.048903 nChanged 27 SP:Iteration 48Q (5769.304268 sec): 3 clusters Score: Raw -375788.052367 + Penalty 1613.573210 = -374174.479157 nChanged 22 SP:Iteration 49Q (5769.346236 sec): 3 clusters Score: Raw -375794.230971 + Penalty 1613.573210 = -374180.657761 nChanged 31 SP:Iteration 50Q (5769.399925 sec): 3 clusters Score: Raw -375804.372101 + Penalty 1613.573210 = -374190.798891 nChanged 32 SP:Iteration 51Q (5769.459837 sec): 3 clusters Score: Raw -375812.861496 + Penalty 1613.573210 = -374199.288286 nChanged 32 SP:Iteration 52Q (5769.511415 sec): 3 clusters Score: Raw -375821.320711 + Penalty 1613.573210 = -374207.747501 nChanged 34 SP:Iteration 53Q (5769.563876 sec): 3 clusters Score: Raw -375831.313940 + Penalty 1613.573210 = -374217.740730 nChanged 34 SP:Iteration 54Q (5769.612624 sec): 3 clusters Score: Raw -375839.875937 + Penalty 1613.573210 = -374226.302727 nChanged 31 SP:Iteration 55Q (5769.656318 sec): 3 clusters Score: Raw -375849.128185 + Penalty 1613.573210 = -374235.554976 nChanged 38 SP:Iteration 56Q (5769.711754 sec): 3 clusters Score: Raw -375860.538106 + Penalty 1613.573210 = -374246.964896 nChanged 28 SP:Iteration 57Q (5769.773247 sec): 3 clusters Score: Raw -375870.076003 + Penalty 1613.573210 = -374256.502793 nChanged 28 SP:Iteration 58Q (5769.817126 sec): 3 clusters Score: Raw -375876.821466 + Penalty 1613.573210 = -374263.248256 nChanged 28 SP:Iteration 59Q (5769.879611 sec): 3 clusters Score: Raw -375886.974124 + Penalty 1613.573210 = -374273.400914 nChanged 35 SP:Iteration 60F (5769.929301 sec): 3 clusters Score: Raw -375895.352656 + Penalty 1613.573210 = -374281.779446 nChanged 30 SP:Iteration 61Q (5769.978389 sec): 3 clusters Score: Raw -375903.034221 + Penalty 1613.573210 = -374289.461011 nChanged 23 SP:Iteration 62Q (5770.019971 sec): 3 clusters Score: Raw -375906.106604 + Penalty 1613.573210 = -374292.533394 nChanged 13 SP:Iteration 63Q (5770.083235 sec): 3 clusters Score: Raw -375907.540145 + Penalty 1613.573210 = -374293.966935 nChanged 11 SP:Iteration 64Q (5770.134192 sec): 3 clusters Score: Raw -375909.105097 + Penalty 1613.573210 = -374295.531887 nChanged 6 SP:Iteration 65Q (5770.180156 sec): 3 clusters Score: Raw -375910.183780 + Penalty 1613.573210 = -374296.610570 nChanged 6 SP:Iteration 66Q (5770.234225 sec): 3 clusters Score: Raw -375910.846277 + Penalty 1613.573210 = -374297.273067 nChanged 8 SP:Iteration 67Q (5770.287688 sec): 3 clusters Score: Raw -375912.870214 + Penalty 1613.573210 = -374299.297004 nChanged 11 SP:Iteration 68Q (5770.341282 sec): 3 clusters Score: Raw -375915.208612 + Penalty 1613.573210 = -374301.635402 nChanged 15 SP:Iteration 69Q (5770.388816 sec): 3 clusters Score: Raw -375917.174208 + Penalty 1613.573210 = -374303.600998 nChanged 14 SP:Iteration 70Q (5770.431497 sec): 3 clusters Score: Raw -375919.533932 + Penalty 1613.573210 = -374305.960722 nChanged 9 SP:Iteration 71Q (5770.484663 sec): 3 clusters Score: Raw -375921.237521 + Penalty 1613.573210 = -374307.664312 nChanged 12 SP:Iteration 72Q (5770.538188 sec): 3 clusters Score: Raw -375922.970209 + Penalty 1613.573210 = -374309.397000 nChanged 9 SP:Iteration 73Q (5770.582093 sec): 3 clusters Score: Raw -375924.014311 + Penalty 1613.573210 = -374310.441101 nChanged 7 SP:Iteration 74Q (5770.635841 sec): 3 clusters Score: Raw -375925.655193 + Penalty 1613.573210 = -374312.081984 nChanged 7 SP:Iteration 75Q (5770.689421 sec): 3 clusters Score: Raw -375927.385734 + Penalty 1613.573210 = -374313.812524 nChanged 16 SP:Iteration 76Q (5770.747262 sec): 3 clusters Score: Raw -375930.685476 + Penalty 1613.573210 = -374317.112266 nChanged 11 SP:Iteration 77Q (5770.781900 sec): 3 clusters Score: Raw -375932.649925 + Penalty 1613.573210 = -374319.076715 nChanged 11 SP:Iteration 78Q (5770.835628 sec): 3 clusters Score: Raw -375934.584866 + Penalty 1613.573210 = -374321.011656 nChanged 10 SP:Iteration 79Q (5770.889137 sec): 3 clusters Score: Raw -375936.370748 + Penalty 1613.573210 = -374322.797538 nChanged 6 SP:Iteration 80F (5770.942875 sec): 3 clusters Score: Raw -375937.164293 + Penalty 1613.573210 = -374323.591083 nChanged 7 SP:Iteration 81Q (5770.996269 sec): 3 clusters Score: Raw -375937.935747 + Penalty 1613.573210 = -374324.362537 nChanged 8 SP:Iteration 82Q (5771.051522 sec): 3 clusters Score: Raw -375938.885799 + Penalty 1613.573210 = -374325.312589 nChanged 10 SP:Iteration 83Q (5771.104754 sec): 3 clusters Score: Raw -375940.436332 + Penalty 1613.573210 = -374326.863122 nChanged 5 SP:Iteration 84Q (5771.156885 sec): 3 clusters Score: Raw -375940.888317 + Penalty 1613.573210 = -374327.315107 nChanged 4 SP:Iteration 85Q (5771.210561 sec): 3 clusters Score: Raw -375941.196070 + Penalty 1613.573210 = -374327.622860 nChanged 3 SP:Iteration 86Q (5771.263977 sec): 3 clusters Score: Raw -375941.354020 + Penalty 1613.573210 = -374327.780810 nChanged 1 SP:Iteration 87Q (5771.317645 sec): 3 clusters Score: Raw -375941.372699 + Penalty 1613.573210 = -374327.799489 nChanged 0 SP:Iteration 88F (5771.372080 sec): 3 clusters Score: Raw -375941.372699 + Penalty 1613.573210 = -374327.799489 nChanged 0 Trying to split cluster 14 (27590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5771.436242 sec): 2 clusters Score: Raw -2333079.143331 + Penalty 971.394823 = -2332107.748508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5771.510308 sec): 3 clusters Score: Raw -2315575.735968 + Penalty 1942.789647 = -2313632.946321 nChanged 12977 SP:Iteration 1F (5771.588049 sec): 3 clusters Score: Raw -2323260.576455 + Penalty 1942.789647 = -2321317.786808 nChanged 1553 SP:Iteration 2F (5771.656375 sec): 3 clusters Score: Raw -2323854.302082 + Penalty 1942.789647 = -2321911.512435 nChanged 1628 SP:Iteration 3F (5771.739281 sec): 3 clusters Score: Raw -2324658.647387 + Penalty 1942.789647 = -2322715.857740 nChanged 1847 SP:Iteration 4F (5771.819333 sec): 3 clusters Score: Raw -2325837.043291 + Penalty 1942.789647 = -2323894.253644 nChanged 1979 SP:Iteration 5F (5771.898881 sec): 3 clusters Score: Raw -2327342.501815 + Penalty 1942.789647 = -2325399.712168 nChanged 1818 SP:Iteration 6F (5771.975007 sec): 3 clusters Score: Raw -2328926.731013 + Penalty 1942.789647 = -2326983.941366 nChanged 1467 SP:Iteration 7F (5772.055755 sec): 3 clusters Score: Raw -2330355.922810 + Penalty 1942.789647 = -2328413.133164 nChanged 1006 SP:Iteration 8Q (5772.129710 sec): 3 clusters Score: Raw -2331282.849868 + Penalty 1942.789647 = -2329340.060222 nChanged 714 SP:Iteration 9Q (5772.211908 sec): 3 clusters Score: Raw -2331872.819125 + Penalty 1942.789647 = -2329930.029478 nChanged 519 SP:Iteration 10Q (5772.289946 sec): 3 clusters Score: Raw -2332192.798973 + Penalty 1942.789647 = -2330250.009326 nChanged 353 SP:Iteration 11Q (5772.350891 sec): 3 clusters Score: Raw -2332366.333778 + Penalty 1942.789647 = -2330423.544132 nChanged 260 SP:Iteration 12Q (5772.430018 sec): 3 clusters Score: Raw -2332479.351102 + Penalty 1942.789647 = -2330536.561455 nChanged 227 SP:Iteration 13Q (5772.513268 sec): 3 clusters Score: Raw -2332579.305892 + Penalty 1942.789647 = -2330636.516245 nChanged 189 SP:Iteration 14Q (5772.582408 sec): 3 clusters Score: Raw -2332663.690500 + Penalty 1942.789647 = -2330720.900853 nChanged 179 SP:Iteration 15Q (5772.658971 sec): 3 clusters Score: Raw -2332733.802052 + Penalty 1942.789647 = -2330791.012405 nChanged 173 SP:Iteration 16Q (5772.736934 sec): 3 clusters Score: Raw -2332800.421467 + Penalty 1942.789647 = -2330857.631820 nChanged 156 SP:Iteration 17Q (5772.812138 sec): 3 clusters Score: Raw -2332856.407662 + Penalty 1942.789647 = -2330913.618015 nChanged 124 SP:Iteration 18Q (5772.889929 sec): 3 clusters Score: Raw -2332902.786476 + Penalty 1942.789647 = -2330959.996829 nChanged 105 SP:Iteration 19Q (5772.969773 sec): 3 clusters Score: Raw -2332941.137957 + Penalty 1942.789647 = -2330998.348310 nChanged 96 SP:Iteration 20F (5773.046722 sec): 3 clusters Score: Raw -2332972.639951 + Penalty 1942.789647 = -2331029.850304 nChanged 97 SP:Iteration 21Q (5773.115266 sec): 3 clusters Score: Raw -2333003.066179 + Penalty 1942.789647 = -2331060.276532 nChanged 84 SP:Iteration 22Q (5773.183660 sec): 3 clusters Score: Raw -2333029.102325 + Penalty 1942.789647 = -2331086.312678 nChanged 79 SP:Iteration 23Q (5773.269624 sec): 3 clusters Score: Raw -2333055.464662 + Penalty 1942.789647 = -2331112.675015 nChanged 80 SP:Iteration 24Q (5773.341089 sec): 3 clusters Score: Raw -2333081.008797 + Penalty 1942.789647 = -2331138.219150 nChanged 73 SP:Iteration 25Q (5773.421920 sec): 3 clusters Score: Raw -2333101.381157 + Penalty 1942.789647 = -2331158.591511 nChanged 64 SP:Iteration 26Q (5773.500110 sec): 3 clusters Score: Raw -2333118.588910 + Penalty 1942.789647 = -2331175.799263 nChanged 51 SP:Iteration 27Q (5773.588133 sec): 3 clusters Score: Raw -2333133.931722 + Penalty 1942.789647 = -2331191.142075 nChanged 56 SP:Iteration 28Q (5773.659220 sec): 3 clusters Score: Raw -2333150.181461 + Penalty 1942.789647 = -2331207.391815 nChanged 48 SP:Iteration 29Q (5773.735347 sec): 3 clusters Score: Raw -2333164.906190 + Penalty 1942.789647 = -2331222.116543 nChanged 36 SP:Iteration 30Q (5773.813325 sec): 3 clusters Score: Raw -2333176.613582 + Penalty 1942.789647 = -2331233.823935 nChanged 38 SP:Iteration 31Q (5773.890218 sec): 3 clusters Score: Raw -2333186.088011 + Penalty 1942.789647 = -2331243.298364 nChanged 26 SP:Iteration 32Q (5773.981934 sec): 3 clusters Score: Raw -2333192.604365 + Penalty 1942.789647 = -2331249.814718 nChanged 23 SP:Iteration 33Q (5774.052801 sec): 3 clusters Score: Raw -2333199.165491 + Penalty 1942.789647 = -2331256.375844 nChanged 27 SP:Iteration 34Q (5774.138448 sec): 3 clusters Score: Raw -2333206.599048 + Penalty 1942.789647 = -2331263.809401 nChanged 25 SP:Iteration 35Q (5774.193495 sec): 3 clusters Score: Raw -2333213.024145 + Penalty 1942.789647 = -2331270.234498 nChanged 23 SP:Iteration 36Q (5774.234680 sec): 3 clusters Score: Raw -2333220.342964 + Penalty 1942.789647 = -2331277.553317 nChanged 21 SP:Iteration 37Q (5774.276095 sec): 3 clusters Score: Raw -2333226.206160 + Penalty 1942.789647 = -2331283.416513 nChanged 16 SP:Iteration 38Q (5774.317480 sec): 3 clusters Score: Raw -2333229.370533 + Penalty 1942.789647 = -2331286.580887 nChanged 16 SP:Iteration 39Q (5774.358705 sec): 3 clusters Score: Raw -2333233.327475 + Penalty 1942.789647 = -2331290.537828 nChanged 19 SP:Iteration 40F (5774.406254 sec): 3 clusters Score: Raw -2333238.455609 + Penalty 1942.789647 = -2331295.665963 nChanged 14 SP:Iteration 41Q (5774.448002 sec): 3 clusters Score: Raw -2333242.594268 + Penalty 1942.789647 = -2331299.804621 nChanged 13 SP:Iteration 42Q (5774.489424 sec): 3 clusters Score: Raw -2333249.187996 + Penalty 1942.789647 = -2331306.398350 nChanged 16 SP:Iteration 43Q (5774.530354 sec): 3 clusters Score: Raw -2333252.781022 + Penalty 1942.789647 = -2331309.991375 nChanged 9 SP:Iteration 44Q (5774.571866 sec): 3 clusters Score: Raw -2333256.022296 + Penalty 1942.789647 = -2331313.232649 nChanged 14 SP:Iteration 45Q (5774.613465 sec): 3 clusters Score: Raw -2333262.341924 + Penalty 1942.789647 = -2331319.552278 nChanged 13 SP:Iteration 46Q (5774.654059 sec): 3 clusters Score: Raw -2333265.973549 + Penalty 1942.789647 = -2331323.183902 nChanged 5 SP:Iteration 47Q (5774.695603 sec): 3 clusters Score: Raw -2333267.506407 + Penalty 1942.789647 = -2331324.716760 nChanged 3 SP:Iteration 48Q (5774.736959 sec): 3 clusters Score: Raw -2333268.494336 + Penalty 1942.789647 = -2331325.704689 nChanged 3 SP:Iteration 49Q (5774.778211 sec): 3 clusters Score: Raw -2333268.911805 + Penalty 1942.789647 = -2331326.122158 nChanged 2 SP:Iteration 50Q (5774.819303 sec): 3 clusters Score: Raw -2333269.408992 + Penalty 1942.789647 = -2331326.619345 nChanged 0 SP:Iteration 51F (5774.865239 sec): 3 clusters Score: Raw -2333269.408992 + Penalty 1942.789647 = -2331326.619345 nChanged 0 Trying to split cluster 15 (8689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5774.887304 sec): 2 clusters Score: Raw -737817.256346 + Penalty 861.632248 = -736955.624098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5774.911439 sec): 3 clusters Score: Raw -732663.495197 + Penalty 1723.264496 = -730940.230701 nChanged 3850 SP:Iteration 1F (5774.934702 sec): 3 clusters Score: Raw -734876.198139 + Penalty 1723.264496 = -733152.933643 nChanged 590 SP:Iteration 2F (5774.957751 sec): 3 clusters Score: Raw -735159.175661 + Penalty 1723.264496 = -733435.911165 nChanged 543 SP:Iteration 3F (5775.025879 sec): 3 clusters Score: Raw -735456.149780 + Penalty 1723.264496 = -733732.885284 nChanged 540 SP:Iteration 4F (5775.085266 sec): 3 clusters Score: Raw -735813.531809 + Penalty 1723.264496 = -734090.267313 nChanged 536 SP:Iteration 5F (5775.135095 sec): 3 clusters Score: Raw -736172.870999 + Penalty 1723.264496 = -734449.606503 nChanged 495 SP:Iteration 6F (5775.203610 sec): 3 clusters Score: Raw -736503.380128 + Penalty 1723.264496 = -734780.115632 nChanged 437 SP:Iteration 7F (5775.260487 sec): 3 clusters Score: Raw -736737.438112 + Penalty 1723.264496 = -735014.173616 nChanged 324 SP:Iteration 8Q (5775.321973 sec): 3 clusters Score: Raw -736911.584317 + Penalty 1723.264496 = -735188.319821 nChanged 292 SP:Iteration 9Q (5775.370877 sec): 3 clusters Score: Raw -737081.372218 + Penalty 1723.264496 = -735358.107722 nChanged 265 SP:Iteration 10Q (5775.419276 sec): 3 clusters Score: Raw -737239.670266 + Penalty 1723.264496 = -735516.405770 nChanged 243 SP:Iteration 11Q (5775.442294 sec): 3 clusters Score: Raw -737382.514430 + Penalty 1723.264496 = -735659.249934 nChanged 190 SP:Iteration 12Q (5775.511947 sec): 3 clusters Score: Raw -737488.040321 + Penalty 1723.264496 = -735764.775825 nChanged 157 SP:Iteration 13Q (5775.569500 sec): 3 clusters Score: Raw -737577.510467 + Penalty 1723.264496 = -735854.245971 nChanged 128 SP:Iteration 14Q (5775.625724 sec): 3 clusters Score: Raw -737655.756658 + Penalty 1723.264496 = -735932.492162 nChanged 110 SP:Iteration 15Q (5775.673932 sec): 3 clusters Score: Raw -737717.114414 + Penalty 1723.264496 = -735993.849918 nChanged 92 SP:Iteration 16Q (5775.729632 sec): 3 clusters Score: Raw -737780.555453 + Penalty 1723.264496 = -736057.290957 nChanged 85 SP:Iteration 17Q (5775.782478 sec): 3 clusters Score: Raw -737827.297840 + Penalty 1723.264496 = -736104.033344 nChanged 72 SP:Iteration 18Q (5775.845519 sec): 3 clusters Score: Raw -737867.626670 + Penalty 1723.264496 = -736144.362174 nChanged 54 SP:Iteration 19Q (5775.893962 sec): 3 clusters Score: Raw -737904.884854 + Penalty 1723.264496 = -736181.620358 nChanged 44 SP:Iteration 20F (5775.954731 sec): 3 clusters Score: Raw -737933.558923 + Penalty 1723.264496 = -736210.294427 nChanged 42 SP:Iteration 21Q (5776.006635 sec): 3 clusters Score: Raw -737954.556962 + Penalty 1723.264496 = -736231.292466 nChanged 30 SP:Iteration 22Q (5776.053169 sec): 3 clusters Score: Raw -737970.380512 + Penalty 1723.264496 = -736247.116016 nChanged 25 SP:Iteration 23Q (5776.108436 sec): 3 clusters Score: Raw -737983.080664 + Penalty 1723.264496 = -736259.816168 nChanged 22 SP:Iteration 24Q (5776.170376 sec): 3 clusters Score: Raw -737995.484227 + Penalty 1723.264496 = -736272.219731 nChanged 14 SP:Iteration 25Q (5776.212950 sec): 3 clusters Score: Raw -738000.571520 + Penalty 1723.264496 = -736277.307024 nChanged 10 SP:Iteration 26Q (5776.268663 sec): 3 clusters Score: Raw -738005.474668 + Penalty 1723.264496 = -736282.210172 nChanged 11 SP:Iteration 27Q (5776.310660 sec): 3 clusters Score: Raw -738009.199139 + Penalty 1723.264496 = -736285.934643 nChanged 9 SP:Iteration 28Q (5776.363657 sec): 3 clusters Score: Raw -738012.106829 + Penalty 1723.264496 = -736288.842333 nChanged 9 SP:Iteration 29Q (5776.415620 sec): 3 clusters Score: Raw -738015.228476 + Penalty 1723.264496 = -736291.963980 nChanged 5 SP:Iteration 30Q (5776.475977 sec): 3 clusters Score: Raw -738017.409271 + Penalty 1723.264496 = -736294.144775 nChanged 5 SP:Iteration 31Q (5776.531297 sec): 3 clusters Score: Raw -738019.781550 + Penalty 1723.264496 = -736296.517054 nChanged 8 SP:Iteration 32Q (5776.589602 sec): 3 clusters Score: Raw -738024.056010 + Penalty 1723.264496 = -736300.791514 nChanged 12 SP:Iteration 33Q (5776.641411 sec): 3 clusters Score: Raw -738030.679860 + Penalty 1723.264496 = -736307.415364 nChanged 12 SP:Iteration 34Q (5776.695662 sec): 3 clusters Score: Raw -738036.895926 + Penalty 1723.264496 = -736313.631430 nChanged 13 SP:Iteration 35Q (5776.752455 sec): 3 clusters Score: Raw -738043.074899 + Penalty 1723.264496 = -736319.810403 nChanged 14 SP:Iteration 36Q (5776.799457 sec): 3 clusters Score: Raw -738049.656281 + Penalty 1723.264496 = -736326.391785 nChanged 10 SP:Iteration 37Q (5776.860536 sec): 3 clusters Score: Raw -738054.567355 + Penalty 1723.264496 = -736331.302859 nChanged 12 SP:Iteration 38Q (5776.902811 sec): 3 clusters Score: Raw -738061.527290 + Penalty 1723.264496 = -736338.262794 nChanged 18 SP:Iteration 39Q (5776.962120 sec): 3 clusters Score: Raw -738072.353378 + Penalty 1723.264496 = -736349.088882 nChanged 14 SP:Iteration 40F (5777.020541 sec): 3 clusters Score: Raw -738081.232452 + Penalty 1723.264496 = -736357.967956 nChanged 18 SP:Iteration 41Q (5777.071950 sec): 3 clusters Score: Raw -738094.023602 + Penalty 1723.264496 = -736370.759106 nChanged 15 SP:Iteration 42Q (5777.116547 sec): 3 clusters Score: Raw -738100.365904 + Penalty 1723.264496 = -736377.101408 nChanged 7 SP:Iteration 43Q (5777.172153 sec): 3 clusters Score: Raw -738104.415271 + Penalty 1723.264496 = -736381.150775 nChanged 8 SP:Iteration 44Q (5777.219794 sec): 3 clusters Score: Raw -738107.490222 + Penalty 1723.264496 = -736384.225726 nChanged 3 SP:Iteration 45Q (5777.276866 sec): 3 clusters Score: Raw -738108.290428 + Penalty 1723.264496 = -736385.025932 nChanged 2 SP:Iteration 46Q (5777.337374 sec): 3 clusters Score: Raw -738109.436436 + Penalty 1723.264496 = -736386.171940 nChanged 2 SP:Iteration 47Q (5777.391972 sec): 3 clusters Score: Raw -738110.428596 + Penalty 1723.264496 = -736387.164100 nChanged 3 SP:Iteration 48Q (5777.448439 sec): 3 clusters Score: Raw -738111.163706 + Penalty 1723.264496 = -736387.899210 nChanged 0 SP:Iteration 49F (5777.502538 sec): 3 clusters Score: Raw -738111.163706 + Penalty 1723.264496 = -736387.899210 nChanged 0 Trying to split cluster 16 (35405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5777.565557 sec): 2 clusters Score: Raw -2881921.372717 + Penalty 995.087792 = -2880926.284926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5777.652919 sec): 3 clusters Score: Raw -2859224.073791 + Penalty 1990.175583 = -2857233.898208 nChanged 16815 SP:Iteration 1F (5777.742672 sec): 3 clusters Score: Raw -2868891.241958 + Penalty 1990.175583 = -2866901.066375 nChanged 1574 SP:Iteration 2Q (5777.846006 sec): 3 clusters Score: Raw -2869462.544537 + Penalty 1990.175583 = -2867472.368954 nChanged 1669 SP:Iteration 3Q (5777.932457 sec): 3 clusters Score: Raw -2870205.340820 + Penalty 1990.175583 = -2868215.165236 nChanged 1724 SP:Iteration 4Q (5778.025853 sec): 3 clusters Score: Raw -2871132.757252 + Penalty 1990.175583 = -2869142.581669 nChanged 1931 SP:Iteration 5F (5778.123578 sec): 3 clusters Score: Raw -2872387.913055 + Penalty 1990.175583 = -2870397.737472 nChanged 2048 SP:Iteration 6F (5778.213088 sec): 3 clusters Score: Raw -2873935.713624 + Penalty 1990.175583 = -2871945.538041 nChanged 2072 SP:Iteration 7F (5778.304276 sec): 3 clusters Score: Raw -2875486.876981 + Penalty 1990.175583 = -2873496.701398 nChanged 1827 SP:Iteration 8F (5778.397338 sec): 3 clusters Score: Raw -2876767.210960 + Penalty 1990.175583 = -2874777.035377 nChanged 1644 SP:Iteration 9Q (5778.489536 sec): 3 clusters Score: Raw -2877766.962458 + Penalty 1990.175583 = -2875776.786875 nChanged 1334 SP:Iteration 10Q (5778.570194 sec): 3 clusters Score: Raw -2878501.882584 + Penalty 1990.175583 = -2876511.707001 nChanged 1181 SP:Iteration 11Q (5778.666347 sec): 3 clusters Score: Raw -2879129.641511 + Penalty 1990.175583 = -2877139.465928 nChanged 1007 SP:Iteration 12Q (5778.746722 sec): 3 clusters Score: Raw -2879681.769552 + Penalty 1990.175583 = -2877691.593969 nChanged 864 SP:Iteration 13Q (5778.834927 sec): 3 clusters Score: Raw -2880174.242629 + Penalty 1990.175583 = -2878184.067045 nChanged 764 SP:Iteration 14Q (5778.922770 sec): 3 clusters Score: Raw -2880633.079303 + Penalty 1990.175583 = -2878642.903720 nChanged 630 SP:Iteration 15Q (5779.000689 sec): 3 clusters Score: Raw -2881019.996966 + Penalty 1990.175583 = -2879029.821383 nChanged 494 SP:Iteration 16Q (5779.085865 sec): 3 clusters Score: Raw -2881310.925091 + Penalty 1990.175583 = -2879320.749508 nChanged 393 SP:Iteration 17Q (5779.170063 sec): 3 clusters Score: Raw -2881539.219587 + Penalty 1990.175583 = -2879549.044004 nChanged 288 SP:Iteration 18Q (5779.254220 sec): 3 clusters Score: Raw -2881713.499589 + Penalty 1990.175583 = -2879723.324006 nChanged 221 SP:Iteration 19Q (5779.326577 sec): 3 clusters Score: Raw -2881854.840967 + Penalty 1990.175583 = -2879864.665384 nChanged 170 SP:Iteration 20F (5779.409051 sec): 3 clusters Score: Raw -2881973.050058 + Penalty 1990.175583 = -2879982.874475 nChanged 113 SP:Iteration 21Q (5779.499080 sec): 3 clusters Score: Raw -2882045.569637 + Penalty 1990.175583 = -2880055.394054 nChanged 60 SP:Iteration 22Q (5779.571087 sec): 3 clusters Score: Raw -2882087.905110 + Penalty 1990.175583 = -2880097.729527 nChanged 58 SP:Iteration 23Q (5779.647642 sec): 3 clusters Score: Raw -2882128.496084 + Penalty 1990.175583 = -2880138.320501 nChanged 34 SP:Iteration 24Q (5779.724037 sec): 3 clusters Score: Raw -2882146.980528 + Penalty 1990.175583 = -2880156.804945 nChanged 26 SP:Iteration 25Q (5779.808523 sec): 3 clusters Score: Raw -2882163.219081 + Penalty 1990.175583 = -2880173.043498 nChanged 23 SP:Iteration 26Q (5779.884531 sec): 3 clusters Score: Raw -2882180.068712 + Penalty 1990.175583 = -2880189.893129 nChanged 17 SP:Iteration 27Q (5779.954822 sec): 3 clusters Score: Raw -2882191.721970 + Penalty 1990.175583 = -2880201.546387 nChanged 10 SP:Iteration 28Q (5780.034080 sec): 3 clusters Score: Raw -2882196.687781 + Penalty 1990.175583 = -2880206.512198 nChanged 9 SP:Iteration 29Q (5780.114969 sec): 3 clusters Score: Raw -2882201.483508 + Penalty 1990.175583 = -2880211.307925 nChanged 9 SP:Iteration 30Q (5780.186163 sec): 3 clusters Score: Raw -2882206.658421 + Penalty 1990.175583 = -2880216.482838 nChanged 9 SP:Iteration 31Q (5780.259741 sec): 3 clusters Score: Raw -2882210.078923 + Penalty 1990.175583 = -2880219.903340 nChanged 5 SP:Iteration 32Q (5780.339791 sec): 3 clusters Score: Raw -2882211.882070 + Penalty 1990.175583 = -2880221.706487 nChanged 3 SP:Iteration 33Q (5780.410812 sec): 3 clusters Score: Raw -2882213.206944 + Penalty 1990.175583 = -2880223.031361 nChanged 3 SP:Iteration 34Q (5780.495131 sec): 3 clusters Score: Raw -2882214.476927 + Penalty 1990.175583 = -2880224.301344 nChanged 0 SP:Iteration 35F (5780.571474 sec): 3 clusters Score: Raw -2882214.476927 + Penalty 1990.175583 = -2880224.301344 nChanged 0 Trying to split cluster 17 (6839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5780.592984 sec): 2 clusters Score: Raw -588310.521548 + Penalty 838.887696 = -587471.633852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5780.649864 sec): 3 clusters Score: Raw -584362.202492 + Penalty 1677.775392 = -582684.427100 nChanged 2969 SP:Iteration 1F (5780.700263 sec): 3 clusters Score: Raw -586091.285756 + Penalty 1677.775392 = -584413.510364 nChanged 482 SP:Iteration 2F (5780.756627 sec): 3 clusters Score: Raw -586368.682612 + Penalty 1677.775392 = -584690.907219 nChanged 449 SP:Iteration 3F (5780.812396 sec): 3 clusters Score: Raw -586643.450683 + Penalty 1677.775392 = -584965.675290 nChanged 399 SP:Iteration 4F (5780.868742 sec): 3 clusters Score: Raw -586889.939023 + Penalty 1677.775392 = -585212.163631 nChanged 375 SP:Iteration 5F (5780.926226 sec): 3 clusters Score: Raw -587158.503903 + Penalty 1677.775392 = -585480.728511 nChanged 391 SP:Iteration 6F (5780.982355 sec): 3 clusters Score: Raw -587428.235040 + Penalty 1677.775392 = -585750.459647 nChanged 329 SP:Iteration 7Q (5781.029182 sec): 3 clusters Score: Raw -587626.151941 + Penalty 1677.775392 = -585948.376549 nChanged 266 SP:Iteration 8Q (5781.090814 sec): 3 clusters Score: Raw -587751.863486 + Penalty 1677.775392 = -586074.088093 nChanged 192 SP:Iteration 9Q (5781.130887 sec): 3 clusters Score: Raw -587825.030957 + Penalty 1677.775392 = -586147.255564 nChanged 150 SP:Iteration 10Q (5781.190663 sec): 3 clusters Score: Raw -587873.689513 + Penalty 1677.775392 = -586195.914121 nChanged 115 SP:Iteration 11Q (5781.247095 sec): 3 clusters Score: Raw -587910.834045 + Penalty 1677.775392 = -586233.058653 nChanged 100 SP:Iteration 12Q (5781.298577 sec): 3 clusters Score: Raw -587947.066869 + Penalty 1677.775392 = -586269.291477 nChanged 96 SP:Iteration 13Q (5781.352672 sec): 3 clusters Score: Raw -587982.085557 + Penalty 1677.775392 = -586304.310165 nChanged 95 SP:Iteration 14Q (5781.393865 sec): 3 clusters Score: Raw -588015.631163 + Penalty 1677.775392 = -586337.855771 nChanged 96 SP:Iteration 15Q (5781.449845 sec): 3 clusters Score: Raw -588047.674905 + Penalty 1677.775392 = -586369.899512 nChanged 109 SP:Iteration 16Q (5781.509688 sec): 3 clusters Score: Raw -588084.235546 + Penalty 1677.775392 = -586406.460153 nChanged 101 SP:Iteration 17Q (5781.564699 sec): 3 clusters Score: Raw -588115.490564 + Penalty 1677.775392 = -586437.715171 nChanged 87 SP:Iteration 18Q (5781.613330 sec): 3 clusters Score: Raw -588140.289217 + Penalty 1677.775392 = -586462.513825 nChanged 86 SP:Iteration 19Q (5781.678482 sec): 3 clusters Score: Raw -588168.420345 + Penalty 1677.775392 = -586490.644953 nChanged 97 SP:Iteration 20F (5781.725175 sec): 3 clusters Score: Raw -588202.223158 + Penalty 1677.775392 = -586524.447765 nChanged 82 SP:Iteration 21Q (5781.786780 sec): 3 clusters Score: Raw -588230.010922 + Penalty 1677.775392 = -586552.235529 nChanged 86 SP:Iteration 22Q (5781.840538 sec): 3 clusters Score: Raw -588255.214737 + Penalty 1677.775392 = -586577.439345 nChanged 74 SP:Iteration 23Q (5781.881627 sec): 3 clusters Score: Raw -588277.262559 + Penalty 1677.775392 = -586599.487167 nChanged 66 SP:Iteration 24Q (5781.932029 sec): 3 clusters Score: Raw -588292.594140 + Penalty 1677.775392 = -586614.818748 nChanged 58 SP:Iteration 25Q (5781.988119 sec): 3 clusters Score: Raw -588309.328285 + Penalty 1677.775392 = -586631.552893 nChanged 59 SP:Iteration 26Q (5782.045660 sec): 3 clusters Score: Raw -588322.931566 + Penalty 1677.775392 = -586645.156174 nChanged 47 SP:Iteration 27Q (5782.100098 sec): 3 clusters Score: Raw -588332.786621 + Penalty 1677.775392 = -586655.011229 nChanged 42 SP:Iteration 28Q (5782.146448 sec): 3 clusters Score: Raw -588340.190019 + Penalty 1677.775392 = -586662.414627 nChanged 41 SP:Iteration 29Q (5782.204086 sec): 3 clusters Score: Raw -588347.753507 + Penalty 1677.775392 = -586669.978114 nChanged 32 SP:Iteration 30Q (5782.268960 sec): 3 clusters Score: Raw -588353.944769 + Penalty 1677.775392 = -586676.169377 nChanged 25 SP:Iteration 31Q (5782.327333 sec): 3 clusters Score: Raw -588357.611714 + Penalty 1677.775392 = -586679.836322 nChanged 25 SP:Iteration 32Q (5782.379493 sec): 3 clusters Score: Raw -588362.140479 + Penalty 1677.775392 = -586684.365087 nChanged 30 SP:Iteration 33Q (5782.422863 sec): 3 clusters Score: Raw -588366.220135 + Penalty 1677.775392 = -586688.444742 nChanged 20 SP:Iteration 34Q (5782.478925 sec): 3 clusters Score: Raw -588368.462371 + Penalty 1677.775392 = -586690.686978 nChanged 13 SP:Iteration 35Q (5782.525838 sec): 3 clusters Score: Raw -588369.709012 + Penalty 1677.775392 = -586691.933620 nChanged 12 SP:Iteration 36Q (5782.579086 sec): 3 clusters Score: Raw -588370.548622 + Penalty 1677.775392 = -586692.773230 nChanged 7 SP:Iteration 37Q (5782.625514 sec): 3 clusters Score: Raw -588371.177395 + Penalty 1677.775392 = -586693.402003 nChanged 7 SP:Iteration 38Q (5782.678089 sec): 3 clusters Score: Raw -588372.114901 + Penalty 1677.775392 = -586694.339508 nChanged 8 SP:Iteration 39Q (5782.729127 sec): 3 clusters Score: Raw -588373.035786 + Penalty 1677.775392 = -586695.260394 nChanged 7 SP:Iteration 40F (5782.792572 sec): 3 clusters Score: Raw -588373.704999 + Penalty 1677.775392 = -586695.929607 nChanged 7 SP:Iteration 41Q (5782.844745 sec): 3 clusters Score: Raw -588374.394768 + Penalty 1677.775392 = -586696.619376 nChanged 8 SP:Iteration 42Q (5782.891405 sec): 3 clusters Score: Raw -588375.265370 + Penalty 1677.775392 = -586697.489977 nChanged 6 SP:Iteration 43Q (5782.953514 sec): 3 clusters Score: Raw -588375.806789 + Penalty 1677.775392 = -586698.031396 nChanged 5 SP:Iteration 44Q (5783.008977 sec): 3 clusters Score: Raw -588376.206388 + Penalty 1677.775392 = -586698.430996 nChanged 4 SP:Iteration 45Q (5783.054731 sec): 3 clusters Score: Raw -588376.694532 + Penalty 1677.775392 = -586698.919140 nChanged 4 SP:Iteration 46Q (5783.113167 sec): 3 clusters Score: Raw -588377.166617 + Penalty 1677.775392 = -586699.391225 nChanged 7 SP:Iteration 47Q (5783.166236 sec): 3 clusters Score: Raw -588378.137902 + Penalty 1677.775392 = -586700.362509 nChanged 12 SP:Iteration 48Q (5783.211095 sec): 3 clusters Score: Raw -588379.747238 + Penalty 1677.775392 = -586701.971846 nChanged 14 SP:Iteration 49Q (5783.272424 sec): 3 clusters Score: Raw -588382.470471 + Penalty 1677.775392 = -586704.695079 nChanged 17 SP:Iteration 50Q (5783.315375 sec): 3 clusters Score: Raw -588384.826980 + Penalty 1677.775392 = -586707.051587 nChanged 21 SP:Iteration 51Q (5783.369113 sec): 3 clusters Score: Raw -588388.454673 + Penalty 1677.775392 = -586710.679281 nChanged 19 SP:Iteration 52Q (5783.422962 sec): 3 clusters Score: Raw -588391.169685 + Penalty 1677.775392 = -586713.394292 nChanged 18 SP:Iteration 53Q (5783.485598 sec): 3 clusters Score: Raw -588393.175099 + Penalty 1677.775392 = -586715.399706 nChanged 13 SP:Iteration 54Q (5783.539401 sec): 3 clusters Score: Raw -588394.373865 + Penalty 1677.775392 = -586716.598473 nChanged 10 SP:Iteration 55Q (5783.591952 sec): 3 clusters Score: Raw -588395.410926 + Penalty 1677.775392 = -586717.635534 nChanged 14 SP:Iteration 56Q (5783.635197 sec): 3 clusters Score: Raw -588397.261575 + Penalty 1677.775392 = -586719.486182 nChanged 15 SP:Iteration 57Q (5783.691430 sec): 3 clusters Score: Raw -588399.801951 + Penalty 1677.775392 = -586722.026559 nChanged 18 SP:Iteration 58Q (5783.739533 sec): 3 clusters Score: Raw -588403.172876 + Penalty 1677.775392 = -586725.397484 nChanged 26 SP:Iteration 59Q (5783.806645 sec): 3 clusters Score: Raw -588410.196356 + Penalty 1677.775392 = -586732.420964 nChanged 39 SP:Iteration 60F (5783.853057 sec): 3 clusters Score: Raw -588419.602104 + Penalty 1677.775392 = -586741.826712 nChanged 41 SP:Iteration 61Q (5783.912085 sec): 3 clusters Score: Raw -588429.029281 + Penalty 1677.775392 = -586751.253889 nChanged 40 SP:Iteration 62Q (5783.960083 sec): 3 clusters Score: Raw -588435.159163 + Penalty 1677.775392 = -586757.383771 nChanged 34 SP:Iteration 63Q (5784.021026 sec): 3 clusters Score: Raw -588442.371309 + Penalty 1677.775392 = -586764.595917 nChanged 33 SP:Iteration 64Q (5784.076331 sec): 3 clusters Score: Raw -588449.124676 + Penalty 1677.775392 = -586771.349283 nChanged 41 SP:Iteration 65Q (5784.125061 sec): 3 clusters Score: Raw -588457.805016 + Penalty 1677.775392 = -586780.029624 nChanged 36 SP:Iteration 66Q (5784.171937 sec): 3 clusters Score: Raw -588464.371086 + Penalty 1677.775392 = -586786.595693 nChanged 41 SP:Iteration 67Q (5784.223056 sec): 3 clusters Score: Raw -588473.656170 + Penalty 1677.775392 = -586795.880778 nChanged 35 SP:Iteration 68Q (5784.288198 sec): 3 clusters Score: Raw -588483.818729 + Penalty 1677.775392 = -586806.043337 nChanged 36 SP:Iteration 69Q (5784.328095 sec): 3 clusters Score: Raw -588493.707823 + Penalty 1677.775392 = -586815.932431 nChanged 40 SP:Iteration 70Q (5784.389287 sec): 3 clusters Score: Raw -588503.816913 + Penalty 1677.775392 = -586826.041521 nChanged 38 SP:Iteration 71Q (5784.445210 sec): 3 clusters Score: Raw -588512.771413 + Penalty 1677.775392 = -586834.996021 nChanged 34 SP:Iteration 72Q (5784.501384 sec): 3 clusters Score: Raw -588519.924811 + Penalty 1677.775392 = -586842.149418 nChanged 25 SP:Iteration 73Q (5784.554112 sec): 3 clusters Score: Raw -588524.967124 + Penalty 1677.775392 = -586847.191732 nChanged 25 SP:Iteration 74Q (5784.605489 sec): 3 clusters Score: Raw -588530.994221 + Penalty 1677.775392 = -586853.218829 nChanged 24 SP:Iteration 75Q (5784.658692 sec): 3 clusters Score: Raw -588536.491959 + Penalty 1677.775392 = -586858.716567 nChanged 27 SP:Iteration 76Q (5784.711292 sec): 3 clusters Score: Raw -588542.706237 + Penalty 1677.775392 = -586864.930845 nChanged 25 SP:Iteration 77Q (5784.762642 sec): 3 clusters Score: Raw -588547.852421 + Penalty 1677.775392 = -586870.077028 nChanged 29 SP:Iteration 78Q (5784.819406 sec): 3 clusters Score: Raw -588553.919831 + Penalty 1677.775392 = -586876.144438 nChanged 31 SP:Iteration 79Q (5784.859400 sec): 3 clusters Score: Raw -588561.874474 + Penalty 1677.775392 = -586884.099082 nChanged 32 SP:Iteration 80F (5784.910847 sec): 3 clusters Score: Raw -588568.657464 + Penalty 1677.775392 = -586890.882072 nChanged 27 SP:Iteration 81Q (5784.976986 sec): 3 clusters Score: Raw -588573.933652 + Penalty 1677.775392 = -586896.158259 nChanged 19 SP:Iteration 82Q (5785.028446 sec): 3 clusters Score: Raw -588577.651839 + Penalty 1677.775392 = -586899.876447 nChanged 18 SP:Iteration 83Q (5785.078246 sec): 3 clusters Score: Raw -588581.103799 + Penalty 1677.775392 = -586903.328407 nChanged 17 SP:Iteration 84Q (5785.118543 sec): 3 clusters Score: Raw -588583.678971 + Penalty 1677.775392 = -586905.903579 nChanged 10 SP:Iteration 85Q (5785.168646 sec): 3 clusters Score: Raw -588585.409199 + Penalty 1677.775392 = -586907.633807 nChanged 6 SP:Iteration 86Q (5785.230305 sec): 3 clusters Score: Raw -588586.201412 + Penalty 1677.775392 = -586908.426020 nChanged 11 SP:Iteration 87Q (5785.286183 sec): 3 clusters Score: Raw -588587.591409 + Penalty 1677.775392 = -586909.816017 nChanged 8 SP:Iteration 88Q (5785.341283 sec): 3 clusters Score: Raw -588588.492539 + Penalty 1677.775392 = -586910.717147 nChanged 5 SP:Iteration 89Q (5785.390585 sec): 3 clusters Score: Raw -588589.049004 + Penalty 1677.775392 = -586911.273612 nChanged 5 SP:Iteration 90Q (5785.430047 sec): 3 clusters Score: Raw -588589.500385 + Penalty 1677.775392 = -586911.724993 nChanged 4 SP:Iteration 91Q (5785.479054 sec): 3 clusters Score: Raw -588589.684330 + Penalty 1677.775392 = -586911.908937 nChanged 2 SP:Iteration 92Q (5785.536673 sec): 3 clusters Score: Raw -588589.877006 + Penalty 1677.775392 = -586912.101614 nChanged 2 SP:Iteration 93Q (5785.580605 sec): 3 clusters Score: Raw -588590.269346 + Penalty 1677.775392 = -586912.493953 nChanged 1 SP:Iteration 94Q (5785.640627 sec): 3 clusters Score: Raw -588590.407901 + Penalty 1677.775392 = -586912.632509 nChanged 2 SP:Iteration 95Q (5785.686690 sec): 3 clusters Score: Raw -588590.699488 + Penalty 1677.775392 = -586912.924096 nChanged 2 SP:Iteration 96Q (5785.743567 sec): 3 clusters Score: Raw -588590.870880 + Penalty 1677.775392 = -586913.095487 nChanged 0 SP:Iteration 97F (5785.780043 sec): 3 clusters Score: Raw -588590.870880 + Penalty 1677.775392 = -586913.095487 nChanged 0 Trying to split cluster 18 (2703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5785.813947 sec): 2 clusters Score: Raw -220263.133997 + Penalty 750.701167 = -219512.432830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5785.865301 sec): 3 clusters Score: Raw -218850.065488 + Penalty 1501.402334 = -217348.663154 nChanged 1093 SP:Iteration 1F (5785.907334 sec): 3 clusters Score: Raw -219469.850586 + Penalty 1501.402334 = -217968.448252 nChanged 242 SP:Iteration 2F (5785.944924 sec): 3 clusters Score: Raw -219663.157004 + Penalty 1501.402334 = -218161.754670 nChanged 194 SP:Iteration 3F (5785.999655 sec): 3 clusters Score: Raw -219813.343226 + Penalty 1501.402334 = -218311.940892 nChanged 172 SP:Iteration 4F (5786.053005 sec): 3 clusters Score: Raw -219952.525179 + Penalty 1501.402334 = -218451.122845 nChanged 154 SP:Iteration 5F (5786.093657 sec): 3 clusters Score: Raw -220074.405974 + Penalty 1501.402334 = -218573.003640 nChanged 127 SP:Iteration 6Q (5786.129965 sec): 3 clusters Score: Raw -220159.070263 + Penalty 1501.402334 = -218657.667930 nChanged 107 SP:Iteration 7Q (5786.140383 sec): 3 clusters Score: Raw -220225.258557 + Penalty 1501.402334 = -218723.856223 nChanged 87 SP:Iteration 8Q (5786.150425 sec): 3 clusters Score: Raw -220283.492505 + Penalty 1501.402334 = -218782.090172 nChanged 80 SP:Iteration 9Q (5786.160329 sec): 3 clusters Score: Raw -220343.537990 + Penalty 1501.402334 = -218842.135656 nChanged 78 SP:Iteration 10Q (5786.170189 sec): 3 clusters Score: Raw -220395.713158 + Penalty 1501.402334 = -218894.310824 nChanged 63 SP:Iteration 11Q (5786.180025 sec): 3 clusters Score: Raw -220439.722935 + Penalty 1501.402334 = -218938.320601 nChanged 66 SP:Iteration 12Q (5786.189893 sec): 3 clusters Score: Raw -220488.989958 + Penalty 1501.402334 = -218987.587624 nChanged 60 SP:Iteration 13Q (5786.199750 sec): 3 clusters Score: Raw -220531.676728 + Penalty 1501.402334 = -219030.274394 nChanged 42 SP:Iteration 14Q (5786.209624 sec): 3 clusters Score: Raw -220567.925210 + Penalty 1501.402334 = -219066.522876 nChanged 33 SP:Iteration 15Q (5786.254889 sec): 3 clusters Score: Raw -220596.353110 + Penalty 1501.402334 = -219094.950776 nChanged 35 SP:Iteration 16Q (5786.306082 sec): 3 clusters Score: Raw -220620.605342 + Penalty 1501.402334 = -219119.203008 nChanged 27 SP:Iteration 17Q (5786.357291 sec): 3 clusters Score: Raw -220635.622355 + Penalty 1501.402334 = -219134.220022 nChanged 26 SP:Iteration 18Q (5786.408451 sec): 3 clusters Score: Raw -220664.209187 + Penalty 1501.402334 = -219162.806853 nChanged 21 SP:Iteration 19Q (5786.458999 sec): 3 clusters Score: Raw -220676.502389 + Penalty 1501.402334 = -219175.100055 nChanged 14 SP:Iteration 20F (5786.510306 sec): 3 clusters Score: Raw -220684.644386 + Penalty 1501.402334 = -219183.242052 nChanged 11 SP:Iteration 21Q (5786.567574 sec): 3 clusters Score: Raw -220688.913007 + Penalty 1501.402334 = -219187.510673 nChanged 8 SP:Iteration 22Q (5786.607665 sec): 3 clusters Score: Raw -220692.640376 + Penalty 1501.402334 = -219191.238042 nChanged 7 SP:Iteration 23Q (5786.653374 sec): 3 clusters Score: Raw -220696.831004 + Penalty 1501.402334 = -219195.428670 nChanged 9 SP:Iteration 24Q (5786.702298 sec): 3 clusters Score: Raw -220700.253811 + Penalty 1501.402334 = -219198.851477 nChanged 7 SP:Iteration 25Q (5786.765663 sec): 3 clusters Score: Raw -220703.548891 + Penalty 1501.402334 = -219202.146557 nChanged 9 SP:Iteration 26Q (5786.805760 sec): 3 clusters Score: Raw -220706.945801 + Penalty 1501.402334 = -219205.543467 nChanged 6 SP:Iteration 27Q (5786.858062 sec): 3 clusters Score: Raw -220711.780537 + Penalty 1501.402334 = -219210.378203 nChanged 10 SP:Iteration 28Q (5786.905548 sec): 3 clusters Score: Raw -220716.038104 + Penalty 1501.402334 = -219214.635770 nChanged 4 SP:Iteration 29Q (5786.955981 sec): 3 clusters Score: Raw -220716.909697 + Penalty 1501.402334 = -219215.507363 nChanged 2 SP:Iteration 30Q (5787.008199 sec): 3 clusters Score: Raw -220717.269267 + Penalty 1501.402334 = -219215.866934 nChanged 1 SP:Iteration 31Q (5787.044079 sec): 3 clusters Score: Raw -220717.550961 + Penalty 1501.402334 = -219216.148627 nChanged 0 SP:Iteration 32F (5787.092742 sec): 3 clusters Score: Raw -220717.550961 + Penalty 1501.402334 = -219216.148627 nChanged 0 Trying to split cluster 19 (22497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5787.133419 sec): 2 clusters Score: Raw -1748268.127426 + Penalty 952.008038 = -1747316.119387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5787.207003 sec): 3 clusters Score: Raw -1734180.346999 + Penalty 1904.016077 = -1732276.330923 nChanged 10498 SP:Iteration 1F (5787.275133 sec): 3 clusters Score: Raw -1740126.011054 + Penalty 1904.016077 = -1738221.994978 nChanged 1322 SP:Iteration 2F (5787.348045 sec): 3 clusters Score: Raw -1740792.971777 + Penalty 1904.016077 = -1738888.955700 nChanged 1518 SP:Iteration 3F (5787.422171 sec): 3 clusters Score: Raw -1741720.539001 + Penalty 1904.016077 = -1739816.522924 nChanged 1650 SP:Iteration 4F (5787.495722 sec): 3 clusters Score: Raw -1742940.048401 + Penalty 1904.016077 = -1741036.032325 nChanged 1654 SP:Iteration 5F (5787.557795 sec): 3 clusters Score: Raw -1744308.510626 + Penalty 1904.016077 = -1742404.494549 nChanged 1320 SP:Iteration 6F (5787.620491 sec): 3 clusters Score: Raw -1745514.192358 + Penalty 1904.016077 = -1743610.176281 nChanged 974 SP:Iteration 7Q (5787.704397 sec): 3 clusters Score: Raw -1746465.274322 + Penalty 1904.016077 = -1744561.258245 nChanged 672 SP:Iteration 8Q (5787.772541 sec): 3 clusters Score: Raw -1747121.728351 + Penalty 1904.016077 = -1745217.712274 nChanged 477 SP:Iteration 9Q (5787.827865 sec): 3 clusters Score: Raw -1747531.494428 + Penalty 1904.016077 = -1745627.478352 nChanged 322 SP:Iteration 10Q (5787.902235 sec): 3 clusters Score: Raw -1747740.129290 + Penalty 1904.016077 = -1745836.113213 nChanged 231 SP:Iteration 11Q (5787.980675 sec): 3 clusters Score: Raw -1747852.387151 + Penalty 1904.016077 = -1745948.371075 nChanged 171 SP:Iteration 12Q (5788.038795 sec): 3 clusters Score: Raw -1747927.206713 + Penalty 1904.016077 = -1746023.190636 nChanged 126 SP:Iteration 13Q (5788.110495 sec): 3 clusters Score: Raw -1747975.875611 + Penalty 1904.016077 = -1746071.859534 nChanged 126 SP:Iteration 14Q (5788.172050 sec): 3 clusters Score: Raw -1748025.106874 + Penalty 1904.016077 = -1746121.090797 nChanged 97 SP:Iteration 15Q (5788.240945 sec): 3 clusters Score: Raw -1748065.107192 + Penalty 1904.016077 = -1746161.091116 nChanged 77 SP:Iteration 16Q (5788.310857 sec): 3 clusters Score: Raw -1748094.611957 + Penalty 1904.016077 = -1746190.595881 nChanged 74 SP:Iteration 17Q (5788.377965 sec): 3 clusters Score: Raw -1748121.411559 + Penalty 1904.016077 = -1746217.395482 nChanged 66 SP:Iteration 18Q (5788.449825 sec): 3 clusters Score: Raw -1748147.125032 + Penalty 1904.016077 = -1746243.108955 nChanged 58 SP:Iteration 19Q (5788.520630 sec): 3 clusters Score: Raw -1748166.205394 + Penalty 1904.016077 = -1746262.189317 nChanged 48 SP:Iteration 20F (5788.596451 sec): 3 clusters Score: Raw -1748176.101716 + Penalty 1904.016077 = -1746272.085639 nChanged 42 SP:Iteration 21Q (5788.654073 sec): 3 clusters Score: Raw -1748187.371534 + Penalty 1904.016077 = -1746283.355457 nChanged 46 SP:Iteration 22Q (5788.724777 sec): 3 clusters Score: Raw -1748201.744933 + Penalty 1904.016077 = -1746297.728856 nChanged 48 SP:Iteration 23Q (5788.796164 sec): 3 clusters Score: Raw -1748216.242263 + Penalty 1904.016077 = -1746312.226186 nChanged 41 SP:Iteration 24Q (5788.866079 sec): 3 clusters Score: Raw -1748230.315618 + Penalty 1904.016077 = -1746326.299542 nChanged 45 SP:Iteration 25Q (5788.935914 sec): 3 clusters Score: Raw -1748241.572559 + Penalty 1904.016077 = -1746337.556482 nChanged 32 SP:Iteration 26Q (5788.981190 sec): 3 clusters Score: Raw -1748249.767476 + Penalty 1904.016077 = -1746345.751399 nChanged 32 SP:Iteration 27Q (5789.042270 sec): 3 clusters Score: Raw -1748258.605103 + Penalty 1904.016077 = -1746354.589026 nChanged 34 SP:Iteration 28Q (5789.103410 sec): 3 clusters Score: Raw -1748266.310445 + Penalty 1904.016077 = -1746362.294369 nChanged 27 SP:Iteration 29Q (5789.165250 sec): 3 clusters Score: Raw -1748270.816520 + Penalty 1904.016077 = -1746366.800443 nChanged 17 SP:Iteration 30Q (5789.237838 sec): 3 clusters Score: Raw -1748273.443807 + Penalty 1904.016077 = -1746369.427730 nChanged 12 SP:Iteration 31Q (5789.308383 sec): 3 clusters Score: Raw -1748275.788286 + Penalty 1904.016077 = -1746371.772209 nChanged 15 SP:Iteration 32Q (5789.378190 sec): 3 clusters Score: Raw -1748277.868302 + Penalty 1904.016077 = -1746373.852226 nChanged 9 SP:Iteration 33Q (5789.442352 sec): 3 clusters Score: Raw -1748279.599164 + Penalty 1904.016077 = -1746375.583087 nChanged 8 SP:Iteration 34Q (5789.512314 sec): 3 clusters Score: Raw -1748280.918215 + Penalty 1904.016077 = -1746376.902139 nChanged 14 SP:Iteration 35Q (5789.580098 sec): 3 clusters Score: Raw -1748283.814611 + Penalty 1904.016077 = -1746379.798534 nChanged 14 SP:Iteration 36Q (5789.651894 sec): 3 clusters Score: Raw -1748287.831107 + Penalty 1904.016077 = -1746383.815030 nChanged 14 SP:Iteration 37Q (5789.713257 sec): 3 clusters Score: Raw -1748290.868311 + Penalty 1904.016077 = -1746386.852234 nChanged 12 SP:Iteration 38Q (5789.785023 sec): 3 clusters Score: Raw -1748293.437731 + Penalty 1904.016077 = -1746389.421654 nChanged 8 SP:Iteration 39Q (5789.865824 sec): 3 clusters Score: Raw -1748295.065111 + Penalty 1904.016077 = -1746391.049034 nChanged 8 SP:Iteration 40F (5789.941362 sec): 3 clusters Score: Raw -1748295.988928 + Penalty 1904.016077 = -1746391.972852 nChanged 10 SP:Iteration 41Q (5790.005764 sec): 3 clusters Score: Raw -1748297.454523 + Penalty 1904.016077 = -1746393.438446 nChanged 7 SP:Iteration 42Q (5790.072528 sec): 3 clusters Score: Raw -1748298.809005 + Penalty 1904.016077 = -1746394.792928 nChanged 9 SP:Iteration 43Q (5790.143806 sec): 3 clusters Score: Raw -1748300.300981 + Penalty 1904.016077 = -1746396.284904 nChanged 8 SP:Iteration 44Q (5790.214026 sec): 3 clusters Score: Raw -1748301.483653 + Penalty 1904.016077 = -1746397.467576 nChanged 8 SP:Iteration 45Q (5790.280658 sec): 3 clusters Score: Raw -1748302.759605 + Penalty 1904.016077 = -1746398.743528 nChanged 7 SP:Iteration 46Q (5790.353157 sec): 3 clusters Score: Raw -1748303.939456 + Penalty 1904.016077 = -1746399.923379 nChanged 5 SP:Iteration 47Q (5790.427463 sec): 3 clusters Score: Raw -1748304.915241 + Penalty 1904.016077 = -1746400.899164 nChanged 8 SP:Iteration 48Q (5790.499981 sec): 3 clusters Score: Raw -1748305.966182 + Penalty 1904.016077 = -1746401.950105 nChanged 9 SP:Iteration 49Q (5790.565025 sec): 3 clusters Score: Raw -1748307.622880 + Penalty 1904.016077 = -1746403.606803 nChanged 8 SP:Iteration 50Q (5790.641584 sec): 3 clusters Score: Raw -1748308.750180 + Penalty 1904.016077 = -1746404.734103 nChanged 4 SP:Iteration 51Q (5790.704603 sec): 3 clusters Score: Raw -1748309.299154 + Penalty 1904.016077 = -1746405.283077 nChanged 2 SP:Iteration 52Q (5790.782887 sec): 3 clusters Score: Raw -1748309.738514 + Penalty 1904.016077 = -1746405.722438 nChanged 2 SP:Iteration 53Q (5790.855858 sec): 3 clusters Score: Raw -1748310.220635 + Penalty 1904.016077 = -1746406.204558 nChanged 4 SP:Iteration 54Q (5790.929216 sec): 3 clusters Score: Raw -1748310.858491 + Penalty 1904.016077 = -1746406.842415 nChanged 4 SP:Iteration 55Q (5791.001865 sec): 3 clusters Score: Raw -1748311.471173 + Penalty 1904.016077 = -1746407.455096 nChanged 3 SP:Iteration 56Q (5791.074780 sec): 3 clusters Score: Raw -1748311.824664 + Penalty 1904.016077 = -1746407.808587 nChanged 1 SP:Iteration 57Q (5791.147822 sec): 3 clusters Score: Raw -1748311.860499 + Penalty 1904.016077 = -1746407.844422 nChanged 1 SP:Iteration 58Q (5791.220465 sec): 3 clusters Score: Raw -1748312.107750 + Penalty 1904.016077 = -1746408.091674 nChanged 1 SP:Iteration 59Q (5791.293241 sec): 3 clusters Score: Raw -1748312.268806 + Penalty 1904.016077 = -1746408.252730 nChanged 0 SP:Iteration 60F (5791.371017 sec): 3 clusters Score: Raw -1748312.268806 + Penalty 1904.016077 = -1746408.252730 nChanged 0 Trying to split cluster 20 (6452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5791.400232 sec): 2 clusters Score: Raw -548885.913820 + Penalty 833.353817 = -548052.560003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5791.454203 sec): 3 clusters Score: Raw -545157.081295 + Penalty 1666.707633 = -543490.373662 nChanged 2886 SP:Iteration 1F (5791.505491 sec): 3 clusters Score: Raw -546931.058678 + Penalty 1666.707633 = -545264.351045 nChanged 513 SP:Iteration 2F (5791.550237 sec): 3 clusters Score: Raw -547233.810621 + Penalty 1666.707633 = -545567.102988 nChanged 403 SP:Iteration 3F (5791.598468 sec): 3 clusters Score: Raw -547454.939861 + Penalty 1666.707633 = -545788.232227 nChanged 369 SP:Iteration 4F (5791.652503 sec): 3 clusters Score: Raw -547673.556113 + Penalty 1666.707633 = -546006.848479 nChanged 337 SP:Iteration 5F (5791.707627 sec): 3 clusters Score: Raw -547882.210103 + Penalty 1666.707633 = -546215.502470 nChanged 307 SP:Iteration 6Q (5791.763432 sec): 3 clusters Score: Raw -548065.766050 + Penalty 1666.707633 = -546399.058416 nChanged 290 SP:Iteration 7Q (5791.817365 sec): 3 clusters Score: Raw -548266.575645 + Penalty 1666.707633 = -546599.868012 nChanged 229 SP:Iteration 8Q (5791.867021 sec): 3 clusters Score: Raw -548436.102799 + Penalty 1666.707633 = -546769.395166 nChanged 207 SP:Iteration 9Q (5791.925327 sec): 3 clusters Score: Raw -548588.835976 + Penalty 1666.707633 = -546922.128343 nChanged 160 SP:Iteration 10Q (5791.984892 sec): 3 clusters Score: Raw -548725.226604 + Penalty 1666.707633 = -547058.518970 nChanged 131 SP:Iteration 11Q (5792.027353 sec): 3 clusters Score: Raw -548811.856207 + Penalty 1666.707633 = -547145.148573 nChanged 99 SP:Iteration 12Q (5792.091275 sec): 3 clusters Score: Raw -548861.572298 + Penalty 1666.707633 = -547194.864664 nChanged 75 SP:Iteration 13Q (5792.140249 sec): 3 clusters Score: Raw -548894.340049 + Penalty 1666.707633 = -547227.632416 nChanged 67 SP:Iteration 14Q (5792.184826 sec): 3 clusters Score: Raw -548921.118033 + Penalty 1666.707633 = -547254.410400 nChanged 43 SP:Iteration 15Q (5792.249390 sec): 3 clusters Score: Raw -548936.207099 + Penalty 1666.707633 = -547269.499465 nChanged 47 SP:Iteration 16Q (5792.262950 sec): 3 clusters Score: Raw -548951.984579 + Penalty 1666.707633 = -547285.276946 nChanged 48 SP:Iteration 17Q (5792.294476 sec): 3 clusters Score: Raw -548966.616161 + Penalty 1666.707633 = -547299.908527 nChanged 41 SP:Iteration 18Q (5792.337146 sec): 3 clusters Score: Raw -548979.433230 + Penalty 1666.707633 = -547312.725597 nChanged 30 SP:Iteration 19Q (5792.356528 sec): 3 clusters Score: Raw -548989.355870 + Penalty 1666.707633 = -547322.648237 nChanged 30 SP:Iteration 20F (5792.376727 sec): 3 clusters Score: Raw -548998.277097 + Penalty 1666.707633 = -547331.569464 nChanged 21 SP:Iteration 21Q (5792.396221 sec): 3 clusters Score: Raw -549004.069063 + Penalty 1666.707633 = -547337.361430 nChanged 25 SP:Iteration 22Q (5792.419815 sec): 3 clusters Score: Raw -549012.066487 + Penalty 1666.707633 = -547345.358853 nChanged 27 SP:Iteration 23Q (5792.457078 sec): 3 clusters Score: Raw -549021.526658 + Penalty 1666.707633 = -547354.819024 nChanged 29 SP:Iteration 24Q (5792.475988 sec): 3 clusters Score: Raw -549030.561893 + Penalty 1666.707633 = -547363.854259 nChanged 28 SP:Iteration 25Q (5792.495272 sec): 3 clusters Score: Raw -549038.910104 + Penalty 1666.707633 = -547372.202471 nChanged 25 SP:Iteration 26Q (5792.514586 sec): 3 clusters Score: Raw -549046.749263 + Penalty 1666.707633 = -547380.041629 nChanged 18 SP:Iteration 27Q (5792.540215 sec): 3 clusters Score: Raw -549052.171521 + Penalty 1666.707633 = -547385.463887 nChanged 17 SP:Iteration 28Q (5792.563297 sec): 3 clusters Score: Raw -549055.533184 + Penalty 1666.707633 = -547388.825550 nChanged 13 SP:Iteration 29Q (5792.582524 sec): 3 clusters Score: Raw -549058.595516 + Penalty 1666.707633 = -547391.887883 nChanged 13 SP:Iteration 30Q (5792.601863 sec): 3 clusters Score: Raw -549063.267752 + Penalty 1666.707633 = -547396.560118 nChanged 10 SP:Iteration 31Q (5792.646184 sec): 3 clusters Score: Raw -549067.123425 + Penalty 1666.707633 = -547400.415792 nChanged 12 SP:Iteration 32Q (5792.664937 sec): 3 clusters Score: Raw -549075.513711 + Penalty 1666.707633 = -547408.806077 nChanged 17 SP:Iteration 33Q (5792.690579 sec): 3 clusters Score: Raw -549084.969757 + Penalty 1666.707633 = -547418.262124 nChanged 17 SP:Iteration 34Q (5792.709662 sec): 3 clusters Score: Raw -549095.986125 + Penalty 1666.707633 = -547429.278492 nChanged 23 SP:Iteration 35Q (5792.741800 sec): 3 clusters Score: Raw -549107.963936 + Penalty 1666.707633 = -547441.256303 nChanged 28 SP:Iteration 36Q (5792.760582 sec): 3 clusters Score: Raw -549127.858222 + Penalty 1666.707633 = -547461.150588 nChanged 18 SP:Iteration 37Q (5792.779848 sec): 3 clusters Score: Raw -549136.689354 + Penalty 1666.707633 = -547469.981720 nChanged 12 SP:Iteration 38Q (5792.824136 sec): 3 clusters Score: Raw -549141.059379 + Penalty 1666.707633 = -547474.351746 nChanged 9 SP:Iteration 39Q (5792.843032 sec): 3 clusters Score: Raw -549145.088841 + Penalty 1666.707633 = -547478.381207 nChanged 14 SP:Iteration 40F (5792.863232 sec): 3 clusters Score: Raw -549150.155520 + Penalty 1666.707633 = -547483.447887 nChanged 9 SP:Iteration 41Q (5792.882213 sec): 3 clusters Score: Raw -549153.502197 + Penalty 1666.707633 = -547486.794564 nChanged 9 SP:Iteration 42Q (5792.907474 sec): 3 clusters Score: Raw -549157.442006 + Penalty 1666.707633 = -547490.734372 nChanged 11 SP:Iteration 43Q (5792.943944 sec): 3 clusters Score: Raw -549162.949717 + Penalty 1666.707633 = -547496.242083 nChanged 12 SP:Iteration 44Q (5792.962733 sec): 3 clusters Score: Raw -549167.037090 + Penalty 1666.707633 = -547500.329457 nChanged 11 SP:Iteration 45Q (5792.981961 sec): 3 clusters Score: Raw -549171.005540 + Penalty 1666.707633 = -547504.297907 nChanged 13 SP:Iteration 46Q (5793.001023 sec): 3 clusters Score: Raw -549175.377848 + Penalty 1666.707633 = -547508.670215 nChanged 10 SP:Iteration 47Q (5793.026544 sec): 3 clusters Score: Raw -549178.866462 + Penalty 1666.707633 = -547512.158829 nChanged 8 SP:Iteration 48Q (5793.064800 sec): 3 clusters Score: Raw -549180.913222 + Penalty 1666.707633 = -547514.205588 nChanged 4 SP:Iteration 49Q (5793.083635 sec): 3 clusters Score: Raw -549181.720405 + Penalty 1666.707633 = -547515.012772 nChanged 2 SP:Iteration 50Q (5793.102773 sec): 3 clusters Score: Raw -549181.937700 + Penalty 1666.707633 = -547515.230067 nChanged 1 SP:Iteration 51Q (5793.121766 sec): 3 clusters Score: Raw -549182.294190 + Penalty 1666.707633 = -547515.586557 nChanged 2 SP:Iteration 52Q (5793.147770 sec): 3 clusters Score: Raw -549182.889379 + Penalty 1666.707633 = -547516.181746 nChanged 0 SP:Iteration 53F (5793.167961 sec): 3 clusters Score: Raw -549182.889379 + Penalty 1666.707633 = -547516.181746 nChanged 0 Trying to split cluster 21 (12710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5793.219088 sec): 2 clusters Score: Raw -1125746.015614 + Penalty 897.763715 = -1124848.251900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5793.282688 sec): 3 clusters Score: Raw -1118058.559440 + Penalty 1795.527429 = -1116263.032011 nChanged 5779 SP:Iteration 1F (5793.334013 sec): 3 clusters Score: Raw -1121389.004645 + Penalty 1795.527429 = -1119593.477215 nChanged 770 SP:Iteration 2F (5793.388685 sec): 3 clusters Score: Raw -1121809.622867 + Penalty 1795.527429 = -1120014.095437 nChanged 807 SP:Iteration 3F (5793.457888 sec): 3 clusters Score: Raw -1122344.443371 + Penalty 1795.527429 = -1120548.915942 nChanged 882 SP:Iteration 4F (5793.523347 sec): 3 clusters Score: Raw -1123053.912565 + Penalty 1795.527429 = -1121258.385136 nChanged 810 SP:Iteration 5F (5793.581372 sec): 3 clusters Score: Raw -1123767.929822 + Penalty 1795.527429 = -1121972.402393 nChanged 758 SP:Iteration 6F (5793.646872 sec): 3 clusters Score: Raw -1124364.378715 + Penalty 1795.527429 = -1122568.851286 nChanged 514 SP:Iteration 7Q (5793.695321 sec): 3 clusters Score: Raw -1124683.376460 + Penalty 1795.527429 = -1122887.849031 nChanged 331 SP:Iteration 8Q (5793.766123 sec): 3 clusters Score: Raw -1124860.843122 + Penalty 1795.527429 = -1123065.315693 nChanged 261 SP:Iteration 9Q (5793.823876 sec): 3 clusters Score: Raw -1125014.151076 + Penalty 1795.527429 = -1123218.623647 nChanged 228 SP:Iteration 10Q (5793.893796 sec): 3 clusters Score: Raw -1125141.267134 + Penalty 1795.527429 = -1123345.739705 nChanged 201 SP:Iteration 11Q (5793.948560 sec): 3 clusters Score: Raw -1125236.549152 + Penalty 1795.527429 = -1123441.021723 nChanged 168 SP:Iteration 12Q (5794.008301 sec): 3 clusters Score: Raw -1125326.937866 + Penalty 1795.527429 = -1123531.410437 nChanged 178 SP:Iteration 13Q (5794.065246 sec): 3 clusters Score: Raw -1125439.916166 + Penalty 1795.527429 = -1123644.388736 nChanged 176 SP:Iteration 14Q (5794.131952 sec): 3 clusters Score: Raw -1125532.341397 + Penalty 1795.527429 = -1123736.813968 nChanged 134 SP:Iteration 15Q (5794.180825 sec): 3 clusters Score: Raw -1125603.252196 + Penalty 1795.527429 = -1123807.724767 nChanged 135 SP:Iteration 16Q (5794.238655 sec): 3 clusters Score: Raw -1125676.713564 + Penalty 1795.527429 = -1123881.186135 nChanged 136 SP:Iteration 17Q (5794.303066 sec): 3 clusters Score: Raw -1125737.732006 + Penalty 1795.527429 = -1123942.204577 nChanged 97 SP:Iteration 18Q (5794.358547 sec): 3 clusters Score: Raw -1125768.438160 + Penalty 1795.527429 = -1123972.910731 nChanged 71 SP:Iteration 19Q (5794.395452 sec): 3 clusters Score: Raw -1125785.771596 + Penalty 1795.527429 = -1123990.244167 nChanged 56 SP:Iteration 20F (5794.468401 sec): 3 clusters Score: Raw -1125801.694469 + Penalty 1795.527429 = -1124006.167040 nChanged 54 SP:Iteration 21Q (5794.529897 sec): 3 clusters Score: Raw -1125814.027646 + Penalty 1795.527429 = -1124018.500217 nChanged 29 SP:Iteration 22Q (5794.581549 sec): 3 clusters Score: Raw -1125818.656699 + Penalty 1795.527429 = -1124023.129270 nChanged 25 SP:Iteration 23Q (5794.649222 sec): 3 clusters Score: Raw -1125822.505614 + Penalty 1795.527429 = -1124026.978185 nChanged 23 SP:Iteration 24Q (5794.703553 sec): 3 clusters Score: Raw -1125826.891752 + Penalty 1795.527429 = -1124031.364323 nChanged 24 SP:Iteration 25Q (5794.763683 sec): 3 clusters Score: Raw -1125830.778388 + Penalty 1795.527429 = -1124035.250959 nChanged 18 SP:Iteration 26Q (5794.832863 sec): 3 clusters Score: Raw -1125833.949907 + Penalty 1795.527429 = -1124038.422478 nChanged 18 SP:Iteration 27Q (5794.885831 sec): 3 clusters Score: Raw -1125837.010542 + Penalty 1795.527429 = -1124041.483113 nChanged 21 SP:Iteration 28Q (5794.938629 sec): 3 clusters Score: Raw -1125840.308340 + Penalty 1795.527429 = -1124044.780911 nChanged 10 SP:Iteration 29Q (5795.006632 sec): 3 clusters Score: Raw -1125841.873477 + Penalty 1795.527429 = -1124046.346048 nChanged 15 SP:Iteration 30Q (5795.064629 sec): 3 clusters Score: Raw -1125845.209916 + Penalty 1795.527429 = -1124049.682487 nChanged 16 SP:Iteration 31Q (5795.129681 sec): 3 clusters Score: Raw -1125848.981512 + Penalty 1795.527429 = -1124053.454083 nChanged 21 SP:Iteration 32Q (5795.180405 sec): 3 clusters Score: Raw -1125853.559936 + Penalty 1795.527429 = -1124058.032507 nChanged 21 SP:Iteration 33Q (5795.242278 sec): 3 clusters Score: Raw -1125857.815765 + Penalty 1795.527429 = -1124062.288335 nChanged 13 SP:Iteration 34Q (5795.303414 sec): 3 clusters Score: Raw -1125859.252887 + Penalty 1795.527429 = -1124063.725458 nChanged 11 SP:Iteration 35Q (5795.371279 sec): 3 clusters Score: Raw -1125860.728887 + Penalty 1795.527429 = -1124065.201458 nChanged 10 SP:Iteration 36Q (5795.422040 sec): 3 clusters Score: Raw -1125861.892322 + Penalty 1795.527429 = -1124066.364893 nChanged 9 SP:Iteration 37Q (5795.490273 sec): 3 clusters Score: Raw -1125863.154414 + Penalty 1795.527429 = -1124067.626985 nChanged 12 SP:Iteration 38Q (5795.545285 sec): 3 clusters Score: Raw -1125864.812569 + Penalty 1795.527429 = -1124069.285139 nChanged 7 SP:Iteration 39Q (5795.606921 sec): 3 clusters Score: Raw -1125865.474409 + Penalty 1795.527429 = -1124069.946979 nChanged 2 SP:Iteration 40F (5795.669199 sec): 3 clusters Score: Raw -1125865.644588 + Penalty 1795.527429 = -1124070.117158 nChanged 2 SP:Iteration 41Q (5795.721698 sec): 3 clusters Score: Raw -1125865.796439 + Penalty 1795.527429 = -1124070.269010 nChanged 2 SP:Iteration 42Q (5795.780012 sec): 3 clusters Score: Raw -1125865.977776 + Penalty 1795.527429 = -1124070.450347 nChanged 3 SP:Iteration 43Q (5795.842959 sec): 3 clusters Score: Raw -1125866.663440 + Penalty 1795.527429 = -1124071.136011 nChanged 3 SP:Iteration 44Q (5795.905402 sec): 3 clusters Score: Raw -1125866.827294 + Penalty 1795.527429 = -1124071.299865 nChanged 2 SP:Iteration 45Q (5795.964240 sec): 3 clusters Score: Raw -1125867.120937 + Penalty 1795.527429 = -1124071.593508 nChanged 1 SP:Iteration 46Q (5796.023095 sec): 3 clusters Score: Raw -1125867.215076 + Penalty 1795.527429 = -1124071.687647 nChanged 0 SP:Iteration 47F (5796.098527 sec): 3 clusters Score: Raw -1125867.215076 + Penalty 1795.527429 = -1124071.687647 nChanged 0 Trying to split cluster 22 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5796.115619 sec): 2 clusters Score: Raw -288463.535010 + Penalty 772.746556 = -287690.788454 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5796.168366 sec): 3 clusters Score: Raw -286649.220201 + Penalty 1545.493112 = -285103.727089 nChanged 1418 SP:Iteration 1F (5796.220447 sec): 3 clusters Score: Raw -287656.460861 + Penalty 1545.493112 = -286110.967749 nChanged 353 SP:Iteration 2F (5796.272555 sec): 3 clusters Score: Raw -287936.005056 + Penalty 1545.493112 = -286390.511944 nChanged 265 SP:Iteration 3F (5796.324888 sec): 3 clusters Score: Raw -288111.146101 + Penalty 1545.493112 = -286565.652989 nChanged 182 SP:Iteration 4F (5796.378871 sec): 3 clusters Score: Raw -288234.310605 + Penalty 1545.493112 = -286688.817493 nChanged 144 SP:Iteration 5Q (5796.438314 sec): 3 clusters Score: Raw -288335.066509 + Penalty 1545.493112 = -286789.573398 nChanged 128 SP:Iteration 6Q (5796.482679 sec): 3 clusters Score: Raw -288432.045672 + Penalty 1545.493112 = -286886.552560 nChanged 116 SP:Iteration 7Q (5796.541267 sec): 3 clusters Score: Raw -288501.366878 + Penalty 1545.493112 = -286955.873766 nChanged 71 SP:Iteration 8Q (5796.582155 sec): 3 clusters Score: Raw -288549.336495 + Penalty 1545.493112 = -287003.843383 nChanged 68 SP:Iteration 9Q (5796.626109 sec): 3 clusters Score: Raw -288592.809503 + Penalty 1545.493112 = -287047.316391 nChanged 58 SP:Iteration 10Q (5796.678205 sec): 3 clusters Score: Raw -288628.843374 + Penalty 1545.493112 = -287083.350262 nChanged 52 SP:Iteration 11Q (5796.722403 sec): 3 clusters Score: Raw -288658.469224 + Penalty 1545.493112 = -287112.976112 nChanged 51 SP:Iteration 12Q (5796.776489 sec): 3 clusters Score: Raw -288689.580503 + Penalty 1545.493112 = -287144.087392 nChanged 36 SP:Iteration 13Q (5796.827937 sec): 3 clusters Score: Raw -288716.228255 + Penalty 1545.493112 = -287170.735143 nChanged 33 SP:Iteration 14Q (5796.881312 sec): 3 clusters Score: Raw -288741.244017 + Penalty 1545.493112 = -287195.750905 nChanged 30 SP:Iteration 15Q (5796.934555 sec): 3 clusters Score: Raw -288765.979884 + Penalty 1545.493112 = -287220.486772 nChanged 31 SP:Iteration 16Q (5796.985626 sec): 3 clusters Score: Raw -288786.502338 + Penalty 1545.493112 = -287241.009226 nChanged 24 SP:Iteration 17Q (5797.032744 sec): 3 clusters Score: Raw -288795.972726 + Penalty 1545.493112 = -287250.479614 nChanged 19 SP:Iteration 18Q (5797.086319 sec): 3 clusters Score: Raw -288802.407869 + Penalty 1545.493112 = -287256.914757 nChanged 13 SP:Iteration 19Q (5797.139204 sec): 3 clusters Score: Raw -288808.516486 + Penalty 1545.493112 = -287263.023374 nChanged 7 SP:Iteration 20F (5797.180389 sec): 3 clusters Score: Raw -288810.961155 + Penalty 1545.493112 = -287265.468044 nChanged 6 SP:Iteration 21Q (5797.232075 sec): 3 clusters Score: Raw -288815.993824 + Penalty 1545.493112 = -287270.500712 nChanged 5 SP:Iteration 22Q (5797.280647 sec): 3 clusters Score: Raw -288817.531359 + Penalty 1545.493112 = -287272.038247 nChanged 1 SP:Iteration 23Q (5797.331893 sec): 3 clusters Score: Raw -288817.807290 + Penalty 1545.493112 = -287272.314178 nChanged 1 SP:Iteration 24Q (5797.383524 sec): 3 clusters Score: Raw -288818.107535 + Penalty 1545.493112 = -287272.614423 nChanged 1 SP:Iteration 25Q (5797.431800 sec): 3 clusters Score: Raw -288818.813821 + Penalty 1545.493112 = -287273.320710 nChanged 1 SP:Iteration 26Q (5797.483150 sec): 3 clusters Score: Raw -288818.979846 + Penalty 1545.493112 = -287273.486734 nChanged 0 SP:Iteration 27F (5797.531658 sec): 3 clusters Score: Raw -288818.979846 + Penalty 1545.493112 = -287273.486734 nChanged 0 Trying to split cluster 23 (1638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5797.570498 sec): 2 clusters Score: Raw -124142.202622 + Penalty 703.116970 = -123439.085651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5797.621070 sec): 3 clusters Score: Raw -123381.856107 + Penalty 1406.233940 = -121975.622167 nChanged 620 SP:Iteration 1F (5797.659913 sec): 3 clusters Score: Raw -123812.563520 + Penalty 1406.233940 = -122406.329579 nChanged 120 SP:Iteration 2F (5797.709984 sec): 3 clusters Score: Raw -123906.095622 + Penalty 1406.233940 = -122499.861682 nChanged 80 SP:Iteration 3Q (5797.755333 sec): 3 clusters Score: Raw -123958.591053 + Penalty 1406.233940 = -122552.357112 nChanged 58 SP:Iteration 4Q (5797.805098 sec): 3 clusters Score: Raw -123990.537614 + Penalty 1406.233940 = -122584.303674 nChanged 46 SP:Iteration 5Q (5797.855157 sec): 3 clusters Score: Raw -124018.553573 + Penalty 1406.233940 = -122612.319632 nChanged 48 SP:Iteration 6Q (5797.897653 sec): 3 clusters Score: Raw -124047.425237 + Penalty 1406.233940 = -122641.191297 nChanged 42 SP:Iteration 7Q (5797.953672 sec): 3 clusters Score: Raw -124078.597617 + Penalty 1406.233940 = -122672.363676 nChanged 38 SP:Iteration 8Q (5798.006478 sec): 3 clusters Score: Raw -124111.697247 + Penalty 1406.233940 = -122705.463307 nChanged 34 SP:Iteration 9Q (5798.042341 sec): 3 clusters Score: Raw -124136.306553 + Penalty 1406.233940 = -122730.072613 nChanged 31 SP:Iteration 10Q (5798.087057 sec): 3 clusters Score: Raw -124163.026329 + Penalty 1406.233940 = -122756.792388 nChanged 32 SP:Iteration 11Q (5798.136886 sec): 3 clusters Score: Raw -124186.765104 + Penalty 1406.233940 = -122780.531164 nChanged 33 SP:Iteration 12Q (5798.177236 sec): 3 clusters Score: Raw -124211.138112 + Penalty 1406.233940 = -122804.904171 nChanged 30 SP:Iteration 13Q (5798.227075 sec): 3 clusters Score: Raw -124230.591313 + Penalty 1406.233940 = -122824.357372 nChanged 31 SP:Iteration 14Q (5798.274267 sec): 3 clusters Score: Raw -124254.343944 + Penalty 1406.233940 = -122848.110003 nChanged 33 SP:Iteration 15Q (5798.321258 sec): 3 clusters Score: Raw -124272.364337 + Penalty 1406.233940 = -122866.130397 nChanged 17 SP:Iteration 16Q (5798.371980 sec): 3 clusters Score: Raw -124283.160762 + Penalty 1406.233940 = -122876.926821 nChanged 15 SP:Iteration 17Q (5798.422140 sec): 3 clusters Score: Raw -124290.521878 + Penalty 1406.233940 = -122884.287938 nChanged 10 SP:Iteration 18Q (5798.465210 sec): 3 clusters Score: Raw -124296.000577 + Penalty 1406.233940 = -122889.766637 nChanged 12 SP:Iteration 19Q (5798.515182 sec): 3 clusters Score: Raw -124306.220489 + Penalty 1406.233940 = -122899.986549 nChanged 9 SP:Iteration 20F (5798.561781 sec): 3 clusters Score: Raw -124312.043794 + Penalty 1406.233940 = -122905.809854 nChanged 10 SP:Iteration 21Q (5798.611856 sec): 3 clusters Score: Raw -124318.795615 + Penalty 1406.233940 = -122912.561674 nChanged 8 SP:Iteration 22Q (5798.669757 sec): 3 clusters Score: Raw -124322.682365 + Penalty 1406.233940 = -122916.448425 nChanged 3 SP:Iteration 23Q (5798.713480 sec): 3 clusters Score: Raw -124323.371074 + Penalty 1406.233940 = -122917.137134 nChanged 2 SP:Iteration 24Q (5798.755900 sec): 3 clusters Score: Raw -124324.223251 + Penalty 1406.233940 = -122917.989311 nChanged 2 SP:Iteration 25Q (5798.795716 sec): 3 clusters Score: Raw -124324.719184 + Penalty 1406.233940 = -122918.485244 nChanged 2 SP:Iteration 26Q (5798.845952 sec): 3 clusters Score: Raw -124325.626158 + Penalty 1406.233940 = -122919.392218 nChanged 5 SP:Iteration 27Q (5798.890795 sec): 3 clusters Score: Raw -124327.768120 + Penalty 1406.233940 = -122921.534179 nChanged 5 SP:Iteration 28Q (5798.941047 sec): 3 clusters Score: Raw -124329.314416 + Penalty 1406.233940 = -122923.080476 nChanged 6 SP:Iteration 29Q (5798.989954 sec): 3 clusters Score: Raw -124332.313605 + Penalty 1406.233940 = -122926.079664 nChanged 7 SP:Iteration 30Q (5799.039819 sec): 3 clusters Score: Raw -124335.545766 + Penalty 1406.233940 = -122929.311826 nChanged 4 SP:Iteration 31Q (5799.081975 sec): 3 clusters Score: Raw -124337.329896 + Penalty 1406.233940 = -122931.095956 nChanged 5 SP:Iteration 32Q (5799.126513 sec): 3 clusters Score: Raw -124339.231936 + Penalty 1406.233940 = -122932.997996 nChanged 4 SP:Iteration 33Q (5799.176326 sec): 3 clusters Score: Raw -124340.302026 + Penalty 1406.233940 = -122934.068086 nChanged 3 SP:Iteration 34Q (5799.226185 sec): 3 clusters Score: Raw -124340.872284 + Penalty 1406.233940 = -122934.638344 nChanged 2 SP:Iteration 35Q (5799.276048 sec): 3 clusters Score: Raw -124341.293359 + Penalty 1406.233940 = -122935.059419 nChanged 0 SP:Iteration 36F (5799.319020 sec): 3 clusters Score: Raw -124341.293359 + Penalty 1406.233940 = -122935.059419 nChanged 0 Trying to split cluster 24 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5799.343302 sec): 2 clusters Score: Raw -15865.043273 + Penalty 531.850086 = -15333.193187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5799.392345 sec): 3 clusters Score: Raw -16000.262245 + Penalty 1063.700172 = -14936.562073 nChanged 92 SP:Iteration 1F (5799.440831 sec): 3 clusters Score: Raw -16418.513074 + Penalty 1063.700172 = -15354.812902 nChanged 25 SP:Iteration 2F (5799.489789 sec): 3 clusters Score: Raw -16580.740286 + Penalty 1063.700172 = -15517.040114 nChanged 8 SP:Iteration 3Q (5799.538305 sec): 3 clusters Score: Raw -16629.477817 + Penalty 1063.700172 = -15565.777645 nChanged 2 SP:Iteration 4Q (5799.578476 sec): 3 clusters Score: Raw -16640.468278 + Penalty 1063.700172 = -15576.768106 nChanged 0 SP:Iteration 5F (5799.622871 sec): 3 clusters Score: Raw -16640.468278 + Penalty 1063.700172 = -15576.768106 nChanged 0 Score: Raw -69585907.290298 + Penalty 59620.935958 = -69526286.354339 Splitting cluster 24 changes total score from -69526807.036638 to -69526286.354339 So it's not getting split. Trying to split cluster 25 (2575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5818.600124 sec): 2 clusters Score: Raw -218434.654248 + Penalty 746.092457 = -217688.561791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5818.640928 sec): 3 clusters Score: Raw -217105.785566 + Penalty 1492.184914 = -215613.600651 nChanged 1032 SP:Iteration 1F (5818.691049 sec): 3 clusters Score: Raw -217701.397305 + Penalty 1492.184914 = -216209.212390 nChanged 197 SP:Iteration 2F (5818.700940 sec): 3 clusters Score: Raw -217809.361704 + Penalty 1492.184914 = -216317.176790 nChanged 153 SP:Iteration 3F (5818.710467 sec): 3 clusters Score: Raw -217889.617495 + Penalty 1492.184914 = -216397.432580 nChanged 120 SP:Iteration 4Q (5818.719982 sec): 3 clusters Score: Raw -217952.139912 + Penalty 1492.184914 = -216459.954997 nChanged 92 SP:Iteration 5Q (5818.729550 sec): 3 clusters Score: Raw -218004.112599 + Penalty 1492.184914 = -216511.927684 nChanged 86 SP:Iteration 6Q (5818.738986 sec): 3 clusters Score: Raw -218036.773501 + Penalty 1492.184914 = -216544.588587 nChanged 52 SP:Iteration 7Q (5818.748451 sec): 3 clusters Score: Raw -218057.412492 + Penalty 1492.184914 = -216565.227578 nChanged 52 SP:Iteration 8Q (5818.758003 sec): 3 clusters Score: Raw -218080.447911 + Penalty 1492.184914 = -216588.262996 nChanged 45 SP:Iteration 9Q (5818.767558 sec): 3 clusters Score: Raw -218098.079633 + Penalty 1492.184914 = -216605.894718 nChanged 29 SP:Iteration 10Q (5818.777005 sec): 3 clusters Score: Raw -218105.466519 + Penalty 1492.184914 = -216613.281604 nChanged 26 SP:Iteration 11Q (5818.786409 sec): 3 clusters Score: Raw -218112.899195 + Penalty 1492.184914 = -216620.714281 nChanged 23 SP:Iteration 12Q (5818.795914 sec): 3 clusters Score: Raw -218118.317654 + Penalty 1492.184914 = -216626.132740 nChanged 15 SP:Iteration 13Q (5818.805418 sec): 3 clusters Score: Raw -218121.689255 + Penalty 1492.184914 = -216629.504340 nChanged 10 SP:Iteration 14Q (5818.814965 sec): 3 clusters Score: Raw -218123.737552 + Penalty 1492.184914 = -216631.552637 nChanged 7 SP:Iteration 15Q (5818.824475 sec): 3 clusters Score: Raw -218126.892975 + Penalty 1492.184914 = -216634.708060 nChanged 12 SP:Iteration 16Q (5818.833926 sec): 3 clusters Score: Raw -218129.456228 + Penalty 1492.184914 = -216637.271313 nChanged 9 SP:Iteration 17Q (5818.890912 sec): 3 clusters Score: Raw -218130.963480 + Penalty 1492.184914 = -216638.778565 nChanged 7 SP:Iteration 18Q (5818.933249 sec): 3 clusters Score: Raw -218132.666212 + Penalty 1492.184914 = -216640.481298 nChanged 8 SP:Iteration 19Q (5818.994691 sec): 3 clusters Score: Raw -218134.817018 + Penalty 1492.184914 = -216642.632104 nChanged 12 SP:Iteration 20F (5819.046915 sec): 3 clusters Score: Raw -218138.140426 + Penalty 1492.184914 = -216645.955511 nChanged 10 SP:Iteration 21Q (5819.093703 sec): 3 clusters Score: Raw -218141.051933 + Penalty 1492.184914 = -216648.867018 nChanged 10 SP:Iteration 22Q (5819.141206 sec): 3 clusters Score: Raw -218143.243947 + Penalty 1492.184914 = -216651.059033 nChanged 7 SP:Iteration 23Q (5819.187478 sec): 3 clusters Score: Raw -218145.012599 + Penalty 1492.184914 = -216652.827684 nChanged 6 SP:Iteration 24Q (5819.238853 sec): 3 clusters Score: Raw -218146.468880 + Penalty 1492.184914 = -216654.283966 nChanged 5 SP:Iteration 25Q (5819.297120 sec): 3 clusters Score: Raw -218148.657399 + Penalty 1492.184914 = -216656.472485 nChanged 9 SP:Iteration 26Q (5819.349676 sec): 3 clusters Score: Raw -218151.974488 + Penalty 1492.184914 = -216659.789574 nChanged 9 SP:Iteration 27Q (5819.389396 sec): 3 clusters Score: Raw -218154.677675 + Penalty 1492.184914 = -216662.492760 nChanged 7 SP:Iteration 28Q (5819.453755 sec): 3 clusters Score: Raw -218156.022180 + Penalty 1492.184914 = -216663.837266 nChanged 6 SP:Iteration 29Q (5819.494446 sec): 3 clusters Score: Raw -218157.819995 + Penalty 1492.184914 = -216665.635080 nChanged 7 SP:Iteration 30Q (5819.552797 sec): 3 clusters Score: Raw -218159.612457 + Penalty 1492.184914 = -216667.427543 nChanged 4 SP:Iteration 31Q (5819.603202 sec): 3 clusters Score: Raw -218160.532521 + Penalty 1492.184914 = -216668.347607 nChanged 4 SP:Iteration 32Q (5819.643683 sec): 3 clusters Score: Raw -218161.351131 + Penalty 1492.184914 = -216669.166217 nChanged 1 SP:Iteration 33Q (5819.694951 sec): 3 clusters Score: Raw -218161.651465 + Penalty 1492.184914 = -216669.466550 nChanged 3 SP:Iteration 34Q (5819.746299 sec): 3 clusters Score: Raw -218162.506869 + Penalty 1492.184914 = -216670.321954 nChanged 7 SP:Iteration 35Q (5819.797484 sec): 3 clusters Score: Raw -218163.458705 + Penalty 1492.184914 = -216671.273790 nChanged 3 SP:Iteration 36Q (5819.848677 sec): 3 clusters Score: Raw -218164.043675 + Penalty 1492.184914 = -216671.858760 nChanged 2 SP:Iteration 37Q (5819.894626 sec): 3 clusters Score: Raw -218164.311111 + Penalty 1492.184914 = -216672.126196 nChanged 1 SP:Iteration 38Q (5819.942419 sec): 3 clusters Score: Raw -218164.375204 + Penalty 1492.184914 = -216672.190290 nChanged 0 SP:Iteration 39F (5819.993684 sec): 3 clusters Score: Raw -218164.375204 + Penalty 1492.184914 = -216672.190290 nChanged 0 Trying to split cluster 26 (23826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5820.045584 sec): 2 clusters Score: Raw -2026307.044616 + Penalty 957.460607 = -2025349.584010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5820.106207 sec): 3 clusters Score: Raw -2011404.113399 + Penalty 1914.921213 = -2009489.192186 nChanged 11130 SP:Iteration 1F (5820.183155 sec): 3 clusters Score: Raw -2017641.704658 + Penalty 1914.921213 = -2015726.783445 nChanged 1124 SP:Iteration 2Q (5820.259960 sec): 3 clusters Score: Raw -2018083.772390 + Penalty 1914.921213 = -2016168.851177 nChanged 1176 SP:Iteration 3Q (5820.325206 sec): 3 clusters Score: Raw -2018649.378493 + Penalty 1914.921213 = -2016734.457280 nChanged 1281 SP:Iteration 4F (5820.393137 sec): 3 clusters Score: Raw -2019383.911628 + Penalty 1914.921213 = -2017468.990415 nChanged 1350 SP:Iteration 5F (5820.459055 sec): 3 clusters Score: Raw -2020275.779090 + Penalty 1914.921213 = -2018360.857877 nChanged 1412 SP:Iteration 6F (5820.538970 sec): 3 clusters Score: Raw -2021274.870108 + Penalty 1914.921213 = -2019359.948895 nChanged 1351 SP:Iteration 7F (5820.615793 sec): 3 clusters Score: Raw -2022301.049538 + Penalty 1914.921213 = -2020386.128325 nChanged 1204 SP:Iteration 8F (5820.685034 sec): 3 clusters Score: Raw -2023225.832572 + Penalty 1914.921213 = -2021310.911359 nChanged 1016 SP:Iteration 9Q (5820.755694 sec): 3 clusters Score: Raw -2024016.083097 + Penalty 1914.921213 = -2022101.161884 nChanged 782 SP:Iteration 10Q (5820.826945 sec): 3 clusters Score: Raw -2024574.422181 + Penalty 1914.921213 = -2022659.500968 nChanged 606 SP:Iteration 11Q (5820.895044 sec): 3 clusters Score: Raw -2025024.447644 + Penalty 1914.921213 = -2023109.526431 nChanged 485 SP:Iteration 12Q (5820.964504 sec): 3 clusters Score: Raw -2025385.465665 + Penalty 1914.921213 = -2023470.544452 nChanged 390 SP:Iteration 13Q (5821.038737 sec): 3 clusters Score: Raw -2025642.469702 + Penalty 1914.921213 = -2023727.548489 nChanged 282 SP:Iteration 14Q (5821.104762 sec): 3 clusters Score: Raw -2025838.638489 + Penalty 1914.921213 = -2023923.717276 nChanged 227 SP:Iteration 15Q (5821.177763 sec): 3 clusters Score: Raw -2026003.306099 + Penalty 1914.921213 = -2024088.384886 nChanged 172 SP:Iteration 16Q (5821.246351 sec): 3 clusters Score: Raw -2026127.893884 + Penalty 1914.921213 = -2024212.972671 nChanged 119 SP:Iteration 17Q (5821.316938 sec): 3 clusters Score: Raw -2026202.827013 + Penalty 1914.921213 = -2024287.905800 nChanged 88 SP:Iteration 18Q (5821.385735 sec): 3 clusters Score: Raw -2026254.684425 + Penalty 1914.921213 = -2024339.763212 nChanged 66 SP:Iteration 19Q (5821.457657 sec): 3 clusters Score: Raw -2026299.252658 + Penalty 1914.921213 = -2024384.331445 nChanged 49 SP:Iteration 20F (5821.534816 sec): 3 clusters Score: Raw -2026327.098769 + Penalty 1914.921213 = -2024412.177556 nChanged 44 SP:Iteration 21Q (5821.605732 sec): 3 clusters Score: Raw -2026351.318658 + Penalty 1914.921213 = -2024436.397445 nChanged 35 SP:Iteration 22Q (5821.678546 sec): 3 clusters Score: Raw -2026368.473375 + Penalty 1914.921213 = -2024453.552162 nChanged 23 SP:Iteration 23Q (5821.749951 sec): 3 clusters Score: Raw -2026379.324066 + Penalty 1914.921213 = -2024464.402853 nChanged 22 SP:Iteration 24Q (5821.822949 sec): 3 clusters Score: Raw -2026389.035868 + Penalty 1914.921213 = -2024474.114655 nChanged 14 SP:Iteration 25Q (5821.895488 sec): 3 clusters Score: Raw -2026394.417002 + Penalty 1914.921213 = -2024479.495789 nChanged 10 SP:Iteration 26Q (5821.967695 sec): 3 clusters Score: Raw -2026397.834768 + Penalty 1914.921213 = -2024482.913554 nChanged 8 SP:Iteration 27Q (5822.038890 sec): 3 clusters Score: Raw -2026401.140587 + Penalty 1914.921213 = -2024486.219373 nChanged 10 SP:Iteration 28Q (5822.110561 sec): 3 clusters Score: Raw -2026405.739163 + Penalty 1914.921213 = -2024490.817950 nChanged 8 SP:Iteration 29Q (5822.182160 sec): 3 clusters Score: Raw -2026409.747398 + Penalty 1914.921213 = -2024494.826185 nChanged 11 SP:Iteration 30Q (5822.256301 sec): 3 clusters Score: Raw -2026415.121925 + Penalty 1914.921213 = -2024500.200712 nChanged 14 SP:Iteration 31Q (5822.326166 sec): 3 clusters Score: Raw -2026420.744073 + Penalty 1914.921213 = -2024505.822860 nChanged 9 SP:Iteration 32Q (5822.396263 sec): 3 clusters Score: Raw -2026424.506658 + Penalty 1914.921213 = -2024509.585445 nChanged 14 SP:Iteration 33Q (5822.464979 sec): 3 clusters Score: Raw -2026431.524377 + Penalty 1914.921213 = -2024516.603164 nChanged 8 SP:Iteration 34Q (5822.545525 sec): 3 clusters Score: Raw -2026433.898393 + Penalty 1914.921213 = -2024518.977180 nChanged 5 SP:Iteration 35Q (5822.614995 sec): 3 clusters Score: Raw -2026436.178478 + Penalty 1914.921213 = -2024521.257265 nChanged 4 SP:Iteration 36Q (5822.684168 sec): 3 clusters Score: Raw -2026437.922357 + Penalty 1914.921213 = -2024523.001144 nChanged 4 SP:Iteration 37Q (5822.758280 sec): 3 clusters Score: Raw -2026439.753314 + Penalty 1914.921213 = -2024524.832101 nChanged 3 SP:Iteration 38Q (5822.820121 sec): 3 clusters Score: Raw -2026441.104278 + Penalty 1914.921213 = -2024526.183065 nChanged 3 SP:Iteration 39Q (5822.894546 sec): 3 clusters Score: Raw -2026442.517073 + Penalty 1914.921213 = -2024527.595860 nChanged 3 SP:Iteration 40F (5822.978916 sec): 3 clusters Score: Raw -2026444.192036 + Penalty 1914.921213 = -2024529.270823 nChanged 2 SP:Iteration 41Q (5823.040919 sec): 3 clusters Score: Raw -2026445.617886 + Penalty 1914.921213 = -2024530.696673 nChanged 2 SP:Iteration 42Q (5823.117654 sec): 3 clusters Score: Raw -2026446.991180 + Penalty 1914.921213 = -2024532.069967 nChanged 2 SP:Iteration 43Q (5823.197035 sec): 3 clusters Score: Raw -2026447.816403 + Penalty 1914.921213 = -2024532.895189 nChanged 5 SP:Iteration 44Q (5823.267257 sec): 3 clusters Score: Raw -2026450.228783 + Penalty 1914.921213 = -2024535.307570 nChanged 1 SP:Iteration 45Q (5823.342704 sec): 3 clusters Score: Raw -2026450.971330 + Penalty 1914.921213 = -2024536.050117 nChanged 1 SP:Iteration 46Q (5823.415778 sec): 3 clusters Score: Raw -2026451.861078 + Penalty 1914.921213 = -2024536.939865 nChanged 2 SP:Iteration 47Q (5823.489551 sec): 3 clusters Score: Raw -2026452.897592 + Penalty 1914.921213 = -2024537.976379 nChanged 2 SP:Iteration 48Q (5823.563057 sec): 3 clusters Score: Raw -2026453.539279 + Penalty 1914.921213 = -2024538.618066 nChanged 2 SP:Iteration 49Q (5823.634259 sec): 3 clusters Score: Raw -2026454.358951 + Penalty 1914.921213 = -2024539.437738 nChanged 3 SP:Iteration 50Q (5823.709650 sec): 3 clusters Score: Raw -2026455.529242 + Penalty 1914.921213 = -2024540.608029 nChanged 4 SP:Iteration 51Q (5823.783163 sec): 3 clusters Score: Raw -2026457.360997 + Penalty 1914.921213 = -2024542.439784 nChanged 1 SP:Iteration 52Q (5823.854463 sec): 3 clusters Score: Raw -2026457.709535 + Penalty 1914.921213 = -2024542.788322 nChanged 0 SP:Iteration 53F (5823.932932 sec): 3 clusters Score: Raw -2026457.709535 + Penalty 1914.921213 = -2024542.788322 nChanged 0 Trying to split cluster 27 (32425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5823.992355 sec): 2 clusters Score: Raw -2872996.810701 + Penalty 986.735076 = -2872010.075625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5824.084195 sec): 3 clusters Score: Raw -2852516.842308 + Penalty 1973.470152 = -2850543.372156 nChanged 15178 SP:Iteration 1F (5824.168206 sec): 3 clusters Score: Raw -2861502.690854 + Penalty 1973.470152 = -2859529.220702 nChanged 1993 SP:Iteration 2F (5824.257249 sec): 3 clusters Score: Raw -2862594.983148 + Penalty 1973.470152 = -2860621.512996 nChanged 2406 SP:Iteration 3F (5824.346120 sec): 3 clusters Score: Raw -2864270.067594 + Penalty 1973.470152 = -2862296.597442 nChanged 2655 SP:Iteration 4F (5824.437239 sec): 3 clusters Score: Raw -2866427.274894 + Penalty 1973.470152 = -2864453.804742 nChanged 2521 SP:Iteration 5F (5824.525837 sec): 3 clusters Score: Raw -2868702.870675 + Penalty 1973.470152 = -2866729.400523 nChanged 1985 SP:Iteration 6F (5824.614125 sec): 3 clusters Score: Raw -2870584.030169 + Penalty 1973.470152 = -2868610.560018 nChanged 1305 SP:Iteration 7Q (5824.705759 sec): 3 clusters Score: Raw -2871770.810633 + Penalty 1973.470152 = -2869797.340481 nChanged 758 SP:Iteration 8Q (5824.793895 sec): 3 clusters Score: Raw -2872433.549225 + Penalty 1973.470152 = -2870460.079073 nChanged 379 SP:Iteration 9Q (5824.879971 sec): 3 clusters Score: Raw -2872754.623226 + Penalty 1973.470152 = -2870781.153075 nChanged 202 SP:Iteration 10Q (5824.959066 sec): 3 clusters Score: Raw -2872930.061831 + Penalty 1973.470152 = -2870956.591679 nChanged 95 SP:Iteration 11Q (5825.033038 sec): 3 clusters Score: Raw -2872998.869238 + Penalty 1973.470152 = -2871025.399086 nChanged 48 SP:Iteration 12Q (5825.122235 sec): 3 clusters Score: Raw -2873036.945307 + Penalty 1973.470152 = -2871063.475155 nChanged 44 SP:Iteration 13Q (5825.189269 sec): 3 clusters Score: Raw -2873065.761880 + Penalty 1973.470152 = -2871092.291728 nChanged 27 SP:Iteration 14Q (5825.276849 sec): 3 clusters Score: Raw -2873086.278248 + Penalty 1973.470152 = -2871112.808096 nChanged 18 SP:Iteration 15Q (5825.355011 sec): 3 clusters Score: Raw -2873097.699297 + Penalty 1973.470152 = -2871124.229145 nChanged 17 SP:Iteration 16Q (5825.433329 sec): 3 clusters Score: Raw -2873110.272247 + Penalty 1973.470152 = -2871136.802096 nChanged 12 SP:Iteration 17Q (5825.515367 sec): 3 clusters Score: Raw -2873119.876240 + Penalty 1973.470152 = -2871146.406088 nChanged 12 SP:Iteration 18Q (5825.597603 sec): 3 clusters Score: Raw -2873127.365965 + Penalty 1973.470152 = -2871153.895814 nChanged 3 SP:Iteration 19Q (5825.678141 sec): 3 clusters Score: Raw -2873129.767765 + Penalty 1973.470152 = -2871156.297613 nChanged 3 SP:Iteration 20F (5825.761456 sec): 3 clusters Score: Raw -2873132.511634 + Penalty 1973.470152 = -2871159.041483 nChanged 3 SP:Iteration 21Q (5825.833253 sec): 3 clusters Score: Raw -2873135.993490 + Penalty 1973.470152 = -2871162.523338 nChanged 5 SP:Iteration 22Q (5825.914899 sec): 3 clusters Score: Raw -2873139.694773 + Penalty 1973.470152 = -2871166.224622 nChanged 2 SP:Iteration 23Q (5826.007366 sec): 3 clusters Score: Raw -2873141.593210 + Penalty 1973.470152 = -2871168.123058 nChanged 3 SP:Iteration 24Q (5826.090180 sec): 3 clusters Score: Raw -2873143.583604 + Penalty 1973.470152 = -2871170.113453 nChanged 3 SP:Iteration 25Q (5826.162574 sec): 3 clusters Score: Raw -2873146.499276 + Penalty 1973.470152 = -2871173.029125 nChanged 3 SP:Iteration 26Q (5826.245973 sec): 3 clusters Score: Raw -2873148.584393 + Penalty 1973.470152 = -2871175.114242 nChanged 5 SP:Iteration 27Q (5826.336658 sec): 3 clusters Score: Raw -2873153.744921 + Penalty 1973.470152 = -2871180.274770 nChanged 1 SP:Iteration 28Q (5826.412494 sec): 3 clusters Score: Raw -2873154.384035 + Penalty 1973.470152 = -2871180.913884 nChanged 1 SP:Iteration 29Q (5826.491393 sec): 3 clusters Score: Raw -2873155.249076 + Penalty 1973.470152 = -2871181.778925 nChanged 1 SP:Iteration 30Q (5826.570607 sec): 3 clusters Score: Raw -2873155.460569 + Penalty 1973.470152 = -2871181.990417 nChanged 0 SP:Iteration 31F (5826.659474 sec): 3 clusters Score: Raw -2873155.460569 + Penalty 1973.470152 = -2871181.990417 nChanged 0 Trying to split cluster 28 (4169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5826.693160 sec): 2 clusters Score: Raw -359043.564159 + Penalty 791.865990 = -358251.698169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5826.747281 sec): 3 clusters Score: Raw -356779.552642 + Penalty 1583.731981 = -355195.820661 nChanged 1795 SP:Iteration 1F (5826.800386 sec): 3 clusters Score: Raw -357833.920764 + Penalty 1583.731981 = -356250.188783 nChanged 252 SP:Iteration 2F (5826.853405 sec): 3 clusters Score: Raw -357964.646286 + Penalty 1583.731981 = -356380.914306 nChanged 224 SP:Iteration 3F (5826.894626 sec): 3 clusters Score: Raw -358101.697982 + Penalty 1583.731981 = -356517.966001 nChanged 197 SP:Iteration 4Q (5826.957694 sec): 3 clusters Score: Raw -358218.970197 + Penalty 1583.731981 = -356635.238216 nChanged 207 SP:Iteration 5Q (5827.006034 sec): 3 clusters Score: Raw -358341.670186 + Penalty 1583.731981 = -356757.938205 nChanged 184 SP:Iteration 6Q (5827.045292 sec): 3 clusters Score: Raw -358460.102890 + Penalty 1583.731981 = -356876.370909 nChanged 173 SP:Iteration 7Q (5827.100257 sec): 3 clusters Score: Raw -358573.954810 + Penalty 1583.731981 = -356990.222829 nChanged 169 SP:Iteration 8Q (5827.142936 sec): 3 clusters Score: Raw -358675.668324 + Penalty 1583.731981 = -357091.936344 nChanged 144 SP:Iteration 9Q (5827.189607 sec): 3 clusters Score: Raw -358762.067640 + Penalty 1583.731981 = -357178.335659 nChanged 102 SP:Iteration 10Q (5827.247724 sec): 3 clusters Score: Raw -358814.452128 + Penalty 1583.731981 = -357230.720147 nChanged 99 SP:Iteration 11Q (5827.289785 sec): 3 clusters Score: Raw -358863.043069 + Penalty 1583.731981 = -357279.311088 nChanged 84 SP:Iteration 12Q (5827.342178 sec): 3 clusters Score: Raw -358890.906482 + Penalty 1583.731981 = -357307.174501 nChanged 65 SP:Iteration 13Q (5827.393976 sec): 3 clusters Score: Raw -358911.927738 + Penalty 1583.731981 = -357328.195757 nChanged 46 SP:Iteration 14Q (5827.438325 sec): 3 clusters Score: Raw -358924.989787 + Penalty 1583.731981 = -357341.257806 nChanged 36 SP:Iteration 15Q (5827.497574 sec): 3 clusters Score: Raw -358934.887640 + Penalty 1583.731981 = -357351.155659 nChanged 30 SP:Iteration 16Q (5827.544362 sec): 3 clusters Score: Raw -358943.930430 + Penalty 1583.731981 = -357360.198449 nChanged 31 SP:Iteration 17Q (5827.584028 sec): 3 clusters Score: Raw -358952.847635 + Penalty 1583.731981 = -357369.115654 nChanged 33 SP:Iteration 18Q (5827.648147 sec): 3 clusters Score: Raw -358962.384092 + Penalty 1583.731981 = -357378.652111 nChanged 34 SP:Iteration 19Q (5827.688797 sec): 3 clusters Score: Raw -358971.712334 + Penalty 1583.731981 = -357387.980353 nChanged 32 SP:Iteration 20F (5827.741009 sec): 3 clusters Score: Raw -358983.367805 + Penalty 1583.731981 = -357399.635824 nChanged 44 SP:Iteration 21Q (5827.799866 sec): 3 clusters Score: Raw -358998.174706 + Penalty 1583.731981 = -357414.442725 nChanged 42 SP:Iteration 22Q (5827.850779 sec): 3 clusters Score: Raw -359013.093806 + Penalty 1583.731981 = -357429.361825 nChanged 45 SP:Iteration 23Q (5827.888516 sec): 3 clusters Score: Raw -359024.783622 + Penalty 1583.731981 = -357441.051641 nChanged 37 SP:Iteration 24Q (5827.935936 sec): 3 clusters Score: Raw -359034.346564 + Penalty 1583.731981 = -357450.614583 nChanged 23 SP:Iteration 25Q (5827.981759 sec): 3 clusters Score: Raw -359040.369350 + Penalty 1583.731981 = -357456.637369 nChanged 26 SP:Iteration 26Q (5828.041072 sec): 3 clusters Score: Raw -359046.981588 + Penalty 1583.731981 = -357463.249607 nChanged 23 SP:Iteration 27Q (5828.088834 sec): 3 clusters Score: Raw -359053.296186 + Penalty 1583.731981 = -357469.564205 nChanged 27 SP:Iteration 28Q (5828.124665 sec): 3 clusters Score: Raw -359060.734004 + Penalty 1583.731981 = -357477.002024 nChanged 30 SP:Iteration 29Q (5828.167944 sec): 3 clusters Score: Raw -359067.745598 + Penalty 1583.731981 = -357484.013617 nChanged 20 SP:Iteration 30Q (5828.220534 sec): 3 clusters Score: Raw -359073.068443 + Penalty 1583.731981 = -357489.336462 nChanged 17 SP:Iteration 31Q (5828.270738 sec): 3 clusters Score: Raw -359075.858874 + Penalty 1583.731981 = -357492.126893 nChanged 13 SP:Iteration 32Q (5828.307541 sec): 3 clusters Score: Raw -359078.718811 + Penalty 1583.731981 = -357494.986831 nChanged 16 SP:Iteration 33Q (5828.352367 sec): 3 clusters Score: Raw -359081.591417 + Penalty 1583.731981 = -357497.859436 nChanged 14 SP:Iteration 34Q (5828.413715 sec): 3 clusters Score: Raw -359084.289245 + Penalty 1583.731981 = -357500.557264 nChanged 15 SP:Iteration 35Q (5828.456061 sec): 3 clusters Score: Raw -359087.466449 + Penalty 1583.731981 = -357503.734468 nChanged 14 SP:Iteration 36Q (5828.521100 sec): 3 clusters Score: Raw -359091.152499 + Penalty 1583.731981 = -357507.420519 nChanged 10 SP:Iteration 37Q (5828.563386 sec): 3 clusters Score: Raw -359093.348606 + Penalty 1583.731981 = -357509.616626 nChanged 9 SP:Iteration 38Q (5828.615756 sec): 3 clusters Score: Raw -359095.144275 + Penalty 1583.731981 = -357511.412294 nChanged 10 SP:Iteration 39Q (5828.668313 sec): 3 clusters Score: Raw -359097.879228 + Penalty 1583.731981 = -357514.147247 nChanged 11 SP:Iteration 40F (5828.720714 sec): 3 clusters Score: Raw -359100.625943 + Penalty 1583.731981 = -357516.893962 nChanged 11 SP:Iteration 41Q (5828.786192 sec): 3 clusters Score: Raw -359103.200352 + Penalty 1583.731981 = -357519.468371 nChanged 13 SP:Iteration 42Q (5828.828288 sec): 3 clusters Score: Raw -359106.553652 + Penalty 1583.731981 = -357522.821671 nChanged 16 SP:Iteration 43Q (5828.880835 sec): 3 clusters Score: Raw -359114.010574 + Penalty 1583.731981 = -357530.278593 nChanged 22 SP:Iteration 44Q (5828.933606 sec): 3 clusters Score: Raw -359120.615710 + Penalty 1583.731981 = -357536.883729 nChanged 13 SP:Iteration 45Q (5828.986479 sec): 3 clusters Score: Raw -359122.498572 + Penalty 1583.731981 = -357538.766591 nChanged 9 SP:Iteration 46Q (5829.039195 sec): 3 clusters Score: Raw -359123.973103 + Penalty 1583.731981 = -357540.241122 nChanged 6 SP:Iteration 47Q (5829.091599 sec): 3 clusters Score: Raw -359125.667594 + Penalty 1583.731981 = -357541.935614 nChanged 5 SP:Iteration 48Q (5829.144433 sec): 3 clusters Score: Raw -359126.677390 + Penalty 1583.731981 = -357542.945409 nChanged 6 SP:Iteration 49Q (5829.197225 sec): 3 clusters Score: Raw -359127.957335 + Penalty 1583.731981 = -357544.225354 nChanged 5 SP:Iteration 50Q (5829.251131 sec): 3 clusters Score: Raw -359129.383910 + Penalty 1583.731981 = -357545.651929 nChanged 5 SP:Iteration 51Q (5829.302266 sec): 3 clusters Score: Raw -359130.267421 + Penalty 1583.731981 = -357546.535441 nChanged 2 SP:Iteration 52Q (5829.350044 sec): 3 clusters Score: Raw -359130.572766 + Penalty 1583.731981 = -357546.840785 nChanged 0 SP:Iteration 53F (5829.402454 sec): 3 clusters Score: Raw -359130.572766 + Penalty 1583.731981 = -357546.840785 nChanged 0 Trying to split cluster 29 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5829.416162 sec): 2 clusters Score: Raw -66009.689948 + Penalty 653.147048 = -65356.542900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5829.467058 sec): 3 clusters Score: Raw -65695.952739 + Penalty 1306.294097 = -64389.658642 nChanged 356 SP:Iteration 1F (5829.510320 sec): 3 clusters Score: Raw -66050.879264 + Penalty 1306.294097 = -64744.585167 nChanged 102 SP:Iteration 2F (5829.560728 sec): 3 clusters Score: Raw -66245.497536 + Penalty 1306.294097 = -64939.203439 nChanged 88 SP:Iteration 3F (5829.610878 sec): 3 clusters Score: Raw -66539.602851 + Penalty 1306.294097 = -65233.308754 nChanged 85 SP:Iteration 4F (5829.660294 sec): 3 clusters Score: Raw -66802.434093 + Penalty 1306.294097 = -65496.139997 nChanged 67 SP:Iteration 5F (5829.703401 sec): 3 clusters Score: Raw -66917.572167 + Penalty 1306.294097 = -65611.278070 nChanged 33 SP:Iteration 6Q (5829.749677 sec): 3 clusters Score: Raw -66987.953832 + Penalty 1306.294097 = -65681.659735 nChanged 22 SP:Iteration 7Q (5829.788357 sec): 3 clusters Score: Raw -67019.751248 + Penalty 1306.294097 = -65713.457151 nChanged 18 SP:Iteration 8Q (5829.837291 sec): 3 clusters Score: Raw -67064.012728 + Penalty 1306.294097 = -65757.718631 nChanged 14 SP:Iteration 9Q (5829.882752 sec): 3 clusters Score: Raw -67082.725660 + Penalty 1306.294097 = -65776.431563 nChanged 5 SP:Iteration 10Q (5829.930643 sec): 3 clusters Score: Raw -67089.013433 + Penalty 1306.294097 = -65782.719336 nChanged 0 SP:Iteration 11F (5829.977320 sec): 3 clusters Score: Raw -67089.013433 + Penalty 1306.294097 = -65782.719336 nChanged 0 Score: Raw -69586211.188777 + Penalty 59620.935958 = -69526590.252819 Splitting cluster 29 changes total score from -69526807.036638 to -69526590.252819 So it's not getting split. Trying to split cluster 30 (7500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5847.441128 sec): 2 clusters Score: Raw -619582.133717 + Penalty 847.652538 = -618734.481179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5847.499802 sec): 3 clusters Score: Raw -615202.838713 + Penalty 1695.305077 = -613507.533636 nChanged 3357 SP:Iteration 1F (5847.547672 sec): 3 clusters Score: Raw -617032.657160 + Penalty 1695.305077 = -615337.352083 nChanged 590 SP:Iteration 2F (5847.615764 sec): 3 clusters Score: Raw -617386.822126 + Penalty 1695.305077 = -615691.517049 nChanged 510 SP:Iteration 3F (5847.663758 sec): 3 clusters Score: Raw -617718.208277 + Penalty 1695.305077 = -616022.903200 nChanged 486 SP:Iteration 4F (5847.732619 sec): 3 clusters Score: Raw -618057.491274 + Penalty 1695.305077 = -616362.186197 nChanged 462 SP:Iteration 5F (5847.791321 sec): 3 clusters Score: Raw -618397.937231 + Penalty 1695.305077 = -616702.632154 nChanged 440 SP:Iteration 6F (5847.839539 sec): 3 clusters Score: Raw -618722.454323 + Penalty 1695.305077 = -617027.149246 nChanged 433 SP:Iteration 7F (5847.897451 sec): 3 clusters Score: Raw -618991.000565 + Penalty 1695.305077 = -617295.695488 nChanged 365 SP:Iteration 8Q (5847.955343 sec): 3 clusters Score: Raw -619203.632546 + Penalty 1695.305077 = -617508.327469 nChanged 272 SP:Iteration 9Q (5848.014206 sec): 3 clusters Score: Raw -619344.011110 + Penalty 1695.305077 = -617648.706033 nChanged 196 SP:Iteration 10Q (5848.082157 sec): 3 clusters Score: Raw -619429.721176 + Penalty 1695.305077 = -617734.416099 nChanged 174 SP:Iteration 11Q (5848.129600 sec): 3 clusters Score: Raw -619512.827160 + Penalty 1695.305077 = -617817.522083 nChanged 157 SP:Iteration 12Q (5848.197073 sec): 3 clusters Score: Raw -619582.907496 + Penalty 1695.305077 = -617887.602419 nChanged 126 SP:Iteration 13Q (5848.243583 sec): 3 clusters Score: Raw -619636.154457 + Penalty 1695.305077 = -617940.849380 nChanged 113 SP:Iteration 14Q (5848.301899 sec): 3 clusters Score: Raw -619695.142561 + Penalty 1695.305077 = -617999.837484 nChanged 121 SP:Iteration 15Q (5848.370772 sec): 3 clusters Score: Raw -619765.382862 + Penalty 1695.305077 = -618070.077785 nChanged 115 SP:Iteration 16Q (5848.418441 sec): 3 clusters Score: Raw -619835.678235 + Penalty 1695.305077 = -618140.373158 nChanged 100 SP:Iteration 17Q (5848.484554 sec): 3 clusters Score: Raw -619884.818997 + Penalty 1695.305077 = -618189.513920 nChanged 71 SP:Iteration 18Q (5848.541814 sec): 3 clusters Score: Raw -619917.308364 + Penalty 1695.305077 = -618222.003287 nChanged 61 SP:Iteration 19Q (5848.598752 sec): 3 clusters Score: Raw -619941.209818 + Penalty 1695.305077 = -618245.904742 nChanged 55 SP:Iteration 20F (5848.655498 sec): 3 clusters Score: Raw -619963.267522 + Penalty 1695.305077 = -618267.962445 nChanged 54 SP:Iteration 21Q (5848.708304 sec): 3 clusters Score: Raw -619981.614054 + Penalty 1695.305077 = -618286.308977 nChanged 40 SP:Iteration 22Q (5848.762347 sec): 3 clusters Score: Raw -619990.898173 + Penalty 1695.305077 = -618295.593096 nChanged 25 SP:Iteration 23Q (5848.817718 sec): 3 clusters Score: Raw -619995.200979 + Penalty 1695.305077 = -618299.895902 nChanged 16 SP:Iteration 24Q (5848.866767 sec): 3 clusters Score: Raw -619997.353816 + Penalty 1695.305077 = -618302.048739 nChanged 19 SP:Iteration 25Q (5848.933933 sec): 3 clusters Score: Raw -620000.222244 + Penalty 1695.305077 = -618304.917167 nChanged 24 SP:Iteration 26Q (5848.979660 sec): 3 clusters Score: Raw -620003.311590 + Penalty 1695.305077 = -618308.006513 nChanged 10 SP:Iteration 27Q (5849.041224 sec): 3 clusters Score: Raw -620004.606886 + Penalty 1695.305077 = -618309.301809 nChanged 9 SP:Iteration 28Q (5849.097698 sec): 3 clusters Score: Raw -620006.503414 + Penalty 1695.305077 = -618311.198337 nChanged 11 SP:Iteration 29Q (5849.154134 sec): 3 clusters Score: Raw -620008.973575 + Penalty 1695.305077 = -618313.668498 nChanged 17 SP:Iteration 30Q (5849.201431 sec): 3 clusters Score: Raw -620011.987812 + Penalty 1695.305077 = -618316.682735 nChanged 13 SP:Iteration 31Q (5849.255678 sec): 3 clusters Score: Raw -620014.667269 + Penalty 1695.305077 = -618319.362192 nChanged 15 SP:Iteration 32Q (5849.318573 sec): 3 clusters Score: Raw -620017.386012 + Penalty 1695.305077 = -618322.080935 nChanged 12 SP:Iteration 33Q (5849.375655 sec): 3 clusters Score: Raw -620018.926387 + Penalty 1695.305077 = -618323.621310 nChanged 10 SP:Iteration 34Q (5849.415055 sec): 3 clusters Score: Raw -620020.389253 + Penalty 1695.305077 = -618325.084176 nChanged 12 SP:Iteration 35Q (5849.477995 sec): 3 clusters Score: Raw -620021.957476 + Penalty 1695.305077 = -618326.652399 nChanged 9 SP:Iteration 36Q (5849.514844 sec): 3 clusters Score: Raw -620023.956436 + Penalty 1695.305077 = -618328.651359 nChanged 9 SP:Iteration 37Q (5849.574477 sec): 3 clusters Score: Raw -620026.283271 + Penalty 1695.305077 = -618330.978194 nChanged 8 SP:Iteration 38Q (5849.626625 sec): 3 clusters Score: Raw -620027.272580 + Penalty 1695.305077 = -618331.967503 nChanged 5 SP:Iteration 39Q (5849.675115 sec): 3 clusters Score: Raw -620027.675919 + Penalty 1695.305077 = -618332.370842 nChanged 5 SP:Iteration 40F (5849.727368 sec): 3 clusters Score: Raw -620028.177546 + Penalty 1695.305077 = -618332.872469 nChanged 3 SP:Iteration 41Q (5849.769666 sec): 3 clusters Score: Raw -620028.492865 + Penalty 1695.305077 = -618333.187788 nChanged 4 SP:Iteration 42Q (5849.833892 sec): 3 clusters Score: Raw -620028.902746 + Penalty 1695.305077 = -618333.597669 nChanged 4 SP:Iteration 43Q (5849.885118 sec): 3 clusters Score: Raw -620029.561399 + Penalty 1695.305077 = -618334.256322 nChanged 6 SP:Iteration 44Q (5849.933854 sec): 3 clusters Score: Raw -620030.133667 + Penalty 1695.305077 = -618334.828590 nChanged 4 SP:Iteration 45Q (5849.983131 sec): 3 clusters Score: Raw -620030.866813 + Penalty 1695.305077 = -618335.561736 nChanged 4 SP:Iteration 46Q (5850.037629 sec): 3 clusters Score: Raw -620031.316412 + Penalty 1695.305077 = -618336.011335 nChanged 4 SP:Iteration 47Q (5850.096692 sec): 3 clusters Score: Raw -620032.079524 + Penalty 1695.305077 = -618336.774447 nChanged 8 SP:Iteration 48Q (5850.151328 sec): 3 clusters Score: Raw -620033.390674 + Penalty 1695.305077 = -618338.085597 nChanged 9 SP:Iteration 49Q (5850.203054 sec): 3 clusters Score: Raw -620034.970407 + Penalty 1695.305077 = -618339.665330 nChanged 11 SP:Iteration 50Q (5850.254438 sec): 3 clusters Score: Raw -620036.541352 + Penalty 1695.305077 = -618341.236275 nChanged 10 SP:Iteration 51Q (5850.308868 sec): 3 clusters Score: Raw -620038.763542 + Penalty 1695.305077 = -618343.458465 nChanged 12 SP:Iteration 52Q (5850.360226 sec): 3 clusters Score: Raw -620040.946747 + Penalty 1695.305077 = -618345.641670 nChanged 18 SP:Iteration 53Q (5850.415057 sec): 3 clusters Score: Raw -620043.862623 + Penalty 1695.305077 = -618348.557546 nChanged 13 SP:Iteration 54Q (5850.471673 sec): 3 clusters Score: Raw -620045.385989 + Penalty 1695.305077 = -618350.080912 nChanged 7 SP:Iteration 55Q (5850.524957 sec): 3 clusters Score: Raw -620046.182597 + Penalty 1695.305077 = -618350.877520 nChanged 7 SP:Iteration 56Q (5850.570507 sec): 3 clusters Score: Raw -620047.222849 + Penalty 1695.305077 = -618351.917773 nChanged 9 SP:Iteration 57Q (5850.630572 sec): 3 clusters Score: Raw -620048.711480 + Penalty 1695.305077 = -618353.406403 nChanged 10 SP:Iteration 58Q (5850.681423 sec): 3 clusters Score: Raw -620050.100682 + Penalty 1695.305077 = -618354.795606 nChanged 7 SP:Iteration 59Q (5850.741314 sec): 3 clusters Score: Raw -620050.865570 + Penalty 1695.305077 = -618355.560493 nChanged 6 SP:Iteration 60F (5850.789502 sec): 3 clusters Score: Raw -620051.811040 + Penalty 1695.305077 = -618356.505963 nChanged 7 SP:Iteration 61Q (5850.855231 sec): 3 clusters Score: Raw -620052.613292 + Penalty 1695.305077 = -618357.308215 nChanged 5 SP:Iteration 62Q (5850.908996 sec): 3 clusters Score: Raw -620053.238657 + Penalty 1695.305077 = -618357.933580 nChanged 2 SP:Iteration 63Q (5850.947804 sec): 3 clusters Score: Raw -620053.494969 + Penalty 1695.305077 = -618358.189892 nChanged 0 SP:Iteration 64F (5851.010125 sec): 3 clusters Score: Raw -620053.494969 + Penalty 1695.305077 = -618358.189892 nChanged 0 Trying to split cluster 31 (8320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5851.032630 sec): 2 clusters Score: Raw -709757.237534 + Penalty 857.509666 = -708899.727868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5851.099828 sec): 3 clusters Score: Raw -704850.916129 + Penalty 1715.019331 = -703135.896798 nChanged 3717 SP:Iteration 1F (5851.146009 sec): 3 clusters Score: Raw -707038.215583 + Penalty 1715.019331 = -705323.196252 nChanged 525 SP:Iteration 2F (5851.210796 sec): 3 clusters Score: Raw -707274.199459 + Penalty 1715.019331 = -705559.180127 nChanged 450 SP:Iteration 3F (5851.264722 sec): 3 clusters Score: Raw -707513.589256 + Penalty 1715.019331 = -705798.569925 nChanged 427 SP:Iteration 4F (5851.309335 sec): 3 clusters Score: Raw -707797.665642 + Penalty 1715.019331 = -706082.646310 nChanged 483 SP:Iteration 5F (5851.373642 sec): 3 clusters Score: Raw -708265.044789 + Penalty 1715.019331 = -706550.025457 nChanged 559 SP:Iteration 6F (5851.425672 sec): 3 clusters Score: Raw -708811.085787 + Penalty 1715.019331 = -707096.066456 nChanged 502 SP:Iteration 7F (5851.481552 sec): 3 clusters Score: Raw -709208.911629 + Penalty 1715.019331 = -707493.892298 nChanged 372 SP:Iteration 8Q (5851.541189 sec): 3 clusters Score: Raw -709443.809533 + Penalty 1715.019331 = -707728.790201 nChanged 270 SP:Iteration 9Q (5851.590087 sec): 3 clusters Score: Raw -709580.522138 + Penalty 1715.019331 = -707865.502806 nChanged 193 SP:Iteration 10Q (5851.648397 sec): 3 clusters Score: Raw -709672.324678 + Penalty 1715.019331 = -707957.305347 nChanged 153 SP:Iteration 11Q (5851.704180 sec): 3 clusters Score: Raw -709743.552568 + Penalty 1715.019331 = -708028.533237 nChanged 131 SP:Iteration 12Q (5851.757552 sec): 3 clusters Score: Raw -709802.216577 + Penalty 1715.019331 = -708087.197246 nChanged 125 SP:Iteration 13Q (5851.812614 sec): 3 clusters Score: Raw -709859.314205 + Penalty 1715.019331 = -708144.294874 nChanged 122 SP:Iteration 14Q (5851.881854 sec): 3 clusters Score: Raw -709913.874814 + Penalty 1715.019331 = -708198.855482 nChanged 129 SP:Iteration 15Q (5851.939216 sec): 3 clusters Score: Raw -709976.566824 + Penalty 1715.019331 = -708261.547493 nChanged 108 SP:Iteration 16Q (5851.992421 sec): 3 clusters Score: Raw -710014.359341 + Penalty 1715.019331 = -708299.340010 nChanged 82 SP:Iteration 17Q (5852.039440 sec): 3 clusters Score: Raw -710043.924869 + Penalty 1715.019331 = -708328.905538 nChanged 80 SP:Iteration 18Q (5852.105309 sec): 3 clusters Score: Raw -710071.303824 + Penalty 1715.019331 = -708356.284493 nChanged 68 SP:Iteration 19Q (5852.154992 sec): 3 clusters Score: Raw -710088.536097 + Penalty 1715.019331 = -708373.516765 nChanged 53 SP:Iteration 20F (5852.219902 sec): 3 clusters Score: Raw -710099.672869 + Penalty 1715.019331 = -708384.653538 nChanged 37 SP:Iteration 21Q (5852.273911 sec): 3 clusters Score: Raw -710104.870571 + Penalty 1715.019331 = -708389.851239 nChanged 18 SP:Iteration 22Q (5852.332151 sec): 3 clusters Score: Raw -710106.692744 + Penalty 1715.019331 = -708391.673413 nChanged 11 SP:Iteration 23Q (5852.377286 sec): 3 clusters Score: Raw -710107.902109 + Penalty 1715.019331 = -708392.882777 nChanged 12 SP:Iteration 24Q (5852.443475 sec): 3 clusters Score: Raw -710109.167768 + Penalty 1715.019331 = -708394.148437 nChanged 14 SP:Iteration 25Q (5852.494633 sec): 3 clusters Score: Raw -710110.684278 + Penalty 1715.019331 = -708395.664947 nChanged 4 SP:Iteration 26Q (5852.554843 sec): 3 clusters Score: Raw -710111.023520 + Penalty 1715.019331 = -708396.004189 nChanged 1 SP:Iteration 27Q (5852.576873 sec): 3 clusters Score: Raw -710111.148378 + Penalty 1715.019331 = -708396.129047 nChanged 1 SP:Iteration 28Q (5852.612417 sec): 3 clusters Score: Raw -710111.234888 + Penalty 1715.019331 = -708396.215556 nChanged 2 SP:Iteration 29Q (5852.635140 sec): 3 clusters Score: Raw -710111.432255 + Penalty 1715.019331 = -708396.412924 nChanged 2 SP:Iteration 30Q (5852.658103 sec): 3 clusters Score: Raw -710111.547994 + Penalty 1715.019331 = -708396.528662 nChanged 3 SP:Iteration 31Q (5852.693095 sec): 3 clusters Score: Raw -710111.836205 + Penalty 1715.019331 = -708396.816874 nChanged 1 SP:Iteration 32Q (5852.715829 sec): 3 clusters Score: Raw -710111.910678 + Penalty 1715.019331 = -708396.891347 nChanged 1 SP:Iteration 33Q (5852.754703 sec): 3 clusters Score: Raw -710112.042081 + Penalty 1715.019331 = -708397.022749 nChanged 2 SP:Iteration 34Q (5852.777251 sec): 3 clusters Score: Raw -710112.238316 + Penalty 1715.019331 = -708397.218985 nChanged 1 SP:Iteration 35Q (5852.813800 sec): 3 clusters Score: Raw -710112.294608 + Penalty 1715.019331 = -708397.275276 nChanged 1 SP:Iteration 36Q (5852.835526 sec): 3 clusters Score: Raw -710112.358588 + Penalty 1715.019331 = -708397.339257 nChanged 1 SP:Iteration 37Q (5852.858256 sec): 3 clusters Score: Raw -710112.489703 + Penalty 1715.019331 = -708397.470372 nChanged 4 SP:Iteration 38Q (5852.892370 sec): 3 clusters Score: Raw -710113.050609 + Penalty 1715.019331 = -708398.031278 nChanged 7 SP:Iteration 39Q (5852.934236 sec): 3 clusters Score: Raw -710113.746622 + Penalty 1715.019331 = -708398.727291 nChanged 6 SP:Iteration 40F (5852.993459 sec): 3 clusters Score: Raw -710114.206515 + Penalty 1715.019331 = -708399.187184 nChanged 5 SP:Iteration 41Q (5853.062750 sec): 3 clusters Score: Raw -710114.512623 + Penalty 1715.019331 = -708399.493292 nChanged 1 SP:Iteration 42Q (5853.111303 sec): 3 clusters Score: Raw -710114.553065 + Penalty 1715.019331 = -708399.533734 nChanged 3 SP:Iteration 43Q (5853.170183 sec): 3 clusters Score: Raw -710114.726358 + Penalty 1715.019331 = -708399.707027 nChanged 1 SP:Iteration 44Q (5853.228064 sec): 3 clusters Score: Raw -710114.748755 + Penalty 1715.019331 = -708399.729424 nChanged 0 SP:Iteration 45F (5853.279827 sec): 3 clusters Score: Raw -710114.748755 + Penalty 1715.019331 = -708399.729424 nChanged 0 Trying to split cluster 32 (3279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5853.319310 sec): 2 clusters Score: Raw -283665.447135 + Penalty 769.052909 = -282896.394226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5853.360881 sec): 3 clusters Score: Raw -281939.819741 + Penalty 1538.105818 = -280401.713923 nChanged 1336 SP:Iteration 1F (5853.424622 sec): 3 clusters Score: Raw -282688.533979 + Penalty 1538.105818 = -281150.428161 nChanged 251 SP:Iteration 2F (5853.456225 sec): 3 clusters Score: Raw -282825.575493 + Penalty 1538.105818 = -281287.469675 nChanged 190 SP:Iteration 3F (5853.507847 sec): 3 clusters Score: Raw -282930.012851 + Penalty 1538.105818 = -281391.907033 nChanged 164 SP:Iteration 4F (5853.553519 sec): 3 clusters Score: Raw -283013.422590 + Penalty 1538.105818 = -281475.316772 nChanged 135 SP:Iteration 5Q (5853.605821 sec): 3 clusters Score: Raw -283083.504163 + Penalty 1538.105818 = -281545.398346 nChanged 118 SP:Iteration 6Q (5853.657995 sec): 3 clusters Score: Raw -283144.501318 + Penalty 1538.105818 = -281606.395501 nChanged 101 SP:Iteration 7Q (5853.712238 sec): 3 clusters Score: Raw -283202.829835 + Penalty 1538.105818 = -281664.724017 nChanged 104 SP:Iteration 8Q (5853.775718 sec): 3 clusters Score: Raw -283265.242544 + Penalty 1538.105818 = -281727.136726 nChanged 107 SP:Iteration 9Q (5853.824897 sec): 3 clusters Score: Raw -283331.439081 + Penalty 1538.105818 = -281793.333264 nChanged 100 SP:Iteration 10Q (5853.870301 sec): 3 clusters Score: Raw -283388.994340 + Penalty 1538.105818 = -281850.888522 nChanged 83 SP:Iteration 11Q (5853.911938 sec): 3 clusters Score: Raw -283439.712243 + Penalty 1538.105818 = -281901.606426 nChanged 68 SP:Iteration 12Q (5853.963719 sec): 3 clusters Score: Raw -283484.617713 + Penalty 1538.105818 = -281946.511896 nChanged 71 SP:Iteration 13Q (5854.015489 sec): 3 clusters Score: Raw -283538.669435 + Penalty 1538.105818 = -282000.563618 nChanged 57 SP:Iteration 14Q (5854.069181 sec): 3 clusters Score: Raw -283584.300220 + Penalty 1538.105818 = -282046.194403 nChanged 49 SP:Iteration 15Q (5854.121689 sec): 3 clusters Score: Raw -283622.541210 + Penalty 1538.105818 = -282084.435393 nChanged 37 SP:Iteration 16Q (5854.169589 sec): 3 clusters Score: Raw -283652.661796 + Penalty 1538.105818 = -282114.555978 nChanged 22 SP:Iteration 17Q (5854.222094 sec): 3 clusters Score: Raw -283666.492022 + Penalty 1538.105818 = -282128.386204 nChanged 13 SP:Iteration 18Q (5854.272333 sec): 3 clusters Score: Raw -283675.434135 + Penalty 1538.105818 = -282137.328317 nChanged 11 SP:Iteration 19Q (5854.323371 sec): 3 clusters Score: Raw -283685.795628 + Penalty 1538.105818 = -282147.689810 nChanged 9 SP:Iteration 20F (5854.373939 sec): 3 clusters Score: Raw -283692.404533 + Penalty 1538.105818 = -282154.298715 nChanged 9 SP:Iteration 21Q (5854.425022 sec): 3 clusters Score: Raw -283699.356861 + Penalty 1538.105818 = -282161.251043 nChanged 9 SP:Iteration 22Q (5854.476269 sec): 3 clusters Score: Raw -283704.511952 + Penalty 1538.105818 = -282166.406134 nChanged 6 SP:Iteration 23Q (5854.526927 sec): 3 clusters Score: Raw -283708.155946 + Penalty 1538.105818 = -282170.050128 nChanged 4 SP:Iteration 24Q (5854.578265 sec): 3 clusters Score: Raw -283710.778172 + Penalty 1538.105818 = -282172.672354 nChanged 8 SP:Iteration 25Q (5854.626131 sec): 3 clusters Score: Raw -283714.813508 + Penalty 1538.105818 = -282176.707691 nChanged 4 SP:Iteration 26Q (5854.668340 sec): 3 clusters Score: Raw -283717.322774 + Penalty 1538.105818 = -282179.216957 nChanged 5 SP:Iteration 27Q (5854.719166 sec): 3 clusters Score: Raw -283720.253077 + Penalty 1538.105818 = -282182.147259 nChanged 4 SP:Iteration 28Q (5854.770235 sec): 3 clusters Score: Raw -283722.992273 + Penalty 1538.105818 = -282184.886455 nChanged 3 SP:Iteration 29Q (5854.820831 sec): 3 clusters Score: Raw -283726.255635 + Penalty 1538.105818 = -282188.149817 nChanged 3 SP:Iteration 30Q (5854.872149 sec): 3 clusters Score: Raw -283728.960394 + Penalty 1538.105818 = -282190.854577 nChanged 2 SP:Iteration 31Q (5854.918722 sec): 3 clusters Score: Raw -283730.720411 + Penalty 1538.105818 = -282192.614594 nChanged 3 SP:Iteration 32Q (5854.969770 sec): 3 clusters Score: Raw -283732.873102 + Penalty 1538.105818 = -282194.767285 nChanged 3 SP:Iteration 33Q (5855.015936 sec): 3 clusters Score: Raw -283734.839149 + Penalty 1538.105818 = -282196.733331 nChanged 4 SP:Iteration 34Q (5855.067059 sec): 3 clusters Score: Raw -283737.966971 + Penalty 1538.105818 = -282199.861153 nChanged 3 SP:Iteration 35Q (5855.114416 sec): 3 clusters Score: Raw -283739.711828 + Penalty 1538.105818 = -282201.606011 nChanged 1 SP:Iteration 36Q (5855.159670 sec): 3 clusters Score: Raw -283740.034460 + Penalty 1538.105818 = -282201.928642 nChanged 0 SP:Iteration 37F (5855.211127 sec): 3 clusters Score: Raw -283740.034460 + Penalty 1538.105818 = -282201.928642 nChanged 0 Trying to split cluster 33 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5855.248168 sec): 2 clusters Score: Raw -41685.735332 + Penalty 588.855478 = -41096.879854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5855.285436 sec): 3 clusters Score: Raw -41572.338636 + Penalty 1177.710956 = -40394.627680 nChanged 130 SP:Iteration 1F (5855.334677 sec): 3 clusters Score: Raw -41710.311051 + Penalty 1177.710956 = -40532.600095 nChanged 35 SP:Iteration 2F (5855.383571 sec): 3 clusters Score: Raw -41753.978053 + Penalty 1177.710956 = -40576.267096 nChanged 23 SP:Iteration 3Q (5855.430989 sec): 3 clusters Score: Raw -41785.681915 + Penalty 1177.710956 = -40607.970959 nChanged 16 SP:Iteration 4Q (5855.471940 sec): 3 clusters Score: Raw -41800.317910 + Penalty 1177.710956 = -40622.606954 nChanged 6 SP:Iteration 5Q (5855.520917 sec): 3 clusters Score: Raw -41805.410197 + Penalty 1177.710956 = -40627.699241 nChanged 6 SP:Iteration 6Q (5855.569883 sec): 3 clusters Score: Raw -41811.131651 + Penalty 1177.710956 = -40633.420695 nChanged 4 SP:Iteration 7Q (5855.618852 sec): 3 clusters Score: Raw -41813.491989 + Penalty 1177.710956 = -40635.781033 nChanged 0 SP:Iteration 8F (5855.653542 sec): 3 clusters Score: Raw -41813.491989 + Penalty 1177.710956 = -40635.781033 nChanged 0 Trying to split cluster 34 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5855.689022 sec): 2 clusters Score: Raw -178950.640867 + Penalty 720.456849 = -178230.184018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5855.732315 sec): 3 clusters Score: Raw -178000.671308 + Penalty 1440.913697 = -176559.757611 nChanged 747 SP:Iteration 1F (5855.771037 sec): 3 clusters Score: Raw -178463.699788 + Penalty 1440.913697 = -177022.786091 nChanged 161 SP:Iteration 2F (5855.818572 sec): 3 clusters Score: Raw -178586.622383 + Penalty 1440.913697 = -177145.708686 nChanged 133 SP:Iteration 3F (5855.869204 sec): 3 clusters Score: Raw -178674.517697 + Penalty 1440.913697 = -177233.604000 nChanged 84 SP:Iteration 4Q (5855.897630 sec): 3 clusters Score: Raw -178719.609632 + Penalty 1440.913697 = -177278.695935 nChanged 67 SP:Iteration 5Q (5855.948178 sec): 3 clusters Score: Raw -178749.126353 + Penalty 1440.913697 = -177308.212656 nChanged 36 SP:Iteration 6Q (5855.997132 sec): 3 clusters Score: Raw -178765.104687 + Penalty 1440.913697 = -177324.190990 nChanged 23 SP:Iteration 7Q (5856.047720 sec): 3 clusters Score: Raw -178773.223923 + Penalty 1440.913697 = -177332.310226 nChanged 18 SP:Iteration 8Q (5856.098425 sec): 3 clusters Score: Raw -178780.869545 + Penalty 1440.913697 = -177339.955848 nChanged 19 SP:Iteration 9Q (5856.132416 sec): 3 clusters Score: Raw -178786.351276 + Penalty 1440.913697 = -177345.437579 nChanged 11 SP:Iteration 10Q (5856.173474 sec): 3 clusters Score: Raw -178788.992036 + Penalty 1440.913697 = -177348.078339 nChanged 5 SP:Iteration 11Q (5856.216195 sec): 3 clusters Score: Raw -178790.683905 + Penalty 1440.913697 = -177349.770208 nChanged 8 SP:Iteration 12Q (5856.266826 sec): 3 clusters Score: Raw -178792.569739 + Penalty 1440.913697 = -177351.656042 nChanged 2 SP:Iteration 13Q (5856.312824 sec): 3 clusters Score: Raw -178793.735645 + Penalty 1440.913697 = -177352.821948 nChanged 7 SP:Iteration 14Q (5856.363163 sec): 3 clusters Score: Raw -178796.555546 + Penalty 1440.913697 = -177355.641849 nChanged 7 SP:Iteration 15Q (5856.408377 sec): 3 clusters Score: Raw -178798.283468 + Penalty 1440.913697 = -177357.369770 nChanged 10 SP:Iteration 16Q (5856.452293 sec): 3 clusters Score: Raw -178801.041866 + Penalty 1440.913697 = -177360.128169 nChanged 5 SP:Iteration 17Q (5856.492093 sec): 3 clusters Score: Raw -178803.092698 + Penalty 1440.913697 = -177362.179001 nChanged 6 SP:Iteration 18Q (5856.542212 sec): 3 clusters Score: Raw -178804.940497 + Penalty 1440.913697 = -177364.026800 nChanged 7 SP:Iteration 19Q (5856.588635 sec): 3 clusters Score: Raw -178808.354322 + Penalty 1440.913697 = -177367.440625 nChanged 10 SP:Iteration 20F (5856.639416 sec): 3 clusters Score: Raw -178811.890997 + Penalty 1440.913697 = -177370.977300 nChanged 9 SP:Iteration 21Q (5856.690234 sec): 3 clusters Score: Raw -178814.492699 + Penalty 1440.913697 = -177373.579002 nChanged 9 SP:Iteration 22Q (5856.740817 sec): 3 clusters Score: Raw -178816.783932 + Penalty 1440.913697 = -177375.870235 nChanged 11 SP:Iteration 23Q (5856.782187 sec): 3 clusters Score: Raw -178821.933372 + Penalty 1440.913697 = -177381.019675 nChanged 14 SP:Iteration 24Q (5856.809313 sec): 3 clusters Score: Raw -178828.077461 + Penalty 1440.913697 = -177387.163764 nChanged 16 SP:Iteration 25Q (5856.853498 sec): 3 clusters Score: Raw -178834.867606 + Penalty 1440.913697 = -177393.953909 nChanged 16 SP:Iteration 26Q (5856.897684 sec): 3 clusters Score: Raw -178840.789040 + Penalty 1440.913697 = -177399.875343 nChanged 16 SP:Iteration 27Q (5856.935496 sec): 3 clusters Score: Raw -178847.979690 + Penalty 1440.913697 = -177407.065993 nChanged 19 SP:Iteration 28Q (5856.989725 sec): 3 clusters Score: Raw -178855.341124 + Penalty 1440.913697 = -177414.427427 nChanged 17 SP:Iteration 29Q (5857.037099 sec): 3 clusters Score: Raw -178861.643424 + Penalty 1440.913697 = -177420.729727 nChanged 15 SP:Iteration 30Q (5857.087740 sec): 3 clusters Score: Raw -178867.064941 + Penalty 1440.913697 = -177426.151243 nChanged 18 SP:Iteration 31Q (5857.126874 sec): 3 clusters Score: Raw -178872.521875 + Penalty 1440.913697 = -177431.608177 nChanged 15 SP:Iteration 32Q (5857.175795 sec): 3 clusters Score: Raw -178876.538275 + Penalty 1440.913697 = -177435.624578 nChanged 13 SP:Iteration 33Q (5857.231585 sec): 3 clusters Score: Raw -178881.066578 + Penalty 1440.913697 = -177440.152881 nChanged 12 SP:Iteration 34Q (5857.278867 sec): 3 clusters Score: Raw -178886.341723 + Penalty 1440.913697 = -177445.428026 nChanged 16 SP:Iteration 35Q (5857.329948 sec): 3 clusters Score: Raw -178896.514232 + Penalty 1440.913697 = -177455.600535 nChanged 22 SP:Iteration 36Q (5857.368196 sec): 3 clusters Score: Raw -178911.326636 + Penalty 1440.913697 = -177470.412939 nChanged 30 SP:Iteration 37Q (5857.425376 sec): 3 clusters Score: Raw -178932.520153 + Penalty 1440.913697 = -177491.606456 nChanged 36 SP:Iteration 38Q (5857.475346 sec): 3 clusters Score: Raw -178952.493524 + Penalty 1440.913697 = -177511.579827 nChanged 35 SP:Iteration 39Q (5857.513024 sec): 3 clusters Score: Raw -178978.149527 + Penalty 1440.913697 = -177537.235830 nChanged 38 SP:Iteration 40F (5857.563182 sec): 3 clusters Score: Raw -179006.317203 + Penalty 1440.913697 = -177565.403505 nChanged 48 SP:Iteration 41Q (5857.613312 sec): 3 clusters Score: Raw -179048.732766 + Penalty 1440.913697 = -177607.819069 nChanged 53 SP:Iteration 42Q (5857.662740 sec): 3 clusters Score: Raw -179089.615930 + Penalty 1440.913697 = -177648.702233 nChanged 43 SP:Iteration 43Q (5857.712084 sec): 3 clusters Score: Raw -179128.299188 + Penalty 1440.913697 = -177687.385491 nChanged 51 SP:Iteration 44Q (5857.756935 sec): 3 clusters Score: Raw -179180.461217 + Penalty 1440.913697 = -177739.547519 nChanged 49 SP:Iteration 45Q (5857.806996 sec): 3 clusters Score: Raw -179218.547381 + Penalty 1440.913697 = -177777.633684 nChanged 45 SP:Iteration 46Q (5857.849491 sec): 3 clusters Score: Raw -179255.669340 + Penalty 1440.913697 = -177814.755643 nChanged 33 SP:Iteration 47Q (5857.890064 sec): 3 clusters Score: Raw -179286.854711 + Penalty 1440.913697 = -177845.941014 nChanged 27 SP:Iteration 48Q (5857.897863 sec): 3 clusters Score: Raw -179307.150483 + Penalty 1440.913697 = -177866.236786 nChanged 26 SP:Iteration 49Q (5857.905151 sec): 3 clusters Score: Raw -179323.396688 + Penalty 1440.913697 = -177882.482991 nChanged 25 SP:Iteration 50Q (5857.912422 sec): 3 clusters Score: Raw -179339.465056 + Penalty 1440.913697 = -177898.551359 nChanged 22 SP:Iteration 51Q (5857.919784 sec): 3 clusters Score: Raw -179353.348603 + Penalty 1440.913697 = -177912.434906 nChanged 13 SP:Iteration 52Q (5857.927126 sec): 3 clusters Score: Raw -179359.501725 + Penalty 1440.913697 = -177918.588028 nChanged 11 SP:Iteration 53Q (5857.934380 sec): 3 clusters Score: Raw -179363.764772 + Penalty 1440.913697 = -177922.851075 nChanged 7 SP:Iteration 54Q (5857.941664 sec): 3 clusters Score: Raw -179366.738399 + Penalty 1440.913697 = -177925.824701 nChanged 3 SP:Iteration 55Q (5857.974078 sec): 3 clusters Score: Raw -179367.383509 + Penalty 1440.913697 = -177926.469812 nChanged 0 SP:Iteration 56F (5857.982077 sec): 3 clusters Score: Raw -179367.383509 + Penalty 1440.913697 = -177926.469812 nChanged 0 Trying to split cluster 35 (5114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5858.001142 sec): 2 clusters Score: Raw -416448.332684 + Penalty 811.275030 = -415637.057654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5858.020267 sec): 3 clusters Score: Raw -413645.976484 + Penalty 1622.550060 = -412023.426425 nChanged 2159 SP:Iteration 1F (5858.038392 sec): 3 clusters Score: Raw -414878.479738 + Penalty 1622.550060 = -413255.929678 nChanged 361 SP:Iteration 2F (5858.057371 sec): 3 clusters Score: Raw -415124.179279 + Penalty 1622.550060 = -413501.629219 nChanged 328 SP:Iteration 3F (5858.087875 sec): 3 clusters Score: Raw -415348.786102 + Penalty 1622.550060 = -413726.236043 nChanged 335 SP:Iteration 4F (5858.119510 sec): 3 clusters Score: Raw -415597.289758 + Penalty 1622.550060 = -413974.739698 nChanged 295 SP:Iteration 5F (5858.137919 sec): 3 clusters Score: Raw -415828.894729 + Penalty 1622.550060 = -414206.344669 nChanged 288 SP:Iteration 6F (5858.156165 sec): 3 clusters Score: Raw -416024.859343 + Penalty 1622.550060 = -414402.309283 nChanged 255 SP:Iteration 7Q (5858.174173 sec): 3 clusters Score: Raw -416183.451583 + Penalty 1622.550060 = -414560.901523 nChanged 208 SP:Iteration 8Q (5858.193011 sec): 3 clusters Score: Raw -416283.985131 + Penalty 1622.550060 = -414661.435072 nChanged 133 SP:Iteration 9Q (5858.211316 sec): 3 clusters Score: Raw -416338.038735 + Penalty 1622.550060 = -414715.488676 nChanged 113 SP:Iteration 10Q (5858.230133 sec): 3 clusters Score: Raw -416373.241711 + Penalty 1622.550060 = -414750.691652 nChanged 85 SP:Iteration 11Q (5858.248940 sec): 3 clusters Score: Raw -416402.391315 + Penalty 1622.550060 = -414779.841255 nChanged 67 SP:Iteration 12Q (5858.267302 sec): 3 clusters Score: Raw -416424.395273 + Penalty 1622.550060 = -414801.845213 nChanged 62 SP:Iteration 13Q (5858.286102 sec): 3 clusters Score: Raw -416442.312096 + Penalty 1622.550060 = -414819.762036 nChanged 47 SP:Iteration 14Q (5858.315876 sec): 3 clusters Score: Raw -416454.176317 + Penalty 1622.550060 = -414831.626258 nChanged 43 SP:Iteration 15Q (5858.323187 sec): 3 clusters Score: Raw -416464.355643 + Penalty 1622.550060 = -414841.805584 nChanged 39 SP:Iteration 16Q (5858.342001 sec): 3 clusters Score: Raw -416472.601817 + Penalty 1622.550060 = -414850.051758 nChanged 30 SP:Iteration 17Q (5858.360285 sec): 3 clusters Score: Raw -416478.460510 + Penalty 1622.550060 = -414855.910451 nChanged 29 SP:Iteration 18Q (5858.378942 sec): 3 clusters Score: Raw -416484.195724 + Penalty 1622.550060 = -414861.645664 nChanged 27 SP:Iteration 19Q (5858.410298 sec): 3 clusters Score: Raw -416488.625015 + Penalty 1622.550060 = -414866.074955 nChanged 25 SP:Iteration 20F (5858.428308 sec): 3 clusters Score: Raw -416493.647730 + Penalty 1622.550060 = -414871.097670 nChanged 22 SP:Iteration 21Q (5858.459243 sec): 3 clusters Score: Raw -416496.967622 + Penalty 1622.550060 = -414874.417562 nChanged 18 SP:Iteration 22Q (5858.508680 sec): 3 clusters Score: Raw -416499.835600 + Penalty 1622.550060 = -414877.285540 nChanged 13 SP:Iteration 23Q (5858.526704 sec): 3 clusters Score: Raw -416502.138292 + Penalty 1622.550060 = -414879.588233 nChanged 10 SP:Iteration 24Q (5858.544605 sec): 3 clusters Score: Raw -416503.297289 + Penalty 1622.550060 = -414880.747229 nChanged 6 SP:Iteration 25Q (5858.562564 sec): 3 clusters Score: Raw -416503.974891 + Penalty 1622.550060 = -414881.424832 nChanged 7 SP:Iteration 26Q (5858.593719 sec): 3 clusters Score: Raw -416504.659027 + Penalty 1622.550060 = -414882.108967 nChanged 7 SP:Iteration 27Q (5858.611621 sec): 3 clusters Score: Raw -416505.269138 + Penalty 1622.550060 = -414882.719078 nChanged 1 SP:Iteration 28Q (5858.666450 sec): 3 clusters Score: Raw -416505.329975 + Penalty 1622.550060 = -414882.779916 nChanged 0 SP:Iteration 29F (5858.728868 sec): 3 clusters Score: Raw -416505.329975 + Penalty 1622.550060 = -414882.779916 nChanged 0 Trying to split cluster 36 (14790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5858.769935 sec): 2 clusters Score: Raw -1288331.136321 + Penalty 912.162123 = -1287418.974198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5858.838518 sec): 3 clusters Score: Raw -1279170.953951 + Penalty 1824.324246 = -1277346.629705 nChanged 6813 SP:Iteration 1F (5858.905584 sec): 3 clusters Score: Raw -1283093.758826 + Penalty 1824.324246 = -1281269.434581 nChanged 817 SP:Iteration 2F (5858.964217 sec): 3 clusters Score: Raw -1283491.538836 + Penalty 1824.324246 = -1281667.214591 nChanged 902 SP:Iteration 3F (5859.037924 sec): 3 clusters Score: Raw -1284046.805953 + Penalty 1824.324246 = -1282222.481707 nChanged 1043 SP:Iteration 4F (5859.096131 sec): 3 clusters Score: Raw -1284792.937731 + Penalty 1824.324246 = -1282968.613485 nChanged 1153 SP:Iteration 5F (5859.169763 sec): 3 clusters Score: Raw -1285719.684964 + Penalty 1824.324246 = -1283895.360718 nChanged 1093 SP:Iteration 6F (5859.236745 sec): 3 clusters Score: Raw -1286622.660223 + Penalty 1824.324246 = -1284798.335978 nChanged 903 SP:Iteration 7F (5859.303907 sec): 3 clusters Score: Raw -1287489.834287 + Penalty 1824.324246 = -1285665.510042 nChanged 613 SP:Iteration 8Q (5859.362661 sec): 3 clusters Score: Raw -1288066.877470 + Penalty 1824.324246 = -1286242.553224 nChanged 393 SP:Iteration 9Q (5859.430307 sec): 3 clusters Score: Raw -1288369.657921 + Penalty 1824.324246 = -1286545.333675 nChanged 238 SP:Iteration 10Q (5859.489697 sec): 3 clusters Score: Raw -1288519.472311 + Penalty 1824.324246 = -1286695.148065 nChanged 160 SP:Iteration 11Q (5859.563771 sec): 3 clusters Score: Raw -1288604.568468 + Penalty 1824.324246 = -1286780.244222 nChanged 118 SP:Iteration 12Q (5859.624579 sec): 3 clusters Score: Raw -1288663.947518 + Penalty 1824.324246 = -1286839.623273 nChanged 107 SP:Iteration 13Q (5859.688549 sec): 3 clusters Score: Raw -1288710.918140 + Penalty 1824.324246 = -1286886.593894 nChanged 81 SP:Iteration 14Q (5859.742800 sec): 3 clusters Score: Raw -1288762.344488 + Penalty 1824.324246 = -1286938.020242 nChanged 77 SP:Iteration 15Q (5859.810969 sec): 3 clusters Score: Raw -1288809.798447 + Penalty 1824.324246 = -1286985.474201 nChanged 68 SP:Iteration 16Q (5859.874835 sec): 3 clusters Score: Raw -1288842.250185 + Penalty 1824.324246 = -1287017.925939 nChanged 49 SP:Iteration 17Q (5859.925773 sec): 3 clusters Score: Raw -1288865.043147 + Penalty 1824.324246 = -1287040.718901 nChanged 41 SP:Iteration 18Q (5859.997059 sec): 3 clusters Score: Raw -1288882.574191 + Penalty 1824.324246 = -1287058.249946 nChanged 43 SP:Iteration 19Q (5860.058758 sec): 3 clusters Score: Raw -1288898.906229 + Penalty 1824.324246 = -1287074.581983 nChanged 40 SP:Iteration 20F (5860.127463 sec): 3 clusters Score: Raw -1288923.255236 + Penalty 1824.324246 = -1287098.930991 nChanged 43 SP:Iteration 21Q (5860.191681 sec): 3 clusters Score: Raw -1288945.660938 + Penalty 1824.324246 = -1287121.336692 nChanged 39 SP:Iteration 22Q (5860.248699 sec): 3 clusters Score: Raw -1288965.132534 + Penalty 1824.324246 = -1287140.808289 nChanged 35 SP:Iteration 23Q (5860.314116 sec): 3 clusters Score: Raw -1288977.237071 + Penalty 1824.324246 = -1287152.912826 nChanged 19 SP:Iteration 24Q (5860.380493 sec): 3 clusters Score: Raw -1288983.244837 + Penalty 1824.324246 = -1287158.920591 nChanged 18 SP:Iteration 25Q (5860.430721 sec): 3 clusters Score: Raw -1288988.849343 + Penalty 1824.324246 = -1287164.525097 nChanged 9 SP:Iteration 26Q (5860.489116 sec): 3 clusters Score: Raw -1288991.086698 + Penalty 1824.324246 = -1287166.762453 nChanged 5 SP:Iteration 27Q (5860.552478 sec): 3 clusters Score: Raw -1288992.063115 + Penalty 1824.324246 = -1287167.738869 nChanged 10 SP:Iteration 28Q (5860.609818 sec): 3 clusters Score: Raw -1288995.082741 + Penalty 1824.324246 = -1287170.758496 nChanged 11 SP:Iteration 29Q (5860.662850 sec): 3 clusters Score: Raw -1288998.219305 + Penalty 1824.324246 = -1287173.895059 nChanged 6 SP:Iteration 30Q (5860.728009 sec): 3 clusters Score: Raw -1288999.631483 + Penalty 1824.324246 = -1287175.307237 nChanged 9 SP:Iteration 31Q (5860.792197 sec): 3 clusters Score: Raw -1289002.346418 + Penalty 1824.324246 = -1287178.022173 nChanged 8 SP:Iteration 32Q (5860.844528 sec): 3 clusters Score: Raw -1289003.731286 + Penalty 1824.324246 = -1287179.407041 nChanged 2 SP:Iteration 33Q (5860.917495 sec): 3 clusters Score: Raw -1289004.249222 + Penalty 1824.324246 = -1287179.924977 nChanged 3 SP:Iteration 34Q (5860.981911 sec): 3 clusters Score: Raw -1289004.938203 + Penalty 1824.324246 = -1287180.613957 nChanged 1 SP:Iteration 35Q (5861.044313 sec): 3 clusters Score: Raw -1289005.100691 + Penalty 1824.324246 = -1287180.776445 nChanged 0 SP:Iteration 36F (5861.101443 sec): 3 clusters Score: Raw -1289005.100691 + Penalty 1824.324246 = -1287180.776445 nChanged 0 Trying to split cluster 37 (6131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5861.130993 sec): 2 clusters Score: Raw -527213.176060 + Penalty 828.505749 = -526384.670311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5861.197590 sec): 3 clusters Score: Raw -523723.418505 + Penalty 1657.011498 = -522066.407007 nChanged 2683 SP:Iteration 1F (5861.252159 sec): 3 clusters Score: Raw -525170.276391 + Penalty 1657.011498 = -523513.264893 nChanged 398 SP:Iteration 2F (5861.302788 sec): 3 clusters Score: Raw -525366.892715 + Penalty 1657.011498 = -523709.881217 nChanged 379 SP:Iteration 3F (5861.358625 sec): 3 clusters Score: Raw -525571.122754 + Penalty 1657.011498 = -523914.111256 nChanged 379 SP:Iteration 4F (5861.414890 sec): 3 clusters Score: Raw -525812.828193 + Penalty 1657.011498 = -524155.816695 nChanged 397 SP:Iteration 5F (5861.459036 sec): 3 clusters Score: Raw -526112.460969 + Penalty 1657.011498 = -524455.449471 nChanged 389 SP:Iteration 6F (5861.520102 sec): 3 clusters Score: Raw -526436.890192 + Penalty 1657.011498 = -524779.878694 nChanged 343 SP:Iteration 7F (5861.566130 sec): 3 clusters Score: Raw -526738.768920 + Penalty 1657.011498 = -525081.757422 nChanged 242 SP:Iteration 8Q (5861.627777 sec): 3 clusters Score: Raw -526938.157494 + Penalty 1657.011498 = -525281.145996 nChanged 164 SP:Iteration 9Q (5861.681935 sec): 3 clusters Score: Raw -527081.983066 + Penalty 1657.011498 = -525424.971568 nChanged 110 SP:Iteration 10Q (5861.732684 sec): 3 clusters Score: Raw -527176.338523 + Penalty 1657.011498 = -525519.327025 nChanged 84 SP:Iteration 11Q (5861.768431 sec): 3 clusters Score: Raw -527246.791894 + Penalty 1657.011498 = -525589.780396 nChanged 52 SP:Iteration 12Q (5861.822482 sec): 3 clusters Score: Raw -527289.634949 + Penalty 1657.011498 = -525632.623451 nChanged 34 SP:Iteration 13Q (5861.856707 sec): 3 clusters Score: Raw -527320.432961 + Penalty 1657.011498 = -525663.421463 nChanged 19 SP:Iteration 14Q (5861.906314 sec): 3 clusters Score: Raw -527336.563781 + Penalty 1657.011498 = -525679.552283 nChanged 12 SP:Iteration 15Q (5861.957216 sec): 3 clusters Score: Raw -527346.616281 + Penalty 1657.011498 = -525689.604783 nChanged 6 SP:Iteration 16Q (5862.022319 sec): 3 clusters Score: Raw -527350.389948 + Penalty 1657.011498 = -525693.378450 nChanged 3 SP:Iteration 17Q (5862.068822 sec): 3 clusters Score: Raw -527353.212211 + Penalty 1657.011498 = -525696.200713 nChanged 6 SP:Iteration 18Q (5862.133570 sec): 3 clusters Score: Raw -527358.291915 + Penalty 1657.011498 = -525701.280417 nChanged 3 SP:Iteration 19Q (5862.178653 sec): 3 clusters Score: Raw -527360.285953 + Penalty 1657.011498 = -525703.274455 nChanged 1 SP:Iteration 20F (5862.235150 sec): 3 clusters Score: Raw -527360.595630 + Penalty 1657.011498 = -525703.584132 nChanged 1 SP:Iteration 21Q (5862.298239 sec): 3 clusters Score: Raw -527361.337456 + Penalty 1657.011498 = -525704.325958 nChanged 1 SP:Iteration 22Q (5862.352101 sec): 3 clusters Score: Raw -527361.921288 + Penalty 1657.011498 = -525704.909790 nChanged 1 SP:Iteration 23Q (5862.404674 sec): 3 clusters Score: Raw -527362.679659 + Penalty 1657.011498 = -525705.668161 nChanged 0 SP:Iteration 24F (5862.449708 sec): 3 clusters Score: Raw -527362.679659 + Penalty 1657.011498 = -525705.668161 nChanged 0 Trying to split cluster 38 (9179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5862.482418 sec): 2 clusters Score: Raw -775365.917925 + Penalty 866.843987 = -774499.073938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5862.552751 sec): 3 clusters Score: Raw -769989.744988 + Penalty 1733.687974 = -768256.057015 nChanged 4056 SP:Iteration 1F (5862.610716 sec): 3 clusters Score: Raw -772366.096703 + Penalty 1733.687974 = -770632.408730 nChanged 583 SP:Iteration 2F (5862.662191 sec): 3 clusters Score: Raw -772635.463396 + Penalty 1733.687974 = -770901.775422 nChanged 483 SP:Iteration 3F (5862.731334 sec): 3 clusters Score: Raw -772883.531721 + Penalty 1733.687974 = -771149.843748 nChanged 504 SP:Iteration 4F (5862.789761 sec): 3 clusters Score: Raw -773196.088654 + Penalty 1733.687974 = -771462.400681 nChanged 482 SP:Iteration 5F (5862.834138 sec): 3 clusters Score: Raw -773577.199376 + Penalty 1733.687974 = -771843.511402 nChanged 482 SP:Iteration 6F (5862.888754 sec): 3 clusters Score: Raw -773969.801883 + Penalty 1733.687974 = -772236.113909 nChanged 503 SP:Iteration 7F (5862.954616 sec): 3 clusters Score: Raw -774321.967677 + Penalty 1733.687974 = -772588.279703 nChanged 438 SP:Iteration 8Q (5863.015525 sec): 3 clusters Score: Raw -774578.506369 + Penalty 1733.687974 = -772844.818396 nChanged 365 SP:Iteration 9Q (5863.063284 sec): 3 clusters Score: Raw -774758.337555 + Penalty 1733.687974 = -773024.649582 nChanged 309 SP:Iteration 10Q (5863.122829 sec): 3 clusters Score: Raw -774887.020357 + Penalty 1733.687974 = -773153.332384 nChanged 234 SP:Iteration 11Q (5863.182392 sec): 3 clusters Score: Raw -774972.077393 + Penalty 1733.687974 = -773238.389420 nChanged 189 SP:Iteration 12Q (5863.240984 sec): 3 clusters Score: Raw -775032.081837 + Penalty 1733.687974 = -773298.393864 nChanged 163 SP:Iteration 13Q (5863.300013 sec): 3 clusters Score: Raw -775075.981710 + Penalty 1733.687974 = -773342.293737 nChanged 114 SP:Iteration 14Q (5863.353277 sec): 3 clusters Score: Raw -775099.662266 + Penalty 1733.687974 = -773365.974292 nChanged 94 SP:Iteration 15Q (5863.412684 sec): 3 clusters Score: Raw -775116.859773 + Penalty 1733.687974 = -773383.171800 nChanged 74 SP:Iteration 16Q (5863.473075 sec): 3 clusters Score: Raw -775129.903075 + Penalty 1733.687974 = -773396.215102 nChanged 68 SP:Iteration 17Q (5863.523074 sec): 3 clusters Score: Raw -775141.107933 + Penalty 1733.687974 = -773407.419959 nChanged 52 SP:Iteration 18Q (5863.591960 sec): 3 clusters Score: Raw -775148.544825 + Penalty 1733.687974 = -773414.856852 nChanged 44 SP:Iteration 19Q (5863.651348 sec): 3 clusters Score: Raw -775155.566361 + Penalty 1733.687974 = -773421.878388 nChanged 46 SP:Iteration 20F (5863.700143 sec): 3 clusters Score: Raw -775162.723980 + Penalty 1733.687974 = -773429.036006 nChanged 43 SP:Iteration 21Q (5863.758896 sec): 3 clusters Score: Raw -775172.149613 + Penalty 1733.687974 = -773438.461639 nChanged 49 SP:Iteration 22Q (5863.807541 sec): 3 clusters Score: Raw -775182.629866 + Penalty 1733.687974 = -773448.941893 nChanged 58 SP:Iteration 23Q (5863.865659 sec): 3 clusters Score: Raw -775194.144961 + Penalty 1733.687974 = -773460.456987 nChanged 65 SP:Iteration 24Q (5863.922494 sec): 3 clusters Score: Raw -775208.938839 + Penalty 1733.687974 = -773475.250866 nChanged 61 SP:Iteration 25Q (5863.980093 sec): 3 clusters Score: Raw -775220.543186 + Penalty 1733.687974 = -773486.855212 nChanged 51 SP:Iteration 26Q (5864.032013 sec): 3 clusters Score: Raw -775230.280358 + Penalty 1733.687974 = -773496.592384 nChanged 47 SP:Iteration 27Q (5864.094533 sec): 3 clusters Score: Raw -775238.430072 + Penalty 1733.687974 = -773504.742099 nChanged 51 SP:Iteration 28Q (5864.155501 sec): 3 clusters Score: Raw -775246.249650 + Penalty 1733.687974 = -773512.561677 nChanged 35 SP:Iteration 29Q (5864.217506 sec): 3 clusters Score: Raw -775250.584019 + Penalty 1733.687974 = -773516.896045 nChanged 29 SP:Iteration 30Q (5864.272235 sec): 3 clusters Score: Raw -775253.871953 + Penalty 1733.687974 = -773520.183979 nChanged 20 SP:Iteration 31Q (5864.334763 sec): 3 clusters Score: Raw -775256.565654 + Penalty 1733.687974 = -773522.877680 nChanged 30 SP:Iteration 32Q (5864.382617 sec): 3 clusters Score: Raw -775261.496838 + Penalty 1733.687974 = -773527.808864 nChanged 24 SP:Iteration 33Q (5864.440903 sec): 3 clusters Score: Raw -775264.764835 + Penalty 1733.687974 = -773531.076861 nChanged 29 SP:Iteration 34Q (5864.498874 sec): 3 clusters Score: Raw -775268.270289 + Penalty 1733.687974 = -773534.582315 nChanged 31 SP:Iteration 35Q (5864.546390 sec): 3 clusters Score: Raw -775272.831044 + Penalty 1733.687974 = -773539.143070 nChanged 32 SP:Iteration 36Q (5864.597280 sec): 3 clusters Score: Raw -775278.719904 + Penalty 1733.687974 = -773545.031930 nChanged 31 SP:Iteration 37Q (5864.655343 sec): 3 clusters Score: Raw -775283.942386 + Penalty 1733.687974 = -773550.254412 nChanged 33 SP:Iteration 38Q (5864.713356 sec): 3 clusters Score: Raw -775289.741120 + Penalty 1733.687974 = -773556.053147 nChanged 30 SP:Iteration 39Q (5864.771402 sec): 3 clusters Score: Raw -775294.754633 + Penalty 1733.687974 = -773561.066659 nChanged 34 SP:Iteration 40F (5864.827871 sec): 3 clusters Score: Raw -775299.999410 + Penalty 1733.687974 = -773566.311437 nChanged 23 SP:Iteration 41Q (5864.885974 sec): 3 clusters Score: Raw -775303.275378 + Penalty 1733.687974 = -773569.587404 nChanged 17 SP:Iteration 42Q (5864.944010 sec): 3 clusters Score: Raw -775305.720031 + Penalty 1733.687974 = -773572.032057 nChanged 19 SP:Iteration 43Q (5864.993856 sec): 3 clusters Score: Raw -775308.157170 + Penalty 1733.687974 = -773574.469196 nChanged 18 SP:Iteration 44Q (5865.043927 sec): 3 clusters Score: Raw -775310.695929 + Penalty 1733.687974 = -773577.007955 nChanged 18 SP:Iteration 45Q (5865.102503 sec): 3 clusters Score: Raw -775312.826115 + Penalty 1733.687974 = -773579.138141 nChanged 19 SP:Iteration 46Q (5865.160197 sec): 3 clusters Score: Raw -775316.114182 + Penalty 1733.687974 = -773582.426208 nChanged 16 SP:Iteration 47Q (5865.218067 sec): 3 clusters Score: Raw -775318.787063 + Penalty 1733.687974 = -773585.099089 nChanged 22 SP:Iteration 48Q (5865.274464 sec): 3 clusters Score: Raw -775321.662484 + Penalty 1733.687974 = -773587.974510 nChanged 15 SP:Iteration 49Q (5865.332379 sec): 3 clusters Score: Raw -775323.139258 + Penalty 1733.687974 = -773589.451284 nChanged 10 SP:Iteration 50Q (5865.390074 sec): 3 clusters Score: Raw -775323.977101 + Penalty 1733.687974 = -773590.289127 nChanged 10 SP:Iteration 51Q (5865.444382 sec): 3 clusters Score: Raw -775325.267529 + Penalty 1733.687974 = -773591.579555 nChanged 9 SP:Iteration 52Q (5865.502478 sec): 3 clusters Score: Raw -775326.530751 + Penalty 1733.687974 = -773592.842777 nChanged 8 SP:Iteration 53Q (5865.560438 sec): 3 clusters Score: Raw -775327.680584 + Penalty 1733.687974 = -773593.992610 nChanged 7 SP:Iteration 54Q (5865.608571 sec): 3 clusters Score: Raw -775328.545283 + Penalty 1733.687974 = -773594.857310 nChanged 6 SP:Iteration 55Q (5865.667685 sec): 3 clusters Score: Raw -775328.997834 + Penalty 1733.687974 = -773595.309860 nChanged 4 SP:Iteration 56Q (5865.715216 sec): 3 clusters Score: Raw -775329.523838 + Penalty 1733.687974 = -773595.835864 nChanged 7 SP:Iteration 57Q (5865.767122 sec): 3 clusters Score: Raw -775330.465433 + Penalty 1733.687974 = -773596.777459 nChanged 13 SP:Iteration 58Q (5865.816982 sec): 3 clusters Score: Raw -775332.574100 + Penalty 1733.687974 = -773598.886126 nChanged 11 SP:Iteration 59Q (5865.874892 sec): 3 clusters Score: Raw -775333.921040 + Penalty 1733.687974 = -773600.233067 nChanged 9 SP:Iteration 60F (5865.945058 sec): 3 clusters Score: Raw -775334.777474 + Penalty 1733.687974 = -773601.089501 nChanged 3 SP:Iteration 61Q (5865.992259 sec): 3 clusters Score: Raw -775335.114499 + Penalty 1733.687974 = -773601.426525 nChanged 3 SP:Iteration 62Q (5866.050507 sec): 3 clusters Score: Raw -775335.288576 + Penalty 1733.687974 = -773601.600603 nChanged 0 SP:Iteration 63F (5866.109679 sec): 3 clusters Score: Raw -775335.288576 + Penalty 1733.687974 = -773601.600603 nChanged 0 Trying to split cluster 39 (1460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5866.135403 sec): 2 clusters Score: Raw -119028.338359 + Penalty 692.188213 = -118336.150146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5866.180287 sec): 3 clusters Score: Raw -118367.960160 + Penalty 1384.376426 = -116983.583734 nChanged 538 SP:Iteration 1F (5866.224737 sec): 3 clusters Score: Raw -118775.598994 + Penalty 1384.376426 = -117391.222568 nChanged 168 SP:Iteration 2F (5866.271706 sec): 3 clusters Score: Raw -118962.550180 + Penalty 1384.376426 = -117578.173754 nChanged 149 SP:Iteration 3F (5866.317401 sec): 3 clusters Score: Raw -119152.224637 + Penalty 1384.376426 = -117767.848211 nChanged 111 SP:Iteration 4F (5866.367668 sec): 3 clusters Score: Raw -119275.883539 + Penalty 1384.376426 = -117891.507113 nChanged 87 SP:Iteration 5F (5866.417772 sec): 3 clusters Score: Raw -119348.801136 + Penalty 1384.376426 = -117964.424710 nChanged 45 SP:Iteration 6Q (5866.467715 sec): 3 clusters Score: Raw -119380.321294 + Penalty 1384.376426 = -117995.944868 nChanged 27 SP:Iteration 7Q (5866.509667 sec): 3 clusters Score: Raw -119406.707125 + Penalty 1384.376426 = -118022.330699 nChanged 24 SP:Iteration 8Q (5866.559647 sec): 3 clusters Score: Raw -119431.569960 + Penalty 1384.376426 = -118047.193534 nChanged 21 SP:Iteration 9Q (5866.622118 sec): 3 clusters Score: Raw -119444.409195 + Penalty 1384.376426 = -118060.032769 nChanged 18 SP:Iteration 10Q (5866.672406 sec): 3 clusters Score: Raw -119454.411612 + Penalty 1384.376426 = -118070.035186 nChanged 10 SP:Iteration 11Q (5866.708879 sec): 3 clusters Score: Raw -119459.417890 + Penalty 1384.376426 = -118075.041464 nChanged 11 SP:Iteration 12Q (5866.758042 sec): 3 clusters Score: Raw -119465.890892 + Penalty 1384.376426 = -118081.514466 nChanged 8 SP:Iteration 13Q (5866.798013 sec): 3 clusters Score: Raw -119473.199590 + Penalty 1384.376426 = -118088.823164 nChanged 5 SP:Iteration 14Q (5866.845947 sec): 3 clusters Score: Raw -119477.917912 + Penalty 1384.376426 = -118093.541486 nChanged 6 SP:Iteration 15Q (5866.892993 sec): 3 clusters Score: Raw -119484.304379 + Penalty 1384.376426 = -118099.927953 nChanged 10 SP:Iteration 16Q (5866.939175 sec): 3 clusters Score: Raw -119490.777791 + Penalty 1384.376426 = -118106.401366 nChanged 6 SP:Iteration 17Q (5866.975120 sec): 3 clusters Score: Raw -119494.786274 + Penalty 1384.376426 = -118110.409849 nChanged 4 SP:Iteration 18Q (5867.013378 sec): 3 clusters Score: Raw -119496.774838 + Penalty 1384.376426 = -118112.398412 nChanged 3 SP:Iteration 19Q (5867.062375 sec): 3 clusters Score: Raw -119498.066803 + Penalty 1384.376426 = -118113.690378 nChanged 0 SP:Iteration 20F (5867.108419 sec): 3 clusters Score: Raw -119498.066803 + Penalty 1384.376426 = -118113.690378 nChanged 0 Trying to split cluster 40 (474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5867.131885 sec): 2 clusters Score: Raw -33680.285224 + Penalty 585.314696 = -33094.970528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5867.176309 sec): 3 clusters Score: Raw -33597.914811 + Penalty 1170.629391 = -32427.285420 nChanged 150 SP:Iteration 1F (5867.221013 sec): 3 clusters Score: Raw -33846.708143 + Penalty 1170.629391 = -32676.078752 nChanged 50 SP:Iteration 2F (5867.271563 sec): 3 clusters Score: Raw -33968.165939 + Penalty 1170.629391 = -32797.536547 nChanged 33 SP:Iteration 3F (5867.313408 sec): 3 clusters Score: Raw -34091.764131 + Penalty 1170.629391 = -32921.134740 nChanged 13 SP:Iteration 4Q (5867.347713 sec): 3 clusters Score: Raw -34129.580873 + Penalty 1170.629391 = -32958.951482 nChanged 9 SP:Iteration 5Q (5867.403655 sec): 3 clusters Score: Raw -34160.350226 + Penalty 1170.629391 = -32989.720835 nChanged 9 SP:Iteration 6Q (5867.443002 sec): 3 clusters Score: Raw -34177.402175 + Penalty 1170.629391 = -33006.772783 nChanged 3 SP:Iteration 7Q (5867.486976 sec): 3 clusters Score: Raw -34179.117955 + Penalty 1170.629391 = -33008.488564 nChanged 1 SP:Iteration 8Q (5867.532020 sec): 3 clusters Score: Raw -34180.968855 + Penalty 1170.629391 = -33010.339464 nChanged 1 SP:Iteration 9Q (5867.579274 sec): 3 clusters Score: Raw -34181.820940 + Penalty 1170.629391 = -33011.191549 nChanged 0 SP:Iteration 10F (5867.627690 sec): 3 clusters Score: Raw -34181.820940 + Penalty 1170.629391 = -33011.191549 nChanged 0 Trying to split cluster 41 (96444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5867.762237 sec): 2 clusters Score: Raw -8204217.298283 + Penalty 1090.288192 = -8203127.010091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5867.899777 sec): 3 clusters Score: Raw -8140909.380196 + Penalty 2180.576384 = -8138728.803812 nChanged 46513 SP:Iteration 1F (5868.066893 sec): 3 clusters Score: Raw -8172095.443496 + Penalty 2180.576384 = -8169914.867113 nChanged 6234 SP:Iteration 2F (5868.234377 sec): 3 clusters Score: Raw -8175801.161722 + Penalty 2180.576384 = -8173620.585339 nChanged 6599 SP:Iteration 3F (5868.400792 sec): 3 clusters Score: Raw -8180323.441581 + Penalty 2180.576384 = -8178142.865197 nChanged 6452 SP:Iteration 4F (5868.563181 sec): 3 clusters Score: Raw -8185202.399219 + Penalty 2180.576384 = -8183021.822835 nChanged 6092 SP:Iteration 5F (5868.730150 sec): 3 clusters Score: Raw -8189493.404329 + Penalty 2180.576384 = -8187312.827946 nChanged 5130 SP:Iteration 6F (5868.901358 sec): 3 clusters Score: Raw -8192408.533712 + Penalty 2180.576384 = -8190227.957328 nChanged 3841 SP:Iteration 7Q (5869.076607 sec): 3 clusters Score: Raw -8193923.479574 + Penalty 2180.576384 = -8191742.903191 nChanged 2476 SP:Iteration 8Q (5869.244429 sec): 3 clusters Score: Raw -8194665.518595 + Penalty 2180.576384 = -8192484.942211 nChanged 1702 SP:Iteration 9Q (5869.396468 sec): 3 clusters Score: Raw -8195155.790397 + Penalty 2180.576384 = -8192975.214013 nChanged 1444 SP:Iteration 10Q (5869.565870 sec): 3 clusters Score: Raw -8195595.026782 + Penalty 2180.576384 = -8193414.450399 nChanged 1380 SP:Iteration 11Q (5869.727509 sec): 3 clusters Score: Raw -8196018.744625 + Penalty 2180.576384 = -8193838.168242 nChanged 1386 SP:Iteration 12Q (5869.891366 sec): 3 clusters Score: Raw -8196451.638553 + Penalty 2180.576384 = -8194271.062170 nChanged 1398 SP:Iteration 13Q (5870.066644 sec): 3 clusters Score: Raw -8196896.103555 + Penalty 2180.576384 = -8194715.527171 nChanged 1454 SP:Iteration 14Q (5870.236661 sec): 3 clusters Score: Raw -8197359.159306 + Penalty 2180.576384 = -8195178.582922 nChanged 1428 SP:Iteration 15Q (5870.406832 sec): 3 clusters Score: Raw -8197809.964808 + Penalty 2180.576384 = -8195629.388424 nChanged 1451 SP:Iteration 16Q (5870.546098 sec): 3 clusters Score: Raw -8198289.924847 + Penalty 2180.576384 = -8196109.348464 nChanged 1429 SP:Iteration 17Q (5870.703850 sec): 3 clusters Score: Raw -8198761.434263 + Penalty 2180.576384 = -8196580.857879 nChanged 1466 SP:Iteration 18Q (5870.882189 sec): 3 clusters Score: Raw -8199290.917157 + Penalty 2180.576384 = -8197110.340774 nChanged 1531 SP:Iteration 19Q (5871.035218 sec): 3 clusters Score: Raw -8199868.979081 + Penalty 2180.576384 = -8197688.402698 nChanged 1491 SP:Iteration 20F (5871.194343 sec): 3 clusters Score: Raw -8200504.464506 + Penalty 2180.576384 = -8198323.888122 nChanged 1480 SP:Iteration 21Q (5871.357149 sec): 3 clusters Score: Raw -8201177.586021 + Penalty 2180.576384 = -8198997.009637 nChanged 1463 SP:Iteration 22Q (5871.520347 sec): 3 clusters Score: Raw -8201819.890645 + Penalty 2180.576384 = -8199639.314261 nChanged 1282 SP:Iteration 23Q (5871.681903 sec): 3 clusters Score: Raw -8202301.730763 + Penalty 2180.576384 = -8200121.154379 nChanged 1104 SP:Iteration 24Q (5871.840943 sec): 3 clusters Score: Raw -8202642.554825 + Penalty 2180.576384 = -8200461.978441 nChanged 911 SP:Iteration 25Q (5872.001776 sec): 3 clusters Score: Raw -8202870.736726 + Penalty 2180.576384 = -8200690.160343 nChanged 764 SP:Iteration 26Q (5872.160693 sec): 3 clusters Score: Raw -8203025.809063 + Penalty 2180.576384 = -8200845.232679 nChanged 637 SP:Iteration 27Q (5872.322366 sec): 3 clusters Score: Raw -8203133.886944 + Penalty 2180.576384 = -8200953.310560 nChanged 510 SP:Iteration 28Q (5872.482612 sec): 3 clusters Score: Raw -8203199.074086 + Penalty 2180.576384 = -8201018.497702 nChanged 370 SP:Iteration 29Q (5872.643897 sec): 3 clusters Score: Raw -8203240.118556 + Penalty 2180.576384 = -8201059.542172 nChanged 332 SP:Iteration 30Q (5872.802711 sec): 3 clusters Score: Raw -8203274.126213 + Penalty 2180.576384 = -8201093.549830 nChanged 307 SP:Iteration 31Q (5872.958043 sec): 3 clusters Score: Raw -8203298.215160 + Penalty 2180.576384 = -8201117.638777 nChanged 243 SP:Iteration 32Q (5873.138245 sec): 3 clusters Score: Raw -8203313.624923 + Penalty 2180.576384 = -8201133.048539 nChanged 224 SP:Iteration 33Q (5873.300590 sec): 3 clusters Score: Raw -8203325.528991 + Penalty 2180.576384 = -8201144.952608 nChanged 190 SP:Iteration 34Q (5873.468808 sec): 3 clusters Score: Raw -8203334.993656 + Penalty 2180.576384 = -8201154.417273 nChanged 186 SP:Iteration 35Q (5873.626999 sec): 3 clusters Score: Raw -8203344.142533 + Penalty 2180.576384 = -8201163.566149 nChanged 194 SP:Iteration 36Q (5873.795813 sec): 3 clusters Score: Raw -8203352.839228 + Penalty 2180.576384 = -8201172.262844 nChanged 164 SP:Iteration 37Q (5873.961505 sec): 3 clusters Score: Raw -8203360.236598 + Penalty 2180.576384 = -8201179.660214 nChanged 170 SP:Iteration 38Q (5874.126074 sec): 3 clusters Score: Raw -8203367.992808 + Penalty 2180.576384 = -8201187.416425 nChanged 171 SP:Iteration 39Q (5874.296169 sec): 3 clusters Score: Raw -8203376.299498 + Penalty 2180.576384 = -8201195.723114 nChanged 182 SP:Iteration 40F (5874.462619 sec): 3 clusters Score: Raw -8203384.947705 + Penalty 2180.576384 = -8201204.371322 nChanged 173 SP:Iteration 41Q (5874.636950 sec): 3 clusters Score: Raw -8203392.789869 + Penalty 2180.576384 = -8201212.213485 nChanged 165 SP:Iteration 42Q (5874.796302 sec): 3 clusters Score: Raw -8203400.181134 + Penalty 2180.576384 = -8201219.604750 nChanged 180 SP:Iteration 43Q (5874.966099 sec): 3 clusters Score: Raw -8203409.494490 + Penalty 2180.576384 = -8201228.918107 nChanged 179 SP:Iteration 44Q (5875.138483 sec): 3 clusters Score: Raw -8203417.921686 + Penalty 2180.576384 = -8201237.345303 nChanged 149 SP:Iteration 45Q (5875.303991 sec): 3 clusters Score: Raw -8203424.340342 + Penalty 2180.576384 = -8201243.763958 nChanged 137 SP:Iteration 46Q (5875.476133 sec): 3 clusters Score: Raw -8203430.243398 + Penalty 2180.576384 = -8201249.667014 nChanged 142 SP:Iteration 47Q (5875.641668 sec): 3 clusters Score: Raw -8203436.108609 + Penalty 2180.576384 = -8201255.532225 nChanged 149 SP:Iteration 48Q (5875.799527 sec): 3 clusters Score: Raw -8203442.488844 + Penalty 2180.576384 = -8201261.912460 nChanged 148 SP:Iteration 49Q (5875.953365 sec): 3 clusters Score: Raw -8203448.130105 + Penalty 2180.576384 = -8201267.553722 nChanged 128 SP:Iteration 50Q (5876.115627 sec): 3 clusters Score: Raw -8203452.586055 + Penalty 2180.576384 = -8201272.009671 nChanged 118 SP:Iteration 51Q (5876.274600 sec): 3 clusters Score: Raw -8203456.598009 + Penalty 2180.576384 = -8201276.021625 nChanged 116 SP:Iteration 52Q (5876.449263 sec): 3 clusters Score: Raw -8203460.694959 + Penalty 2180.576384 = -8201280.118575 nChanged 109 SP:Iteration 53Q (5876.611253 sec): 3 clusters Score: Raw -8203464.324799 + Penalty 2180.576384 = -8201283.748415 nChanged 98 SP:Iteration 54Q (5876.779615 sec): 3 clusters Score: Raw -8203466.965063 + Penalty 2180.576384 = -8201286.388680 nChanged 82 SP:Iteration 55Q (5876.944065 sec): 3 clusters Score: Raw -8203469.163327 + Penalty 2180.576384 = -8201288.586943 nChanged 81 SP:Iteration 56Q (5877.114214 sec): 3 clusters Score: Raw -8203471.139231 + Penalty 2180.576384 = -8201290.562847 nChanged 78 SP:Iteration 57Q (5877.275219 sec): 3 clusters Score: Raw -8203472.993382 + Penalty 2180.576384 = -8201292.416999 nChanged 75 SP:Iteration 58Q (5877.437268 sec): 3 clusters Score: Raw -8203474.767990 + Penalty 2180.576384 = -8201294.191606 nChanged 74 SP:Iteration 59Q (5877.604507 sec): 3 clusters Score: Raw -8203476.656084 + Penalty 2180.576384 = -8201296.079701 nChanged 84 SP:Iteration 60F (5877.767764 sec): 3 clusters Score: Raw -8203479.032918 + Penalty 2180.576384 = -8201298.456535 nChanged 99 SP:Iteration 61Q (5877.931387 sec): 3 clusters Score: Raw -8203482.050645 + Penalty 2180.576384 = -8201301.474261 nChanged 101 SP:Iteration 62Q (5878.091410 sec): 3 clusters Score: Raw -8203485.309366 + Penalty 2180.576384 = -8201304.732982 nChanged 116 SP:Iteration 63Q (5878.249634 sec): 3 clusters Score: Raw -8203489.431191 + Penalty 2180.576384 = -8201308.854807 nChanged 113 SP:Iteration 64Q (5878.409661 sec): 3 clusters Score: Raw -8203493.428942 + Penalty 2180.576384 = -8201312.852558 nChanged 132 SP:Iteration 65Q (5878.569794 sec): 3 clusters Score: Raw -8203498.330262 + Penalty 2180.576384 = -8201317.753879 nChanged 128 SP:Iteration 66Q (5878.730818 sec): 3 clusters Score: Raw -8203502.576795 + Penalty 2180.576384 = -8201322.000412 nChanged 118 SP:Iteration 67Q (5878.889682 sec): 3 clusters Score: Raw -8203506.640078 + Penalty 2180.576384 = -8201326.063694 nChanged 112 SP:Iteration 68Q (5879.040746 sec): 3 clusters Score: Raw -8203510.342296 + Penalty 2180.576384 = -8201329.765913 nChanged 115 SP:Iteration 69Q (5879.202274 sec): 3 clusters Score: Raw -8203514.038072 + Penalty 2180.576384 = -8201333.461688 nChanged 100 SP:Iteration 70Q (5879.374779 sec): 3 clusters Score: Raw -8203516.848936 + Penalty 2180.576384 = -8201336.272553 nChanged 95 SP:Iteration 71Q (5879.539758 sec): 3 clusters Score: Raw -8203519.475397 + Penalty 2180.576384 = -8201338.899013 nChanged 91 SP:Iteration 72Q (5879.700062 sec): 3 clusters Score: Raw -8203521.899846 + Penalty 2180.576384 = -8201341.323462 nChanged 88 SP:Iteration 73Q (5879.874015 sec): 3 clusters Score: Raw -8203524.190623 + Penalty 2180.576384 = -8201343.614239 nChanged 76 SP:Iteration 74Q (5880.042220 sec): 3 clusters Score: Raw -8203526.035708 + Penalty 2180.576384 = -8201345.459324 nChanged 78 SP:Iteration 75Q (5880.211917 sec): 3 clusters Score: Raw -8203527.974078 + Penalty 2180.576384 = -8201347.397694 nChanged 75 SP:Iteration 76Q (5880.374522 sec): 3 clusters Score: Raw -8203530.072717 + Penalty 2180.576384 = -8201349.496334 nChanged 75 SP:Iteration 77Q (5880.541847 sec): 3 clusters Score: Raw -8203531.940086 + Penalty 2180.576384 = -8201351.363702 nChanged 63 SP:Iteration 78Q (5880.708516 sec): 3 clusters Score: Raw -8203533.235239 + Penalty 2180.576384 = -8201352.658856 nChanged 54 SP:Iteration 79Q (5880.876028 sec): 3 clusters Score: Raw -8203534.264581 + Penalty 2180.576384 = -8201353.688197 nChanged 55 SP:Iteration 80F (5881.042273 sec): 3 clusters Score: Raw -8203535.339044 + Penalty 2180.576384 = -8201354.762660 nChanged 56 SP:Iteration 81Q (5881.207805 sec): 3 clusters Score: Raw -8203536.415334 + Penalty 2180.576384 = -8201355.838951 nChanged 65 SP:Iteration 82Q (5881.378139 sec): 3 clusters Score: Raw -8203537.693248 + Penalty 2180.576384 = -8201357.116864 nChanged 59 SP:Iteration 83Q (5881.544615 sec): 3 clusters Score: Raw -8203538.862461 + Penalty 2180.576384 = -8201358.286077 nChanged 59 SP:Iteration 84Q (5881.704636 sec): 3 clusters Score: Raw -8203540.045814 + Penalty 2180.576384 = -8201359.469431 nChanged 61 SP:Iteration 85Q (5881.879936 sec): 3 clusters Score: Raw -8203541.133996 + Penalty 2180.576384 = -8201360.557612 nChanged 50 SP:Iteration 86Q (5882.058838 sec): 3 clusters Score: Raw -8203542.110920 + Penalty 2180.576384 = -8201361.534536 nChanged 54 SP:Iteration 87Q (5882.227999 sec): 3 clusters Score: Raw -8203543.371658 + Penalty 2180.576384 = -8201362.795275 nChanged 71 SP:Iteration 88Q (5882.398011 sec): 3 clusters Score: Raw -8203545.314711 + Penalty 2180.576384 = -8201364.738328 nChanged 71 SP:Iteration 89Q (5882.571223 sec): 3 clusters Score: Raw -8203547.085545 + Penalty 2180.576384 = -8201366.509162 nChanged 77 SP:Iteration 90Q (5882.735911 sec): 3 clusters Score: Raw -8203549.107318 + Penalty 2180.576384 = -8201368.530935 nChanged 71 SP:Iteration 91Q (5882.901550 sec): 3 clusters Score: Raw -8203550.772865 + Penalty 2180.576384 = -8201370.196482 nChanged 56 SP:Iteration 92Q (5883.050806 sec): 3 clusters Score: Raw -8203552.054927 + Penalty 2180.576384 = -8201371.478544 nChanged 70 SP:Iteration 93Q (5883.211190 sec): 3 clusters Score: Raw -8203553.886204 + Penalty 2180.576384 = -8201373.309821 nChanged 65 SP:Iteration 94Q (5883.374386 sec): 3 clusters Score: Raw -8203555.368448 + Penalty 2180.576384 = -8201374.792065 nChanged 52 SP:Iteration 95Q (5883.542952 sec): 3 clusters Score: Raw -8203556.383316 + Penalty 2180.576384 = -8201375.806933 nChanged 51 SP:Iteration 96Q (5883.704915 sec): 3 clusters Score: Raw -8203557.638470 + Penalty 2180.576384 = -8201377.062087 nChanged 62 SP:Iteration 97Q (5883.853040 sec): 3 clusters Score: Raw -8203559.251756 + Penalty 2180.576384 = -8201378.675372 nChanged 69 SP:Iteration 98Q (5884.002387 sec): 3 clusters Score: Raw -8203560.959526 + Penalty 2180.576384 = -8201380.383142 nChanged 54 SP:Iteration 99Q (5884.157340 sec): 3 clusters Score: Raw -8203562.070045 + Penalty 2180.576384 = -8201381.493662 nChanged 51 SP:Iteration 100F (5884.304518 sec): 3 clusters Score: Raw -8203562.980022 + Penalty 2180.576384 = -8201382.403638 nChanged 44 SP:Iteration 101Q (5884.459161 sec): 3 clusters Score: Raw -8203563.871213 + Penalty 2180.576384 = -8201383.294830 nChanged 47 SP:Iteration 102Q (5884.616557 sec): 3 clusters Score: Raw -8203564.851015 + Penalty 2180.576384 = -8201384.274631 nChanged 51 SP:Iteration 103Q (5884.765447 sec): 3 clusters Score: Raw -8203565.790096 + Penalty 2180.576384 = -8201385.213712 nChanged 40 SP:Iteration 104Q (5884.939221 sec): 3 clusters Score: Raw -8203566.541745 + Penalty 2180.576384 = -8201385.965362 nChanged 46 SP:Iteration 105Q (5885.100140 sec): 3 clusters Score: Raw -8203567.532140 + Penalty 2180.576384 = -8201386.955757 nChanged 54 SP:Iteration 106Q (5885.264428 sec): 3 clusters Score: Raw -8203568.702131 + Penalty 2180.576384 = -8201388.125747 nChanged 56 SP:Iteration 107Q (5885.400480 sec): 3 clusters Score: Raw -8203569.845378 + Penalty 2180.576384 = -8201389.268994 nChanged 48 SP:Iteration 108Q (5885.536085 sec): 3 clusters Score: Raw -8203570.912793 + Penalty 2180.576384 = -8201390.336409 nChanged 57 SP:Iteration 109Q (5885.671403 sec): 3 clusters Score: Raw -8203572.458426 + Penalty 2180.576384 = -8201391.882042 nChanged 63 SP:Iteration 110Q (5885.843624 sec): 3 clusters Score: Raw -8203573.944386 + Penalty 2180.576384 = -8201393.368003 nChanged 65 SP:Iteration 111Q (5886.012894 sec): 3 clusters Score: Raw -8203575.822114 + Penalty 2180.576384 = -8201395.245731 nChanged 69 SP:Iteration 112Q (5886.169248 sec): 3 clusters Score: Raw -8203577.591162 + Penalty 2180.576384 = -8201397.014778 nChanged 61 SP:Iteration 113Q (5886.336841 sec): 3 clusters Score: Raw -8203578.831228 + Penalty 2180.576384 = -8201398.254844 nChanged 58 SP:Iteration 114Q (5886.506966 sec): 3 clusters Score: Raw -8203579.965442 + Penalty 2180.576384 = -8201399.389058 nChanged 63 SP:Iteration 115Q (5886.674091 sec): 3 clusters Score: Raw -8203581.378871 + Penalty 2180.576384 = -8201400.802487 nChanged 62 SP:Iteration 116Q (5886.815149 sec): 3 clusters Score: Raw -8203582.915120 + Penalty 2180.576384 = -8201402.338737 nChanged 75 SP:Iteration 117Q (5886.983480 sec): 3 clusters Score: Raw -8203585.212295 + Penalty 2180.576384 = -8201404.635912 nChanged 71 SP:Iteration 118Q (5887.147477 sec): 3 clusters Score: Raw -8203587.515664 + Penalty 2180.576384 = -8201406.939281 nChanged 78 SP:Iteration 119Q (5887.316437 sec): 3 clusters Score: Raw -8203589.966019 + Penalty 2180.576384 = -8201409.389635 nChanged 69 SP:Iteration 120F (5887.475195 sec): 3 clusters Score: Raw -8203591.943756 + Penalty 2180.576384 = -8201411.367373 nChanged 71 SP:Iteration 121Q (5887.645826 sec): 3 clusters Score: Raw -8203593.859446 + Penalty 2180.576384 = -8201413.283063 nChanged 61 SP:Iteration 122Q (5887.816053 sec): 3 clusters Score: Raw -8203595.638186 + Penalty 2180.576384 = -8201415.061802 nChanged 71 SP:Iteration 123Q (5887.981675 sec): 3 clusters Score: Raw -8203597.843943 + Penalty 2180.576384 = -8201417.267560 nChanged 70 SP:Iteration 124Q (5888.148480 sec): 3 clusters Score: Raw -8203599.782665 + Penalty 2180.576384 = -8201419.206282 nChanged 61 SP:Iteration 125Q (5888.303146 sec): 3 clusters Score: Raw -8203601.523068 + Penalty 2180.576384 = -8201420.946685 nChanged 66 SP:Iteration 126Q (5888.472840 sec): 3 clusters Score: Raw -8203603.226514 + Penalty 2180.576384 = -8201422.650131 nChanged 54 SP:Iteration 127Q (5888.639807 sec): 3 clusters Score: Raw -8203604.448899 + Penalty 2180.576384 = -8201423.872515 nChanged 63 SP:Iteration 128Q (5888.800492 sec): 3 clusters Score: Raw -8203605.952825 + Penalty 2180.576384 = -8201425.376442 nChanged 58 SP:Iteration 129Q (5888.942342 sec): 3 clusters Score: Raw -8203607.243622 + Penalty 2180.576384 = -8201426.667239 nChanged 53 SP:Iteration 130Q (5889.100235 sec): 3 clusters Score: Raw -8203608.398001 + Penalty 2180.576384 = -8201427.821618 nChanged 42 SP:Iteration 131Q (5889.254979 sec): 3 clusters Score: Raw -8203609.164865 + Penalty 2180.576384 = -8201428.588481 nChanged 36 SP:Iteration 132Q (5889.419241 sec): 3 clusters Score: Raw -8203609.866641 + Penalty 2180.576384 = -8201429.290258 nChanged 33 SP:Iteration 133Q (5889.580520 sec): 3 clusters Score: Raw -8203610.474843 + Penalty 2180.576384 = -8201429.898459 nChanged 40 SP:Iteration 134Q (5889.737284 sec): 3 clusters Score: Raw -8203611.343428 + Penalty 2180.576384 = -8201430.767045 nChanged 51 SP:Iteration 135Q (5889.884520 sec): 3 clusters Score: Raw -8203612.504395 + Penalty 2180.576384 = -8201431.928011 nChanged 51 SP:Iteration 136Q (5890.032473 sec): 3 clusters Score: Raw -8203613.735808 + Penalty 2180.576384 = -8201433.159425 nChanged 52 SP:Iteration 137Q (5890.182512 sec): 3 clusters Score: Raw -8203615.068817 + Penalty 2180.576384 = -8201434.492434 nChanged 53 SP:Iteration 138Q (5890.339297 sec): 3 clusters Score: Raw -8203616.283137 + Penalty 2180.576384 = -8201435.706753 nChanged 67 SP:Iteration 139Q (5890.495705 sec): 3 clusters Score: Raw -8203617.846552 + Penalty 2180.576384 = -8201437.270168 nChanged 56 SP:Iteration 140F (5890.650665 sec): 3 clusters Score: Raw -8203618.947927 + Penalty 2180.576384 = -8201438.371544 nChanged 48 SP:Iteration 141Q (5890.811995 sec): 3 clusters Score: Raw -8203619.776711 + Penalty 2180.576384 = -8201439.200328 nChanged 40 SP:Iteration 142Q (5890.972548 sec): 3 clusters Score: Raw -8203620.540720 + Penalty 2180.576384 = -8201439.964337 nChanged 34 SP:Iteration 143Q (5891.144728 sec): 3 clusters Score: Raw -8203621.215848 + Penalty 2180.576384 = -8201440.639464 nChanged 36 SP:Iteration 144Q (5891.305430 sec): 3 clusters Score: Raw -8203621.763256 + Penalty 2180.576384 = -8201441.186872 nChanged 31 SP:Iteration 145Q (5891.462962 sec): 3 clusters Score: Raw -8203622.136279 + Penalty 2180.576384 = -8201441.559895 nChanged 24 SP:Iteration 146Q (5891.638575 sec): 3 clusters Score: Raw -8203622.438295 + Penalty 2180.576384 = -8201441.861912 nChanged 15 SP:Iteration 147Q (5891.805353 sec): 3 clusters Score: Raw -8203622.639216 + Penalty 2180.576384 = -8201442.062832 nChanged 15 SP:Iteration 148Q (5891.967296 sec): 3 clusters Score: Raw -8203622.830003 + Penalty 2180.576384 = -8201442.253619 nChanged 13 SP:Iteration 149Q (5892.129730 sec): 3 clusters Score: Raw -8203622.957478 + Penalty 2180.576384 = -8201442.381094 nChanged 17 SP:Iteration 150Q (5892.285491 sec): 3 clusters Score: Raw -8203623.125199 + Penalty 2180.576384 = -8201442.548816 nChanged 13 SP:Iteration 151Q (5892.453193 sec): 3 clusters Score: Raw -8203623.275552 + Penalty 2180.576384 = -8201442.699169 nChanged 14 SP:Iteration 152Q (5892.616310 sec): 3 clusters Score: Raw -8203623.453005 + Penalty 2180.576384 = -8201442.876621 nChanged 16 SP:Iteration 153Q (5892.774431 sec): 3 clusters Score: Raw -8203623.615046 + Penalty 2180.576384 = -8201443.038662 nChanged 13 SP:Iteration 154Q (5892.946489 sec): 3 clusters Score: Raw -8203623.753476 + Penalty 2180.576384 = -8201443.177093 nChanged 10 SP:Iteration 155Q (5893.107378 sec): 3 clusters Score: Raw -8203623.844483 + Penalty 2180.576384 = -8201443.268099 nChanged 16 SP:Iteration 156Q (5893.281547 sec): 3 clusters Score: Raw -8203623.970056 + Penalty 2180.576384 = -8201443.393672 nChanged 13 SP:Iteration 157Q (5893.442981 sec): 3 clusters Score: Raw -8203624.082875 + Penalty 2180.576384 = -8201443.506491 nChanged 9 SP:Iteration 158Q (5893.617721 sec): 3 clusters Score: Raw -8203624.151423 + Penalty 2180.576384 = -8201443.575039 nChanged 12 SP:Iteration 159Q (5893.780944 sec): 3 clusters Score: Raw -8203624.254804 + Penalty 2180.576384 = -8201443.678421 nChanged 14 SP:Iteration 160F (5893.949320 sec): 3 clusters Score: Raw -8203624.411103 + Penalty 2180.576384 = -8201443.834719 nChanged 14 SP:Iteration 161Q (5894.114798 sec): 3 clusters Score: Raw -8203624.593868 + Penalty 2180.576384 = -8201444.017484 nChanged 13 SP:Iteration 162Q (5894.286565 sec): 3 clusters Score: Raw -8203624.738430 + Penalty 2180.576384 = -8201444.162047 nChanged 10 SP:Iteration 163Q (5894.442453 sec): 3 clusters Score: Raw -8203624.840531 + Penalty 2180.576384 = -8201444.264147 nChanged 13 SP:Iteration 164Q (5894.611343 sec): 3 clusters Score: Raw -8203624.986330 + Penalty 2180.576384 = -8201444.409946 nChanged 7 SP:Iteration 165Q (5894.780988 sec): 3 clusters Score: Raw -8203625.041604 + Penalty 2180.576384 = -8201444.465220 nChanged 9 SP:Iteration 166Q (5894.948473 sec): 3 clusters Score: Raw -8203625.104083 + Penalty 2180.576384 = -8201444.527699 nChanged 3 SP:Iteration 167Q (5895.118199 sec): 3 clusters Score: Raw -8203625.128958 + Penalty 2180.576384 = -8201444.552574 nChanged 3 SP:Iteration 168Q (5895.283203 sec): 3 clusters Score: Raw -8203625.149053 + Penalty 2180.576384 = -8201444.572669 nChanged 4 SP:Iteration 169Q (5895.442295 sec): 3 clusters Score: Raw -8203625.187667 + Penalty 2180.576384 = -8201444.611284 nChanged 7 SP:Iteration 170Q (5895.599861 sec): 3 clusters Score: Raw -8203625.241930 + Penalty 2180.576384 = -8201444.665547 nChanged 7 SP:Iteration 171Q (5895.751609 sec): 3 clusters Score: Raw -8203625.294377 + Penalty 2180.576384 = -8201444.717993 nChanged 7 SP:Iteration 172Q (5895.915319 sec): 3 clusters Score: Raw -8203625.364207 + Penalty 2180.576384 = -8201444.787824 nChanged 8 SP:Iteration 173Q (5896.074066 sec): 3 clusters Score: Raw -8203625.429480 + Penalty 2180.576384 = -8201444.853096 nChanged 9 SP:Iteration 174Q (5896.231545 sec): 3 clusters Score: Raw -8203625.554452 + Penalty 2180.576384 = -8201444.978068 nChanged 9 SP:Iteration 175Q (5896.383583 sec): 3 clusters Score: Raw -8203625.656435 + Penalty 2180.576384 = -8201445.080052 nChanged 11 SP:Iteration 176Q (5896.540582 sec): 3 clusters Score: Raw -8203625.746334 + Penalty 2180.576384 = -8201445.169951 nChanged 12 SP:Iteration 177Q (5896.692885 sec): 3 clusters Score: Raw -8203625.838502 + Penalty 2180.576384 = -8201445.262118 nChanged 11 SP:Iteration 178Q (5896.840955 sec): 3 clusters Score: Raw -8203625.933566 + Penalty 2180.576384 = -8201445.357182 nChanged 12 SP:Iteration 179Q (5896.997651 sec): 3 clusters Score: Raw -8203626.103990 + Penalty 2180.576384 = -8201445.527606 nChanged 20 SP:Iteration 180F (5897.145034 sec): 3 clusters Score: Raw -8203626.364938 + Penalty 2180.576384 = -8201445.788554 nChanged 19 SP:Iteration 181Q (5897.314521 sec): 3 clusters Score: Raw -8203626.609196 + Penalty 2180.576384 = -8201446.032812 nChanged 21 SP:Iteration 182Q (5897.473672 sec): 3 clusters Score: Raw -8203626.872669 + Penalty 2180.576384 = -8201446.296286 nChanged 20 SP:Iteration 183Q (5897.645626 sec): 3 clusters Score: Raw -8203627.121030 + Penalty 2180.576384 = -8201446.544647 nChanged 19 SP:Iteration 184Q (5897.776559 sec): 3 clusters Score: Raw -8203627.344535 + Penalty 2180.576384 = -8201446.768152 nChanged 14 SP:Iteration 185Q (5897.945823 sec): 3 clusters Score: Raw -8203627.519519 + Penalty 2180.576384 = -8201446.943136 nChanged 16 SP:Iteration 186Q (5898.111251 sec): 3 clusters Score: Raw -8203627.799113 + Penalty 2180.576384 = -8201447.222729 nChanged 15 SP:Iteration 187Q (5898.278467 sec): 3 clusters Score: Raw -8203628.027133 + Penalty 2180.576384 = -8201447.450750 nChanged 17 SP:Iteration 188Q (5898.432824 sec): 3 clusters Score: Raw -8203628.276299 + Penalty 2180.576384 = -8201447.699916 nChanged 16 SP:Iteration 189Q (5898.603449 sec): 3 clusters Score: Raw -8203628.468458 + Penalty 2180.576384 = -8201447.892074 nChanged 13 SP:Iteration 190Q (5898.765845 sec): 3 clusters Score: Raw -8203628.632328 + Penalty 2180.576384 = -8201448.055944 nChanged 21 SP:Iteration 191Q (5898.925731 sec): 3 clusters Score: Raw -8203628.990844 + Penalty 2180.576384 = -8201448.414460 nChanged 26 SP:Iteration 192Q (5899.092224 sec): 3 clusters Score: Raw -8203629.467991 + Penalty 2180.576384 = -8201448.891608 nChanged 30 SP:Iteration 193Q (5899.256907 sec): 3 clusters Score: Raw -8203629.991146 + Penalty 2180.576384 = -8201449.414763 nChanged 27 SP:Iteration 194Q (5899.407443 sec): 3 clusters Score: Raw -8203630.487633 + Penalty 2180.576384 = -8201449.911250 nChanged 29 SP:Iteration 195Q (5899.580453 sec): 3 clusters Score: Raw -8203631.102401 + Penalty 2180.576384 = -8201450.526018 nChanged 33 SP:Iteration 196Q (5899.740807 sec): 3 clusters Score: Raw -8203631.898455 + Penalty 2180.576384 = -8201451.322071 nChanged 40 SP:Iteration 197Q (5899.906261 sec): 3 clusters Score: Raw -8203632.576562 + Penalty 2180.576384 = -8201452.000179 nChanged 28 SP:Iteration 198Q (5900.071136 sec): 3 clusters Score: Raw -8203632.939944 + Penalty 2180.576384 = -8201452.363561 nChanged 26 SP:Iteration 199Q (5900.232653 sec): 3 clusters Score: Raw -8203633.271655 + Penalty 2180.576384 = -8201452.695272 nChanged 29 SP:Iteration 200F (5900.395366 sec): 3 clusters Score: Raw -8203633.646589 + Penalty 2180.576384 = -8201453.070206 nChanged 23 SP:Iteration 201Q (5900.569437 sec): 3 clusters Score: Raw -8203633.907535 + Penalty 2180.576384 = -8201453.331151 nChanged 17 SP:Iteration 202Q (5900.723688 sec): 3 clusters Score: Raw -8203634.099876 + Penalty 2180.576384 = -8201453.523492 nChanged 15 SP:Iteration 203Q (5900.885720 sec): 3 clusters Score: Raw -8203634.227223 + Penalty 2180.576384 = -8201453.650839 nChanged 12 SP:Iteration 204Q (5901.045571 sec): 3 clusters Score: Raw -8203634.352097 + Penalty 2180.576384 = -8201453.775714 nChanged 9 SP:Iteration 205Q (5901.179224 sec): 3 clusters Score: Raw -8203634.425169 + Penalty 2180.576384 = -8201453.848785 nChanged 12 SP:Iteration 206Q (5901.313479 sec): 3 clusters Score: Raw -8203634.517622 + Penalty 2180.576384 = -8201453.941239 nChanged 8 SP:Iteration 207Q (5901.459977 sec): 3 clusters Score: Raw -8203634.689712 + Penalty 2180.576384 = -8201454.113328 nChanged 15 SP:Iteration 208Q (5901.593521 sec): 3 clusters Score: Raw -8203634.970381 + Penalty 2180.576384 = -8201454.393997 nChanged 21 SP:Iteration 209Q (5901.751220 sec): 3 clusters Score: Raw -8203635.322147 + Penalty 2180.576384 = -8201454.745764 nChanged 25 SP:Iteration 210Q (5901.908097 sec): 3 clusters Score: Raw -8203635.663079 + Penalty 2180.576384 = -8201455.086696 nChanged 25 SP:Iteration 211Q (5902.068893 sec): 3 clusters Score: Raw -8203636.084102 + Penalty 2180.576384 = -8201455.507718 nChanged 36 SP:Iteration 212Q (5902.233204 sec): 3 clusters Score: Raw -8203636.730458 + Penalty 2180.576384 = -8201456.154074 nChanged 37 SP:Iteration 213Q (5902.393770 sec): 3 clusters Score: Raw -8203637.352268 + Penalty 2180.576384 = -8201456.775884 nChanged 34 SP:Iteration 214Q (5902.548296 sec): 3 clusters Score: Raw -8203637.998070 + Penalty 2180.576384 = -8201457.421686 nChanged 37 SP:Iteration 215Q (5902.703642 sec): 3 clusters Score: Raw -8203638.642932 + Penalty 2180.576384 = -8201458.066549 nChanged 41 SP:Iteration 216Q (5902.849255 sec): 3 clusters Score: Raw -8203639.186825 + Penalty 2180.576384 = -8201458.610441 nChanged 33 SP:Iteration 217Q (5903.005600 sec): 3 clusters Score: Raw -8203639.659271 + Penalty 2180.576384 = -8201459.082887 nChanged 39 SP:Iteration 218Q (5903.163357 sec): 3 clusters Score: Raw -8203640.292075 + Penalty 2180.576384 = -8201459.715691 nChanged 30 SP:Iteration 219Q (5903.306781 sec): 3 clusters Score: Raw -8203640.762157 + Penalty 2180.576384 = -8201460.185773 nChanged 29 SP:Iteration 220F (5903.461211 sec): 3 clusters Score: Raw -8203641.216119 + Penalty 2180.576384 = -8201460.639735 nChanged 24 SP:Iteration 221Q (5903.618844 sec): 3 clusters Score: Raw -8203641.528107 + Penalty 2180.576384 = -8201460.951724 nChanged 21 SP:Iteration 222Q (5903.791632 sec): 3 clusters Score: Raw -8203641.750473 + Penalty 2180.576384 = -8201461.174090 nChanged 17 SP:Iteration 223Q (5903.960543 sec): 3 clusters Score: Raw -8203642.023153 + Penalty 2180.576384 = -8201461.446769 nChanged 24 SP:Iteration 224Q (5904.127474 sec): 3 clusters Score: Raw -8203642.394976 + Penalty 2180.576384 = -8201461.818592 nChanged 21 SP:Iteration 225Q (5904.277193 sec): 3 clusters Score: Raw -8203642.802842 + Penalty 2180.576384 = -8201462.226458 nChanged 28 SP:Iteration 226Q (5904.440781 sec): 3 clusters Score: Raw -8203643.219100 + Penalty 2180.576384 = -8201462.642717 nChanged 20 SP:Iteration 227Q (5904.613705 sec): 3 clusters Score: Raw -8203643.448653 + Penalty 2180.576384 = -8201462.872269 nChanged 16 SP:Iteration 228Q (5904.781264 sec): 3 clusters Score: Raw -8203643.712558 + Penalty 2180.576384 = -8201463.136174 nChanged 29 SP:Iteration 229Q (5904.914288 sec): 3 clusters Score: Raw -8203644.343888 + Penalty 2180.576384 = -8201463.767504 nChanged 37 SP:Iteration 230Q (5905.077948 sec): 3 clusters Score: Raw -8203645.032989 + Penalty 2180.576384 = -8201464.456606 nChanged 38 SP:Iteration 231Q (5905.242672 sec): 3 clusters Score: Raw -8203645.794400 + Penalty 2180.576384 = -8201465.218017 nChanged 35 SP:Iteration 232Q (5905.405009 sec): 3 clusters Score: Raw -8203646.355943 + Penalty 2180.576384 = -8201465.779559 nChanged 23 SP:Iteration 233Q (5905.562905 sec): 3 clusters Score: Raw -8203646.642865 + Penalty 2180.576384 = -8201466.066481 nChanged 23 SP:Iteration 234Q (5905.731625 sec): 3 clusters Score: Raw -8203646.941411 + Penalty 2180.576384 = -8201466.365028 nChanged 25 SP:Iteration 235Q (5905.885583 sec): 3 clusters Score: Raw -8203647.273956 + Penalty 2180.576384 = -8201466.697573 nChanged 18 SP:Iteration 236Q (5906.046840 sec): 3 clusters Score: Raw -8203647.572933 + Penalty 2180.576384 = -8201466.996549 nChanged 30 SP:Iteration 237Q (5906.205568 sec): 3 clusters Score: Raw -8203648.196766 + Penalty 2180.576384 = -8201467.620382 nChanged 39 SP:Iteration 238Q (5906.374689 sec): 3 clusters Score: Raw -8203648.893195 + Penalty 2180.576384 = -8201468.316812 nChanged 35 SP:Iteration 239Q (5906.546540 sec): 3 clusters Score: Raw -8203649.534020 + Penalty 2180.576384 = -8201468.957636 nChanged 35 SP:Iteration 240F (5906.705482 sec): 3 clusters Score: Raw -8203650.188600 + Penalty 2180.576384 = -8201469.612217 nChanged 34 SP:Iteration 241Q (5906.873108 sec): 3 clusters Score: Raw -8203650.786161 + Penalty 2180.576384 = -8201470.209777 nChanged 27 SP:Iteration 242Q (5907.038566 sec): 3 clusters Score: Raw -8203651.291448 + Penalty 2180.576384 = -8201470.715064 nChanged 32 SP:Iteration 243Q (5907.209824 sec): 3 clusters Score: Raw -8203651.748925 + Penalty 2180.576384 = -8201471.172541 nChanged 21 SP:Iteration 244Q (5907.366495 sec): 3 clusters Score: Raw -8203652.048146 + Penalty 2180.576384 = -8201471.471763 nChanged 25 SP:Iteration 245Q (5907.537700 sec): 3 clusters Score: Raw -8203652.429444 + Penalty 2180.576384 = -8201471.853060 nChanged 31 SP:Iteration 246Q (5907.690078 sec): 3 clusters Score: Raw -8203652.843458 + Penalty 2180.576384 = -8201472.267074 nChanged 18 SP:Iteration 247Q (5907.823960 sec): 3 clusters Score: Raw -8203653.017319 + Penalty 2180.576384 = -8201472.440936 nChanged 13 SP:Iteration 248Q (5907.989983 sec): 3 clusters Score: Raw -8203653.153690 + Penalty 2180.576384 = -8201472.577306 nChanged 14 SP:Iteration 249Q (5908.150255 sec): 3 clusters Score: Raw -8203653.347627 + Penalty 2180.576384 = -8201472.771244 nChanged 20 SP:Iteration 250Q (5908.307066 sec): 3 clusters Score: Raw -8203653.620402 + Penalty 2180.576384 = -8201473.044018 nChanged 21 SP:Iteration 251Q (5908.469652 sec): 3 clusters Score: Raw -8203653.874568 + Penalty 2180.576384 = -8201473.298184 nChanged 19 SP:Iteration 252Q (5908.640636 sec): 3 clusters Score: Raw -8203654.111502 + Penalty 2180.576384 = -8201473.535119 nChanged 20 SP:Iteration 253Q (5908.807758 sec): 3 clusters Score: Raw -8203654.403662 + Penalty 2180.576384 = -8201473.827278 nChanged 16 SP:Iteration 254Q (5908.974023 sec): 3 clusters Score: Raw -8203654.658176 + Penalty 2180.576384 = -8201474.081792 nChanged 25 SP:Iteration 255Q (5909.137310 sec): 3 clusters Score: Raw -8203655.007873 + Penalty 2180.576384 = -8201474.431489 nChanged 24 SP:Iteration 256Q (5909.293034 sec): 3 clusters Score: Raw -8203655.377936 + Penalty 2180.576384 = -8201474.801552 nChanged 28 SP:Iteration 257Q (5909.460099 sec): 3 clusters Score: Raw -8203655.796653 + Penalty 2180.576384 = -8201475.220269 nChanged 28 SP:Iteration 258Q (5909.627287 sec): 3 clusters Score: Raw -8203656.297266 + Penalty 2180.576384 = -8201475.720882 nChanged 32 SP:Iteration 259Q (5909.793494 sec): 3 clusters Score: Raw -8203656.913375 + Penalty 2180.576384 = -8201476.336991 nChanged 25 SP:Iteration 260F (5909.965188 sec): 3 clusters Score: Raw -8203657.322899 + Penalty 2180.576384 = -8201476.746516 nChanged 26 SP:Iteration 261Q (5910.123391 sec): 3 clusters Score: Raw -8203657.750737 + Penalty 2180.576384 = -8201477.174353 nChanged 29 SP:Iteration 262Q (5910.281836 sec): 3 clusters Score: Raw -8203658.114678 + Penalty 2180.576384 = -8201477.538294 nChanged 20 SP:Iteration 263Q (5910.461374 sec): 3 clusters Score: Raw -8203658.317325 + Penalty 2180.576384 = -8201477.740942 nChanged 18 SP:Iteration 264Q (5910.627344 sec): 3 clusters Score: Raw -8203658.526921 + Penalty 2180.576384 = -8201477.950537 nChanged 16 SP:Iteration 265Q (5910.795706 sec): 3 clusters Score: Raw -8203658.696088 + Penalty 2180.576384 = -8201478.119704 nChanged 17 SP:Iteration 266Q (5910.962683 sec): 3 clusters Score: Raw -8203658.927260 + Penalty 2180.576384 = -8201478.350877 nChanged 23 SP:Iteration 267Q (5911.129350 sec): 3 clusters Score: Raw -8203659.166161 + Penalty 2180.576384 = -8201478.589777 nChanged 18 SP:Iteration 268Q (5911.290817 sec): 3 clusters Score: Raw -8203659.401953 + Penalty 2180.576384 = -8201478.825569 nChanged 20 SP:Iteration 269Q (5911.443903 sec): 3 clusters Score: Raw -8203659.700236 + Penalty 2180.576384 = -8201479.123853 nChanged 22 SP:Iteration 270Q (5911.583208 sec): 3 clusters Score: Raw -8203660.026975 + Penalty 2180.576384 = -8201479.450592 nChanged 17 SP:Iteration 271Q (5911.716423 sec): 3 clusters Score: Raw -8203660.314483 + Penalty 2180.576384 = -8201479.738100 nChanged 22 SP:Iteration 272Q (5911.849590 sec): 3 clusters Score: Raw -8203660.692982 + Penalty 2180.576384 = -8201480.116598 nChanged 34 SP:Iteration 273Q (5911.982422 sec): 3 clusters Score: Raw -8203661.447796 + Penalty 2180.576384 = -8201480.871413 nChanged 51 SP:Iteration 274Q (5912.150526 sec): 3 clusters Score: Raw -8203662.746970 + Penalty 2180.576384 = -8201482.170586 nChanged 49 SP:Iteration 275Q (5912.322368 sec): 3 clusters Score: Raw -8203663.626503 + Penalty 2180.576384 = -8201483.050119 nChanged 43 SP:Iteration 276Q (5912.491778 sec): 3 clusters Score: Raw -8203664.412471 + Penalty 2180.576384 = -8201483.836088 nChanged 36 SP:Iteration 277Q (5912.651589 sec): 3 clusters Score: Raw -8203665.017221 + Penalty 2180.576384 = -8201484.440838 nChanged 35 SP:Iteration 278Q (5912.816337 sec): 3 clusters Score: Raw -8203665.634059 + Penalty 2180.576384 = -8201485.057676 nChanged 35 SP:Iteration 279Q (5912.988624 sec): 3 clusters Score: Raw -8203666.262050 + Penalty 2180.576384 = -8201485.685667 nChanged 42 SP:Iteration 280F (5913.123452 sec): 3 clusters Score: Raw -8203667.137730 + Penalty 2180.576384 = -8201486.561346 nChanged 47 SP:Iteration 281Q (5913.269151 sec): 3 clusters Score: Raw -8203668.217144 + Penalty 2180.576384 = -8201487.640761 nChanged 43 SP:Iteration 282Q (5913.407468 sec): 3 clusters Score: Raw -8203669.081658 + Penalty 2180.576384 = -8201488.505274 nChanged 40 SP:Iteration 283Q (5913.568374 sec): 3 clusters Score: Raw -8203669.878841 + Penalty 2180.576384 = -8201489.302458 nChanged 43 SP:Iteration 284Q (5913.733111 sec): 3 clusters Score: Raw -8203670.678786 + Penalty 2180.576384 = -8201490.102402 nChanged 42 SP:Iteration 285Q (5913.900853 sec): 3 clusters Score: Raw -8203671.536665 + Penalty 2180.576384 = -8201490.960282 nChanged 39 SP:Iteration 286Q (5914.057044 sec): 3 clusters Score: Raw -8203672.326337 + Penalty 2180.576384 = -8201491.749954 nChanged 45 SP:Iteration 287Q (5914.220632 sec): 3 clusters Score: Raw -8203673.253137 + Penalty 2180.576384 = -8201492.676753 nChanged 51 SP:Iteration 288Q (5914.383586 sec): 3 clusters Score: Raw -8203674.363698 + Penalty 2180.576384 = -8201493.787314 nChanged 51 SP:Iteration 289Q (5914.539325 sec): 3 clusters Score: Raw -8203675.472499 + Penalty 2180.576384 = -8201494.896115 nChanged 56 SP:Iteration 290Q (5914.684062 sec): 3 clusters Score: Raw -8203676.812299 + Penalty 2180.576384 = -8201496.235916 nChanged 50 SP:Iteration 291Q (5914.846458 sec): 3 clusters Score: Raw -8203677.730743 + Penalty 2180.576384 = -8201497.154359 nChanged 55 SP:Iteration 292Q (5915.021535 sec): 3 clusters Score: Raw -8203679.052225 + Penalty 2180.576384 = -8201498.475842 nChanged 63 SP:Iteration 293Q (5915.167088 sec): 3 clusters Score: Raw -8203680.747304 + Penalty 2180.576384 = -8201500.170921 nChanged 69 SP:Iteration 294Q (5915.328779 sec): 3 clusters Score: Raw -8203683.014274 + Penalty 2180.576384 = -8201502.437891 nChanged 75 SP:Iteration 295Q (5915.483151 sec): 3 clusters Score: Raw -8203685.454240 + Penalty 2180.576384 = -8201504.877857 nChanged 78 SP:Iteration 296Q (5915.644115 sec): 3 clusters Score: Raw -8203687.781007 + Penalty 2180.576384 = -8201507.204623 nChanged 65 SP:Iteration 297Q (5915.797530 sec): 3 clusters Score: Raw -8203689.436648 + Penalty 2180.576384 = -8201508.860264 nChanged 56 SP:Iteration 298Q (5915.950966 sec): 3 clusters Score: Raw -8203690.441429 + Penalty 2180.576384 = -8201509.865045 nChanged 44 SP:Iteration 299Q (5916.118608 sec): 3 clusters Score: Raw -8203691.279698 + Penalty 2180.576384 = -8201510.703314 nChanged 44 SP:Iteration 300F (5916.284072 sec): 3 clusters Score: Raw -8203692.091941 + Penalty 2180.576384 = -8201511.515557 nChanged 40 SP:Iteration 301Q (5916.449026 sec): 3 clusters Score: Raw -8203693.004822 + Penalty 2180.576384 = -8201512.428439 nChanged 40 SP:Iteration 302Q (5916.608347 sec): 3 clusters Score: Raw -8203694.067692 + Penalty 2180.576384 = -8201513.491308 nChanged 35 SP:Iteration 303Q (5916.766693 sec): 3 clusters Score: Raw -8203694.677133 + Penalty 2180.576384 = -8201514.100750 nChanged 37 SP:Iteration 304Q (5916.936873 sec): 3 clusters Score: Raw -8203695.344651 + Penalty 2180.576384 = -8201514.768267 nChanged 27 SP:Iteration 305Q (5917.104090 sec): 3 clusters Score: Raw -8203695.752089 + Penalty 2180.576384 = -8201515.175706 nChanged 34 SP:Iteration 306Q (5917.271277 sec): 3 clusters Score: Raw -8203696.443521 + Penalty 2180.576384 = -8201515.867137 nChanged 32 SP:Iteration 307Q (5917.442434 sec): 3 clusters Score: Raw -8203697.135289 + Penalty 2180.576384 = -8201516.558905 nChanged 49 SP:Iteration 308Q (5917.610086 sec): 3 clusters Score: Raw -8203698.340560 + Penalty 2180.576384 = -8201517.764177 nChanged 63 SP:Iteration 309Q (5917.771356 sec): 3 clusters Score: Raw -8203699.798107 + Penalty 2180.576384 = -8201519.221724 nChanged 50 SP:Iteration 310Q (5917.939162 sec): 3 clusters Score: Raw -8203700.935303 + Penalty 2180.576384 = -8201520.358920 nChanged 51 SP:Iteration 311Q (5918.102322 sec): 3 clusters Score: Raw -8203702.040758 + Penalty 2180.576384 = -8201521.464375 nChanged 55 SP:Iteration 312Q (5918.271084 sec): 3 clusters Score: Raw -8203703.329015 + Penalty 2180.576384 = -8201522.752631 nChanged 55 SP:Iteration 313Q (5918.433965 sec): 3 clusters Score: Raw -8203704.595241 + Penalty 2180.576384 = -8201524.018857 nChanged 51 SP:Iteration 314Q (5918.573386 sec): 3 clusters Score: Raw -8203705.641955 + Penalty 2180.576384 = -8201525.065571 nChanged 53 SP:Iteration 315Q (5918.734191 sec): 3 clusters Score: Raw -8203706.767122 + Penalty 2180.576384 = -8201526.190738 nChanged 60 SP:Iteration 316Q (5918.897978 sec): 3 clusters Score: Raw -8203708.019979 + Penalty 2180.576384 = -8201527.443595 nChanged 56 SP:Iteration 317Q (5919.066532 sec): 3 clusters Score: Raw -8203709.210040 + Penalty 2180.576384 = -8201528.633656 nChanged 48 SP:Iteration 318Q (5919.218058 sec): 3 clusters Score: Raw -8203710.276212 + Penalty 2180.576384 = -8201529.699829 nChanged 50 SP:Iteration 319Q (5919.384167 sec): 3 clusters Score: Raw -8203711.387522 + Penalty 2180.576384 = -8201530.811139 nChanged 50 SP:Iteration 320F (5919.541112 sec): 3 clusters Score: Raw -8203712.372605 + Penalty 2180.576384 = -8201531.796222 nChanged 51 SP:Iteration 321Q (5919.687778 sec): 3 clusters Score: Raw -8203713.497088 + Penalty 2180.576384 = -8201532.920704 nChanged 45 SP:Iteration 322Q (5919.819868 sec): 3 clusters Score: Raw -8203714.463130 + Penalty 2180.576384 = -8201533.886746 nChanged 47 SP:Iteration 323Q (5919.952320 sec): 3 clusters Score: Raw -8203715.492576 + Penalty 2180.576384 = -8201534.916192 nChanged 47 SP:Iteration 324Q (5920.120762 sec): 3 clusters Score: Raw -8203716.382992 + Penalty 2180.576384 = -8201535.806608 nChanged 39 SP:Iteration 325Q (5920.289015 sec): 3 clusters Score: Raw -8203717.372316 + Penalty 2180.576384 = -8201536.795932 nChanged 54 SP:Iteration 326Q (5920.458144 sec): 3 clusters Score: Raw -8203718.623703 + Penalty 2180.576384 = -8201538.047320 nChanged 68 SP:Iteration 327Q (5920.627594 sec): 3 clusters Score: Raw -8203720.515082 + Penalty 2180.576384 = -8201539.938699 nChanged 64 SP:Iteration 328Q (5920.795103 sec): 3 clusters Score: Raw -8203722.249880 + Penalty 2180.576384 = -8201541.673497 nChanged 65 SP:Iteration 329Q (5920.960152 sec): 3 clusters Score: Raw -8203723.883208 + Penalty 2180.576384 = -8201543.306825 nChanged 51 SP:Iteration 330Q (5921.115922 sec): 3 clusters Score: Raw -8203725.122205 + Penalty 2180.576384 = -8201544.545821 nChanged 50 SP:Iteration 331Q (5921.266664 sec): 3 clusters Score: Raw -8203726.340914 + Penalty 2180.576384 = -8201545.764530 nChanged 38 SP:Iteration 332Q (5921.425079 sec): 3 clusters Score: Raw -8203727.129849 + Penalty 2180.576384 = -8201546.553465 nChanged 40 SP:Iteration 333Q (5921.582753 sec): 3 clusters Score: Raw -8203727.979537 + Penalty 2180.576384 = -8201547.403154 nChanged 57 SP:Iteration 334Q (5921.737463 sec): 3 clusters Score: Raw -8203729.385397 + Penalty 2180.576384 = -8201548.809013 nChanged 54 SP:Iteration 335Q (5921.891316 sec): 3 clusters Score: Raw -8203730.762105 + Penalty 2180.576384 = -8201550.185722 nChanged 63 SP:Iteration 336Q (5922.045581 sec): 3 clusters Score: Raw -8203732.154884 + Penalty 2180.576384 = -8201551.578501 nChanged 53 SP:Iteration 337Q (5922.189073 sec): 3 clusters Score: Raw -8203733.443227 + Penalty 2180.576384 = -8201552.866843 nChanged 60 SP:Iteration 338Q (5922.343006 sec): 3 clusters Score: Raw -8203734.837478 + Penalty 2180.576384 = -8201554.261095 nChanged 60 SP:Iteration 339Q (5922.488150 sec): 3 clusters Score: Raw -8203736.451320 + Penalty 2180.576384 = -8201555.874936 nChanged 72 SP:Iteration 340F (5922.645285 sec): 3 clusters Score: Raw -8203738.396083 + Penalty 2180.576384 = -8201557.819700 nChanged 59 SP:Iteration 341Q (5922.805329 sec): 3 clusters Score: Raw -8203739.775659 + Penalty 2180.576384 = -8201559.199276 nChanged 55 SP:Iteration 342Q (5922.958600 sec): 3 clusters Score: Raw -8203740.891939 + Penalty 2180.576384 = -8201560.315555 nChanged 53 SP:Iteration 343Q (5923.125103 sec): 3 clusters Score: Raw -8203741.941425 + Penalty 2180.576384 = -8201561.365042 nChanged 39 SP:Iteration 344Q (5923.287702 sec): 3 clusters Score: Raw -8203742.584230 + Penalty 2180.576384 = -8201562.007846 nChanged 28 SP:Iteration 345Q (5923.448275 sec): 3 clusters Score: Raw -8203743.070842 + Penalty 2180.576384 = -8201562.494459 nChanged 32 SP:Iteration 346Q (5923.615382 sec): 3 clusters Score: Raw -8203743.770081 + Penalty 2180.576384 = -8201563.193697 nChanged 33 SP:Iteration 347Q (5923.777557 sec): 3 clusters Score: Raw -8203744.450092 + Penalty 2180.576384 = -8201563.873709 nChanged 36 SP:Iteration 348Q (5923.939405 sec): 3 clusters Score: Raw -8203745.304463 + Penalty 2180.576384 = -8201564.728079 nChanged 47 SP:Iteration 349Q (5924.108085 sec): 3 clusters Score: Raw -8203746.611556 + Penalty 2180.576384 = -8201566.035173 nChanged 47 SP:Iteration 350Q (5924.269944 sec): 3 clusters Score: Raw -8203747.823996 + Penalty 2180.576384 = -8201567.247612 nChanged 48 SP:Iteration 351Q (5924.433149 sec): 3 clusters Score: Raw -8203748.832616 + Penalty 2180.576384 = -8201568.256233 nChanged 43 SP:Iteration 352Q (5924.566247 sec): 3 clusters Score: Raw -8203749.685053 + Penalty 2180.576384 = -8201569.108669 nChanged 39 SP:Iteration 353Q (5924.727773 sec): 3 clusters Score: Raw -8203750.561858 + Penalty 2180.576384 = -8201569.985474 nChanged 42 SP:Iteration 354Q (5924.897063 sec): 3 clusters Score: Raw -8203751.442273 + Penalty 2180.576384 = -8201570.865889 nChanged 39 SP:Iteration 355Q (5925.050355 sec): 3 clusters Score: Raw -8203752.171849 + Penalty 2180.576384 = -8201571.595465 nChanged 45 SP:Iteration 356Q (5925.218595 sec): 3 clusters Score: Raw -8203753.055692 + Penalty 2180.576384 = -8201572.479309 nChanged 35 SP:Iteration 357Q (5925.383689 sec): 3 clusters Score: Raw -8203753.578210 + Penalty 2180.576384 = -8201573.001826 nChanged 25 SP:Iteration 358Q (5925.539317 sec): 3 clusters Score: Raw -8203753.992496 + Penalty 2180.576384 = -8201573.416113 nChanged 23 SP:Iteration 359Q (5925.702425 sec): 3 clusters Score: Raw -8203754.355828 + Penalty 2180.576384 = -8201573.779445 nChanged 23 SP:Iteration 360F (5925.858461 sec): 3 clusters Score: Raw -8203754.670401 + Penalty 2180.576384 = -8201574.094018 nChanged 23 SP:Iteration 361Q (5926.015995 sec): 3 clusters Score: Raw -8203754.972359 + Penalty 2180.576384 = -8201574.395976 nChanged 16 SP:Iteration 362Q (5926.190183 sec): 3 clusters Score: Raw -8203755.124457 + Penalty 2180.576384 = -8201574.548073 nChanged 10 SP:Iteration 363Q (5926.348816 sec): 3 clusters Score: Raw -8203755.237848 + Penalty 2180.576384 = -8201574.661465 nChanged 10 SP:Iteration 364Q (5926.518449 sec): 3 clusters Score: Raw -8203755.334770 + Penalty 2180.576384 = -8201574.758386 nChanged 4 SP:Iteration 365Q (5926.678594 sec): 3 clusters Score: Raw -8203755.376614 + Penalty 2180.576384 = -8201574.800230 nChanged 7 SP:Iteration 366Q (5926.838211 sec): 3 clusters Score: Raw -8203755.445523 + Penalty 2180.576384 = -8201574.869139 nChanged 8 SP:Iteration 367Q (5926.998866 sec): 3 clusters Score: Raw -8203755.515766 + Penalty 2180.576384 = -8201574.939383 nChanged 8 SP:Iteration 368Q (5927.154303 sec): 3 clusters Score: Raw -8203755.649966 + Penalty 2180.576384 = -8201575.073583 nChanged 11 SP:Iteration 369Q (5927.308459 sec): 3 clusters Score: Raw -8203755.774224 + Penalty 2180.576384 = -8201575.197840 nChanged 9 SP:Iteration 370Q (5927.462142 sec): 3 clusters Score: Raw -8203755.875353 + Penalty 2180.576384 = -8201575.298969 nChanged 13 SP:Iteration 371Q (5927.620642 sec): 3 clusters Score: Raw -8203756.020647 + Penalty 2180.576384 = -8201575.444264 nChanged 14 SP:Iteration 372Q (5927.783351 sec): 3 clusters Score: Raw -8203756.155545 + Penalty 2180.576384 = -8201575.579161 nChanged 14 SP:Iteration 373Q (5927.935035 sec): 3 clusters Score: Raw -8203756.299392 + Penalty 2180.576384 = -8201575.723009 nChanged 11 SP:Iteration 374Q (5928.089204 sec): 3 clusters Score: Raw -8203756.406950 + Penalty 2180.576384 = -8201575.830566 nChanged 12 SP:Iteration 375Q (5928.233709 sec): 3 clusters Score: Raw -8203756.514435 + Penalty 2180.576384 = -8201575.938052 nChanged 8 SP:Iteration 376Q (5928.376826 sec): 3 clusters Score: Raw -8203756.589682 + Penalty 2180.576384 = -8201576.013298 nChanged 7 SP:Iteration 377Q (5928.530509 sec): 3 clusters Score: Raw -8203756.666234 + Penalty 2180.576384 = -8201576.089851 nChanged 5 SP:Iteration 378Q (5928.684736 sec): 3 clusters Score: Raw -8203756.707193 + Penalty 2180.576384 = -8201576.130809 nChanged 5 SP:Iteration 379Q (5928.839854 sec): 3 clusters Score: Raw -8203756.736147 + Penalty 2180.576384 = -8201576.159763 nChanged 6 SP:Iteration 380F (5928.998729 sec): 3 clusters Score: Raw -8203756.762806 + Penalty 2180.576384 = -8201576.186422 nChanged 6 SP:Iteration 381Q (5929.165913 sec): 3 clusters Score: Raw -8203756.818355 + Penalty 2180.576384 = -8201576.241971 nChanged 7 SP:Iteration 382Q (5929.339568 sec): 3 clusters Score: Raw -8203756.890241 + Penalty 2180.576384 = -8201576.313857 nChanged 7 SP:Iteration 383Q (5929.498503 sec): 3 clusters Score: Raw -8203757.014065 + Penalty 2180.576384 = -8201576.437681 nChanged 10 SP:Iteration 384Q (5929.671809 sec): 3 clusters Score: Raw -8203757.152029 + Penalty 2180.576384 = -8201576.575645 nChanged 8 SP:Iteration 385Q (5929.839726 sec): 3 clusters Score: Raw -8203757.280589 + Penalty 2180.576384 = -8201576.704205 nChanged 11 SP:Iteration 386Q (5930.006031 sec): 3 clusters Score: Raw -8203757.390219 + Penalty 2180.576384 = -8201576.813835 nChanged 9 SP:Iteration 387Q (5930.162141 sec): 3 clusters Score: Raw -8203757.504579 + Penalty 2180.576384 = -8201576.928196 nChanged 13 SP:Iteration 388Q (5930.339051 sec): 3 clusters Score: Raw -8203757.695390 + Penalty 2180.576384 = -8201577.119006 nChanged 19 SP:Iteration 389Q (5930.476833 sec): 3 clusters Score: Raw -8203757.933960 + Penalty 2180.576384 = -8201577.357576 nChanged 14 SP:Iteration 390Q (5930.608648 sec): 3 clusters Score: Raw -8203758.070500 + Penalty 2180.576384 = -8201577.494116 nChanged 12 SP:Iteration 391Q (5930.774085 sec): 3 clusters Score: Raw -8203758.171297 + Penalty 2180.576384 = -8201577.594913 nChanged 13 SP:Iteration 392Q (5930.939856 sec): 3 clusters Score: Raw -8203758.299420 + Penalty 2180.576384 = -8201577.723036 nChanged 12 SP:Iteration 393Q (5931.099840 sec): 3 clusters Score: Raw -8203758.447200 + Penalty 2180.576384 = -8201577.870816 nChanged 13 SP:Iteration 394Q (5931.275125 sec): 3 clusters Score: Raw -8203758.643792 + Penalty 2180.576384 = -8201578.067409 nChanged 19 SP:Iteration 395Q (5931.436553 sec): 3 clusters Score: Raw -8203758.919598 + Penalty 2180.576384 = -8201578.343215 nChanged 13 SP:Iteration 396Q (5931.605032 sec): 3 clusters Score: Raw -8203759.067399 + Penalty 2180.576384 = -8201578.491015 nChanged 11 SP:Iteration 397Q (5931.756530 sec): 3 clusters Score: Raw -8203759.179389 + Penalty 2180.576384 = -8201578.603005 nChanged 11 SP:Iteration 398Q (5931.886560 sec): 3 clusters Score: Raw -8203759.295280 + Penalty 2180.576384 = -8201578.718896 nChanged 11 SP:Iteration 399Q (5932.030677 sec): 3 clusters Score: Raw -8203759.423114 + Penalty 2180.576384 = -8201578.846730 nChanged 12 SP:Iteration 400F (5932.190348 sec): 3 clusters Score: Raw -8203759.569080 + Penalty 2180.576384 = -8201578.992696 nChanged 11 SP:Iteration 401Q (5932.352410 sec): 3 clusters Score: Raw -8203759.703868 + Penalty 2180.576384 = -8201579.127484 nChanged 11 SP:Iteration 402Q (5932.521964 sec): 3 clusters Score: Raw -8203759.834305 + Penalty 2180.576384 = -8201579.257921 nChanged 14 SP:Iteration 403Q (5932.687566 sec): 3 clusters Score: Raw -8203760.004599 + Penalty 2180.576384 = -8201579.428216 nChanged 25 SP:Iteration 404Q (5932.848952 sec): 3 clusters Score: Raw -8203760.335608 + Penalty 2180.576384 = -8201579.759225 nChanged 20 SP:Iteration 405Q (5933.014612 sec): 3 clusters Score: Raw -8203760.587845 + Penalty 2180.576384 = -8201580.011461 nChanged 14 SP:Iteration 406Q (5933.175272 sec): 3 clusters Score: Raw -8203760.770655 + Penalty 2180.576384 = -8201580.194271 nChanged 18 SP:Iteration 407Q (5933.337501 sec): 3 clusters Score: Raw -8203760.952448 + Penalty 2180.576384 = -8201580.376065 nChanged 13 SP:Iteration 408Q (5933.499681 sec): 3 clusters Score: Raw -8203761.123795 + Penalty 2180.576384 = -8201580.547411 nChanged 16 SP:Iteration 409Q (5933.659642 sec): 3 clusters Score: Raw -8203761.316403 + Penalty 2180.576384 = -8201580.740019 nChanged 13 SP:Iteration 410Q (5933.814492 sec): 3 clusters Score: Raw -8203761.425441 + Penalty 2180.576384 = -8201580.849057 nChanged 12 SP:Iteration 411Q (5933.975570 sec): 3 clusters Score: Raw -8203761.563952 + Penalty 2180.576384 = -8201580.987569 nChanged 10 SP:Iteration 412Q (5934.138309 sec): 3 clusters Score: Raw -8203761.673819 + Penalty 2180.576384 = -8201581.097435 nChanged 11 SP:Iteration 413Q (5934.296763 sec): 3 clusters Score: Raw -8203761.798862 + Penalty 2180.576384 = -8201581.222479 nChanged 9 SP:Iteration 414Q (5934.450339 sec): 3 clusters Score: Raw -8203761.882659 + Penalty 2180.576384 = -8201581.306276 nChanged 12 SP:Iteration 415Q (5934.604078 sec): 3 clusters Score: Raw -8203762.033909 + Penalty 2180.576384 = -8201581.457525 nChanged 15 SP:Iteration 416Q (5934.758291 sec): 3 clusters Score: Raw -8203762.238447 + Penalty 2180.576384 = -8201581.662064 nChanged 13 SP:Iteration 417Q (5934.912882 sec): 3 clusters Score: Raw -8203762.434497 + Penalty 2180.576384 = -8201581.858113 nChanged 11 SP:Iteration 418Q (5935.066915 sec): 3 clusters Score: Raw -8203762.590280 + Penalty 2180.576384 = -8201582.013897 nChanged 15 SP:Iteration 419Q (5935.213537 sec): 3 clusters Score: Raw -8203762.766117 + Penalty 2180.576384 = -8201582.189733 nChanged 12 SP:Iteration 420F (5935.370391 sec): 3 clusters Score: Raw -8203762.902198 + Penalty 2180.576384 = -8201582.325814 nChanged 9 SP:Iteration 421Q (5935.533386 sec): 3 clusters Score: Raw -8203762.996378 + Penalty 2180.576384 = -8201582.419995 nChanged 10 SP:Iteration 422Q (5935.701722 sec): 3 clusters Score: Raw -8203763.069070 + Penalty 2180.576384 = -8201582.492687 nChanged 6 SP:Iteration 423Q (5935.868979 sec): 3 clusters Score: Raw -8203763.109985 + Penalty 2180.576384 = -8201582.533601 nChanged 2 SP:Iteration 424Q (5936.029122 sec): 3 clusters Score: Raw -8203763.120338 + Penalty 2180.576384 = -8201582.543954 nChanged 4 SP:Iteration 425Q (5936.192572 sec): 3 clusters Score: Raw -8203763.157748 + Penalty 2180.576384 = -8201582.581365 nChanged 9 SP:Iteration 426Q (5936.363323 sec): 3 clusters Score: Raw -8203763.246342 + Penalty 2180.576384 = -8201582.669958 nChanged 7 SP:Iteration 427Q (5936.525883 sec): 3 clusters Score: Raw -8203763.312942 + Penalty 2180.576384 = -8201582.736559 nChanged 5 SP:Iteration 428Q (5936.675431 sec): 3 clusters Score: Raw -8203763.356137 + Penalty 2180.576384 = -8201582.779754 nChanged 6 SP:Iteration 429Q (5936.833645 sec): 3 clusters Score: Raw -8203763.425429 + Penalty 2180.576384 = -8201582.849046 nChanged 6 SP:Iteration 430Q (5937.010859 sec): 3 clusters Score: Raw -8203763.508277 + Penalty 2180.576384 = -8201582.931894 nChanged 4 SP:Iteration 431Q (5937.177451 sec): 3 clusters Score: Raw -8203763.531947 + Penalty 2180.576384 = -8201582.955563 nChanged 4 SP:Iteration 432Q (5937.336635 sec): 3 clusters Score: Raw -8203763.570769 + Penalty 2180.576384 = -8201582.994385 nChanged 3 SP:Iteration 433Q (5937.501029 sec): 3 clusters Score: Raw -8203763.599824 + Penalty 2180.576384 = -8201583.023440 nChanged 3 SP:Iteration 434Q (5937.659011 sec): 3 clusters Score: Raw -8203763.646706 + Penalty 2180.576384 = -8201583.070322 nChanged 4 SP:Iteration 435Q (5937.834247 sec): 3 clusters Score: Raw -8203763.687017 + Penalty 2180.576384 = -8201583.110634 nChanged 5 SP:Iteration 436Q (5937.995165 sec): 3 clusters Score: Raw -8203763.753009 + Penalty 2180.576384 = -8201583.176625 nChanged 5 SP:Iteration 437Q (5938.163340 sec): 3 clusters Score: Raw -8203763.807024 + Penalty 2180.576384 = -8201583.230640 nChanged 4 SP:Iteration 438Q (5938.325720 sec): 3 clusters Score: Raw -8203763.854836 + Penalty 2180.576384 = -8201583.278452 nChanged 6 SP:Iteration 439Q (5938.484588 sec): 3 clusters Score: Raw -8203763.907643 + Penalty 2180.576384 = -8201583.331260 nChanged 8 SP:Iteration 440F (5938.628864 sec): 3 clusters Score: Raw -8203763.979166 + Penalty 2180.576384 = -8201583.402782 nChanged 5 SP:Iteration 441Q (5938.795291 sec): 3 clusters Score: Raw -8203764.041987 + Penalty 2180.576384 = -8201583.465603 nChanged 7 SP:Iteration 442Q (5938.954962 sec): 3 clusters Score: Raw -8203764.111361 + Penalty 2180.576384 = -8201583.534977 nChanged 7 SP:Iteration 443Q (5939.109159 sec): 3 clusters Score: Raw -8203764.161809 + Penalty 2180.576384 = -8201583.585425 nChanged 3 SP:Iteration 444Q (5939.271885 sec): 3 clusters Score: Raw -8203764.181842 + Penalty 2180.576384 = -8201583.605459 nChanged 3 SP:Iteration 445Q (5939.429903 sec): 3 clusters Score: Raw -8203764.212998 + Penalty 2180.576384 = -8201583.636615 nChanged 6 SP:Iteration 446Q (5939.595946 sec): 3 clusters Score: Raw -8203764.284988 + Penalty 2180.576384 = -8201583.708604 nChanged 9 SP:Iteration 447Q (5939.761336 sec): 3 clusters Score: Raw -8203764.372949 + Penalty 2180.576384 = -8201583.796566 nChanged 6 SP:Iteration 448Q (5939.906033 sec): 3 clusters Score: Raw -8203764.463414 + Penalty 2180.576384 = -8201583.887030 nChanged 15 SP:Iteration 449Q (5940.060976 sec): 3 clusters Score: Raw -8203764.687957 + Penalty 2180.576384 = -8201584.111574 nChanged 17 SP:Iteration 450Q (5940.216329 sec): 3 clusters Score: Raw -8203764.961084 + Penalty 2180.576384 = -8201584.384700 nChanged 14 SP:Iteration 451Q (5940.360400 sec): 3 clusters Score: Raw -8203765.132412 + Penalty 2180.576384 = -8201584.556029 nChanged 11 SP:Iteration 452Q (5940.520107 sec): 3 clusters Score: Raw -8203765.288336 + Penalty 2180.576384 = -8201584.711953 nChanged 17 SP:Iteration 453Q (5940.682029 sec): 3 clusters Score: Raw -8203765.546983 + Penalty 2180.576384 = -8201584.970599 nChanged 16 SP:Iteration 454Q (5940.835659 sec): 3 clusters Score: Raw -8203765.711752 + Penalty 2180.576384 = -8201585.135369 nChanged 12 SP:Iteration 455Q (5940.978916 sec): 3 clusters Score: Raw -8203765.816633 + Penalty 2180.576384 = -8201585.240250 nChanged 9 SP:Iteration 456Q (5941.132923 sec): 3 clusters Score: Raw -8203765.889966 + Penalty 2180.576384 = -8201585.313583 nChanged 8 SP:Iteration 457Q (5941.286169 sec): 3 clusters Score: Raw -8203765.960055 + Penalty 2180.576384 = -8201585.383672 nChanged 7 SP:Iteration 458Q (5941.439866 sec): 3 clusters Score: Raw -8203766.097656 + Penalty 2180.576384 = -8201585.521272 nChanged 11 SP:Iteration 459Q (5941.594960 sec): 3 clusters Score: Raw -8203766.224560 + Penalty 2180.576384 = -8201585.648177 nChanged 11 SP:Iteration 460F (5941.753307 sec): 3 clusters Score: Raw -8203766.342343 + Penalty 2180.576384 = -8201585.765959 nChanged 9 SP:Iteration 461Q (5941.896994 sec): 3 clusters Score: Raw -8203766.460088 + Penalty 2180.576384 = -8201585.883705 nChanged 10 SP:Iteration 462Q (5942.067233 sec): 3 clusters Score: Raw -8203766.568818 + Penalty 2180.576384 = -8201585.992434 nChanged 9 SP:Iteration 463Q (5942.223277 sec): 3 clusters Score: Raw -8203766.641836 + Penalty 2180.576384 = -8201586.065453 nChanged 4 SP:Iteration 464Q (5942.391459 sec): 3 clusters Score: Raw -8203766.665764 + Penalty 2180.576384 = -8201586.089381 nChanged 4 SP:Iteration 465Q (5942.565183 sec): 3 clusters Score: Raw -8203766.703490 + Penalty 2180.576384 = -8201586.127106 nChanged 7 SP:Iteration 466Q (5942.730257 sec): 3 clusters Score: Raw -8203766.784615 + Penalty 2180.576384 = -8201586.208231 nChanged 5 SP:Iteration 467Q (5942.874619 sec): 3 clusters Score: Raw -8203766.849396 + Penalty 2180.576384 = -8201586.273012 nChanged 6 SP:Iteration 468Q (5943.043270 sec): 3 clusters Score: Raw -8203766.924650 + Penalty 2180.576384 = -8201586.348266 nChanged 6 SP:Iteration 469Q (5943.202402 sec): 3 clusters Score: Raw -8203766.988011 + Penalty 2180.576384 = -8201586.411628 nChanged 6 SP:Iteration 470Q (5943.371875 sec): 3 clusters Score: Raw -8203767.039028 + Penalty 2180.576384 = -8201586.462645 nChanged 8 SP:Iteration 471Q (5943.542375 sec): 3 clusters Score: Raw -8203767.098963 + Penalty 2180.576384 = -8201586.522580 nChanged 6 SP:Iteration 472Q (5943.700125 sec): 3 clusters Score: Raw -8203767.141555 + Penalty 2180.576384 = -8201586.565171 nChanged 4 SP:Iteration 473Q (5943.872596 sec): 3 clusters Score: Raw -8203767.172830 + Penalty 2180.576384 = -8201586.596446 nChanged 3 SP:Iteration 474Q (5944.030344 sec): 3 clusters Score: Raw -8203767.197479 + Penalty 2180.576384 = -8201586.621096 nChanged 3 SP:Iteration 475Q (5944.199751 sec): 3 clusters Score: Raw -8203767.229015 + Penalty 2180.576384 = -8201586.652631 nChanged 3 SP:Iteration 476Q (5944.351051 sec): 3 clusters Score: Raw -8203767.263584 + Penalty 2180.576384 = -8201586.687200 nChanged 6 SP:Iteration 477Q (5944.517493 sec): 3 clusters Score: Raw -8203767.317868 + Penalty 2180.576384 = -8201586.741485 nChanged 6 SP:Iteration 478Q (5944.690505 sec): 3 clusters Score: Raw -8203767.351982 + Penalty 2180.576384 = -8201586.775598 nChanged 3 SP:Iteration 479Q (5944.848397 sec): 3 clusters Score: Raw -8203767.364707 + Penalty 2180.576384 = -8201586.788324 nChanged 1 SP:Iteration 480F (5945.023183 sec): 3 clusters Score: Raw -8203767.370804 + Penalty 2180.576384 = -8201586.794421 nChanged 0 Trying to split cluster 42 (4062 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5945.047038 sec): 2 clusters Score: Raw -300391.240526 + Penalty 789.395921 = -299601.844605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5945.110081 sec): 3 clusters Score: Raw -298209.964857 + Penalty 1578.791841 = -296631.173016 nChanged 1715 SP:Iteration 1F (5945.159511 sec): 3 clusters Score: Raw -299175.942128 + Penalty 1578.791841 = -297597.150287 nChanged 311 SP:Iteration 2F (5945.212098 sec): 3 clusters Score: Raw -299342.762174 + Penalty 1578.791841 = -297763.970333 nChanged 227 SP:Iteration 3F (5945.261755 sec): 3 clusters Score: Raw -299447.380581 + Penalty 1578.791841 = -297868.588740 nChanged 149 SP:Iteration 4Q (5945.297828 sec): 3 clusters Score: Raw -299545.691389 + Penalty 1578.791841 = -297966.899548 nChanged 168 SP:Iteration 5Q (5945.350502 sec): 3 clusters Score: Raw -299704.383749 + Penalty 1578.791841 = -298125.591908 nChanged 204 SP:Iteration 6F (5945.391378 sec): 3 clusters Score: Raw -299889.578841 + Penalty 1578.791841 = -298310.787000 nChanged 228 SP:Iteration 7F (5945.411828 sec): 3 clusters Score: Raw -300087.168309 + Penalty 1578.791841 = -298508.376468 nChanged 202 SP:Iteration 8Q (5945.426802 sec): 3 clusters Score: Raw -300231.765383 + Penalty 1578.791841 = -298652.973542 nChanged 152 SP:Iteration 9Q (5945.441136 sec): 3 clusters Score: Raw -300326.114490 + Penalty 1578.791841 = -298747.322649 nChanged 123 SP:Iteration 10Q (5945.466652 sec): 3 clusters Score: Raw -300389.735193 + Penalty 1578.791841 = -298810.943352 nChanged 114 SP:Iteration 11Q (5945.481107 sec): 3 clusters Score: Raw -300443.283496 + Penalty 1578.791841 = -298864.491655 nChanged 96 SP:Iteration 12Q (5945.495429 sec): 3 clusters Score: Raw -300489.104260 + Penalty 1578.791841 = -298910.312419 nChanged 99 SP:Iteration 13Q (5945.509651 sec): 3 clusters Score: Raw -300533.127555 + Penalty 1578.791841 = -298954.335714 nChanged 79 SP:Iteration 14Q (5945.556000 sec): 3 clusters Score: Raw -300560.974925 + Penalty 1578.791841 = -298982.183084 nChanged 61 SP:Iteration 15Q (5945.607919 sec): 3 clusters Score: Raw -300584.090373 + Penalty 1578.791841 = -299005.298532 nChanged 57 SP:Iteration 16Q (5945.650716 sec): 3 clusters Score: Raw -300598.318931 + Penalty 1578.791841 = -299019.527090 nChanged 40 SP:Iteration 17Q (5945.705627 sec): 3 clusters Score: Raw -300611.347362 + Penalty 1578.791841 = -299032.555521 nChanged 55 SP:Iteration 18Q (5945.751976 sec): 3 clusters Score: Raw -300629.413927 + Penalty 1578.791841 = -299050.622086 nChanged 54 SP:Iteration 19Q (5945.795207 sec): 3 clusters Score: Raw -300648.290208 + Penalty 1578.791841 = -299069.498367 nChanged 53 SP:Iteration 20F (5945.850386 sec): 3 clusters Score: Raw -300668.681916 + Penalty 1578.791841 = -299089.890075 nChanged 50 SP:Iteration 21Q (5945.901813 sec): 3 clusters Score: Raw -300684.150922 + Penalty 1578.791841 = -299105.359081 nChanged 53 SP:Iteration 22Q (5945.952137 sec): 3 clusters Score: Raw -300701.439304 + Penalty 1578.791841 = -299122.647463 nChanged 64 SP:Iteration 23Q (5946.011869 sec): 3 clusters Score: Raw -300720.995438 + Penalty 1578.791841 = -299142.203597 nChanged 53 SP:Iteration 24Q (5946.059363 sec): 3 clusters Score: Raw -300739.223121 + Penalty 1578.791841 = -299160.431279 nChanged 43 SP:Iteration 25Q (5946.101123 sec): 3 clusters Score: Raw -300750.233021 + Penalty 1578.791841 = -299171.441180 nChanged 39 SP:Iteration 26Q (5946.148059 sec): 3 clusters Score: Raw -300760.549730 + Penalty 1578.791841 = -299181.757889 nChanged 24 SP:Iteration 27Q (5946.203863 sec): 3 clusters Score: Raw -300767.303670 + Penalty 1578.791841 = -299188.511829 nChanged 33 SP:Iteration 28Q (5946.213324 sec): 3 clusters Score: Raw -300776.205752 + Penalty 1578.791841 = -299197.413911 nChanged 39 SP:Iteration 29Q (5946.269720 sec): 3 clusters Score: Raw -300787.979741 + Penalty 1578.791841 = -299209.187900 nChanged 42 SP:Iteration 30Q (5946.319730 sec): 3 clusters Score: Raw -300800.574668 + Penalty 1578.791841 = -299221.782827 nChanged 38 SP:Iteration 31Q (5946.359399 sec): 3 clusters Score: Raw -300810.799744 + Penalty 1578.791841 = -299232.007903 nChanged 25 SP:Iteration 32Q (5946.410722 sec): 3 clusters Score: Raw -300815.299514 + Penalty 1578.791841 = -299236.507673 nChanged 12 SP:Iteration 33Q (5946.458547 sec): 3 clusters Score: Raw -300817.582107 + Penalty 1578.791841 = -299238.790266 nChanged 13 SP:Iteration 34Q (5946.502051 sec): 3 clusters Score: Raw -300820.316338 + Penalty 1578.791841 = -299241.524497 nChanged 14 SP:Iteration 35Q (5946.550452 sec): 3 clusters Score: Raw -300822.465500 + Penalty 1578.791841 = -299243.673659 nChanged 13 SP:Iteration 36Q (5946.598986 sec): 3 clusters Score: Raw -300824.368272 + Penalty 1578.791841 = -299245.576431 nChanged 14 SP:Iteration 37Q (5946.646440 sec): 3 clusters Score: Raw -300827.532856 + Penalty 1578.791841 = -299248.741015 nChanged 15 SP:Iteration 38Q (5946.693940 sec): 3 clusters Score: Raw -300831.905333 + Penalty 1578.791841 = -299253.113492 nChanged 20 SP:Iteration 39Q (5946.742220 sec): 3 clusters Score: Raw -300835.979427 + Penalty 1578.791841 = -299257.187586 nChanged 14 SP:Iteration 40F (5946.793612 sec): 3 clusters Score: Raw -300838.934105 + Penalty 1578.791841 = -299260.142264 nChanged 20 SP:Iteration 41Q (5946.839776 sec): 3 clusters Score: Raw -300843.330944 + Penalty 1578.791841 = -299264.539103 nChanged 16 SP:Iteration 42Q (5946.891712 sec): 3 clusters Score: Raw -300847.956573 + Penalty 1578.791841 = -299269.164732 nChanged 17 SP:Iteration 43Q (5946.941512 sec): 3 clusters Score: Raw -300852.233668 + Penalty 1578.791841 = -299273.441827 nChanged 21 SP:Iteration 44Q (5946.994004 sec): 3 clusters Score: Raw -300857.520500 + Penalty 1578.791841 = -299278.728659 nChanged 23 SP:Iteration 45Q (5947.036799 sec): 3 clusters Score: Raw -300862.800941 + Penalty 1578.791841 = -299284.009100 nChanged 16 SP:Iteration 46Q (5947.088002 sec): 3 clusters Score: Raw -300865.798984 + Penalty 1578.791841 = -299287.007143 nChanged 9 SP:Iteration 47Q (5947.139615 sec): 3 clusters Score: Raw -300868.377273 + Penalty 1578.791841 = -299289.585432 nChanged 16 SP:Iteration 48Q (5947.192070 sec): 3 clusters Score: Raw -300872.547118 + Penalty 1578.791841 = -299293.755277 nChanged 11 SP:Iteration 49Q (5947.244449 sec): 3 clusters Score: Raw -300874.856547 + Penalty 1578.791841 = -299296.064706 nChanged 9 SP:Iteration 50Q (5947.286876 sec): 3 clusters Score: Raw -300876.456211 + Penalty 1578.791841 = -299297.664370 nChanged 7 SP:Iteration 51Q (5947.339117 sec): 3 clusters Score: Raw -300877.578296 + Penalty 1578.791841 = -299298.786455 nChanged 1 SP:Iteration 52Q (5947.390955 sec): 3 clusters Score: Raw -300877.777053 + Penalty 1578.791841 = -299298.985212 nChanged 3 SP:Iteration 53Q (5947.443343 sec): 3 clusters Score: Raw -300878.165130 + Penalty 1578.791841 = -299299.373289 nChanged 0 SP:Iteration 54F (5947.487794 sec): 3 clusters Score: Raw -300878.165130 + Penalty 1578.791841 = -299299.373289 nChanged 0 Trying to split cluster 43 (3754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5947.529771 sec): 2 clusters Score: Raw -329666.451324 + Penalty 781.904836 = -328884.546488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5947.580847 sec): 3 clusters Score: Raw -327653.693607 + Penalty 1563.809671 = -326089.883936 nChanged 1529 SP:Iteration 1F (5947.623490 sec): 3 clusters Score: Raw -328602.042828 + Penalty 1563.809671 = -327038.233157 nChanged 281 SP:Iteration 2F (5947.676878 sec): 3 clusters Score: Raw -328794.431149 + Penalty 1563.809671 = -327230.621478 nChanged 261 SP:Iteration 3F (5947.726820 sec): 3 clusters Score: Raw -328966.994249 + Penalty 1563.809671 = -327403.184578 nChanged 219 SP:Iteration 4F (5947.767962 sec): 3 clusters Score: Raw -329124.030007 + Penalty 1563.809671 = -327560.220336 nChanged 193 SP:Iteration 5F (5947.807513 sec): 3 clusters Score: Raw -329278.186188 + Penalty 1563.809671 = -327714.376516 nChanged 137 SP:Iteration 6Q (5947.856754 sec): 3 clusters Score: Raw -329382.810091 + Penalty 1563.809671 = -327819.000420 nChanged 122 SP:Iteration 7Q (5947.898189 sec): 3 clusters Score: Raw -329477.219671 + Penalty 1563.809671 = -327913.410000 nChanged 92 SP:Iteration 8Q (5947.951690 sec): 3 clusters Score: Raw -329543.760114 + Penalty 1563.809671 = -327979.950442 nChanged 78 SP:Iteration 9Q (5947.974056 sec): 3 clusters Score: Raw -329592.518313 + Penalty 1563.809671 = -328028.708642 nChanged 54 SP:Iteration 10Q (5947.987554 sec): 3 clusters Score: Raw -329621.322083 + Penalty 1563.809671 = -328057.512412 nChanged 47 SP:Iteration 11Q (5948.000853 sec): 3 clusters Score: Raw -329648.163789 + Penalty 1563.809671 = -328084.354118 nChanged 38 SP:Iteration 12Q (5948.014094 sec): 3 clusters Score: Raw -329667.417630 + Penalty 1563.809671 = -328103.607958 nChanged 28 SP:Iteration 13Q (5948.027277 sec): 3 clusters Score: Raw -329682.725091 + Penalty 1563.809671 = -328118.915420 nChanged 17 SP:Iteration 14Q (5948.040557 sec): 3 clusters Score: Raw -329690.553227 + Penalty 1563.809671 = -328126.743556 nChanged 16 SP:Iteration 15Q (5948.054067 sec): 3 clusters Score: Raw -329696.591017 + Penalty 1563.809671 = -328132.781346 nChanged 9 SP:Iteration 16Q (5948.067234 sec): 3 clusters Score: Raw -329700.522854 + Penalty 1563.809671 = -328136.713183 nChanged 10 SP:Iteration 17Q (5948.114932 sec): 3 clusters Score: Raw -329705.346548 + Penalty 1563.809671 = -328141.536877 nChanged 13 SP:Iteration 18Q (5948.160451 sec): 3 clusters Score: Raw -329708.709124 + Penalty 1563.809671 = -328144.899452 nChanged 6 SP:Iteration 19Q (5948.203383 sec): 3 clusters Score: Raw -329711.381580 + Penalty 1563.809671 = -328147.571909 nChanged 4 SP:Iteration 20F (5948.251359 sec): 3 clusters Score: Raw -329713.493329 + Penalty 1563.809671 = -328149.683658 nChanged 6 SP:Iteration 21Q (5948.296961 sec): 3 clusters Score: Raw -329715.508472 + Penalty 1563.809671 = -328151.698801 nChanged 5 SP:Iteration 22Q (5948.348195 sec): 3 clusters Score: Raw -329716.681781 + Penalty 1563.809671 = -328152.872110 nChanged 4 SP:Iteration 23Q (5948.401122 sec): 3 clusters Score: Raw -329717.790383 + Penalty 1563.809671 = -328153.980711 nChanged 3 SP:Iteration 24Q (5948.453859 sec): 3 clusters Score: Raw -329718.372909 + Penalty 1563.809671 = -328154.563237 nChanged 5 SP:Iteration 25Q (5948.506012 sec): 3 clusters Score: Raw -329720.495055 + Penalty 1563.809671 = -328156.685384 nChanged 8 SP:Iteration 26Q (5948.558761 sec): 3 clusters Score: Raw -329724.366945 + Penalty 1563.809671 = -328160.557273 nChanged 5 SP:Iteration 27Q (5948.611355 sec): 3 clusters Score: Raw -329726.317769 + Penalty 1563.809671 = -328162.508098 nChanged 4 SP:Iteration 28Q (5948.659295 sec): 3 clusters Score: Raw -329727.594509 + Penalty 1563.809671 = -328163.784838 nChanged 6 SP:Iteration 29Q (5948.708750 sec): 3 clusters Score: Raw -329730.016510 + Penalty 1563.809671 = -328166.206839 nChanged 6 SP:Iteration 30Q (5948.749714 sec): 3 clusters Score: Raw -329732.240157 + Penalty 1563.809671 = -328168.430486 nChanged 2 SP:Iteration 31Q (5948.801535 sec): 3 clusters Score: Raw -329732.811511 + Penalty 1563.809671 = -328169.001840 nChanged 0 SP:Iteration 32F (5948.850922 sec): 3 clusters Score: Raw -329732.811511 + Penalty 1563.809671 = -328169.001840 nChanged 0 Trying to split cluster 44 (16826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5948.893948 sec): 2 clusters Score: Raw -1502616.368164 + Penalty 924.414656 = -1501691.953508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5948.964898 sec): 3 clusters Score: Raw -1492265.680984 + Penalty 1848.829312 = -1490416.851673 nChanged 7746 SP:Iteration 1F (5949.022148 sec): 3 clusters Score: Raw -1497040.511477 + Penalty 1848.829312 = -1495191.682165 nChanged 1000 SP:Iteration 2F (5949.079121 sec): 3 clusters Score: Raw -1497627.847814 + Penalty 1848.829312 = -1495779.018502 nChanged 1001 SP:Iteration 3F (5949.146408 sec): 3 clusters Score: Raw -1498325.348029 + Penalty 1848.829312 = -1496476.518718 nChanged 1002 SP:Iteration 4F (5949.214979 sec): 3 clusters Score: Raw -1499102.830501 + Penalty 1848.829312 = -1497254.001189 nChanged 956 SP:Iteration 5F (5949.282106 sec): 3 clusters Score: Raw -1499840.971701 + Penalty 1848.829312 = -1497992.142389 nChanged 849 SP:Iteration 6F (5949.351177 sec): 3 clusters Score: Raw -1500487.913693 + Penalty 1848.829312 = -1498639.084381 nChanged 745 SP:Iteration 7Q (5949.419211 sec): 3 clusters Score: Raw -1501084.147791 + Penalty 1848.829312 = -1499235.318479 nChanged 620 SP:Iteration 8Q (5949.487776 sec): 3 clusters Score: Raw -1501556.908149 + Penalty 1848.829312 = -1499708.078837 nChanged 453 SP:Iteration 9Q (5949.554807 sec): 3 clusters Score: Raw -1501884.217336 + Penalty 1848.829312 = -1500035.388024 nChanged 378 SP:Iteration 10Q (5949.620876 sec): 3 clusters Score: Raw -1502127.475641 + Penalty 1848.829312 = -1500278.646330 nChanged 249 SP:Iteration 11Q (5949.687949 sec): 3 clusters Score: Raw -1502269.597560 + Penalty 1848.829312 = -1500420.768248 nChanged 194 SP:Iteration 12Q (5949.746677 sec): 3 clusters Score: Raw -1502366.416496 + Penalty 1848.829312 = -1500517.587185 nChanged 154 SP:Iteration 13Q (5949.812859 sec): 3 clusters Score: Raw -1502438.870992 + Penalty 1848.829312 = -1500590.041680 nChanged 97 SP:Iteration 14Q (5949.875461 sec): 3 clusters Score: Raw -1502480.250098 + Penalty 1848.829312 = -1500631.420786 nChanged 96 SP:Iteration 15Q (5949.940507 sec): 3 clusters Score: Raw -1502524.606244 + Penalty 1848.829312 = -1500675.776932 nChanged 86 SP:Iteration 16Q (5950.006002 sec): 3 clusters Score: Raw -1502559.542905 + Penalty 1848.829312 = -1500710.713593 nChanged 64 SP:Iteration 17Q (5950.070050 sec): 3 clusters Score: Raw -1502586.720991 + Penalty 1848.829312 = -1500737.891679 nChanged 48 SP:Iteration 18Q (5950.135144 sec): 3 clusters Score: Raw -1502607.980599 + Penalty 1848.829312 = -1500759.151287 nChanged 42 SP:Iteration 19Q (5950.192268 sec): 3 clusters Score: Raw -1502627.039807 + Penalty 1848.829312 = -1500778.210496 nChanged 37 SP:Iteration 20F (5950.262898 sec): 3 clusters Score: Raw -1502644.099911 + Penalty 1848.829312 = -1500795.270599 nChanged 32 SP:Iteration 21Q (5950.336265 sec): 3 clusters Score: Raw -1502657.709920 + Penalty 1848.829312 = -1500808.880609 nChanged 31 SP:Iteration 22Q (5950.396649 sec): 3 clusters Score: Raw -1502670.674386 + Penalty 1848.829312 = -1500821.845075 nChanged 24 SP:Iteration 23Q (5950.457394 sec): 3 clusters Score: Raw -1502682.928433 + Penalty 1848.829312 = -1500834.099122 nChanged 23 SP:Iteration 24Q (5950.519739 sec): 3 clusters Score: Raw -1502699.310916 + Penalty 1848.829312 = -1500850.481604 nChanged 27 SP:Iteration 25Q (5950.583611 sec): 3 clusters Score: Raw -1502714.603485 + Penalty 1848.829312 = -1500865.774173 nChanged 18 SP:Iteration 26Q (5950.642523 sec): 3 clusters Score: Raw -1502722.803164 + Penalty 1848.829312 = -1500873.973852 nChanged 14 SP:Iteration 27Q (5950.698707 sec): 3 clusters Score: Raw -1502729.338940 + Penalty 1848.829312 = -1500880.509628 nChanged 12 SP:Iteration 28Q (5950.763824 sec): 3 clusters Score: Raw -1502734.193679 + Penalty 1848.829312 = -1500885.364367 nChanged 14 SP:Iteration 29Q (5950.822506 sec): 3 clusters Score: Raw -1502743.861606 + Penalty 1848.829312 = -1500895.032294 nChanged 14 SP:Iteration 30Q (5950.891004 sec): 3 clusters Score: Raw -1502752.482660 + Penalty 1848.829312 = -1500903.653348 nChanged 14 SP:Iteration 31Q (5950.946292 sec): 3 clusters Score: Raw -1502758.586340 + Penalty 1848.829312 = -1500909.757028 nChanged 8 SP:Iteration 32Q (5951.011687 sec): 3 clusters Score: Raw -1502763.293699 + Penalty 1848.829312 = -1500914.464387 nChanged 9 SP:Iteration 33Q (5951.078440 sec): 3 clusters Score: Raw -1502770.476011 + Penalty 1848.829312 = -1500921.646699 nChanged 14 SP:Iteration 34Q (5951.138982 sec): 3 clusters Score: Raw -1502777.742723 + Penalty 1848.829312 = -1500928.913411 nChanged 11 SP:Iteration 35Q (5951.205399 sec): 3 clusters Score: Raw -1502784.973633 + Penalty 1848.829312 = -1500936.144321 nChanged 5 SP:Iteration 36Q (5951.271969 sec): 3 clusters Score: Raw -1502787.554640 + Penalty 1848.829312 = -1500938.725328 nChanged 3 SP:Iteration 37Q (5951.338580 sec): 3 clusters Score: Raw -1502788.760476 + Penalty 1848.829312 = -1500939.931165 nChanged 4 SP:Iteration 38Q (5951.408036 sec): 3 clusters Score: Raw -1502790.206809 + Penalty 1848.829312 = -1500941.377497 nChanged 4 SP:Iteration 39Q (5951.467926 sec): 3 clusters Score: Raw -1502791.901314 + Penalty 1848.829312 = -1500943.072003 nChanged 3 SP:Iteration 40F (5951.537845 sec): 3 clusters Score: Raw -1502792.819834 + Penalty 1848.829312 = -1500943.990522 nChanged 2 SP:Iteration 41Q (5951.603127 sec): 3 clusters Score: Raw -1502793.050459 + Penalty 1848.829312 = -1500944.221147 nChanged 1 SP:Iteration 42Q (5951.674725 sec): 3 clusters Score: Raw -1502793.109824 + Penalty 1848.829312 = -1500944.280512 nChanged 0 SP:Iteration 43F (5951.744596 sec): 3 clusters Score: Raw -1502793.109824 + Penalty 1848.829312 = -1500944.280512 nChanged 0 Trying to split cluster 45 (1597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5951.773050 sec): 2 clusters Score: Raw -117242.884908 + Penalty 700.708804 = -116542.176104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5951.813161 sec): 3 clusters Score: Raw -116481.917587 + Penalty 1401.417608 = -115080.499978 nChanged 593 SP:Iteration 1F (5951.862510 sec): 3 clusters Score: Raw -116899.654189 + Penalty 1401.417608 = -115498.236581 nChanged 164 SP:Iteration 2F (5951.911434 sec): 3 clusters Score: Raw -117052.196407 + Penalty 1401.417608 = -115650.778798 nChanged 117 SP:Iteration 3F (5951.962341 sec): 3 clusters Score: Raw -117182.431625 + Penalty 1401.417608 = -115781.014017 nChanged 111 SP:Iteration 4F (5952.011001 sec): 3 clusters Score: Raw -117324.798233 + Penalty 1401.417608 = -115923.380624 nChanged 102 SP:Iteration 5F (5952.052412 sec): 3 clusters Score: Raw -117471.357222 + Penalty 1401.417608 = -116069.939614 nChanged 92 SP:Iteration 6F (5952.101291 sec): 3 clusters Score: Raw -117578.238794 + Penalty 1401.417608 = -116176.821186 nChanged 72 SP:Iteration 7Q (5952.136845 sec): 3 clusters Score: Raw -117653.185545 + Penalty 1401.417608 = -116251.767937 nChanged 47 SP:Iteration 8Q (5952.188441 sec): 3 clusters Score: Raw -117687.185695 + Penalty 1401.417608 = -116285.768087 nChanged 33 SP:Iteration 9Q (5952.229687 sec): 3 clusters Score: Raw -117710.405951 + Penalty 1401.417608 = -116308.988343 nChanged 18 SP:Iteration 10Q (5952.267863 sec): 3 clusters Score: Raw -117722.094976 + Penalty 1401.417608 = -116320.677368 nChanged 23 SP:Iteration 11Q (5952.305271 sec): 3 clusters Score: Raw -117732.860794 + Penalty 1401.417608 = -116331.443186 nChanged 16 SP:Iteration 12Q (5952.347000 sec): 3 clusters Score: Raw -117739.552819 + Penalty 1401.417608 = -116338.135211 nChanged 8 SP:Iteration 13Q (5952.396457 sec): 3 clusters Score: Raw -117742.997227 + Penalty 1401.417608 = -116341.579619 nChanged 5 SP:Iteration 14Q (5952.444498 sec): 3 clusters Score: Raw -117746.023318 + Penalty 1401.417608 = -116344.605710 nChanged 3 SP:Iteration 15Q (5952.491296 sec): 3 clusters Score: Raw -117747.021325 + Penalty 1401.417608 = -116345.603717 nChanged 0 SP:Iteration 16F (5952.549984 sec): 3 clusters Score: Raw -117747.021325 + Penalty 1401.417608 = -116345.603717 nChanged 0 Time taken for this iteration:5948.047118 seconds. 20->46 Clusters: Score -69526807.036638, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 841747 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 17 (1279 points): Lose 107.077248 but Gain 1296.107303 Iteration 0F (5960.869841 sec): 20 clusters Score: Raw -65015982.768139 + Penalty 24626.038765 = -64991356.729374 nChanged 798997 Deleting Class 1 (874 points): Lose 990.338631 but Gain 1296.107303 Iteration 1F (5968.598385 sec): 19 clusters Score: Raw -67844416.581269 + Penalty 23329.931462 = -67821086.649807 nChanged 295478 Iteration 2F (5975.878319 sec): 19 clusters Score: Raw -68435316.326218 + Penalty 23329.931462 = -68411986.394756 nChanged 152079 Iteration 3F (5983.235009 sec): 19 clusters Score: Raw -68663252.571390 + Penalty 23329.931462 = -68639922.639928 nChanged 82088 Iteration 4F (5990.450958 sec): 19 clusters Score: Raw -68767930.588829 + Penalty 23329.931462 = -68744600.657367 nChanged 51828 Iteration 5F (5997.779112 sec): 19 clusters Score: Raw -68822657.407483 + Penalty 23329.931462 = -68799327.476021 nChanged 38839 Iteration 6Q (6002.553229 sec): 19 clusters Score: Raw -68858408.056083 + Penalty 23329.931462 = -68835078.124621 nChanged 31183 Iteration 7Q (6007.375532 sec): 19 clusters Score: Raw -68885371.445279 + Penalty 23329.931462 = -68862041.513817 nChanged 25865 Iteration 8Q (6011.848984 sec): 19 clusters Score: Raw -68906801.361052 + Penalty 23329.931462 = -68883471.429590 nChanged 22506 Iteration 9Q (6016.505682 sec): 19 clusters Score: Raw -68922398.416855 + Penalty 23329.931462 = -68899068.485393 nChanged 19197 Iteration 10Q (6020.747404 sec): 19 clusters Score: Raw -68933795.695335 + Penalty 23329.931462 = -68910465.763873 nChanged 16682 Iteration 11Q (6025.321745 sec): 19 clusters Score: Raw -68942005.589985 + Penalty 23329.931462 = -68918675.658524 nChanged 14713 Iteration 12Q (6029.682339 sec): 19 clusters Score: Raw -68948515.384748 + Penalty 23329.931462 = -68925185.453286 nChanged 13572 Iteration 13Q (6033.934530 sec): 19 clusters Score: Raw -68954189.917522 + Penalty 23329.931462 = -68930859.986060 nChanged 12715 Iteration 14Q (6038.297539 sec): 19 clusters Score: Raw -68959065.471043 + Penalty 23329.931462 = -68935735.539582 nChanged 11814 Iteration 15Q (6042.632694 sec): 19 clusters Score: Raw -68963098.264227 + Penalty 23329.931462 = -68939768.332765 nChanged 11188 Iteration 16Q (6047.250195 sec): 19 clusters Score: Raw -68966642.744250 + Penalty 23329.931462 = -68943312.812788 nChanged 10619 Iteration 17Q (6051.558185 sec): 19 clusters Score: Raw -68969836.657653 + Penalty 23329.931462 = -68946506.726191 nChanged 10192 Iteration 18Q (6056.092740 sec): 19 clusters Score: Raw -68972887.658858 + Penalty 23329.931462 = -68949557.727396 nChanged 9775 Iteration 19Q (6060.253460 sec): 19 clusters Score: Raw -68976059.833436 + Penalty 23329.931462 = -68952729.901974 nChanged 9574 Writing temp clu file Because OldScore, -68949557.727396, is greater than current (better) Score,-68952729.901974 Compute initial score before splitting: Score: Raw -68976059.833436 + Penalty 23329.931462 = -68952729.901974 Trying to split cluster 2 (5261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6060.530231 sec): 2 clusters Score: Raw -436564.265726 + Penalty 813.967258 = -435750.298468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6060.584783 sec): 3 clusters Score: Raw -433671.589649 + Penalty 1627.934516 = -432043.655132 nChanged 2200 SP:Iteration 1F (6060.639778 sec): 3 clusters Score: Raw -435577.948766 + Penalty 1627.934516 = -433950.014249 nChanged 718 SP:Iteration 2F (6060.683812 sec): 3 clusters Score: Raw -438994.671023 + Penalty 1627.934516 = -437366.736507 nChanged 898 SP:Iteration 3F (6060.738426 sec): 3 clusters Score: Raw -441273.511883 + Penalty 1627.934516 = -439645.577367 nChanged 468 SP:Iteration 4F (6060.793375 sec): 3 clusters Score: Raw -442003.837859 + Penalty 1627.934516 = -440375.903342 nChanged 156 SP:Iteration 5Q (6060.847308 sec): 3 clusters Score: Raw -442278.971496 + Penalty 1627.934516 = -440651.036980 nChanged 89 SP:Iteration 6Q (6060.899720 sec): 3 clusters Score: Raw -442401.955847 + Penalty 1627.934516 = -440774.021331 nChanged 49 SP:Iteration 7Q (6060.952910 sec): 3 clusters Score: Raw -442455.124723 + Penalty 1627.934516 = -440827.190207 nChanged 34 SP:Iteration 8Q (6061.006897 sec): 3 clusters Score: Raw -442493.086410 + Penalty 1627.934516 = -440865.151894 nChanged 32 SP:Iteration 9Q (6061.059477 sec): 3 clusters Score: Raw -442524.731550 + Penalty 1627.934516 = -440896.797034 nChanged 30 SP:Iteration 10Q (6061.122363 sec): 3 clusters Score: Raw -442553.049527 + Penalty 1627.934516 = -440925.115010 nChanged 27 SP:Iteration 11Q (6061.167150 sec): 3 clusters Score: Raw -442587.830878 + Penalty 1627.934516 = -440959.896362 nChanged 29 SP:Iteration 12Q (6061.218721 sec): 3 clusters Score: Raw -442609.670158 + Penalty 1627.934516 = -440981.735642 nChanged 19 SP:Iteration 13Q (6061.268973 sec): 3 clusters Score: Raw -442621.584825 + Penalty 1627.934516 = -440993.650309 nChanged 16 SP:Iteration 14Q (6061.322136 sec): 3 clusters Score: Raw -442627.087587 + Penalty 1627.934516 = -440999.153071 nChanged 7 SP:Iteration 15Q (6061.374212 sec): 3 clusters Score: Raw -442630.006948 + Penalty 1627.934516 = -441002.072431 nChanged 13 SP:Iteration 16Q (6061.426303 sec): 3 clusters Score: Raw -442635.448966 + Penalty 1627.934516 = -441007.514449 nChanged 7 SP:Iteration 17Q (6061.472131 sec): 3 clusters Score: Raw -442638.567321 + Penalty 1627.934516 = -441010.632804 nChanged 7 SP:Iteration 18Q (6061.535139 sec): 3 clusters Score: Raw -442641.450394 + Penalty 1627.934516 = -441013.515877 nChanged 7 SP:Iteration 19Q (6061.579074 sec): 3 clusters Score: Raw -442643.863358 + Penalty 1627.934516 = -441015.928842 nChanged 7 SP:Iteration 20F (6061.635103 sec): 3 clusters Score: Raw -442646.489453 + Penalty 1627.934516 = -441018.554937 nChanged 4 SP:Iteration 21Q (6061.698725 sec): 3 clusters Score: Raw -442647.617943 + Penalty 1627.934516 = -441019.683427 nChanged 2 SP:Iteration 22Q (6061.751843 sec): 3 clusters Score: Raw -442648.105417 + Penalty 1627.934516 = -441020.170901 nChanged 3 SP:Iteration 23Q (6061.799271 sec): 3 clusters Score: Raw -442648.737846 + Penalty 1627.934516 = -441020.803329 nChanged 2 SP:Iteration 24Q (6061.848965 sec): 3 clusters Score: Raw -442649.176008 + Penalty 1627.934516 = -441021.241492 nChanged 0 SP:Iteration 25F (6061.896745 sec): 3 clusters Score: Raw -442649.176008 + Penalty 1627.934516 = -441021.241492 nChanged 0 Score: Raw -68983645.679932 + Penalty 24626.038765 = -68959019.641166 Splitting cluster 2 changes total score from -68952729.901974 to -68959019.641166 So it's getting split into cluster 1. Trying to split cluster 3 (18615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6069.479148 sec): 2 clusters Score: Raw -1542976.239830 + Penalty 934.013684 = -1542042.226146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6069.514446 sec): 3 clusters Score: Raw -1531494.015559 + Penalty 1868.027367 = -1529625.988192 nChanged 8532 SP:Iteration 1F (6069.549511 sec): 3 clusters Score: Raw -1536748.404006 + Penalty 1868.027367 = -1534880.376639 nChanged 1429 SP:Iteration 2F (6069.631480 sec): 3 clusters Score: Raw -1537795.058876 + Penalty 1868.027367 = -1535927.031508 nChanged 1527 SP:Iteration 3F (6069.703824 sec): 3 clusters Score: Raw -1539187.526456 + Penalty 1868.027367 = -1537319.499089 nChanged 1545 SP:Iteration 4F (6069.767919 sec): 3 clusters Score: Raw -1541031.256092 + Penalty 1868.027367 = -1539163.228724 nChanged 1598 SP:Iteration 5F (6069.840073 sec): 3 clusters Score: Raw -1544145.637991 + Penalty 1868.027367 = -1542277.610624 nChanged 1619 SP:Iteration 6F (6069.908120 sec): 3 clusters Score: Raw -1551464.916175 + Penalty 1868.027367 = -1549596.888808 nChanged 1911 SP:Iteration 7F (6069.972708 sec): 3 clusters Score: Raw -1556550.446565 + Penalty 1868.027367 = -1554682.419197 nChanged 871 SP:Iteration 8Q (6070.040120 sec): 3 clusters Score: Raw -1557347.298671 + Penalty 1868.027367 = -1555479.271304 nChanged 448 SP:Iteration 9Q (6070.098922 sec): 3 clusters Score: Raw -1557615.862831 + Penalty 1868.027367 = -1555747.835464 nChanged 393 SP:Iteration 10Q (6070.176382 sec): 3 clusters Score: Raw -1557898.576278 + Penalty 1868.027367 = -1556030.548911 nChanged 390 SP:Iteration 11Q (6070.239407 sec): 3 clusters Score: Raw -1558244.184426 + Penalty 1868.027367 = -1556376.157059 nChanged 370 SP:Iteration 12Q (6070.268362 sec): 3 clusters Score: Raw -1558789.282510 + Penalty 1868.027367 = -1556921.255143 nChanged 414 SP:Iteration 13Q (6070.345431 sec): 3 clusters Score: Raw -1560211.032397 + Penalty 1868.027367 = -1558343.005029 nChanged 298 SP:Iteration 14Q (6070.411350 sec): 3 clusters Score: Raw -1562568.850669 + Penalty 1868.027367 = -1560700.823301 nChanged 33 SP:Iteration 15Q (6070.476059 sec): 3 clusters Score: Raw -1563706.910530 + Penalty 1868.027367 = -1561838.883162 nChanged 4 SP:Iteration 16Q (6070.534694 sec): 3 clusters Score: Raw -1563856.192463 + Penalty 1868.027367 = -1561988.165095 nChanged 0 SP:Iteration 17F (6070.602510 sec): 3 clusters Score: Raw -1563856.192463 + Penalty 1868.027367 = -1561988.165095 nChanged 0 Score: Raw -69004525.632565 + Penalty 25922.146069 = -68978603.486496 Splitting cluster 3 changes total score from -68952729.901974 to -68978603.486496 So it's getting split into cluster 17. Trying to split cluster 4 (88431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6078.625014 sec): 2 clusters Score: Raw -7347304.314107 + Penalty 1082.047897 = -7346222.266210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6078.776440 sec): 3 clusters Score: Raw -7289217.107375 + Penalty 2164.095795 = -7287053.011580 nChanged 42568 SP:Iteration 1F (6078.926840 sec): 3 clusters Score: Raw -7316090.293616 + Penalty 2164.095795 = -7313926.197822 nChanged 5890 SP:Iteration 2F (6079.082989 sec): 3 clusters Score: Raw -7320105.698481 + Penalty 2164.095795 = -7317941.602687 nChanged 7485 SP:Iteration 3F (6079.240844 sec): 3 clusters Score: Raw -7326765.132279 + Penalty 2164.095795 = -7324601.036485 nChanged 8457 SP:Iteration 4F (6079.403818 sec): 3 clusters Score: Raw -7335121.993521 + Penalty 2164.095795 = -7332957.897726 nChanged 7567 SP:Iteration 5F (6079.568188 sec): 3 clusters Score: Raw -7342374.618268 + Penalty 2164.095795 = -7340210.522474 nChanged 5483 SP:Iteration 6F (6079.717886 sec): 3 clusters Score: Raw -7346948.626562 + Penalty 2164.095795 = -7344784.530768 nChanged 3342 SP:Iteration 7Q (6079.898324 sec): 3 clusters Score: Raw -7348850.490016 + Penalty 2164.095795 = -7346686.394221 nChanged 1879 SP:Iteration 8Q (6080.051119 sec): 3 clusters Score: Raw -7349455.280648 + Penalty 2164.095795 = -7347291.184853 nChanged 1050 SP:Iteration 9Q (6080.180126 sec): 3 clusters Score: Raw -7349664.365526 + Penalty 2164.095795 = -7347500.269732 nChanged 664 SP:Iteration 10Q (6080.310774 sec): 3 clusters Score: Raw -7349752.763393 + Penalty 2164.095795 = -7347588.667598 nChanged 451 SP:Iteration 11Q (6080.454452 sec): 3 clusters Score: Raw -7349796.906314 + Penalty 2164.095795 = -7347632.810519 nChanged 299 SP:Iteration 12Q (6080.586659 sec): 3 clusters Score: Raw -7349816.195371 + Penalty 2164.095795 = -7347652.099576 nChanged 195 SP:Iteration 13Q (6080.765219 sec): 3 clusters Score: Raw -7349825.802763 + Penalty 2164.095795 = -7347661.706968 nChanged 150 SP:Iteration 14Q (6080.927866 sec): 3 clusters Score: Raw -7349831.883309 + Penalty 2164.095795 = -7347667.787514 nChanged 96 SP:Iteration 15Q (6081.088573 sec): 3 clusters Score: Raw -7349834.594463 + Penalty 2164.095795 = -7347670.498668 nChanged 65 SP:Iteration 16Q (6081.236762 sec): 3 clusters Score: Raw -7349836.217345 + Penalty 2164.095795 = -7347672.121550 nChanged 49 SP:Iteration 17Q (6081.402390 sec): 3 clusters Score: Raw -7349837.088339 + Penalty 2164.095795 = -7347672.992545 nChanged 34 SP:Iteration 18Q (6081.561239 sec): 3 clusters Score: Raw -7349837.662170 + Penalty 2164.095795 = -7347673.566375 nChanged 30 SP:Iteration 19Q (6081.722316 sec): 3 clusters Score: Raw -7349838.104470 + Penalty 2164.095795 = -7347674.008675 nChanged 24 SP:Iteration 20F (6081.879255 sec): 3 clusters Score: Raw -7349838.466619 + Penalty 2164.095795 = -7347674.370824 nChanged 22 SP:Iteration 21Q (6082.046728 sec): 3 clusters Score: Raw -7349838.725766 + Penalty 2164.095795 = -7347674.629971 nChanged 18 SP:Iteration 22Q (6082.202715 sec): 3 clusters Score: Raw -7349838.914724 + Penalty 2164.095795 = -7347674.818930 nChanged 14 SP:Iteration 23Q (6082.378383 sec): 3 clusters Score: Raw -7349839.083472 + Penalty 2164.095795 = -7347674.987678 nChanged 14 SP:Iteration 24Q (6082.546116 sec): 3 clusters Score: Raw -7349839.217189 + Penalty 2164.095795 = -7347675.121395 nChanged 11 SP:Iteration 25Q (6082.714433 sec): 3 clusters Score: Raw -7349839.335917 + Penalty 2164.095795 = -7347675.240123 nChanged 8 SP:Iteration 26Q (6082.873561 sec): 3 clusters Score: Raw -7349839.392095 + Penalty 2164.095795 = -7347675.296300 nChanged 5 SP:Iteration 27Q (6083.041737 sec): 3 clusters Score: Raw -7349839.422258 + Penalty 2164.095795 = -7347675.326464 nChanged 3 SP:Iteration 28Q (6083.206648 sec): 3 clusters Score: Raw -7349839.486269 + Penalty 2164.095795 = -7347675.390475 nChanged 2 SP:Iteration 29Q (6083.367629 sec): 3 clusters Score: Raw -7349839.496293 + Penalty 2164.095795 = -7347675.400498 nChanged 1 SP:Iteration 30Q (6083.530501 sec): 3 clusters Score: Raw -7349839.500020 + Penalty 2164.095795 = -7347675.404226 nChanged 1 SP:Iteration 31Q (6083.686414 sec): 3 clusters Score: Raw -7349839.505995 + Penalty 2164.095795 = -7347675.410201 nChanged 3 SP:Iteration 32Q (6083.838070 sec): 3 clusters Score: Raw -7349839.531652 + Penalty 2164.095795 = -7347675.435858 nChanged 5 SP:Iteration 33Q (6083.997253 sec): 3 clusters Score: Raw -7349839.564692 + Penalty 2164.095795 = -7347675.468897 nChanged 2 SP:Iteration 34Q (6084.160405 sec): 3 clusters Score: Raw -7349839.590519 + Penalty 2164.095795 = -7347675.494724 nChanged 2 SP:Iteration 35Q (6084.318381 sec): 3 clusters Score: Raw -7349839.626025 + Penalty 2164.095795 = -7347675.530231 nChanged 3 SP:Iteration 36Q (6084.474300 sec): 3 clusters Score: Raw -7349839.648608 + Penalty 2164.095795 = -7347675.552813 nChanged 5 SP:Iteration 37Q (6084.620877 sec): 3 clusters Score: Raw -7349839.713307 + Penalty 2164.095795 = -7347675.617513 nChanged 3 SP:Iteration 38Q (6084.767208 sec): 3 clusters Score: Raw -7349839.731985 + Penalty 2164.095795 = -7347675.636191 nChanged 3 SP:Iteration 39Q (6084.922556 sec): 3 clusters Score: Raw -7349839.763154 + Penalty 2164.095795 = -7347675.667360 nChanged 4 SP:Iteration 40F (6085.062479 sec): 3 clusters Score: Raw -7349839.795835 + Penalty 2164.095795 = -7347675.700040 nChanged 3 SP:Iteration 41Q (6085.212388 sec): 3 clusters Score: Raw -7349839.839049 + Penalty 2164.095795 = -7347675.743254 nChanged 2 SP:Iteration 42Q (6085.357550 sec): 3 clusters Score: Raw -7349839.847803 + Penalty 2164.095795 = -7347675.752009 nChanged 1 SP:Iteration 43Q (6085.502636 sec): 3 clusters Score: Raw -7349839.853441 + Penalty 2164.095795 = -7347675.757646 nChanged 0 SP:Iteration 44F (6085.662216 sec): 3 clusters Score: Raw -7349839.853441 + Penalty 2164.095795 = -7347675.757646 nChanged 0 Score: Raw -69007061.171898 + Penalty 27218.253372 = -68979842.918526 Splitting cluster 4 changes total score from -68952729.901974 to -68979842.918526 So it's getting split into cluster 21. Trying to split cluster 5 (37445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6094.007841 sec): 2 clusters Score: Raw -3163205.127414 + Penalty 1000.409705 = -3162204.717710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6094.104651 sec): 3 clusters Score: Raw -3139178.303415 + Penalty 2000.819409 = -3137177.484006 nChanged 17752 SP:Iteration 1F (6094.202186 sec): 3 clusters Score: Raw -3149567.357331 + Penalty 2000.819409 = -3147566.537922 nChanged 1961 SP:Iteration 2F (6094.290084 sec): 3 clusters Score: Raw -3151069.895583 + Penalty 2000.819409 = -3149069.076174 nChanged 2610 SP:Iteration 3F (6094.381806 sec): 3 clusters Score: Raw -3155144.339019 + Penalty 2000.819409 = -3153143.519610 nChanged 3283 SP:Iteration 4F (6094.476407 sec): 3 clusters Score: Raw -3161449.801234 + Penalty 2000.819409 = -3159448.981825 nChanged 3820 SP:Iteration 5F (6094.565159 sec): 3 clusters Score: Raw -3166450.025611 + Penalty 2000.819409 = -3164449.206202 nChanged 3409 SP:Iteration 6F (6094.652465 sec): 3 clusters Score: Raw -3169459.660176 + Penalty 2000.819409 = -3167458.840766 nChanged 2509 SP:Iteration 7F (6094.736914 sec): 3 clusters Score: Raw -3171310.850512 + Penalty 2000.819409 = -3169310.031103 nChanged 1912 SP:Iteration 8F (6094.834144 sec): 3 clusters Score: Raw -3172672.609673 + Penalty 2000.819409 = -3170671.790264 nChanged 1507 SP:Iteration 9Q (6094.929450 sec): 3 clusters Score: Raw -3173692.164786 + Penalty 2000.819409 = -3171691.345377 nChanged 1156 SP:Iteration 10Q (6095.012189 sec): 3 clusters Score: Raw -3174299.842820 + Penalty 2000.819409 = -3172299.023411 nChanged 858 SP:Iteration 11Q (6095.103437 sec): 3 clusters Score: Raw -3174641.164940 + Penalty 2000.819409 = -3172640.345531 nChanged 641 SP:Iteration 12Q (6095.194455 sec): 3 clusters Score: Raw -3174854.816853 + Penalty 2000.819409 = -3172853.997444 nChanged 540 SP:Iteration 13Q (6095.283518 sec): 3 clusters Score: Raw -3175019.149561 + Penalty 2000.819409 = -3173018.330152 nChanged 452 SP:Iteration 14Q (6095.374893 sec): 3 clusters Score: Raw -3175147.948017 + Penalty 2000.819409 = -3173147.128608 nChanged 426 SP:Iteration 15Q (6095.468361 sec): 3 clusters Score: Raw -3175258.623939 + Penalty 2000.819409 = -3173257.804530 nChanged 370 SP:Iteration 16Q (6095.554500 sec): 3 clusters Score: Raw -3175347.654522 + Penalty 2000.819409 = -3173346.835113 nChanged 362 SP:Iteration 17Q (6095.638944 sec): 3 clusters Score: Raw -3175437.571443 + Penalty 2000.819409 = -3173436.752034 nChanged 382 SP:Iteration 18Q (6095.729178 sec): 3 clusters Score: Raw -3175534.563633 + Penalty 2000.819409 = -3173533.744224 nChanged 379 SP:Iteration 19Q (6095.819106 sec): 3 clusters Score: Raw -3175636.537239 + Penalty 2000.819409 = -3173635.717830 nChanged 357 SP:Iteration 20F (6095.899200 sec): 3 clusters Score: Raw -3175736.913249 + Penalty 2000.819409 = -3173736.093840 nChanged 352 SP:Iteration 21Q (6095.978835 sec): 3 clusters Score: Raw -3175837.930622 + Penalty 2000.819409 = -3173837.111213 nChanged 323 SP:Iteration 22Q (6096.068242 sec): 3 clusters Score: Raw -3175932.520668 + Penalty 2000.819409 = -3173931.701259 nChanged 337 SP:Iteration 23Q (6096.156425 sec): 3 clusters Score: Raw -3176036.205681 + Penalty 2000.819409 = -3174035.386272 nChanged 327 SP:Iteration 24Q (6096.240035 sec): 3 clusters Score: Raw -3176140.490233 + Penalty 2000.819409 = -3174139.670824 nChanged 286 SP:Iteration 25Q (6096.326324 sec): 3 clusters Score: Raw -3176235.406656 + Penalty 2000.819409 = -3174234.587247 nChanged 264 SP:Iteration 26Q (6096.417997 sec): 3 clusters Score: Raw -3176317.077993 + Penalty 2000.819409 = -3174316.258584 nChanged 241 SP:Iteration 27Q (6096.512046 sec): 3 clusters Score: Raw -3176386.237401 + Penalty 2000.819409 = -3174385.417992 nChanged 208 SP:Iteration 28Q (6096.597741 sec): 3 clusters Score: Raw -3176448.571667 + Penalty 2000.819409 = -3174447.752258 nChanged 175 SP:Iteration 29Q (6096.652979 sec): 3 clusters Score: Raw -3176495.133263 + Penalty 2000.819409 = -3174494.313854 nChanged 168 SP:Iteration 30Q (6096.708578 sec): 3 clusters Score: Raw -3176538.571355 + Penalty 2000.819409 = -3174537.751946 nChanged 130 SP:Iteration 31Q (6096.802662 sec): 3 clusters Score: Raw -3176568.381866 + Penalty 2000.819409 = -3174567.562457 nChanged 121 SP:Iteration 32Q (6096.900821 sec): 3 clusters Score: Raw -3176600.522843 + Penalty 2000.819409 = -3174599.703433 nChanged 122 SP:Iteration 33Q (6096.993045 sec): 3 clusters Score: Raw -3176635.115359 + Penalty 2000.819409 = -3174634.295950 nChanged 113 SP:Iteration 34Q (6097.084355 sec): 3 clusters Score: Raw -3176662.011215 + Penalty 2000.819409 = -3174661.191806 nChanged 95 SP:Iteration 35Q (6097.172600 sec): 3 clusters Score: Raw -3176683.209690 + Penalty 2000.819409 = -3174682.390281 nChanged 83 SP:Iteration 36Q (6097.268932 sec): 3 clusters Score: Raw -3176700.675246 + Penalty 2000.819409 = -3174699.855837 nChanged 79 SP:Iteration 37Q (6097.360378 sec): 3 clusters Score: Raw -3176718.701563 + Penalty 2000.819409 = -3174717.882154 nChanged 79 SP:Iteration 38Q (6097.453394 sec): 3 clusters Score: Raw -3176738.015937 + Penalty 2000.819409 = -3174737.196528 nChanged 78 SP:Iteration 39Q (6097.546064 sec): 3 clusters Score: Raw -3176752.363839 + Penalty 2000.819409 = -3174751.544430 nChanged 63 SP:Iteration 40F (6097.630819 sec): 3 clusters Score: Raw -3176763.765976 + Penalty 2000.819409 = -3174762.946567 nChanged 45 SP:Iteration 41Q (6097.721594 sec): 3 clusters Score: Raw -3176771.307973 + Penalty 2000.819409 = -3174770.488564 nChanged 36 SP:Iteration 42Q (6097.809360 sec): 3 clusters Score: Raw -3176776.227822 + Penalty 2000.819409 = -3174775.408413 nChanged 35 SP:Iteration 43Q (6097.898879 sec): 3 clusters Score: Raw -3176780.744522 + Penalty 2000.819409 = -3174779.925113 nChanged 37 SP:Iteration 44Q (6097.991973 sec): 3 clusters Score: Raw -3176785.902768 + Penalty 2000.819409 = -3174785.083359 nChanged 40 SP:Iteration 45Q (6098.072267 sec): 3 clusters Score: Raw -3176792.179272 + Penalty 2000.819409 = -3174791.359863 nChanged 34 SP:Iteration 46Q (6098.137918 sec): 3 clusters Score: Raw -3176795.978791 + Penalty 2000.819409 = -3174795.159382 nChanged 20 SP:Iteration 47Q (6098.226223 sec): 3 clusters Score: Raw -3176797.559584 + Penalty 2000.819409 = -3174796.740175 nChanged 16 SP:Iteration 48Q (6098.315525 sec): 3 clusters Score: Raw -3176798.660587 + Penalty 2000.819409 = -3174797.841178 nChanged 15 SP:Iteration 49Q (6098.412343 sec): 3 clusters Score: Raw -3176799.627409 + Penalty 2000.819409 = -3174798.808000 nChanged 13 SP:Iteration 50Q (6098.502203 sec): 3 clusters Score: Raw -3176800.674031 + Penalty 2000.819409 = -3174799.854622 nChanged 16 SP:Iteration 51Q (6098.595752 sec): 3 clusters Score: Raw -3176802.084602 + Penalty 2000.819409 = -3174801.265193 nChanged 19 SP:Iteration 52Q (6098.688992 sec): 3 clusters Score: Raw -3176804.372181 + Penalty 2000.819409 = -3174803.552772 nChanged 17 SP:Iteration 53Q (6098.783362 sec): 3 clusters Score: Raw -3176806.153694 + Penalty 2000.819409 = -3174805.334285 nChanged 16 SP:Iteration 54Q (6098.872446 sec): 3 clusters Score: Raw -3176807.419274 + Penalty 2000.819409 = -3174806.599865 nChanged 14 SP:Iteration 55Q (6098.963273 sec): 3 clusters Score: Raw -3176808.664285 + Penalty 2000.819409 = -3174807.844876 nChanged 9 SP:Iteration 56Q (6099.065677 sec): 3 clusters Score: Raw -3176809.276940 + Penalty 2000.819409 = -3174808.457531 nChanged 10 SP:Iteration 57Q (6099.145785 sec): 3 clusters Score: Raw -3176810.010524 + Penalty 2000.819409 = -3174809.191115 nChanged 13 SP:Iteration 58Q (6099.240459 sec): 3 clusters Score: Raw -3176811.559178 + Penalty 2000.819409 = -3174810.739769 nChanged 17 SP:Iteration 59Q (6099.330411 sec): 3 clusters Score: Raw -3176813.333992 + Penalty 2000.819409 = -3174812.514583 nChanged 16 SP:Iteration 60F (6099.416477 sec): 3 clusters Score: Raw -3176814.467065 + Penalty 2000.819409 = -3174813.647656 nChanged 11 SP:Iteration 61Q (6099.509259 sec): 3 clusters Score: Raw -3176815.382878 + Penalty 2000.819409 = -3174814.563469 nChanged 5 SP:Iteration 62Q (6099.599420 sec): 3 clusters Score: Raw -3176815.652613 + Penalty 2000.819409 = -3174814.833204 nChanged 5 SP:Iteration 63Q (6099.694750 sec): 3 clusters Score: Raw -3176815.858045 + Penalty 2000.819409 = -3174815.038636 nChanged 3 SP:Iteration 64Q (6099.786396 sec): 3 clusters Score: Raw -3176815.964820 + Penalty 2000.819409 = -3174815.145411 nChanged 1 SP:Iteration 65Q (6099.871301 sec): 3 clusters Score: Raw -3176815.986637 + Penalty 2000.819409 = -3174815.167228 nChanged 0 SP:Iteration 66F (6099.961397 sec): 3 clusters Score: Raw -3176815.986637 + Penalty 2000.819409 = -3174815.167228 nChanged 0 Score: Raw -69020672.031121 + Penalty 28514.360676 = -68992157.670445 Splitting cluster 5 changes total score from -68952729.901974 to -68992157.670445 So it's getting split into cluster 22. Trying to split cluster 6 (458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6108.804757 sec): 2 clusters Score: Raw -33246.529871 + Penalty 582.052572 = -32664.477298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6108.849483 sec): 3 clusters Score: Raw -33128.432742 + Penalty 1164.105145 = -31964.327597 nChanged 130 SP:Iteration 1F (6108.878283 sec): 3 clusters Score: Raw -33291.262003 + Penalty 1164.105145 = -32127.156858 nChanged 43 SP:Iteration 2F (6108.880931 sec): 3 clusters Score: Raw -33366.047645 + Penalty 1164.105145 = -32201.942500 nChanged 24 SP:Iteration 3F (6108.883092 sec): 3 clusters Score: Raw -33396.456065 + Penalty 1164.105145 = -32232.350920 nChanged 9 SP:Iteration 4Q (6108.885196 sec): 3 clusters Score: Raw -33406.372154 + Penalty 1164.105145 = -32242.267009 nChanged 6 SP:Iteration 5Q (6108.887307 sec): 3 clusters Score: Raw -33416.804881 + Penalty 1164.105145 = -32252.699736 nChanged 4 SP:Iteration 6Q (6108.889414 sec): 3 clusters Score: Raw -33418.126554 + Penalty 1164.105145 = -32254.021409 nChanged 3 SP:Iteration 7Q (6108.891523 sec): 3 clusters Score: Raw -33422.719243 + Penalty 1164.105145 = -32258.614098 nChanged 2 SP:Iteration 8Q (6108.893611 sec): 3 clusters Score: Raw -33424.842208 + Penalty 1164.105145 = -32260.737063 nChanged 1 SP:Iteration 9Q (6108.895703 sec): 3 clusters Score: Raw -33425.642044 + Penalty 1164.105145 = -32261.536899 nChanged 0 SP:Iteration 10F (6108.897813 sec): 3 clusters Score: Raw -33425.642044 + Penalty 1164.105145 = -32261.536899 nChanged 0 Trying to split cluster 7 (25906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6108.964914 sec): 2 clusters Score: Raw -2196380.337801 + Penalty 965.411839 = -2195414.925963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6109.037064 sec): 3 clusters Score: Raw -2179997.088931 + Penalty 1930.823677 = -2178066.265254 nChanged 12084 SP:Iteration 1F (6109.127410 sec): 3 clusters Score: Raw -2187101.802864 + Penalty 1930.823677 = -2185170.979186 nChanged 1477 SP:Iteration 2F (6109.203062 sec): 3 clusters Score: Raw -2187972.064946 + Penalty 1930.823677 = -2186041.241269 nChanged 1915 SP:Iteration 3F (6109.269985 sec): 3 clusters Score: Raw -2189847.229375 + Penalty 1930.823677 = -2187916.405698 nChanged 2452 SP:Iteration 4F (6109.355612 sec): 3 clusters Score: Raw -2192809.946304 + Penalty 1930.823677 = -2190879.122627 nChanged 2559 SP:Iteration 5F (6109.434808 sec): 3 clusters Score: Raw -2195619.933579 + Penalty 1930.823677 = -2193689.109902 nChanged 1875 SP:Iteration 6F (6109.512917 sec): 3 clusters Score: Raw -2197588.650122 + Penalty 1930.823677 = -2195657.826444 nChanged 1097 SP:Iteration 7Q (6109.591172 sec): 3 clusters Score: Raw -2198460.196120 + Penalty 1930.823677 = -2196529.372442 nChanged 598 SP:Iteration 8Q (6109.669734 sec): 3 clusters Score: Raw -2198755.762568 + Penalty 1930.823677 = -2196824.938891 nChanged 368 SP:Iteration 9Q (6109.735289 sec): 3 clusters Score: Raw -2198866.136106 + Penalty 1930.823677 = -2196935.312429 nChanged 216 SP:Iteration 10Q (6109.818004 sec): 3 clusters Score: Raw -2198916.160730 + Penalty 1930.823677 = -2196985.337053 nChanged 150 SP:Iteration 11Q (6109.883598 sec): 3 clusters Score: Raw -2198941.560034 + Penalty 1930.823677 = -2197010.736357 nChanged 109 SP:Iteration 12Q (6109.960014 sec): 3 clusters Score: Raw -2198956.805401 + Penalty 1930.823677 = -2197025.981724 nChanged 69 SP:Iteration 13Q (6110.039802 sec): 3 clusters Score: Raw -2198964.505334 + Penalty 1930.823677 = -2197033.681656 nChanged 51 SP:Iteration 14Q (6110.110910 sec): 3 clusters Score: Raw -2198969.320279 + Penalty 1930.823677 = -2197038.496601 nChanged 44 SP:Iteration 15Q (6110.181015 sec): 3 clusters Score: Raw -2198972.548816 + Penalty 1930.823677 = -2197041.725138 nChanged 32 SP:Iteration 16Q (6110.265053 sec): 3 clusters Score: Raw -2198974.920281 + Penalty 1930.823677 = -2197044.096604 nChanged 22 SP:Iteration 17Q (6110.344526 sec): 3 clusters Score: Raw -2198976.157182 + Penalty 1930.823677 = -2197045.333504 nChanged 22 SP:Iteration 18Q (6110.423163 sec): 3 clusters Score: Raw -2198977.746758 + Penalty 1930.823677 = -2197046.923081 nChanged 18 SP:Iteration 19Q (6110.496850 sec): 3 clusters Score: Raw -2198978.823422 + Penalty 1930.823677 = -2197047.999744 nChanged 16 SP:Iteration 20F (6110.580800 sec): 3 clusters Score: Raw -2198979.664897 + Penalty 1930.823677 = -2197048.841219 nChanged 13 SP:Iteration 21Q (6110.662078 sec): 3 clusters Score: Raw -2198980.640211 + Penalty 1930.823677 = -2197049.816534 nChanged 12 SP:Iteration 22Q (6110.732860 sec): 3 clusters Score: Raw -2198981.438258 + Penalty 1930.823677 = -2197050.614580 nChanged 16 SP:Iteration 23Q (6110.811270 sec): 3 clusters Score: Raw -2198982.504858 + Penalty 1930.823677 = -2197051.681181 nChanged 15 SP:Iteration 24Q (6110.888791 sec): 3 clusters Score: Raw -2198983.291345 + Penalty 1930.823677 = -2197052.467668 nChanged 12 SP:Iteration 25Q (6110.964841 sec): 3 clusters Score: Raw -2198983.975204 + Penalty 1930.823677 = -2197053.151526 nChanged 9 SP:Iteration 26Q (6111.032297 sec): 3 clusters Score: Raw -2198984.293513 + Penalty 1930.823677 = -2197053.469836 nChanged 4 SP:Iteration 27Q (6111.103064 sec): 3 clusters Score: Raw -2198984.403810 + Penalty 1930.823677 = -2197053.580132 nChanged 2 SP:Iteration 28Q (6111.189422 sec): 3 clusters Score: Raw -2198984.436071 + Penalty 1930.823677 = -2197053.612394 nChanged 3 SP:Iteration 29Q (6111.266377 sec): 3 clusters Score: Raw -2198984.493181 + Penalty 1930.823677 = -2197053.669503 nChanged 3 SP:Iteration 30Q (6111.330020 sec): 3 clusters Score: Raw -2198984.608142 + Penalty 1930.823677 = -2197053.784465 nChanged 3 SP:Iteration 31Q (6111.376409 sec): 3 clusters Score: Raw -2198984.684582 + Penalty 1930.823677 = -2197053.860904 nChanged 2 SP:Iteration 32Q (6111.453899 sec): 3 clusters Score: Raw -2198984.783379 + Penalty 1930.823677 = -2197053.959702 nChanged 2 SP:Iteration 33Q (6111.543099 sec): 3 clusters Score: Raw -2198984.823799 + Penalty 1930.823677 = -2197054.000121 nChanged 0 SP:Iteration 34F (6111.609977 sec): 3 clusters Score: Raw -2198984.823799 + Penalty 1930.823677 = -2197054.000121 nChanged 0 Score: Raw -69023276.517119 + Penalty 29810.467979 = -68993466.049140 Splitting cluster 7 changes total score from -68952729.901974 to -68993466.049140 So it's getting split into cluster 23. Trying to split cluster 8 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6120.715865 sec): 2 clusters Score: Raw -114611.336180 + Penalty 690.613591 = -113920.722589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6120.756192 sec): 3 clusters Score: Raw -113961.592731 + Penalty 1381.227182 = -112580.365549 nChanged 581 SP:Iteration 1F (6120.795732 sec): 3 clusters Score: Raw -114695.269042 + Penalty 1381.227182 = -113314.041859 nChanged 247 SP:Iteration 2F (6120.844591 sec): 3 clusters Score: Raw -115436.810102 + Penalty 1381.227182 = -114055.582919 nChanged 197 SP:Iteration 3F (6120.887612 sec): 3 clusters Score: Raw -115844.359291 + Penalty 1381.227182 = -114463.132108 nChanged 107 SP:Iteration 4F (6120.919750 sec): 3 clusters Score: Raw -116011.154737 + Penalty 1381.227182 = -114629.927555 nChanged 45 SP:Iteration 5Q (6120.953578 sec): 3 clusters Score: Raw -116090.401546 + Penalty 1381.227182 = -114709.174363 nChanged 29 SP:Iteration 6Q (6120.959372 sec): 3 clusters Score: Raw -116119.094774 + Penalty 1381.227182 = -114737.867592 nChanged 13 SP:Iteration 7Q (6120.964774 sec): 3 clusters Score: Raw -116128.503874 + Penalty 1381.227182 = -114747.276691 nChanged 10 SP:Iteration 8Q (6120.970107 sec): 3 clusters Score: Raw -116135.873934 + Penalty 1381.227182 = -114754.646752 nChanged 9 SP:Iteration 9Q (6120.975476 sec): 3 clusters Score: Raw -116143.315804 + Penalty 1381.227182 = -114762.088621 nChanged 7 SP:Iteration 10Q (6120.980831 sec): 3 clusters Score: Raw -116149.057609 + Penalty 1381.227182 = -114767.830427 nChanged 5 SP:Iteration 11Q (6120.986143 sec): 3 clusters Score: Raw -116151.018563 + Penalty 1381.227182 = -114769.791381 nChanged 2 SP:Iteration 12Q (6120.991416 sec): 3 clusters Score: Raw -116153.414537 + Penalty 1381.227182 = -114772.187355 nChanged 1 SP:Iteration 13Q (6120.996752 sec): 3 clusters Score: Raw -116153.980508 + Penalty 1381.227182 = -114772.753325 nChanged 1 SP:Iteration 14Q (6121.002020 sec): 3 clusters Score: Raw -116155.786731 + Penalty 1381.227182 = -114774.559548 nChanged 1 SP:Iteration 15Q (6121.007335 sec): 3 clusters Score: Raw -116156.239029 + Penalty 1381.227182 = -114775.011847 nChanged 1 SP:Iteration 16Q (6121.012643 sec): 3 clusters Score: Raw -116156.680297 + Penalty 1381.227182 = -114775.453114 nChanged 0 SP:Iteration 17F (6121.018128 sec): 3 clusters Score: Raw -116156.680297 + Penalty 1381.227182 = -114775.453114 nChanged 0 Score: Raw -69024821.861236 + Penalty 31106.575282 = -68993715.285953 Splitting cluster 8 changes total score from -68952729.901974 to -68993715.285953 So it's getting split into cluster 24. Trying to split cluster 9 (486275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6132.101990 sec): 2 clusters Score: Raw -41152274.806225 + Penalty 1243.980311 = -41151030.825914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6132.781633 sec): 3 clusters Score: Raw -40822223.900838 + Penalty 2487.960621 = -40819735.940217 nChanged 239483 SP:Iteration 1F (6133.419109 sec): 3 clusters Score: Raw -40978060.187316 + Penalty 2487.960621 = -40975572.226695 nChanged 21889 SP:Iteration 2Q (6134.105559 sec): 3 clusters Score: Raw -40987659.747832 + Penalty 2487.960621 = -40985171.787211 nChanged 25296 SP:Iteration 3F (6134.758184 sec): 3 clusters Score: Raw -41000972.956788 + Penalty 2487.960621 = -40998484.996166 nChanged 28968 SP:Iteration 4F (6135.397276 sec): 3 clusters Score: Raw -41018289.984151 + Penalty 2487.960621 = -41015802.023529 nChanged 30894 SP:Iteration 5F (6136.033036 sec): 3 clusters Score: Raw -41037889.069552 + Penalty 2487.960621 = -41035401.108930 nChanged 29357 SP:Iteration 6F (6136.691409 sec): 3 clusters Score: Raw -41056354.703299 + Penalty 2487.960621 = -41053866.742677 nChanged 25142 SP:Iteration 7F (6137.331167 sec): 3 clusters Score: Raw -41071109.835925 + Penalty 2487.960621 = -41068621.875303 nChanged 20193 SP:Iteration 8Q (6138.011197 sec): 3 clusters Score: Raw -41082265.866229 + Penalty 2487.960621 = -41079777.905607 nChanged 16129 SP:Iteration 9Q (6138.677834 sec): 3 clusters Score: Raw -41091307.034854 + Penalty 2487.960621 = -41088819.074233 nChanged 14259 SP:Iteration 10Q (6139.295261 sec): 3 clusters Score: Raw -41099533.512842 + Penalty 2487.960621 = -41097045.552220 nChanged 13553 SP:Iteration 11Q (6139.883151 sec): 3 clusters Score: Raw -41107724.757692 + Penalty 2487.960621 = -41105236.797071 nChanged 13354 SP:Iteration 12Q (6140.493387 sec): 3 clusters Score: Raw -41116412.286251 + Penalty 2487.960621 = -41113924.325629 nChanged 12702 SP:Iteration 13Q (6141.132256 sec): 3 clusters Score: Raw -41125101.964834 + Penalty 2487.960621 = -41122614.004212 nChanged 11474 SP:Iteration 14Q (6141.766193 sec): 3 clusters Score: Raw -41133256.483305 + Penalty 2487.960621 = -41130768.522684 nChanged 9317 SP:Iteration 15Q (6142.377081 sec): 3 clusters Score: Raw -41139914.012267 + Penalty 2487.960621 = -41137426.051645 nChanged 6953 SP:Iteration 16Q (6142.944727 sec): 3 clusters Score: Raw -41144799.326721 + Penalty 2487.960621 = -41142311.366100 nChanged 4701 SP:Iteration 17Q (6143.509972 sec): 3 clusters Score: Raw -41148003.717170 + Penalty 2487.960621 = -41145515.756549 nChanged 2858 SP:Iteration 18Q (6144.084111 sec): 3 clusters Score: Raw -41149832.627760 + Penalty 2487.960621 = -41147344.667139 nChanged 1751 SP:Iteration 19Q (6144.605144 sec): 3 clusters Score: Raw -41150932.759484 + Penalty 2487.960621 = -41148444.798862 nChanged 1130 SP:Iteration 20F (6145.186945 sec): 3 clusters Score: Raw -41151581.780717 + Penalty 2487.960621 = -41149093.820096 nChanged 685 SP:Iteration 21Q (6145.732013 sec): 3 clusters Score: Raw -41151933.651347 + Penalty 2487.960621 = -41149445.690725 nChanged 486 SP:Iteration 22Q (6146.293382 sec): 3 clusters Score: Raw -41152152.932375 + Penalty 2487.960621 = -41149664.971753 nChanged 312 SP:Iteration 23Q (6146.825791 sec): 3 clusters Score: Raw -41152288.894322 + Penalty 2487.960621 = -41149800.933701 nChanged 247 SP:Iteration 24Q (6147.394324 sec): 3 clusters Score: Raw -41152389.264176 + Penalty 2487.960621 = -41149901.303554 nChanged 201 SP:Iteration 25Q (6147.950629 sec): 3 clusters Score: Raw -41152454.830091 + Penalty 2487.960621 = -41149966.869469 nChanged 154 SP:Iteration 26Q (6148.509096 sec): 3 clusters Score: Raw -41152501.371949 + Penalty 2487.960621 = -41150013.411328 nChanged 118 SP:Iteration 27Q (6149.082159 sec): 3 clusters Score: Raw -41152536.559432 + Penalty 2487.960621 = -41150048.598810 nChanged 81 SP:Iteration 28Q (6149.620689 sec): 3 clusters Score: Raw -41152559.417976 + Penalty 2487.960621 = -41150071.457355 nChanged 74 SP:Iteration 29Q (6150.112357 sec): 3 clusters Score: Raw -41152578.377803 + Penalty 2487.960621 = -41150090.417181 nChanged 70 SP:Iteration 30Q (6150.575518 sec): 3 clusters Score: Raw -41152595.249350 + Penalty 2487.960621 = -41150107.288729 nChanged 57 SP:Iteration 31Q (6151.138112 sec): 3 clusters Score: Raw -41152610.292026 + Penalty 2487.960621 = -41150122.331404 nChanged 42 SP:Iteration 32Q (6151.705480 sec): 3 clusters Score: Raw -41152620.207426 + Penalty 2487.960621 = -41150132.246805 nChanged 37 SP:Iteration 33Q (6152.263311 sec): 3 clusters Score: Raw -41152627.428792 + Penalty 2487.960621 = -41150139.468171 nChanged 30 SP:Iteration 34Q (6152.791528 sec): 3 clusters Score: Raw -41152631.919025 + Penalty 2487.960621 = -41150143.958404 nChanged 19 SP:Iteration 35Q (6153.344683 sec): 3 clusters Score: Raw -41152635.532359 + Penalty 2487.960621 = -41150147.571738 nChanged 15 SP:Iteration 36Q (6153.869308 sec): 3 clusters Score: Raw -41152638.056572 + Penalty 2487.960621 = -41150150.095950 nChanged 9 SP:Iteration 37Q (6154.382107 sec): 3 clusters Score: Raw -41152639.514475 + Penalty 2487.960621 = -41150151.553853 nChanged 10 SP:Iteration 38Q (6154.893477 sec): 3 clusters Score: Raw -41152641.361920 + Penalty 2487.960621 = -41150153.401299 nChanged 12 SP:Iteration 39Q (6155.450223 sec): 3 clusters Score: Raw -41152643.509451 + Penalty 2487.960621 = -41150155.548830 nChanged 10 SP:Iteration 40F (6156.088167 sec): 3 clusters Score: Raw -41152645.149809 + Penalty 2487.960621 = -41150157.189188 nChanged 12 SP:Iteration 41Q (6156.638422 sec): 3 clusters Score: Raw -41152648.692342 + Penalty 2487.960621 = -41150160.731721 nChanged 24 SP:Iteration 42Q (6157.199929 sec): 3 clusters Score: Raw -41152654.401611 + Penalty 2487.960621 = -41150166.440990 nChanged 19 SP:Iteration 43Q (6157.754200 sec): 3 clusters Score: Raw -41152658.365869 + Penalty 2487.960621 = -41150170.405248 nChanged 16 SP:Iteration 44Q (6158.318963 sec): 3 clusters Score: Raw -41152661.390700 + Penalty 2487.960621 = -41150173.430078 nChanged 12 SP:Iteration 45Q (6158.861679 sec): 3 clusters Score: Raw -41152664.044110 + Penalty 2487.960621 = -41150176.083488 nChanged 17 SP:Iteration 46Q (6159.375606 sec): 3 clusters Score: Raw -41152667.383070 + Penalty 2487.960621 = -41150179.422448 nChanged 15 SP:Iteration 47Q (6159.880321 sec): 3 clusters Score: Raw -41152670.820227 + Penalty 2487.960621 = -41150182.859605 nChanged 15 SP:Iteration 48Q (6160.429093 sec): 3 clusters Score: Raw -41152673.739460 + Penalty 2487.960621 = -41150185.778839 nChanged 8 SP:Iteration 49Q (6160.981489 sec): 3 clusters Score: Raw -41152674.970292 + Penalty 2487.960621 = -41150187.009670 nChanged 5 SP:Iteration 50Q (6161.543841 sec): 3 clusters Score: Raw -41152675.960679 + Penalty 2487.960621 = -41150188.000057 nChanged 5 SP:Iteration 51Q (6162.103576 sec): 3 clusters Score: Raw -41152676.647130 + Penalty 2487.960621 = -41150188.686509 nChanged 5 SP:Iteration 52Q (6162.647543 sec): 3 clusters Score: Raw -41152677.570979 + Penalty 2487.960621 = -41150189.610357 nChanged 3 SP:Iteration 53Q (6163.190083 sec): 3 clusters Score: Raw -41152678.201852 + Penalty 2487.960621 = -41150190.241230 nChanged 8 SP:Iteration 54Q (6163.750404 sec): 3 clusters Score: Raw -41152679.994886 + Penalty 2487.960621 = -41150192.034265 nChanged 5 SP:Iteration 55Q (6164.281033 sec): 3 clusters Score: Raw -41152680.941534 + Penalty 2487.960621 = -41150192.980913 nChanged 5 SP:Iteration 56Q (6164.775743 sec): 3 clusters Score: Raw -41152681.720587 + Penalty 2487.960621 = -41150193.759966 nChanged 2 SP:Iteration 57Q (6165.243580 sec): 3 clusters Score: Raw -41152681.863528 + Penalty 2487.960621 = -41150193.902907 nChanged 0 SP:Iteration 58F (6165.890284 sec): 3 clusters Score: Raw -41152681.863528 + Penalty 2487.960621 = -41150193.902907 nChanged 0 Trying to split cluster 10 (23156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6165.976477 sec): 2 clusters Score: Raw -2003972.799156 + Penalty 954.750874 = -2003018.048282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6166.040347 sec): 3 clusters Score: Raw -1989629.622717 + Penalty 1909.501749 = -1987720.120968 nChanged 10780 SP:Iteration 1F (6166.124105 sec): 3 clusters Score: Raw -1996196.687549 + Penalty 1909.501749 = -1994287.185800 nChanged 1410 SP:Iteration 2F (6166.199630 sec): 3 clusters Score: Raw -1997022.680783 + Penalty 1909.501749 = -1995113.179034 nChanged 1517 SP:Iteration 3F (6166.267628 sec): 3 clusters Score: Raw -1998125.936185 + Penalty 1909.501749 = -1996216.434436 nChanged 1597 SP:Iteration 4F (6166.343899 sec): 3 clusters Score: Raw -1999484.809456 + Penalty 1909.501749 = -1997575.307707 nChanged 1471 SP:Iteration 5F (6166.424717 sec): 3 clusters Score: Raw -2000848.642805 + Penalty 1909.501749 = -1998939.141056 nChanged 1155 SP:Iteration 6Q (6166.498644 sec): 3 clusters Score: Raw -2001908.223497 + Penalty 1909.501749 = -1999998.721748 nChanged 884 SP:Iteration 7Q (6166.574789 sec): 3 clusters Score: Raw -2002552.134926 + Penalty 1909.501749 = -2000642.633177 nChanged 626 SP:Iteration 8Q (6166.640742 sec): 3 clusters Score: Raw -2002979.397674 + Penalty 1909.501749 = -2001069.895925 nChanged 559 SP:Iteration 9Q (6166.720232 sec): 3 clusters Score: Raw -2003412.320594 + Penalty 1909.501749 = -2001502.818845 nChanged 521 SP:Iteration 10Q (6166.785425 sec): 3 clusters Score: Raw -2003851.501900 + Penalty 1909.501749 = -2001942.000151 nChanged 485 SP:Iteration 11Q (6166.863002 sec): 3 clusters Score: Raw -2004292.239704 + Penalty 1909.501749 = -2002382.737955 nChanged 410 SP:Iteration 12Q (6166.934479 sec): 3 clusters Score: Raw -2004697.813317 + Penalty 1909.501749 = -2002788.311568 nChanged 353 SP:Iteration 13Q (6167.000121 sec): 3 clusters Score: Raw -2005008.380078 + Penalty 1909.501749 = -2003098.878329 nChanged 295 SP:Iteration 14Q (6167.079421 sec): 3 clusters Score: Raw -2005203.124715 + Penalty 1909.501749 = -2003293.622966 nChanged 208 SP:Iteration 15Q (6167.149029 sec): 3 clusters Score: Raw -2005316.419623 + Penalty 1909.501749 = -2003406.917874 nChanged 167 SP:Iteration 16Q (6167.213864 sec): 3 clusters Score: Raw -2005413.324730 + Penalty 1909.501749 = -2003503.822981 nChanged 142 SP:Iteration 17Q (6167.271398 sec): 3 clusters Score: Raw -2005487.247832 + Penalty 1909.501749 = -2003577.746083 nChanged 115 SP:Iteration 18Q (6167.343156 sec): 3 clusters Score: Raw -2005536.917488 + Penalty 1909.501749 = -2003627.415739 nChanged 99 SP:Iteration 19Q (6167.413905 sec): 3 clusters Score: Raw -2005581.359764 + Penalty 1909.501749 = -2003671.858015 nChanged 93 SP:Iteration 20F (6167.491340 sec): 3 clusters Score: Raw -2005652.104826 + Penalty 1909.501749 = -2003742.603077 nChanged 118 SP:Iteration 21Q (6167.560087 sec): 3 clusters Score: Raw -2005716.001360 + Penalty 1909.501749 = -2003806.499611 nChanged 124 SP:Iteration 22Q (6167.640257 sec): 3 clusters Score: Raw -2005777.346399 + Penalty 1909.501749 = -2003867.844650 nChanged 131 SP:Iteration 23Q (6167.695416 sec): 3 clusters Score: Raw -2005836.682225 + Penalty 1909.501749 = -2003927.180476 nChanged 124 SP:Iteration 24Q (6167.772657 sec): 3 clusters Score: Raw -2005882.713067 + Penalty 1909.501749 = -2003973.211318 nChanged 96 SP:Iteration 25Q (6167.846301 sec): 3 clusters Score: Raw -2005915.319109 + Penalty 1909.501749 = -2004005.817360 nChanged 81 SP:Iteration 26Q (6167.922537 sec): 3 clusters Score: Raw -2005944.011329 + Penalty 1909.501749 = -2004034.509580 nChanged 59 SP:Iteration 27Q (6167.996360 sec): 3 clusters Score: Raw -2005956.924885 + Penalty 1909.501749 = -2004047.423136 nChanged 43 SP:Iteration 28Q (6168.070514 sec): 3 clusters Score: Raw -2005965.350549 + Penalty 1909.501749 = -2004055.848800 nChanged 35 SP:Iteration 29Q (6168.144878 sec): 3 clusters Score: Raw -2005970.602835 + Penalty 1909.501749 = -2004061.101086 nChanged 31 SP:Iteration 30Q (6168.219363 sec): 3 clusters Score: Raw -2005974.564885 + Penalty 1909.501749 = -2004065.063136 nChanged 21 SP:Iteration 31Q (6168.278936 sec): 3 clusters Score: Raw -2005976.878818 + Penalty 1909.501749 = -2004067.377069 nChanged 24 SP:Iteration 32Q (6168.357025 sec): 3 clusters Score: Raw -2005978.836428 + Penalty 1909.501749 = -2004069.334679 nChanged 13 SP:Iteration 33Q (6168.428460 sec): 3 clusters Score: Raw -2005980.342327 + Penalty 1909.501749 = -2004070.840578 nChanged 12 SP:Iteration 34Q (6168.494839 sec): 3 clusters Score: Raw -2005981.613771 + Penalty 1909.501749 = -2004072.112022 nChanged 14 SP:Iteration 35Q (6168.563981 sec): 3 clusters Score: Raw -2005983.128191 + Penalty 1909.501749 = -2004073.626442 nChanged 10 SP:Iteration 36Q (6168.627356 sec): 3 clusters Score: Raw -2005983.910258 + Penalty 1909.501749 = -2004074.408509 nChanged 8 SP:Iteration 37Q (6168.698452 sec): 3 clusters Score: Raw -2005984.438999 + Penalty 1909.501749 = -2004074.937250 nChanged 2 SP:Iteration 38Q (6168.772562 sec): 3 clusters Score: Raw -2005984.582082 + Penalty 1909.501749 = -2004075.080333 nChanged 4 SP:Iteration 39Q (6168.846924 sec): 3 clusters Score: Raw -2005984.984923 + Penalty 1909.501749 = -2004075.483174 nChanged 3 SP:Iteration 40F (6168.912658 sec): 3 clusters Score: Raw -2005987.585792 + Penalty 1909.501749 = -2004078.084043 nChanged 11 SP:Iteration 41Q (6168.988256 sec): 3 clusters Score: Raw -2005989.264597 + Penalty 1909.501749 = -2004079.762848 nChanged 12 SP:Iteration 42Q (6169.074704 sec): 3 clusters Score: Raw -2005990.861375 + Penalty 1909.501749 = -2004081.359626 nChanged 15 SP:Iteration 43Q (6169.142162 sec): 3 clusters Score: Raw -2005992.230083 + Penalty 1909.501749 = -2004082.728335 nChanged 9 SP:Iteration 44Q (6169.222119 sec): 3 clusters Score: Raw -2005992.786078 + Penalty 1909.501749 = -2004083.284329 nChanged 4 SP:Iteration 45Q (6169.296272 sec): 3 clusters Score: Raw -2005992.981868 + Penalty 1909.501749 = -2004083.480119 nChanged 4 SP:Iteration 46Q (6169.371365 sec): 3 clusters Score: Raw -2005993.159786 + Penalty 1909.501749 = -2004083.658037 nChanged 0 SP:Iteration 47F (6169.448620 sec): 3 clusters Score: Raw -2005993.159786 + Penalty 1909.501749 = -2004083.658037 nChanged 0 Score: Raw -69026842.221865 + Penalty 32402.682586 = -68994439.539279 Splitting cluster 10 changes total score from -68952729.901974 to -68994439.539279 So it's getting split into cluster 25. Trying to split cluster 11 (15451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6179.278103 sec): 2 clusters Score: Raw -1320407.088706 + Penalty 916.315755 = -1319490.772951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6179.340563 sec): 3 clusters Score: Raw -1311025.906468 + Penalty 1832.631511 = -1309193.274957 nChanged 7116 SP:Iteration 1F (6179.403344 sec): 3 clusters Score: Raw -1316075.202777 + Penalty 1832.631511 = -1314242.571266 nChanged 1436 SP:Iteration 2F (6179.464003 sec): 3 clusters Score: Raw -1317473.354919 + Penalty 1832.631511 = -1315640.723408 nChanged 1564 SP:Iteration 3F (6179.538180 sec): 3 clusters Score: Raw -1319203.571693 + Penalty 1832.631511 = -1317370.940182 nChanged 1432 SP:Iteration 4F (6179.603621 sec): 3 clusters Score: Raw -1320676.037917 + Penalty 1832.631511 = -1318843.406406 nChanged 1050 SP:Iteration 5F (6179.668845 sec): 3 clusters Score: Raw -1321663.979300 + Penalty 1832.631511 = -1319831.347789 nChanged 641 SP:Iteration 6Q (6179.734337 sec): 3 clusters Score: Raw -1322207.519846 + Penalty 1832.631511 = -1320374.888335 nChanged 408 SP:Iteration 7Q (6179.798866 sec): 3 clusters Score: Raw -1322580.254325 + Penalty 1832.631511 = -1320747.622814 nChanged 355 SP:Iteration 8Q (6179.864951 sec): 3 clusters Score: Raw -1322939.129886 + Penalty 1832.631511 = -1321106.498375 nChanged 298 SP:Iteration 9Q (6179.931338 sec): 3 clusters Score: Raw -1323245.620172 + Penalty 1832.631511 = -1321412.988661 nChanged 264 SP:Iteration 10Q (6179.996325 sec): 3 clusters Score: Raw -1323462.615060 + Penalty 1832.631511 = -1321629.983549 nChanged 191 SP:Iteration 11Q (6180.059948 sec): 3 clusters Score: Raw -1323555.467594 + Penalty 1832.631511 = -1321722.836083 nChanged 112 SP:Iteration 12Q (6180.123263 sec): 3 clusters Score: Raw -1323590.699105 + Penalty 1832.631511 = -1321758.067594 nChanged 76 SP:Iteration 13Q (6180.188732 sec): 3 clusters Score: Raw -1323605.196530 + Penalty 1832.631511 = -1321772.565019 nChanged 42 SP:Iteration 14Q (6180.244615 sec): 3 clusters Score: Raw -1323610.993224 + Penalty 1832.631511 = -1321778.361713 nChanged 24 SP:Iteration 15Q (6180.309945 sec): 3 clusters Score: Raw -1323613.191634 + Penalty 1832.631511 = -1321780.560123 nChanged 21 SP:Iteration 16Q (6180.379080 sec): 3 clusters Score: Raw -1323615.252574 + Penalty 1832.631511 = -1321782.621063 nChanged 16 SP:Iteration 17Q (6180.443741 sec): 3 clusters Score: Raw -1323616.536348 + Penalty 1832.631511 = -1321783.904837 nChanged 11 SP:Iteration 18Q (6180.502411 sec): 3 clusters Score: Raw -1323617.259775 + Penalty 1832.631511 = -1321784.628264 nChanged 7 SP:Iteration 19Q (6180.562755 sec): 3 clusters Score: Raw -1323617.811160 + Penalty 1832.631511 = -1321785.179649 nChanged 3 SP:Iteration 20F (6180.624207 sec): 3 clusters Score: Raw -1323618.028703 + Penalty 1832.631511 = -1321785.397192 nChanged 2 SP:Iteration 21Q (6180.689780 sec): 3 clusters Score: Raw -1323618.101497 + Penalty 1832.631511 = -1321785.469986 nChanged 1 SP:Iteration 22Q (6180.745923 sec): 3 clusters Score: Raw -1323618.187471 + Penalty 1832.631511 = -1321785.555960 nChanged 1 SP:Iteration 23Q (6180.813226 sec): 3 clusters Score: Raw -1323618.233649 + Penalty 1832.631511 = -1321785.602138 nChanged 0 SP:Iteration 24F (6180.881810 sec): 3 clusters Score: Raw -1323618.233649 + Penalty 1832.631511 = -1321785.602138 nChanged 0 Score: Raw -69030053.366807 + Penalty 33698.789889 = -68996354.576918 Splitting cluster 11 changes total score from -68952729.901974 to -68996354.576918 So it's getting split into cluster 26. Trying to split cluster 12 (10114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6191.615529 sec): 2 clusters Score: Raw -826300.178468 + Penalty 876.059209 = -825424.119259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6191.674340 sec): 3 clusters Score: Raw -820311.822491 + Penalty 1752.118418 = -818559.704073 nChanged 4523 SP:Iteration 1F (6191.733823 sec): 3 clusters Score: Raw -822857.667007 + Penalty 1752.118418 = -821105.548589 nChanged 626 SP:Iteration 2F (6191.796450 sec): 3 clusters Score: Raw -823171.032293 + Penalty 1752.118418 = -821418.913876 nChanged 611 SP:Iteration 3F (6191.859022 sec): 3 clusters Score: Raw -823552.839279 + Penalty 1752.118418 = -821800.720862 nChanged 676 SP:Iteration 4F (6191.882497 sec): 3 clusters Score: Raw -824022.761078 + Penalty 1752.118418 = -822270.642661 nChanged 682 SP:Iteration 5F (6191.907534 sec): 3 clusters Score: Raw -824533.826929 + Penalty 1752.118418 = -822781.708512 nChanged 648 SP:Iteration 6F (6191.933251 sec): 3 clusters Score: Raw -825071.517459 + Penalty 1752.118418 = -823319.399042 nChanged 546 SP:Iteration 7F (6191.958854 sec): 3 clusters Score: Raw -825519.072833 + Penalty 1752.118418 = -823766.954416 nChanged 401 SP:Iteration 8Q (6192.031884 sec): 3 clusters Score: Raw -825858.465236 + Penalty 1752.118418 = -824106.346819 nChanged 290 SP:Iteration 9Q (6192.084680 sec): 3 clusters Score: Raw -826102.935471 + Penalty 1752.118418 = -824350.817054 nChanged 181 SP:Iteration 10Q (6192.143596 sec): 3 clusters Score: Raw -826262.557250 + Penalty 1752.118418 = -824510.438832 nChanged 99 SP:Iteration 11Q (6192.188582 sec): 3 clusters Score: Raw -826354.174430 + Penalty 1752.118418 = -824602.056013 nChanged 40 SP:Iteration 12Q (6192.238363 sec): 3 clusters Score: Raw -826387.145241 + Penalty 1752.118418 = -824635.026823 nChanged 22 SP:Iteration 13Q (6192.300703 sec): 3 clusters Score: Raw -826405.115769 + Penalty 1752.118418 = -824652.997352 nChanged 13 SP:Iteration 14Q (6192.356607 sec): 3 clusters Score: Raw -826419.348906 + Penalty 1752.118418 = -824667.230489 nChanged 8 SP:Iteration 15Q (6192.400894 sec): 3 clusters Score: Raw -826425.764151 + Penalty 1752.118418 = -824673.645733 nChanged 6 SP:Iteration 16Q (6192.466096 sec): 3 clusters Score: Raw -826430.863354 + Penalty 1752.118418 = -824678.744937 nChanged 8 SP:Iteration 17Q (6192.518423 sec): 3 clusters Score: Raw -826441.131106 + Penalty 1752.118418 = -824689.012689 nChanged 8 SP:Iteration 18Q (6192.583370 sec): 3 clusters Score: Raw -826452.826597 + Penalty 1752.118418 = -824700.708180 nChanged 7 SP:Iteration 19Q (6192.640598 sec): 3 clusters Score: Raw -826461.616806 + Penalty 1752.118418 = -824709.498389 nChanged 3 SP:Iteration 20F (6192.690495 sec): 3 clusters Score: Raw -826466.084757 + Penalty 1752.118418 = -824713.966339 nChanged 1 SP:Iteration 21Q (6192.754632 sec): 3 clusters Score: Raw -826466.992787 + Penalty 1752.118418 = -824714.874369 nChanged 2 SP:Iteration 22Q (6192.809076 sec): 3 clusters Score: Raw -826470.191907 + Penalty 1752.118418 = -824718.073490 nChanged 2 SP:Iteration 23Q (6192.867280 sec): 3 clusters Score: Raw -826472.016689 + Penalty 1752.118418 = -824719.898271 nChanged 0 SP:Iteration 24F (6192.925244 sec): 3 clusters Score: Raw -826472.016689 + Penalty 1752.118418 = -824719.898271 nChanged 0 Trying to split cluster 13 (3968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6192.954091 sec): 2 clusters Score: Raw -335646.197186 + Penalty 787.171659 = -334859.025526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6193.009985 sec): 3 clusters Score: Raw -333531.199442 + Penalty 1574.343319 = -331956.856123 nChanged 1652 SP:Iteration 1F (6193.062960 sec): 3 clusters Score: Raw -334581.771378 + Penalty 1574.343319 = -333007.428059 nChanged 364 SP:Iteration 2F (6193.115483 sec): 3 clusters Score: Raw -334795.769697 + Penalty 1574.343319 = -333221.426378 nChanged 259 SP:Iteration 3F (6193.169104 sec): 3 clusters Score: Raw -334948.234034 + Penalty 1574.343319 = -333373.890715 nChanged 227 SP:Iteration 4F (6193.211318 sec): 3 clusters Score: Raw -335081.694844 + Penalty 1574.343319 = -333507.351525 nChanged 177 SP:Iteration 5Q (6193.262962 sec): 3 clusters Score: Raw -335183.695019 + Penalty 1574.343319 = -333609.351700 nChanged 151 SP:Iteration 6Q (6193.313900 sec): 3 clusters Score: Raw -335270.795160 + Penalty 1574.343319 = -333696.451841 nChanged 134 SP:Iteration 7Q (6193.366617 sec): 3 clusters Score: Raw -335357.157863 + Penalty 1574.343319 = -333782.814544 nChanged 123 SP:Iteration 8Q (6193.427528 sec): 3 clusters Score: Raw -335428.968980 + Penalty 1574.343319 = -333854.625661 nChanged 110 SP:Iteration 9Q (6193.478022 sec): 3 clusters Score: Raw -335494.667482 + Penalty 1574.343319 = -333920.324163 nChanged 92 SP:Iteration 10Q (6193.525806 sec): 3 clusters Score: Raw -335551.431763 + Penalty 1574.343319 = -333977.088444 nChanged 76 SP:Iteration 11Q (6193.565229 sec): 3 clusters Score: Raw -335595.986372 + Penalty 1574.343319 = -334021.643053 nChanged 65 SP:Iteration 12Q (6193.622672 sec): 3 clusters Score: Raw -335647.710559 + Penalty 1574.343319 = -334073.367240 nChanged 65 SP:Iteration 13Q (6193.662832 sec): 3 clusters Score: Raw -335695.596554 + Penalty 1574.343319 = -334121.253235 nChanged 45 SP:Iteration 14Q (6193.711949 sec): 3 clusters Score: Raw -335723.583779 + Penalty 1574.343319 = -334149.240460 nChanged 32 SP:Iteration 15Q (6193.763703 sec): 3 clusters Score: Raw -335748.512577 + Penalty 1574.343319 = -334174.169258 nChanged 20 SP:Iteration 16Q (6193.815942 sec): 3 clusters Score: Raw -335757.585171 + Penalty 1574.343319 = -334183.241852 nChanged 14 SP:Iteration 17Q (6193.868348 sec): 3 clusters Score: Raw -335765.262543 + Penalty 1574.343319 = -334190.919224 nChanged 12 SP:Iteration 18Q (6193.907322 sec): 3 clusters Score: Raw -335772.503697 + Penalty 1574.343319 = -334198.160378 nChanged 12 SP:Iteration 19Q (6193.966378 sec): 3 clusters Score: Raw -335779.923426 + Penalty 1574.343319 = -334205.580107 nChanged 7 SP:Iteration 20F (6194.019112 sec): 3 clusters Score: Raw -335783.734172 + Penalty 1574.343319 = -334209.390853 nChanged 7 SP:Iteration 21Q (6194.065771 sec): 3 clusters Score: Raw -335788.051192 + Penalty 1574.343319 = -334213.707873 nChanged 6 SP:Iteration 22Q (6194.105983 sec): 3 clusters Score: Raw -335792.425573 + Penalty 1574.343319 = -334218.082254 nChanged 5 SP:Iteration 23Q (6194.157539 sec): 3 clusters Score: Raw -335795.517849 + Penalty 1574.343319 = -334221.174530 nChanged 7 SP:Iteration 24Q (6194.196823 sec): 3 clusters Score: Raw -335798.954764 + Penalty 1574.343319 = -334224.611445 nChanged 4 SP:Iteration 25Q (6194.229731 sec): 3 clusters Score: Raw -335800.117766 + Penalty 1574.343319 = -334225.774447 nChanged 3 SP:Iteration 26Q (6194.274226 sec): 3 clusters Score: Raw -335801.725517 + Penalty 1574.343319 = -334227.382198 nChanged 1 SP:Iteration 27Q (6194.319483 sec): 3 clusters Score: Raw -335802.688464 + Penalty 1574.343319 = -334228.345145 nChanged 4 SP:Iteration 28Q (6194.372002 sec): 3 clusters Score: Raw -335803.534535 + Penalty 1574.343319 = -334229.191216 nChanged 0 SP:Iteration 29F (6194.436380 sec): 3 clusters Score: Raw -335803.534535 + Penalty 1574.343319 = -334229.191216 nChanged 0 Trying to split cluster 14 (7406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6194.451383 sec): 2 clusters Score: Raw -607225.511938 + Penalty 846.454347 = -606379.057591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6194.510005 sec): 3 clusters Score: Raw -602941.611207 + Penalty 1692.908695 = -601248.702512 nChanged 3248 SP:Iteration 1F (6194.567031 sec): 3 clusters Score: Raw -604809.906383 + Penalty 1692.908695 = -603116.997688 nChanged 517 SP:Iteration 2F (6194.624656 sec): 3 clusters Score: Raw -605074.224581 + Penalty 1692.908695 = -603381.315886 nChanged 420 SP:Iteration 3F (6194.678006 sec): 3 clusters Score: Raw -605300.458733 + Penalty 1692.908695 = -603607.550038 nChanged 389 SP:Iteration 4F (6194.735377 sec): 3 clusters Score: Raw -605531.304030 + Penalty 1692.908695 = -603838.395335 nChanged 370 SP:Iteration 5Q (6194.803589 sec): 3 clusters Score: Raw -605789.757535 + Penalty 1692.908695 = -604096.848840 nChanged 358 SP:Iteration 6Q (6194.841709 sec): 3 clusters Score: Raw -606089.892706 + Penalty 1692.908695 = -604396.984011 nChanged 360 SP:Iteration 7Q (6194.909968 sec): 3 clusters Score: Raw -606417.639933 + Penalty 1692.908695 = -604724.731238 nChanged 309 SP:Iteration 8Q (6194.967120 sec): 3 clusters Score: Raw -606700.923040 + Penalty 1692.908695 = -605008.014345 nChanged 255 SP:Iteration 9Q (6195.015566 sec): 3 clusters Score: Raw -606911.332273 + Penalty 1692.908695 = -605218.423579 nChanged 201 SP:Iteration 10Q (6195.065667 sec): 3 clusters Score: Raw -607066.199552 + Penalty 1692.908695 = -605373.290858 nChanged 131 SP:Iteration 11Q (6195.114190 sec): 3 clusters Score: Raw -607152.124071 + Penalty 1692.908695 = -605459.215376 nChanged 106 SP:Iteration 12Q (6195.169452 sec): 3 clusters Score: Raw -607214.998811 + Penalty 1692.908695 = -605522.090116 nChanged 89 SP:Iteration 13Q (6195.220165 sec): 3 clusters Score: Raw -607264.242769 + Penalty 1692.908695 = -605571.334074 nChanged 80 SP:Iteration 14Q (6195.271673 sec): 3 clusters Score: Raw -607313.202901 + Penalty 1692.908695 = -605620.294206 nChanged 56 SP:Iteration 15Q (6195.328847 sec): 3 clusters Score: Raw -607341.894357 + Penalty 1692.908695 = -605648.985663 nChanged 41 SP:Iteration 16Q (6195.396875 sec): 3 clusters Score: Raw -607363.308375 + Penalty 1692.908695 = -605670.399681 nChanged 39 SP:Iteration 17Q (6195.442314 sec): 3 clusters Score: Raw -607383.879694 + Penalty 1692.908695 = -605690.970999 nChanged 38 SP:Iteration 18Q (6195.500149 sec): 3 clusters Score: Raw -607403.150883 + Penalty 1692.908695 = -605710.242189 nChanged 35 SP:Iteration 19Q (6195.554538 sec): 3 clusters Score: Raw -607421.991221 + Penalty 1692.908695 = -605729.082526 nChanged 32 SP:Iteration 20F (6195.612364 sec): 3 clusters Score: Raw -607436.137593 + Penalty 1692.908695 = -605743.228898 nChanged 21 SP:Iteration 21Q (6195.668450 sec): 3 clusters Score: Raw -607443.875460 + Penalty 1692.908695 = -605750.966765 nChanged 15 SP:Iteration 22Q (6195.723862 sec): 3 clusters Score: Raw -607450.598163 + Penalty 1692.908695 = -605757.689468 nChanged 15 SP:Iteration 23Q (6195.779334 sec): 3 clusters Score: Raw -607458.470700 + Penalty 1692.908695 = -605765.562005 nChanged 18 SP:Iteration 24Q (6195.834943 sec): 3 clusters Score: Raw -607469.765660 + Penalty 1692.908695 = -605776.856966 nChanged 19 SP:Iteration 25Q (6195.882687 sec): 3 clusters Score: Raw -607483.141962 + Penalty 1692.908695 = -605790.233267 nChanged 17 SP:Iteration 26Q (6195.937877 sec): 3 clusters Score: Raw -607490.392874 + Penalty 1692.908695 = -605797.484179 nChanged 9 SP:Iteration 27Q (6195.992949 sec): 3 clusters Score: Raw -607493.415963 + Penalty 1692.908695 = -605800.507269 nChanged 10 SP:Iteration 28Q (6196.053873 sec): 3 clusters Score: Raw -607498.297676 + Penalty 1692.908695 = -605805.388982 nChanged 11 SP:Iteration 29Q (6196.109919 sec): 3 clusters Score: Raw -607502.551163 + Penalty 1692.908695 = -605809.642468 nChanged 11 SP:Iteration 30Q (6196.154554 sec): 3 clusters Score: Raw -607507.535714 + Penalty 1692.908695 = -605814.627019 nChanged 8 SP:Iteration 31Q (6196.210108 sec): 3 clusters Score: Raw -607511.238538 + Penalty 1692.908695 = -605818.329843 nChanged 7 SP:Iteration 32Q (6196.276373 sec): 3 clusters Score: Raw -607514.268360 + Penalty 1692.908695 = -605821.359666 nChanged 6 SP:Iteration 33Q (6196.320919 sec): 3 clusters Score: Raw -607516.689422 + Penalty 1692.908695 = -605823.780728 nChanged 4 SP:Iteration 34Q (6196.376204 sec): 3 clusters Score: Raw -607518.279968 + Penalty 1692.908695 = -605825.371274 nChanged 2 SP:Iteration 35Q (6196.431213 sec): 3 clusters Score: Raw -607518.694339 + Penalty 1692.908695 = -605825.785644 nChanged 2 SP:Iteration 36Q (6196.487187 sec): 3 clusters Score: Raw -607519.329668 + Penalty 1692.908695 = -605826.420973 nChanged 2 SP:Iteration 37Q (6196.542400 sec): 3 clusters Score: Raw -607520.216734 + Penalty 1692.908695 = -605827.308039 nChanged 4 SP:Iteration 38Q (6196.597200 sec): 3 clusters Score: Raw -607521.960833 + Penalty 1692.908695 = -605829.052139 nChanged 2 SP:Iteration 39Q (6196.648004 sec): 3 clusters Score: Raw -607522.539506 + Penalty 1692.908695 = -605829.630811 nChanged 1 SP:Iteration 40F (6196.705696 sec): 3 clusters Score: Raw -607522.805108 + Penalty 1692.908695 = -605829.896414 nChanged 2 SP:Iteration 41Q (6196.761027 sec): 3 clusters Score: Raw -607523.077809 + Penalty 1692.908695 = -605830.169115 nChanged 0 SP:Iteration 42F (6196.815828 sec): 3 clusters Score: Raw -607523.077809 + Penalty 1692.908695 = -605830.169115 nChanged 0 Trying to split cluster 15 (44645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6196.891895 sec): 2 clusters Score: Raw -3425235.489064 + Penalty 1017.117272 = -3424218.371792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6196.994016 sec): 3 clusters Score: Raw -3396364.714608 + Penalty 2034.234544 = -3394330.480065 nChanged 21272 SP:Iteration 1F (6197.092129 sec): 3 clusters Score: Raw -3409134.476693 + Penalty 2034.234544 = -3407100.242149 nChanged 2683 SP:Iteration 2F (6197.179758 sec): 3 clusters Score: Raw -3410538.364728 + Penalty 2034.234544 = -3408504.130184 nChanged 3330 SP:Iteration 3F (6197.278912 sec): 3 clusters Score: Raw -3412855.769696 + Penalty 2034.234544 = -3410821.535152 nChanged 3874 SP:Iteration 4F (6197.372712 sec): 3 clusters Score: Raw -3416340.239653 + Penalty 2034.234544 = -3414306.005109 nChanged 4031 SP:Iteration 5F (6197.473952 sec): 3 clusters Score: Raw -3420707.934359 + Penalty 2034.234544 = -3418673.699815 nChanged 3372 SP:Iteration 6F (6197.538093 sec): 3 clusters Score: Raw -3424831.619967 + Penalty 2034.234544 = -3422797.385424 nChanged 2293 SP:Iteration 7F (6197.645375 sec): 3 clusters Score: Raw -3427852.659348 + Penalty 2034.234544 = -3425818.424804 nChanged 1436 SP:Iteration 8Q (6197.750919 sec): 3 clusters Score: Raw -3429121.216602 + Penalty 2034.234544 = -3427086.982058 nChanged 737 SP:Iteration 9Q (6197.853695 sec): 3 clusters Score: Raw -3429536.747790 + Penalty 2034.234544 = -3427502.513246 nChanged 434 SP:Iteration 10Q (6197.956196 sec): 3 clusters Score: Raw -3429751.388622 + Penalty 2034.234544 = -3427717.154078 nChanged 300 SP:Iteration 11Q (6198.063712 sec): 3 clusters Score: Raw -3429877.537885 + Penalty 2034.234544 = -3427843.303342 nChanged 218 SP:Iteration 12Q (6198.158402 sec): 3 clusters Score: Raw -3429956.693599 + Penalty 2034.234544 = -3427922.459055 nChanged 175 SP:Iteration 13Q (6198.269372 sec): 3 clusters Score: Raw -3429994.023575 + Penalty 2034.234544 = -3427959.789031 nChanged 113 SP:Iteration 14Q (6198.371256 sec): 3 clusters Score: Raw -3430009.595624 + Penalty 2034.234544 = -3427975.361080 nChanged 68 SP:Iteration 15Q (6198.468806 sec): 3 clusters Score: Raw -3430017.199922 + Penalty 2034.234544 = -3427982.965378 nChanged 50 SP:Iteration 16Q (6198.570450 sec): 3 clusters Score: Raw -3430022.261382 + Penalty 2034.234544 = -3427988.026838 nChanged 37 SP:Iteration 17Q (6198.653654 sec): 3 clusters Score: Raw -3430024.836152 + Penalty 2034.234544 = -3427990.601608 nChanged 22 SP:Iteration 18Q (6198.748787 sec): 3 clusters Score: Raw -3430025.928313 + Penalty 2034.234544 = -3427991.693770 nChanged 12 SP:Iteration 19Q (6198.851631 sec): 3 clusters Score: Raw -3430026.821535 + Penalty 2034.234544 = -3427992.586992 nChanged 13 SP:Iteration 20F (6198.945957 sec): 3 clusters Score: Raw -3430027.552351 + Penalty 2034.234544 = -3427993.317808 nChanged 3 SP:Iteration 21Q (6199.041753 sec): 3 clusters Score: Raw -3430027.657576 + Penalty 2034.234544 = -3427993.423033 nChanged 3 SP:Iteration 22Q (6199.145617 sec): 3 clusters Score: Raw -3430027.782305 + Penalty 2034.234544 = -3427993.547762 nChanged 0 SP:Iteration 23F (6199.251487 sec): 3 clusters Score: Raw -3430027.782305 + Penalty 2034.234544 = -3427993.547762 nChanged 0 Score: Raw -69034845.660049 + Penalty 34994.897193 = -68999850.762856 Splitting cluster 15 changes total score from -68952729.901974 to -68999850.762856 So it's getting split into cluster 27. Trying to split cluster 16 (10002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6209.770692 sec): 2 clusters Score: Raw -828450.950229 + Penalty 875.001333 = -827575.948896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6209.822608 sec): 3 clusters Score: Raw -822345.593385 + Penalty 1750.002667 = -820595.590719 nChanged 4570 SP:Iteration 1F (6209.881331 sec): 3 clusters Score: Raw -825001.473262 + Penalty 1750.002667 = -823251.470595 nChanged 658 SP:Iteration 2F (6209.938625 sec): 3 clusters Score: Raw -825324.453993 + Penalty 1750.002667 = -823574.451327 nChanged 624 SP:Iteration 3F (6210.003559 sec): 3 clusters Score: Raw -825685.863456 + Penalty 1750.002667 = -823935.860789 nChanged 631 SP:Iteration 4F (6210.060755 sec): 3 clusters Score: Raw -826122.301542 + Penalty 1750.002667 = -824372.298875 nChanged 620 SP:Iteration 5F (6210.123631 sec): 3 clusters Score: Raw -826649.825633 + Penalty 1750.002667 = -824899.822966 nChanged 702 SP:Iteration 6F (6210.173881 sec): 3 clusters Score: Raw -827265.300060 + Penalty 1750.002667 = -825515.297394 nChanged 637 SP:Iteration 7F (6210.240653 sec): 3 clusters Score: Raw -827791.436319 + Penalty 1750.002667 = -826041.433652 nChanged 531 SP:Iteration 8F (6210.300629 sec): 3 clusters Score: Raw -828112.459671 + Penalty 1750.002667 = -826362.457004 nChanged 389 SP:Iteration 9Q (6210.362880 sec): 3 clusters Score: Raw -828312.181591 + Penalty 1750.002667 = -826562.178924 nChanged 301 SP:Iteration 10Q (6210.418241 sec): 3 clusters Score: Raw -828446.846207 + Penalty 1750.002667 = -826696.843540 nChanged 252 SP:Iteration 11Q (6210.478692 sec): 3 clusters Score: Raw -828546.977814 + Penalty 1750.002667 = -826796.975147 nChanged 205 SP:Iteration 12Q (6210.527140 sec): 3 clusters Score: Raw -828623.237405 + Penalty 1750.002667 = -826873.234738 nChanged 153 SP:Iteration 13Q (6210.594973 sec): 3 clusters Score: Raw -828665.554800 + Penalty 1750.002667 = -826915.552133 nChanged 114 SP:Iteration 14Q (6210.654765 sec): 3 clusters Score: Raw -828688.382499 + Penalty 1750.002667 = -826938.379832 nChanged 98 SP:Iteration 15Q (6210.712455 sec): 3 clusters Score: Raw -828707.611020 + Penalty 1750.002667 = -826957.608353 nChanged 84 SP:Iteration 16Q (6210.762208 sec): 3 clusters Score: Raw -828721.856592 + Penalty 1750.002667 = -826971.853925 nChanged 69 SP:Iteration 17Q (6210.830136 sec): 3 clusters Score: Raw -828729.926621 + Penalty 1750.002667 = -826979.923954 nChanged 52 SP:Iteration 18Q (6210.890655 sec): 3 clusters Score: Raw -828736.986207 + Penalty 1750.002667 = -826986.983540 nChanged 46 SP:Iteration 19Q (6210.948690 sec): 3 clusters Score: Raw -828743.025732 + Penalty 1750.002667 = -826993.023065 nChanged 37 SP:Iteration 20F (6211.007900 sec): 3 clusters Score: Raw -828746.409665 + Penalty 1750.002667 = -826996.406998 nChanged 24 SP:Iteration 21Q (6211.065947 sec): 3 clusters Score: Raw -828748.501535 + Penalty 1750.002667 = -826998.498868 nChanged 24 SP:Iteration 22Q (6211.117270 sec): 3 clusters Score: Raw -828750.024450 + Penalty 1750.002667 = -827000.021783 nChanged 11 SP:Iteration 23Q (6211.171586 sec): 3 clusters Score: Raw -828750.657654 + Penalty 1750.002667 = -827000.654987 nChanged 11 SP:Iteration 24Q (6211.229411 sec): 3 clusters Score: Raw -828751.400294 + Penalty 1750.002667 = -827001.397628 nChanged 11 SP:Iteration 25Q (6211.286743 sec): 3 clusters Score: Raw -828752.308599 + Penalty 1750.002667 = -827002.305932 nChanged 14 SP:Iteration 26Q (6211.331833 sec): 3 clusters Score: Raw -828753.380162 + Penalty 1750.002667 = -827003.377495 nChanged 12 SP:Iteration 27Q (6211.384837 sec): 3 clusters Score: Raw -828754.051581 + Penalty 1750.002667 = -827004.048914 nChanged 8 SP:Iteration 28Q (6211.442381 sec): 3 clusters Score: Raw -828754.465809 + Penalty 1750.002667 = -827004.463142 nChanged 13 SP:Iteration 29Q (6211.504550 sec): 3 clusters Score: Raw -828755.513137 + Penalty 1750.002667 = -827005.510470 nChanged 15 SP:Iteration 30Q (6211.561927 sec): 3 clusters Score: Raw -828757.122659 + Penalty 1750.002667 = -827007.119992 nChanged 18 SP:Iteration 31Q (6211.612768 sec): 3 clusters Score: Raw -828758.773145 + Penalty 1750.002667 = -827008.770478 nChanged 26 SP:Iteration 32Q (6211.660971 sec): 3 clusters Score: Raw -828761.648434 + Penalty 1750.002667 = -827011.645767 nChanged 28 SP:Iteration 33Q (6211.717262 sec): 3 clusters Score: Raw -828763.958241 + Penalty 1750.002667 = -827013.955574 nChanged 18 SP:Iteration 34Q (6211.778820 sec): 3 clusters Score: Raw -828765.131876 + Penalty 1750.002667 = -827015.129209 nChanged 11 SP:Iteration 35Q (6211.817281 sec): 3 clusters Score: Raw -828765.923403 + Penalty 1750.002667 = -827015.920737 nChanged 13 SP:Iteration 36Q (6211.877048 sec): 3 clusters Score: Raw -828766.745407 + Penalty 1750.002667 = -827016.742740 nChanged 6 SP:Iteration 37Q (6211.931796 sec): 3 clusters Score: Raw -828767.189008 + Penalty 1750.002667 = -827017.186341 nChanged 8 SP:Iteration 38Q (6211.997664 sec): 3 clusters Score: Raw -828767.642595 + Penalty 1750.002667 = -827017.639928 nChanged 9 SP:Iteration 39Q (6212.055930 sec): 3 clusters Score: Raw -828768.302088 + Penalty 1750.002667 = -827018.299421 nChanged 9 SP:Iteration 40F (6212.115806 sec): 3 clusters Score: Raw -828768.696524 + Penalty 1750.002667 = -827018.693857 nChanged 9 SP:Iteration 41Q (6212.167301 sec): 3 clusters Score: Raw -828769.196526 + Penalty 1750.002667 = -827019.193859 nChanged 8 SP:Iteration 42Q (6212.223198 sec): 3 clusters Score: Raw -828769.571053 + Penalty 1750.002667 = -827019.568386 nChanged 6 SP:Iteration 43Q (6212.279015 sec): 3 clusters Score: Raw -828769.934475 + Penalty 1750.002667 = -827019.931808 nChanged 8 SP:Iteration 44Q (6212.332503 sec): 3 clusters Score: Raw -828770.611188 + Penalty 1750.002667 = -827020.608521 nChanged 10 SP:Iteration 45Q (6212.390057 sec): 3 clusters Score: Raw -828771.459429 + Penalty 1750.002667 = -827021.456762 nChanged 9 SP:Iteration 46Q (6212.436255 sec): 3 clusters Score: Raw -828771.762667 + Penalty 1750.002667 = -827021.760000 nChanged 4 SP:Iteration 47Q (6212.497877 sec): 3 clusters Score: Raw -828771.900228 + Penalty 1750.002667 = -827021.897561 nChanged 1 SP:Iteration 48Q (6212.557710 sec): 3 clusters Score: Raw -828771.933772 + Penalty 1750.002667 = -827021.931105 nChanged 0 SP:Iteration 49F (6212.621073 sec): 3 clusters Score: Raw -828771.933772 + Penalty 1750.002667 = -827021.931105 nChanged 0 Trying to split cluster 18 (46244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6212.694620 sec): 2 clusters Score: Raw -3800906.053238 + Penalty 1020.460265 = -3799885.592973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6212.811066 sec): 3 clusters Score: Raw -3770928.755145 + Penalty 2040.920531 = -3768887.834614 nChanged 22025 SP:Iteration 1F (6212.920918 sec): 3 clusters Score: Raw -3784168.893613 + Penalty 2040.920531 = -3782127.973082 nChanged 2381 SP:Iteration 2F (6213.023741 sec): 3 clusters Score: Raw -3785338.049961 + Penalty 2040.920531 = -3783297.129430 nChanged 2615 SP:Iteration 3F (6213.130007 sec): 3 clusters Score: Raw -3786936.306735 + Penalty 2040.920531 = -3784895.386204 nChanged 2887 SP:Iteration 4F (6213.252440 sec): 3 clusters Score: Raw -3788858.491932 + Penalty 2040.920531 = -3786817.571401 nChanged 3068 SP:Iteration 5F (6213.353912 sec): 3 clusters Score: Raw -3791058.852233 + Penalty 2040.920531 = -3789017.931702 nChanged 2927 SP:Iteration 6F (6213.459569 sec): 3 clusters Score: Raw -3793047.876888 + Penalty 2040.920531 = -3791006.956357 nChanged 2483 SP:Iteration 7F (6213.568094 sec): 3 clusters Score: Raw -3794401.744694 + Penalty 2040.920531 = -3792360.824163 nChanged 1758 SP:Iteration 8Q (6213.679786 sec): 3 clusters Score: Raw -3795087.527809 + Penalty 2040.920531 = -3793046.607278 nChanged 1228 SP:Iteration 9Q (6213.787584 sec): 3 clusters Score: Raw -3795491.576191 + Penalty 2040.920531 = -3793450.655660 nChanged 960 SP:Iteration 10Q (6213.895912 sec): 3 clusters Score: Raw -3795772.420281 + Penalty 2040.920531 = -3793731.499750 nChanged 781 SP:Iteration 11Q (6214.009114 sec): 3 clusters Score: Raw -3795993.490338 + Penalty 2040.920531 = -3793952.569807 nChanged 705 SP:Iteration 12Q (6214.114175 sec): 3 clusters Score: Raw -3796193.392267 + Penalty 2040.920531 = -3794152.471737 nChanged 696 SP:Iteration 13Q (6214.223990 sec): 3 clusters Score: Raw -3796395.380161 + Penalty 2040.920531 = -3794354.459630 nChanged 659 SP:Iteration 14Q (6214.326531 sec): 3 clusters Score: Raw -3796579.058764 + Penalty 2040.920531 = -3794538.138233 nChanged 618 SP:Iteration 15Q (6214.432968 sec): 3 clusters Score: Raw -3796750.145424 + Penalty 2040.920531 = -3794709.224894 nChanged 572 SP:Iteration 16Q (6214.546703 sec): 3 clusters Score: Raw -3796889.437629 + Penalty 2040.920531 = -3794848.517098 nChanged 515 SP:Iteration 17Q (6214.659580 sec): 3 clusters Score: Raw -3797002.902189 + Penalty 2040.920531 = -3794961.981658 nChanged 467 SP:Iteration 18Q (6214.758704 sec): 3 clusters Score: Raw -3797104.505177 + Penalty 2040.920531 = -3795063.584646 nChanged 434 SP:Iteration 19Q (6214.857716 sec): 3 clusters Score: Raw -3797191.721211 + Penalty 2040.920531 = -3795150.800680 nChanged 439 SP:Iteration 20F (6214.966260 sec): 3 clusters Score: Raw -3797279.553835 + Penalty 2040.920531 = -3795238.633304 nChanged 410 SP:Iteration 21Q (6215.069970 sec): 3 clusters Score: Raw -3797354.631735 + Penalty 2040.920531 = -3795313.711204 nChanged 366 SP:Iteration 22Q (6215.174371 sec): 3 clusters Score: Raw -3797419.792774 + Penalty 2040.920531 = -3795378.872243 nChanged 349 SP:Iteration 23Q (6215.278239 sec): 3 clusters Score: Raw -3797474.151057 + Penalty 2040.920531 = -3795433.230526 nChanged 295 SP:Iteration 24Q (6215.374894 sec): 3 clusters Score: Raw -3797516.568956 + Penalty 2040.920531 = -3795475.648425 nChanged 269 SP:Iteration 25Q (6215.465284 sec): 3 clusters Score: Raw -3797551.902083 + Penalty 2040.920531 = -3795510.981552 nChanged 235 SP:Iteration 26Q (6215.565308 sec): 3 clusters Score: Raw -3797582.462421 + Penalty 2040.920531 = -3795541.541890 nChanged 214 SP:Iteration 27Q (6215.670146 sec): 3 clusters Score: Raw -3797610.957212 + Penalty 2040.920531 = -3795570.036681 nChanged 241 SP:Iteration 28Q (6215.779293 sec): 3 clusters Score: Raw -3797644.381581 + Penalty 2040.920531 = -3795603.461050 nChanged 267 SP:Iteration 29Q (6215.874024 sec): 3 clusters Score: Raw -3797684.462430 + Penalty 2040.920531 = -3795643.541899 nChanged 287 SP:Iteration 30Q (6215.967114 sec): 3 clusters Score: Raw -3797729.058187 + Penalty 2040.920531 = -3795688.137657 nChanged 276 SP:Iteration 31Q (6216.061447 sec): 3 clusters Score: Raw -3797773.278935 + Penalty 2040.920531 = -3795732.358404 nChanged 303 SP:Iteration 32Q (6216.164364 sec): 3 clusters Score: Raw -3797816.996121 + Penalty 2040.920531 = -3795776.075590 nChanged 280 SP:Iteration 33Q (6216.264293 sec): 3 clusters Score: Raw -3797856.752054 + Penalty 2040.920531 = -3795815.831523 nChanged 272 SP:Iteration 34Q (6216.366185 sec): 3 clusters Score: Raw -3797898.479405 + Penalty 2040.920531 = -3795857.558875 nChanged 278 SP:Iteration 35Q (6216.468491 sec): 3 clusters Score: Raw -3797937.237552 + Penalty 2040.920531 = -3795896.317021 nChanged 256 SP:Iteration 36Q (6216.576534 sec): 3 clusters Score: Raw -3797975.797240 + Penalty 2040.920531 = -3795934.876709 nChanged 303 SP:Iteration 37Q (6216.680170 sec): 3 clusters Score: Raw -3798029.225490 + Penalty 2040.920531 = -3795988.304959 nChanged 316 SP:Iteration 38Q (6216.769788 sec): 3 clusters Score: Raw -3798084.167807 + Penalty 2040.920531 = -3796043.247276 nChanged 353 SP:Iteration 39Q (6216.869462 sec): 3 clusters Score: Raw -3798149.966068 + Penalty 2040.920531 = -3796109.045537 nChanged 418 SP:Iteration 40F (6216.960754 sec): 3 clusters Score: Raw -3798231.482554 + Penalty 2040.920531 = -3796190.562023 nChanged 421 SP:Iteration 41Q (6217.059875 sec): 3 clusters Score: Raw -3798312.817393 + Penalty 2040.920531 = -3796271.896862 nChanged 432 SP:Iteration 42Q (6217.159315 sec): 3 clusters Score: Raw -3798396.449721 + Penalty 2040.920531 = -3796355.529190 nChanged 451 SP:Iteration 43Q (6217.257636 sec): 3 clusters Score: Raw -3798489.824435 + Penalty 2040.920531 = -3796448.903905 nChanged 442 SP:Iteration 44Q (6217.348153 sec): 3 clusters Score: Raw -3798590.817143 + Penalty 2040.920531 = -3796549.896612 nChanged 488 SP:Iteration 45Q (6217.443893 sec): 3 clusters Score: Raw -3798716.264971 + Penalty 2040.920531 = -3796675.344440 nChanged 474 SP:Iteration 46Q (6217.535818 sec): 3 clusters Score: Raw -3798829.723417 + Penalty 2040.920531 = -3796788.802886 nChanged 480 SP:Iteration 47Q (6217.631028 sec): 3 clusters Score: Raw -3798949.776420 + Penalty 2040.920531 = -3796908.855889 nChanged 507 SP:Iteration 48Q (6217.730780 sec): 3 clusters Score: Raw -3799092.270972 + Penalty 2040.920531 = -3797051.350442 nChanged 519 SP:Iteration 49Q (6217.826806 sec): 3 clusters Score: Raw -3799238.263156 + Penalty 2040.920531 = -3797197.342625 nChanged 512 SP:Iteration 50Q (6217.925891 sec): 3 clusters Score: Raw -3799378.682622 + Penalty 2040.920531 = -3797337.762091 nChanged 507 SP:Iteration 51Q (6218.025294 sec): 3 clusters Score: Raw -3799516.327422 + Penalty 2040.920531 = -3797475.406891 nChanged 495 SP:Iteration 52Q (6218.123060 sec): 3 clusters Score: Raw -3799660.854743 + Penalty 2040.920531 = -3797619.934212 nChanged 527 SP:Iteration 53Q (6218.221752 sec): 3 clusters Score: Raw -3799824.642973 + Penalty 2040.920531 = -3797783.722443 nChanged 469 SP:Iteration 54Q (6218.316732 sec): 3 clusters Score: Raw -3799965.508486 + Penalty 2040.920531 = -3797924.587955 nChanged 466 SP:Iteration 55Q (6218.423768 sec): 3 clusters Score: Raw -3800103.380773 + Penalty 2040.920531 = -3798062.460242 nChanged 435 SP:Iteration 56Q (6218.524325 sec): 3 clusters Score: Raw -3800230.079044 + Penalty 2040.920531 = -3798189.158513 nChanged 428 SP:Iteration 57Q (6218.625309 sec): 3 clusters Score: Raw -3800352.157787 + Penalty 2040.920531 = -3798311.237257 nChanged 394 SP:Iteration 58Q (6218.726249 sec): 3 clusters Score: Raw -3800467.150397 + Penalty 2040.920531 = -3798426.229866 nChanged 360 SP:Iteration 59Q (6218.828149 sec): 3 clusters Score: Raw -3800565.201781 + Penalty 2040.920531 = -3798524.281251 nChanged 303 SP:Iteration 60F (6218.933091 sec): 3 clusters Score: Raw -3800643.888364 + Penalty 2040.920531 = -3798602.967833 nChanged 292 SP:Iteration 61Q (6219.034687 sec): 3 clusters Score: Raw -3800719.036443 + Penalty 2040.920531 = -3798678.115912 nChanged 265 SP:Iteration 62Q (6219.127282 sec): 3 clusters Score: Raw -3800785.818773 + Penalty 2040.920531 = -3798744.898242 nChanged 214 SP:Iteration 63Q (6219.224541 sec): 3 clusters Score: Raw -3800838.175880 + Penalty 2040.920531 = -3798797.255350 nChanged 213 SP:Iteration 64Q (6219.313627 sec): 3 clusters Score: Raw -3800891.452093 + Penalty 2040.920531 = -3798850.531562 nChanged 187 SP:Iteration 65Q (6219.421549 sec): 3 clusters Score: Raw -3800937.233025 + Penalty 2040.920531 = -3798896.312494 nChanged 184 SP:Iteration 66Q (6219.518101 sec): 3 clusters Score: Raw -3800984.081888 + Penalty 2040.920531 = -3798943.161357 nChanged 158 SP:Iteration 67Q (6219.619159 sec): 3 clusters Score: Raw -3801023.690964 + Penalty 2040.920531 = -3798982.770433 nChanged 143 SP:Iteration 68Q (6219.704290 sec): 3 clusters Score: Raw -3801057.871288 + Penalty 2040.920531 = -3799016.950757 nChanged 129 SP:Iteration 69Q (6219.805287 sec): 3 clusters Score: Raw -3801086.793868 + Penalty 2040.920531 = -3799045.873337 nChanged 101 SP:Iteration 70Q (6219.895804 sec): 3 clusters Score: Raw -3801109.671412 + Penalty 2040.920531 = -3799068.750881 nChanged 92 SP:Iteration 71Q (6220.000517 sec): 3 clusters Score: Raw -3801128.539646 + Penalty 2040.920531 = -3799087.619115 nChanged 82 SP:Iteration 72Q (6220.097465 sec): 3 clusters Score: Raw -3801144.270686 + Penalty 2040.920531 = -3799103.350155 nChanged 62 SP:Iteration 73Q (6220.189862 sec): 3 clusters Score: Raw -3801158.598132 + Penalty 2040.920531 = -3799117.677601 nChanged 52 SP:Iteration 74Q (6220.292443 sec): 3 clusters Score: Raw -3801169.624950 + Penalty 2040.920531 = -3799128.704419 nChanged 50 SP:Iteration 75Q (6220.390413 sec): 3 clusters Score: Raw -3801179.821245 + Penalty 2040.920531 = -3799138.900714 nChanged 48 SP:Iteration 76Q (6220.488945 sec): 3 clusters Score: Raw -3801188.695429 + Penalty 2040.920531 = -3799147.774898 nChanged 40 SP:Iteration 77Q (6220.583399 sec): 3 clusters Score: Raw -3801195.644182 + Penalty 2040.920531 = -3799154.723651 nChanged 39 SP:Iteration 78Q (6220.675237 sec): 3 clusters Score: Raw -3801203.596500 + Penalty 2040.920531 = -3799162.675969 nChanged 37 SP:Iteration 79Q (6220.778414 sec): 3 clusters Score: Raw -3801209.128549 + Penalty 2040.920531 = -3799168.208018 nChanged 27 SP:Iteration 80F (6220.883241 sec): 3 clusters Score: Raw -3801213.569236 + Penalty 2040.920531 = -3799172.648705 nChanged 22 SP:Iteration 81Q (6220.981209 sec): 3 clusters Score: Raw -3801217.269095 + Penalty 2040.920531 = -3799176.348564 nChanged 20 SP:Iteration 82Q (6221.080618 sec): 3 clusters Score: Raw -3801219.766981 + Penalty 2040.920531 = -3799178.846450 nChanged 16 SP:Iteration 83Q (6221.179736 sec): 3 clusters Score: Raw -3801221.831963 + Penalty 2040.920531 = -3799180.911432 nChanged 11 SP:Iteration 84Q (6221.275368 sec): 3 clusters Score: Raw -3801223.179099 + Penalty 2040.920531 = -3799182.258568 nChanged 9 SP:Iteration 85Q (6221.365208 sec): 3 clusters Score: Raw -3801224.459922 + Penalty 2040.920531 = -3799183.539391 nChanged 12 SP:Iteration 86Q (6221.467662 sec): 3 clusters Score: Raw -3801225.715241 + Penalty 2040.920531 = -3799184.794710 nChanged 10 SP:Iteration 87Q (6221.567244 sec): 3 clusters Score: Raw -3801227.097273 + Penalty 2040.920531 = -3799186.176742 nChanged 8 SP:Iteration 88Q (6221.664949 sec): 3 clusters Score: Raw -3801227.769656 + Penalty 2040.920531 = -3799186.849125 nChanged 3 SP:Iteration 89Q (6221.764739 sec): 3 clusters Score: Raw -3801228.185907 + Penalty 2040.920531 = -3799187.265376 nChanged 5 SP:Iteration 90Q (6221.863487 sec): 3 clusters Score: Raw -3801228.832561 + Penalty 2040.920531 = -3799187.912030 nChanged 7 SP:Iteration 91Q (6221.961170 sec): 3 clusters Score: Raw -3801229.604845 + Penalty 2040.920531 = -3799188.684314 nChanged 9 SP:Iteration 92Q (6222.053639 sec): 3 clusters Score: Raw -3801230.740665 + Penalty 2040.920531 = -3799189.820134 nChanged 8 SP:Iteration 93Q (6222.142507 sec): 3 clusters Score: Raw -3801231.593469 + Penalty 2040.920531 = -3799190.672938 nChanged 4 SP:Iteration 94Q (6222.232031 sec): 3 clusters Score: Raw -3801232.028001 + Penalty 2040.920531 = -3799191.107471 nChanged 1 SP:Iteration 95Q (6222.338476 sec): 3 clusters Score: Raw -3801232.128892 + Penalty 2040.920531 = -3799191.208362 nChanged 1 SP:Iteration 96Q (6222.438126 sec): 3 clusters Score: Raw -3801232.223624 + Penalty 2040.920531 = -3799191.303093 nChanged 3 SP:Iteration 97Q (6222.530993 sec): 3 clusters Score: Raw -3801232.530740 + Penalty 2040.920531 = -3799191.610209 nChanged 3 SP:Iteration 98Q (6222.637028 sec): 3 clusters Score: Raw -3801232.828855 + Penalty 2040.920531 = -3799191.908324 nChanged 3 SP:Iteration 99Q (6222.731534 sec): 3 clusters Score: Raw -3801233.066364 + Penalty 2040.920531 = -3799192.145833 nChanged 4 SP:Iteration 100F (6222.826606 sec): 3 clusters Score: Raw -3801233.590232 + Penalty 2040.920531 = -3799192.669701 nChanged 7 SP:Iteration 101Q (6222.931068 sec): 3 clusters Score: Raw -3801234.480576 + Penalty 2040.920531 = -3799193.560045 nChanged 7 SP:Iteration 102Q (6223.016397 sec): 3 clusters Score: Raw -3801235.967169 + Penalty 2040.920531 = -3799195.046638 nChanged 12 SP:Iteration 103Q (6223.121465 sec): 3 clusters Score: Raw -3801237.432897 + Penalty 2040.920531 = -3799196.512366 nChanged 11 SP:Iteration 104Q (6223.213553 sec): 3 clusters Score: Raw -3801238.852272 + Penalty 2040.920531 = -3799197.931741 nChanged 7 SP:Iteration 105Q (6223.303747 sec): 3 clusters Score: Raw -3801239.741310 + Penalty 2040.920531 = -3799198.820779 nChanged 6 SP:Iteration 106Q (6223.395514 sec): 3 clusters Score: Raw -3801240.430815 + Penalty 2040.920531 = -3799199.510284 nChanged 4 SP:Iteration 107Q (6223.488056 sec): 3 clusters Score: Raw -3801240.861838 + Penalty 2040.920531 = -3799199.941308 nChanged 4 SP:Iteration 108Q (6223.582412 sec): 3 clusters Score: Raw -3801241.241826 + Penalty 2040.920531 = -3799200.321295 nChanged 1 SP:Iteration 109Q (6223.677224 sec): 3 clusters Score: Raw -3801241.333344 + Penalty 2040.920531 = -3799200.412813 nChanged 1 SP:Iteration 110Q (6223.770157 sec): 3 clusters Score: Raw -3801241.412774 + Penalty 2040.920531 = -3799200.492243 nChanged 1 SP:Iteration 111Q (6223.866290 sec): 3 clusters Score: Raw -3801241.544294 + Penalty 2040.920531 = -3799200.623763 nChanged 1 SP:Iteration 112Q (6223.962311 sec): 3 clusters Score: Raw -3801241.765235 + Penalty 2040.920531 = -3799200.844704 nChanged 1 SP:Iteration 113Q (6224.054509 sec): 3 clusters Score: Raw -3801241.858950 + Penalty 2040.920531 = -3799200.938419 nChanged 0 SP:Iteration 114F (6224.155607 sec): 3 clusters Score: Raw -3801241.858950 + Penalty 2040.920531 = -3799200.938419 nChanged 0 Trying to split cluster 19 (5152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6224.178220 sec): 2 clusters Score: Raw -370378.876724 + Penalty 811.978325 = -369566.898398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6224.232688 sec): 3 clusters Score: Raw -367631.586054 + Penalty 1623.956651 = -366007.629403 nChanged 2245 SP:Iteration 1F (6224.286161 sec): 3 clusters Score: Raw -369332.769749 + Penalty 1623.956651 = -367708.813098 nChanged 578 SP:Iteration 2F (6224.339581 sec): 3 clusters Score: Raw -370115.302632 + Penalty 1623.956651 = -368491.345981 nChanged 517 SP:Iteration 3F (6224.393896 sec): 3 clusters Score: Raw -370897.915549 + Penalty 1623.956651 = -369273.958899 nChanged 415 SP:Iteration 4F (6224.448142 sec): 3 clusters Score: Raw -371591.553842 + Penalty 1623.956651 = -369967.597191 nChanged 353 SP:Iteration 5F (6224.501964 sec): 3 clusters Score: Raw -372040.071008 + Penalty 1623.956651 = -370416.114357 nChanged 269 SP:Iteration 6F (6224.556376 sec): 3 clusters Score: Raw -372309.770172 + Penalty 1623.956651 = -370685.813522 nChanged 190 SP:Iteration 7Q (6224.621297 sec): 3 clusters Score: Raw -372500.136489 + Penalty 1623.956651 = -370876.179838 nChanged 166 SP:Iteration 8Q (6224.662820 sec): 3 clusters Score: Raw -372670.403118 + Penalty 1623.956651 = -371046.446467 nChanged 122 SP:Iteration 9Q (6224.716696 sec): 3 clusters Score: Raw -372791.598355 + Penalty 1623.956651 = -371167.641704 nChanged 80 SP:Iteration 10Q (6224.769966 sec): 3 clusters Score: Raw -372852.842732 + Penalty 1623.956651 = -371228.886081 nChanged 51 SP:Iteration 11Q (6224.835556 sec): 3 clusters Score: Raw -372882.177897 + Penalty 1623.956651 = -371258.221247 nChanged 33 SP:Iteration 12Q (6224.879557 sec): 3 clusters Score: Raw -372906.985000 + Penalty 1623.956651 = -371283.028350 nChanged 27 SP:Iteration 13Q (6224.933422 sec): 3 clusters Score: Raw -372929.564116 + Penalty 1623.956651 = -371305.607465 nChanged 15 SP:Iteration 14Q (6224.986382 sec): 3 clusters Score: Raw -372938.365817 + Penalty 1623.956651 = -371314.409167 nChanged 14 SP:Iteration 15Q (6225.030430 sec): 3 clusters Score: Raw -372958.126962 + Penalty 1623.956651 = -371334.170311 nChanged 9 SP:Iteration 16Q (6225.095644 sec): 3 clusters Score: Raw -372972.440155 + Penalty 1623.956651 = -371348.483504 nChanged 19 SP:Iteration 17Q (6225.139332 sec): 3 clusters Score: Raw -372979.499551 + Penalty 1623.956651 = -371355.542900 nChanged 10 SP:Iteration 18Q (6225.192993 sec): 3 clusters Score: Raw -372984.685585 + Penalty 1623.956651 = -371360.728935 nChanged 4 SP:Iteration 19Q (6225.246365 sec): 3 clusters Score: Raw -372985.780779 + Penalty 1623.956651 = -371361.824129 nChanged 5 SP:Iteration 20F (6225.301104 sec): 3 clusters Score: Raw -373015.218643 + Penalty 1623.956651 = -371391.261992 nChanged 7 SP:Iteration 21Q (6225.334495 sec): 3 clusters Score: Raw -373028.100878 + Penalty 1623.956651 = -371404.144227 nChanged 24 SP:Iteration 22Q (6225.387855 sec): 3 clusters Score: Raw -373033.733174 + Penalty 1623.956651 = -371409.776523 nChanged 15 SP:Iteration 23Q (6225.441162 sec): 3 clusters Score: Raw -373036.290339 + Penalty 1623.956651 = -371412.333688 nChanged 9 SP:Iteration 24Q (6225.494155 sec): 3 clusters Score: Raw -373037.702801 + Penalty 1623.956651 = -371413.746150 nChanged 7 SP:Iteration 25Q (6225.547453 sec): 3 clusters Score: Raw -373039.299695 + Penalty 1623.956651 = -371415.343045 nChanged 1 SP:Iteration 26Q (6225.595396 sec): 3 clusters Score: Raw -373039.479111 + Penalty 1623.956651 = -371415.522460 nChanged 3 SP:Iteration 27Q (6225.648657 sec): 3 clusters Score: Raw -373039.818736 + Penalty 1623.956651 = -371415.862085 nChanged 3 SP:Iteration 28Q (6225.701797 sec): 3 clusters Score: Raw -373040.128135 + Penalty 1623.956651 = -371416.171484 nChanged 2 SP:Iteration 29Q (6225.745765 sec): 3 clusters Score: Raw -373040.252903 + Penalty 1623.956651 = -371416.296253 nChanged 1 SP:Iteration 30Q (6225.798938 sec): 3 clusters Score: Raw -373040.297536 + Penalty 1623.956651 = -371416.340885 nChanged 1 SP:Iteration 31Q (6225.852142 sec): 3 clusters Score: Raw -373040.348130 + Penalty 1623.956651 = -371416.391479 nChanged 0 SP:Iteration 32F (6225.905771 sec): 3 clusters Score: Raw -373040.348130 + Penalty 1623.956651 = -371416.391479 nChanged 0 Score: Raw -69037507.131455 + Penalty 36291.004496 = -69001216.126959 Splitting cluster 19 changes total score from -68952729.901974 to -69001216.126959 So it's getting split into cluster 28. Trying to split cluster 20 (11370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6236.975467 sec): 2 clusters Score: Raw -889482.349119 + Penalty 887.179691 = -888595.169428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6237.035691 sec): 3 clusters Score: Raw -882673.637717 + Penalty 1774.359381 = -880899.278335 nChanged 5120 SP:Iteration 1F (6237.100186 sec): 3 clusters Score: Raw -885871.421400 + Penalty 1774.359381 = -884097.062018 nChanged 845 SP:Iteration 2F (6237.156641 sec): 3 clusters Score: Raw -886452.966664 + Penalty 1774.359381 = -884678.607283 nChanged 851 SP:Iteration 3F (6237.222059 sec): 3 clusters Score: Raw -887015.099730 + Penalty 1774.359381 = -885240.740348 nChanged 772 SP:Iteration 4F (6237.284131 sec): 3 clusters Score: Raw -887489.996318 + Penalty 1774.359381 = -885715.636936 nChanged 642 SP:Iteration 5F (6237.345336 sec): 3 clusters Score: Raw -887849.368190 + Penalty 1774.359381 = -886075.008808 nChanged 501 SP:Iteration 6Q (6237.415140 sec): 3 clusters Score: Raw -888079.920792 + Penalty 1774.359381 = -886305.561410 nChanged 380 SP:Iteration 7Q (6237.468861 sec): 3 clusters Score: Raw -888224.613732 + Penalty 1774.359381 = -886450.254351 nChanged 304 SP:Iteration 8Q (6237.540630 sec): 3 clusters Score: Raw -888327.100586 + Penalty 1774.359381 = -886552.741205 nChanged 258 SP:Iteration 9Q (6237.594924 sec): 3 clusters Score: Raw -888409.595204 + Penalty 1774.359381 = -886635.235823 nChanged 238 SP:Iteration 10Q (6237.657484 sec): 3 clusters Score: Raw -888471.659285 + Penalty 1774.359381 = -886697.299904 nChanged 178 SP:Iteration 11Q (6237.717952 sec): 3 clusters Score: Raw -888511.443279 + Penalty 1774.359381 = -886737.083897 nChanged 169 SP:Iteration 12Q (6237.780631 sec): 3 clusters Score: Raw -888552.205035 + Penalty 1774.359381 = -886777.845654 nChanged 162 SP:Iteration 13Q (6237.841762 sec): 3 clusters Score: Raw -888592.042028 + Penalty 1774.359381 = -886817.682647 nChanged 138 SP:Iteration 14Q (6237.917173 sec): 3 clusters Score: Raw -888628.757674 + Penalty 1774.359381 = -886854.398293 nChanged 161 SP:Iteration 15Q (6237.972969 sec): 3 clusters Score: Raw -888674.250338 + Penalty 1774.359381 = -886899.890956 nChanged 175 SP:Iteration 16Q (6238.045871 sec): 3 clusters Score: Raw -888722.266201 + Penalty 1774.359381 = -886947.906819 nChanged 156 SP:Iteration 17Q (6238.098319 sec): 3 clusters Score: Raw -888778.450367 + Penalty 1774.359381 = -887004.090986 nChanged 173 SP:Iteration 18Q (6238.161262 sec): 3 clusters Score: Raw -888841.691545 + Penalty 1774.359381 = -887067.332163 nChanged 170 SP:Iteration 19Q (6238.223201 sec): 3 clusters Score: Raw -888912.274111 + Penalty 1774.359381 = -887137.914729 nChanged 188 SP:Iteration 20F (6238.286852 sec): 3 clusters Score: Raw -889008.675804 + Penalty 1774.359381 = -887234.316423 nChanged 194 SP:Iteration 21Q (6238.344574 sec): 3 clusters Score: Raw -889131.018468 + Penalty 1774.359381 = -887356.659087 nChanged 185 SP:Iteration 22Q (6238.404813 sec): 3 clusters Score: Raw -889278.600012 + Penalty 1774.359381 = -887504.240630 nChanged 184 SP:Iteration 23Q (6238.455894 sec): 3 clusters Score: Raw -889483.701739 + Penalty 1774.359381 = -887709.342358 nChanged 162 SP:Iteration 24Q (6238.517811 sec): 3 clusters Score: Raw -889718.046987 + Penalty 1774.359381 = -887943.687606 nChanged 179 SP:Iteration 25Q (6238.579778 sec): 3 clusters Score: Raw -889918.363071 + Penalty 1774.359381 = -888144.003690 nChanged 198 SP:Iteration 26Q (6238.641209 sec): 3 clusters Score: Raw -890051.529226 + Penalty 1774.359381 = -888277.169845 nChanged 209 SP:Iteration 27Q (6238.703053 sec): 3 clusters Score: Raw -890155.018901 + Penalty 1774.359381 = -888380.659520 nChanged 230 SP:Iteration 28Q (6238.765393 sec): 3 clusters Score: Raw -890270.647608 + Penalty 1774.359381 = -888496.288226 nChanged 279 SP:Iteration 29Q (6238.826580 sec): 3 clusters Score: Raw -890442.622147 + Penalty 1774.359381 = -888668.262766 nChanged 339 SP:Iteration 30Q (6238.887239 sec): 3 clusters Score: Raw -890685.691162 + Penalty 1774.359381 = -888911.331780 nChanged 402 SP:Iteration 31Q (6238.948124 sec): 3 clusters Score: Raw -891029.763260 + Penalty 1774.359381 = -889255.403878 nChanged 448 SP:Iteration 32Q (6239.011802 sec): 3 clusters Score: Raw -891550.143837 + Penalty 1774.359381 = -889775.784455 nChanged 513 SP:Iteration 33Q (6239.055973 sec): 3 clusters Score: Raw -892419.937412 + Penalty 1774.359381 = -890645.578030 nChanged 444 SP:Iteration 34Q (6239.116666 sec): 3 clusters Score: Raw -893412.986663 + Penalty 1774.359381 = -891638.627281 nChanged 234 SP:Iteration 35Q (6239.176150 sec): 3 clusters Score: Raw -893816.052050 + Penalty 1774.359381 = -892041.692668 nChanged 141 SP:Iteration 36Q (6239.227759 sec): 3 clusters Score: Raw -894010.931645 + Penalty 1774.359381 = -892236.572264 nChanged 105 SP:Iteration 37Q (6239.287806 sec): 3 clusters Score: Raw -894113.333133 + Penalty 1774.359381 = -892338.973752 nChanged 46 SP:Iteration 38Q (6239.329390 sec): 3 clusters Score: Raw -894130.898683 + Penalty 1774.359381 = -892356.539302 nChanged 10 SP:Iteration 39Q (6239.398430 sec): 3 clusters Score: Raw -894131.947861 + Penalty 1774.359381 = -892357.588479 nChanged 1 SP:Iteration 40F (6239.450784 sec): 3 clusters Score: Raw -894132.435911 + Penalty 1774.359381 = -892358.076529 nChanged 1 SP:Iteration 41Q (6239.510295 sec): 3 clusters Score: Raw -894132.636289 + Penalty 1774.359381 = -892358.276908 nChanged 0 SP:Iteration 42F (6239.564412 sec): 3 clusters Score: Raw -894132.636289 + Penalty 1774.359381 = -892358.276908 nChanged 0 Score: Raw -69042157.418625 + Penalty 37587.111800 = -69004570.306825 Splitting cluster 20 changes total score from -68952729.901974 to -69004570.306825 So it's getting split into cluster 29. Iteration 20F (6263.323091 sec): 30 clusters Score: Raw -69074136.047214 + Penalty 37587.111800 = -69036548.935414 nChanged 41773 Iteration 21Q (6270.061012 sec): 30 clusters Score: Raw -69099400.229017 + Penalty 37587.111800 = -69061813.117217 nChanged 29105 Iteration 22Q (6276.504013 sec): 30 clusters Score: Raw -69115280.432460 + Penalty 37587.111800 = -69077693.320660 nChanged 28255 Iteration 23Q (6282.881321 sec): 30 clusters Score: Raw -69130493.999054 + Penalty 37587.111800 = -69092906.887254 nChanged 29096 Iteration 24Q (6289.444965 sec): 30 clusters Score: Raw -69145932.889634 + Penalty 37587.111800 = -69108345.777835 nChanged 30427 Iteration 25Q (6295.580570 sec): 30 clusters Score: Raw -69161740.395253 + Penalty 37587.111800 = -69124153.283453 nChanged 31674 Iteration 26Q (6301.597507 sec): 30 clusters Score: Raw -69177825.162903 + Penalty 37587.111800 = -69140238.051104 nChanged 32240 Iteration 27Q (6308.290292 sec): 30 clusters Score: Raw -69193310.819242 + Penalty 37587.111800 = -69155723.707442 nChanged 31866 Deleting Class 23 (764 points): Lose 1281.573321 but Gain 1296.107303 Iteration 28Q (6314.513070 sec): 29 clusters Score: Raw -69206375.725572 + Penalty 36291.004496 = -69170084.721076 nChanged 31036 Iteration 29Q (6320.842947 sec): 29 clusters Score: Raw -69220438.166899 + Penalty 36291.004496 = -69184147.162402 nChanged 29097 Iteration 30Q (6327.031924 sec): 29 clusters Score: Raw -69232696.164615 + Penalty 36291.004496 = -69196405.160119 nChanged 27933 Iteration 31Q (6332.860975 sec): 29 clusters Score: Raw -69244339.074585 + Penalty 36291.004496 = -69208048.070089 nChanged 26920 Iteration 32Q (6339.239227 sec): 29 clusters Score: Raw -69255460.389851 + Penalty 36291.004496 = -69219169.385354 nChanged 26377 Iteration 33Q (6345.244361 sec): 29 clusters Score: Raw -69266451.444488 + Penalty 36291.004496 = -69230160.439992 nChanged 26085 Iteration 34Q (6351.713240 sec): 29 clusters Score: Raw -69277346.516757 + Penalty 36291.004496 = -69241055.512261 nChanged 25553 Iteration 35Q (6357.688479 sec): 29 clusters Score: Raw -69288027.991683 + Penalty 36291.004496 = -69251736.987187 nChanged 24007 Iteration 36Q (6363.854462 sec): 29 clusters Score: Raw -69297796.295660 + Penalty 36291.004496 = -69261505.291163 nChanged 22010 Iteration 37Q (6370.065525 sec): 29 clusters Score: Raw -69306129.249182 + Penalty 36291.004496 = -69269838.244686 nChanged 18760 Iteration 38Q (6375.957248 sec): 29 clusters Score: Raw -69312787.174484 + Penalty 36291.004496 = -69276496.169988 nChanged 15369 Iteration 39Q (6382.365361 sec): 29 clusters Score: Raw -69317941.219114 + Penalty 36291.004496 = -69281650.214618 nChanged 12501 Iteration 40F (6393.079310 sec): 29 clusters Score: Raw -69343508.699832 + Penalty 36291.004496 = -69307217.695336 nChanged 34279 Iteration 41Q (6398.854913 sec): 29 clusters Score: Raw -69373291.460211 + Penalty 36291.004496 = -69337000.455715 nChanged 35703 Iteration 42Q (6405.491059 sec): 29 clusters Score: Raw -69402358.910138 + Penalty 36291.004496 = -69366067.905641 nChanged 32429 Iteration 43Q (6411.747379 sec): 29 clusters Score: Raw -69431986.027487 + Penalty 36291.004496 = -69395695.022991 nChanged 26803 Iteration 44Q (6418.204880 sec): 29 clusters Score: Raw -69456955.517983 + Penalty 36291.004496 = -69420664.513487 nChanged 20854 Iteration 45Q (6424.277996 sec): 29 clusters Score: Raw -69472685.612487 + Penalty 36291.004496 = -69436394.607991 nChanged 15978 Iteration 46Q (6430.399458 sec): 29 clusters Score: Raw -69483035.618664 + Penalty 36291.004496 = -69446744.614168 nChanged 12350 Iteration 47Q (6436.682138 sec): 29 clusters Score: Raw -69487594.067859 + Penalty 36291.004496 = -69451303.063363 nChanged 9461 Iteration 48Q (6442.568787 sec): 29 clusters Score: Raw -69490385.820031 + Penalty 36291.004496 = -69454094.815534 nChanged 7507 Iteration 49Q (6448.947686 sec): 29 clusters Score: Raw -69492336.282467 + Penalty 36291.004496 = -69456045.277971 nChanged 6236 Iteration 50Q (6454.754019 sec): 29 clusters Score: Raw -69493724.260761 + Penalty 36291.004496 = -69457433.256264 nChanged 5449 Iteration 51Q (6460.877461 sec): 29 clusters Score: Raw -69494770.542519 + Penalty 36291.004496 = -69458479.538022 nChanged 4819 Iteration 52Q (6466.739093 sec): 29 clusters Score: Raw -69495594.599772 + Penalty 36291.004496 = -69459303.595276 nChanged 4356 Iteration 53Q (6472.606904 sec): 29 clusters Score: Raw -69496257.065185 + Penalty 36291.004496 = -69459966.060689 nChanged 4079 Iteration 54Q (6478.668328 sec): 29 clusters Score: Raw -69496842.266769 + Penalty 36291.004496 = -69460551.262273 nChanged 3858 Iteration 55Q (6484.372121 sec): 29 clusters Score: Raw -69497424.270722 + Penalty 36291.004496 = -69461133.266226 nChanged 3603 Iteration 56Q (6490.500765 sec): 29 clusters Score: Raw -69497978.134576 + Penalty 36291.004496 = -69461687.130080 nChanged 3445 Iteration 57Q (6496.258592 sec): 29 clusters Score: Raw -69498541.529621 + Penalty 36291.004496 = -69462250.525125 nChanged 3357 Iteration 58Q (6502.552380 sec): 29 clusters Score: Raw -69499179.094469 + Penalty 36291.004496 = -69462888.089973 nChanged 3243 Writing temp clu file Because OldScore, -69462250.525125, is greater than current (better) Score,-69462888.089973 Compute initial score before splitting: Score: Raw -69499179.094469 + Penalty 36291.004496 = -69462888.089973 Trying to split cluster 1 (3646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6502.822033 sec): 2 clusters Score: Raw -301657.687093 + Penalty 779.131666 = -300878.555427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6502.883594 sec): 3 clusters Score: Raw -299777.891375 + Penalty 1558.263331 = -298219.628043 nChanged 1521 SP:Iteration 1F (6502.926947 sec): 3 clusters Score: Raw -301067.868523 + Penalty 1558.263331 = -299509.605191 nChanged 424 SP:Iteration 2F (6502.974648 sec): 3 clusters Score: Raw -302319.428874 + Penalty 1558.263331 = -300761.165542 nChanged 528 SP:Iteration 3F (6503.016319 sec): 3 clusters Score: Raw -304190.641592 + Penalty 1558.263331 = -302632.378261 nChanged 488 SP:Iteration 4F (6503.074677 sec): 3 clusters Score: Raw -305092.464521 + Penalty 1558.263331 = -303534.201190 nChanged 203 SP:Iteration 5F (6503.124285 sec): 3 clusters Score: Raw -305447.170367 + Penalty 1558.263331 = -303888.907035 nChanged 73 SP:Iteration 6Q (6503.174901 sec): 3 clusters Score: Raw -305543.982022 + Penalty 1558.263331 = -303985.718690 nChanged 31 SP:Iteration 7Q (6503.218449 sec): 3 clusters Score: Raw -305568.762734 + Penalty 1558.263331 = -304010.499402 nChanged 21 SP:Iteration 8Q (6503.270402 sec): 3 clusters Score: Raw -305580.655321 + Penalty 1558.263331 = -304022.391990 nChanged 4 SP:Iteration 9Q (6503.320003 sec): 3 clusters Score: Raw -305581.985854 + Penalty 1558.263331 = -304023.722522 nChanged 2 SP:Iteration 10Q (6503.369521 sec): 3 clusters Score: Raw -305582.746229 + Penalty 1558.263331 = -304024.482898 nChanged 4 SP:Iteration 11Q (6503.404348 sec): 3 clusters Score: Raw -305584.167901 + Penalty 1558.263331 = -304025.904569 nChanged 2 SP:Iteration 12Q (6503.450402 sec): 3 clusters Score: Raw -305587.164783 + Penalty 1558.263331 = -304028.901451 nChanged 7 SP:Iteration 13Q (6503.483290 sec): 3 clusters Score: Raw -305589.393237 + Penalty 1558.263331 = -304031.129905 nChanged 1 SP:Iteration 14Q (6503.526177 sec): 3 clusters Score: Raw -305590.144551 + Penalty 1558.263331 = -304031.881220 nChanged 3 SP:Iteration 15Q (6503.571738 sec): 3 clusters Score: Raw -305591.143254 + Penalty 1558.263331 = -304032.879922 nChanged 3 SP:Iteration 16Q (6503.618780 sec): 3 clusters Score: Raw -305595.604404 + Penalty 1558.263331 = -304037.341073 nChanged 4 SP:Iteration 17Q (6503.660739 sec): 3 clusters Score: Raw -305599.512910 + Penalty 1558.263331 = -304041.249579 nChanged 5 SP:Iteration 18Q (6503.709322 sec): 3 clusters Score: Raw -305607.800399 + Penalty 1558.263331 = -304049.537068 nChanged 8 SP:Iteration 19Q (6503.747921 sec): 3 clusters Score: Raw -305618.246069 + Penalty 1558.263331 = -304059.982737 nChanged 9 SP:Iteration 20F (6503.789400 sec): 3 clusters Score: Raw -305627.637357 + Penalty 1558.263331 = -304069.374026 nChanged 7 SP:Iteration 21Q (6503.836948 sec): 3 clusters Score: Raw -305630.884482 + Penalty 1558.263331 = -304072.621151 nChanged 4 SP:Iteration 22Q (6503.887212 sec): 3 clusters Score: Raw -305632.666097 + Penalty 1558.263331 = -304074.402765 nChanged 2 SP:Iteration 23Q (6503.937787 sec): 3 clusters Score: Raw -305633.211868 + Penalty 1558.263331 = -304074.948536 nChanged 2 SP:Iteration 24Q (6503.987776 sec): 3 clusters Score: Raw -305634.006189 + Penalty 1558.263331 = -304075.742858 nChanged 1 SP:Iteration 25Q (6504.035951 sec): 3 clusters Score: Raw -305634.132831 + Penalty 1558.263331 = -304075.869500 nChanged 1 SP:Iteration 26Q (6504.085048 sec): 3 clusters Score: Raw -305634.303438 + Penalty 1558.263331 = -304076.040107 nChanged 1 SP:Iteration 27Q (6504.133583 sec): 3 clusters Score: Raw -305634.600516 + Penalty 1558.263331 = -304076.337184 nChanged 1 SP:Iteration 28Q (6504.178310 sec): 3 clusters Score: Raw -305634.714473 + Penalty 1558.263331 = -304076.451142 nChanged 0 SP:Iteration 29F (6504.225095 sec): 3 clusters Score: Raw -305634.714473 + Penalty 1558.263331 = -304076.451142 nChanged 0 Score: Raw -69503462.026234 + Penalty 37587.111800 = -69465874.914435 Splitting cluster 1 changes total score from -69462888.089973 to -69465874.914435 So it's getting split into cluster 23. Trying to split cluster 2 (4202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6515.842320 sec): 2 clusters Score: Raw -357273.778624 + Penalty 792.615009 = -356481.163615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6515.898484 sec): 3 clusters Score: Raw -355016.554427 + Penalty 1585.230017 = -353431.324409 nChanged 1742 SP:Iteration 1F (6515.937282 sec): 3 clusters Score: Raw -356119.027567 + Penalty 1585.230017 = -354533.797550 nChanged 386 SP:Iteration 2F (6515.991968 sec): 3 clusters Score: Raw -356538.727052 + Penalty 1585.230017 = -354953.497035 nChanged 382 SP:Iteration 3F (6516.050730 sec): 3 clusters Score: Raw -356982.647107 + Penalty 1585.230017 = -355397.417090 nChanged 377 SP:Iteration 4F (6516.103345 sec): 3 clusters Score: Raw -357369.862668 + Penalty 1585.230017 = -355784.632651 nChanged 290 SP:Iteration 5F (6516.163361 sec): 3 clusters Score: Raw -357670.369342 + Penalty 1585.230017 = -356085.139324 nChanged 203 SP:Iteration 6Q (6516.212305 sec): 3 clusters Score: Raw -357859.308755 + Penalty 1585.230017 = -356274.078738 nChanged 155 SP:Iteration 7Q (6516.260469 sec): 3 clusters Score: Raw -357986.698086 + Penalty 1585.230017 = -356401.468069 nChanged 117 SP:Iteration 8Q (6516.315187 sec): 3 clusters Score: Raw -358069.355792 + Penalty 1585.230017 = -356484.125774 nChanged 87 SP:Iteration 9Q (6516.358795 sec): 3 clusters Score: Raw -358120.584082 + Penalty 1585.230017 = -356535.354064 nChanged 77 SP:Iteration 10Q (6516.412518 sec): 3 clusters Score: Raw -358161.500063 + Penalty 1585.230017 = -356576.270046 nChanged 52 SP:Iteration 11Q (6516.457469 sec): 3 clusters Score: Raw -358192.357239 + Penalty 1585.230017 = -356607.127222 nChanged 52 SP:Iteration 12Q (6516.502401 sec): 3 clusters Score: Raw -358221.404096 + Penalty 1585.230017 = -356636.174078 nChanged 41 SP:Iteration 13Q (6516.547636 sec): 3 clusters Score: Raw -358234.862268 + Penalty 1585.230017 = -356649.632251 nChanged 23 SP:Iteration 14Q (6516.594862 sec): 3 clusters Score: Raw -358241.193925 + Penalty 1585.230017 = -356655.963908 nChanged 15 SP:Iteration 15Q (6516.641446 sec): 3 clusters Score: Raw -358244.844716 + Penalty 1585.230017 = -356659.614699 nChanged 9 SP:Iteration 16Q (6516.707791 sec): 3 clusters Score: Raw -358246.754169 + Penalty 1585.230017 = -356661.524151 nChanged 7 SP:Iteration 17Q (6516.748769 sec): 3 clusters Score: Raw -358247.812380 + Penalty 1585.230017 = -356662.582362 nChanged 4 SP:Iteration 18Q (6516.802129 sec): 3 clusters Score: Raw -358248.706379 + Penalty 1585.230017 = -356663.476361 nChanged 5 SP:Iteration 19Q (6516.852983 sec): 3 clusters Score: Raw -358249.427759 + Penalty 1585.230017 = -356664.197741 nChanged 0 SP:Iteration 20F (6516.897158 sec): 3 clusters Score: Raw -358249.427759 + Penalty 1585.230017 = -356664.197741 nChanged 0 Score: Raw -69504437.675369 + Penalty 38883.219103 = -69465554.456266 Splitting cluster 2 changes total score from -69462888.089973 to -69465554.456266 So it's getting split into cluster 30. Trying to split cluster 3 (10692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6528.910750 sec): 2 clusters Score: Raw -907728.211865 + Penalty 881.338852 = -906846.873013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6528.964354 sec): 3 clusters Score: Raw -901314.708593 + Penalty 1762.677705 = -899552.030889 nChanged 4817 SP:Iteration 1F (6529.026912 sec): 3 clusters Score: Raw -904047.452335 + Penalty 1762.677705 = -902284.774630 nChanged 669 SP:Iteration 2F (6529.092505 sec): 3 clusters Score: Raw -904395.134526 + Penalty 1762.677705 = -902632.456821 nChanged 639 SP:Iteration 3F (6529.150498 sec): 3 clusters Score: Raw -904740.669795 + Penalty 1762.677705 = -902977.992090 nChanged 592 SP:Iteration 4F (6529.208287 sec): 3 clusters Score: Raw -905061.224463 + Penalty 1762.677705 = -903298.546759 nChanged 611 SP:Iteration 5F (6529.259002 sec): 3 clusters Score: Raw -905420.508945 + Penalty 1762.677705 = -903657.831241 nChanged 585 SP:Iteration 6F (6529.326619 sec): 3 clusters Score: Raw -905808.685572 + Penalty 1762.677705 = -904046.007868 nChanged 621 SP:Iteration 7F (6529.374680 sec): 3 clusters Score: Raw -906347.483354 + Penalty 1762.677705 = -904584.805650 nChanged 640 SP:Iteration 8F (6529.438868 sec): 3 clusters Score: Raw -906940.824692 + Penalty 1762.677705 = -905178.146987 nChanged 644 SP:Iteration 9F (6529.505284 sec): 3 clusters Score: Raw -907496.434789 + Penalty 1762.677705 = -905733.757084 nChanged 543 SP:Iteration 10F (6529.560482 sec): 3 clusters Score: Raw -908023.296074 + Penalty 1762.677705 = -906260.618369 nChanged 533 SP:Iteration 11Q (6529.624497 sec): 3 clusters Score: Raw -908532.495001 + Penalty 1762.677705 = -906769.817296 nChanged 491 SP:Iteration 12Q (6529.686670 sec): 3 clusters Score: Raw -909075.347338 + Penalty 1762.677705 = -907312.669633 nChanged 462 SP:Iteration 13Q (6529.735308 sec): 3 clusters Score: Raw -909657.007302 + Penalty 1762.677705 = -907894.329597 nChanged 484 SP:Iteration 14Q (6529.793748 sec): 3 clusters Score: Raw -910304.378917 + Penalty 1762.677705 = -908541.701213 nChanged 471 SP:Iteration 15Q (6529.849465 sec): 3 clusters Score: Raw -910936.777171 + Penalty 1762.677705 = -909174.099466 nChanged 358 SP:Iteration 16Q (6529.907290 sec): 3 clusters Score: Raw -911339.843887 + Penalty 1762.677705 = -909577.166182 nChanged 262 SP:Iteration 17Q (6529.973685 sec): 3 clusters Score: Raw -911581.533952 + Penalty 1762.677705 = -909818.856248 nChanged 172 SP:Iteration 18Q (6530.018482 sec): 3 clusters Score: Raw -911712.123855 + Penalty 1762.677705 = -909949.446151 nChanged 124 SP:Iteration 19Q (6530.072948 sec): 3 clusters Score: Raw -911807.437688 + Penalty 1762.677705 = -910044.759983 nChanged 107 SP:Iteration 20F (6530.142364 sec): 3 clusters Score: Raw -911912.259786 + Penalty 1762.677705 = -910149.582082 nChanged 83 SP:Iteration 21Q (6530.198283 sec): 3 clusters Score: Raw -911990.649548 + Penalty 1762.677705 = -910227.971843 nChanged 73 SP:Iteration 22Q (6530.239025 sec): 3 clusters Score: Raw -912034.119599 + Penalty 1762.677705 = -910271.441894 nChanged 53 SP:Iteration 23Q (6530.299494 sec): 3 clusters Score: Raw -912058.565350 + Penalty 1762.677705 = -910295.887645 nChanged 41 SP:Iteration 24Q (6530.357584 sec): 3 clusters Score: Raw -912073.434076 + Penalty 1762.677705 = -910310.756371 nChanged 28 SP:Iteration 25Q (6530.421562 sec): 3 clusters Score: Raw -912081.632397 + Penalty 1762.677705 = -910318.954692 nChanged 22 SP:Iteration 26Q (6530.479986 sec): 3 clusters Score: Raw -912087.613152 + Penalty 1762.677705 = -910324.935447 nChanged 14 SP:Iteration 27Q (6530.540901 sec): 3 clusters Score: Raw -912090.275001 + Penalty 1762.677705 = -910327.597297 nChanged 4 SP:Iteration 28Q (6530.600661 sec): 3 clusters Score: Raw -912090.748745 + Penalty 1762.677705 = -910328.071040 nChanged 1 SP:Iteration 29Q (6530.650419 sec): 3 clusters Score: Raw -912090.913215 + Penalty 1762.677705 = -910328.235511 nChanged 2 SP:Iteration 30Q (6530.710661 sec): 3 clusters Score: Raw -912091.216559 + Penalty 1762.677705 = -910328.538854 nChanged 0 SP:Iteration 31F (6530.781365 sec): 3 clusters Score: Raw -912091.216559 + Penalty 1762.677705 = -910328.538854 nChanged 0 Score: Raw -69508800.680062 + Penalty 40179.326407 = -69468621.353655 Splitting cluster 3 changes total score from -69462888.089973 to -69468621.353655 So it's getting split into cluster 31. Trying to split cluster 4 (212611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6543.507528 sec): 2 clusters Score: Raw -18205609.176508 + Penalty 1165.385851 = -18204443.790657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6543.826293 sec): 3 clusters Score: Raw -18063120.962741 + Penalty 2330.771702 = -18060790.191039 nChanged 103851 SP:Iteration 1F (6544.143132 sec): 3 clusters Score: Raw -18126379.012045 + Penalty 2330.771702 = -18124048.240343 nChanged 7778 SP:Iteration 2Q (6544.479654 sec): 3 clusters Score: Raw -18128885.492187 + Penalty 2330.771702 = -18126554.720485 nChanged 8934 SP:Iteration 3Q (6544.799105 sec): 3 clusters Score: Raw -18132494.481663 + Penalty 2330.771702 = -18130163.709961 nChanged 10270 SP:Iteration 4Q (6545.141812 sec): 3 clusters Score: Raw -18137458.031012 + Penalty 2330.771702 = -18135127.259310 nChanged 11436 SP:Iteration 5F (6545.429100 sec): 3 clusters Score: Raw -18144244.085008 + Penalty 2330.771702 = -18141913.313306 nChanged 12912 SP:Iteration 6F (6545.734106 sec): 3 clusters Score: Raw -18153095.415564 + Penalty 2330.771702 = -18150764.643862 nChanged 13865 SP:Iteration 7F (6546.040024 sec): 3 clusters Score: Raw -18163240.701989 + Penalty 2330.771702 = -18160909.930287 nChanged 13133 SP:Iteration 8F (6546.339929 sec): 3 clusters Score: Raw -18171925.000913 + Penalty 2330.771702 = -18169594.229211 nChanged 10376 SP:Iteration 9Q (6546.682389 sec): 3 clusters Score: Raw -18176865.405068 + Penalty 2330.771702 = -18174534.633366 nChanged 6984 SP:Iteration 10Q (6546.999423 sec): 3 clusters Score: Raw -18179300.741596 + Penalty 2330.771702 = -18176969.969894 nChanged 4854 SP:Iteration 11Q (6547.343688 sec): 3 clusters Score: Raw -18181021.881723 + Penalty 2330.771702 = -18178691.110021 nChanged 4199 SP:Iteration 12Q (6547.668486 sec): 3 clusters Score: Raw -18182614.102668 + Penalty 2330.771702 = -18180283.330966 nChanged 4092 SP:Iteration 13Q (6547.987943 sec): 3 clusters Score: Raw -18184142.555661 + Penalty 2330.771702 = -18181811.783959 nChanged 3932 SP:Iteration 14Q (6548.317683 sec): 3 clusters Score: Raw -18185558.473417 + Penalty 2330.771702 = -18183227.701715 nChanged 3661 SP:Iteration 15Q (6548.637847 sec): 3 clusters Score: Raw -18186789.343110 + Penalty 2330.771702 = -18184458.571408 nChanged 3500 SP:Iteration 16Q (6548.946309 sec): 3 clusters Score: Raw -18187912.147239 + Penalty 2330.771702 = -18185581.375537 nChanged 3408 SP:Iteration 17Q (6549.257943 sec): 3 clusters Score: Raw -18188993.661376 + Penalty 2330.771702 = -18186662.889675 nChanged 3251 SP:Iteration 18Q (6549.573715 sec): 3 clusters Score: Raw -18190008.482199 + Penalty 2330.771702 = -18187677.710497 nChanged 3118 SP:Iteration 19Q (6549.899558 sec): 3 clusters Score: Raw -18191015.508022 + Penalty 2330.771702 = -18188684.736320 nChanged 3032 SP:Iteration 20F (6550.215598 sec): 3 clusters Score: Raw -18192027.039589 + Penalty 2330.771702 = -18189696.267887 nChanged 2953 SP:Iteration 21Q (6550.519582 sec): 3 clusters Score: Raw -18193108.542156 + Penalty 2330.771702 = -18190777.770454 nChanged 3000 SP:Iteration 22Q (6550.827840 sec): 3 clusters Score: Raw -18194329.884365 + Penalty 2330.771702 = -18191999.112663 nChanged 3019 SP:Iteration 23Q (6551.123009 sec): 3 clusters Score: Raw -18195707.442796 + Penalty 2330.771702 = -18193376.671094 nChanged 2961 SP:Iteration 24Q (6551.426467 sec): 3 clusters Score: Raw -18197147.504429 + Penalty 2330.771702 = -18194816.732727 nChanged 2800 SP:Iteration 25Q (6551.731982 sec): 3 clusters Score: Raw -18198548.650267 + Penalty 2330.771702 = -18196217.878565 nChanged 2731 SP:Iteration 26Q (6552.045357 sec): 3 clusters Score: Raw -18199929.959816 + Penalty 2330.771702 = -18197599.188114 nChanged 2555 SP:Iteration 27Q (6552.360493 sec): 3 clusters Score: Raw -18201148.371851 + Penalty 2330.771702 = -18198817.600149 nChanged 2218 SP:Iteration 28Q (6552.659825 sec): 3 clusters Score: Raw -18202089.650252 + Penalty 2330.771702 = -18199758.878550 nChanged 2060 SP:Iteration 29Q (6552.963276 sec): 3 clusters Score: Raw -18202863.634301 + Penalty 2330.771702 = -18200532.862599 nChanged 1747 SP:Iteration 30Q (6553.258738 sec): 3 clusters Score: Raw -18203419.104148 + Penalty 2330.771702 = -18201088.332447 nChanged 1486 SP:Iteration 31Q (6553.561282 sec): 3 clusters Score: Raw -18203836.942724 + Penalty 2330.771702 = -18201506.171022 nChanged 1314 SP:Iteration 32Q (6553.859753 sec): 3 clusters Score: Raw -18204171.247942 + Penalty 2330.771702 = -18201840.476240 nChanged 1160 SP:Iteration 33Q (6554.165688 sec): 3 clusters Score: Raw -18204434.283115 + Penalty 2330.771702 = -18202103.511413 nChanged 1029 SP:Iteration 34Q (6554.453092 sec): 3 clusters Score: Raw -18204638.854091 + Penalty 2330.771702 = -18202308.082390 nChanged 879 SP:Iteration 35Q (6554.757447 sec): 3 clusters Score: Raw -18204792.218845 + Penalty 2330.771702 = -18202461.447143 nChanged 741 SP:Iteration 36Q (6555.050302 sec): 3 clusters Score: Raw -18204904.448868 + Penalty 2330.771702 = -18202573.677167 nChanged 650 SP:Iteration 37Q (6555.352505 sec): 3 clusters Score: Raw -18205001.154068 + Penalty 2330.771702 = -18202670.382366 nChanged 606 SP:Iteration 38Q (6555.651749 sec): 3 clusters Score: Raw -18205087.550510 + Penalty 2330.771702 = -18202756.778808 nChanged 586 SP:Iteration 39Q (6555.963618 sec): 3 clusters Score: Raw -18205162.643688 + Penalty 2330.771702 = -18202831.871986 nChanged 559 SP:Iteration 40F (6556.299481 sec): 3 clusters Score: Raw -18205230.787646 + Penalty 2330.771702 = -18202900.015944 nChanged 545 SP:Iteration 41Q (6556.574564 sec): 3 clusters Score: Raw -18205293.763897 + Penalty 2330.771702 = -18202962.992195 nChanged 535 SP:Iteration 42Q (6556.846203 sec): 3 clusters Score: Raw -18205350.132303 + Penalty 2330.771702 = -18203019.360601 nChanged 525 SP:Iteration 43Q (6557.130786 sec): 3 clusters Score: Raw -18205401.125593 + Penalty 2330.771702 = -18203070.353891 nChanged 480 SP:Iteration 44Q (6557.406792 sec): 3 clusters Score: Raw -18205445.236120 + Penalty 2330.771702 = -18203114.464419 nChanged 503 SP:Iteration 45Q (6557.680640 sec): 3 clusters Score: Raw -18205492.404690 + Penalty 2330.771702 = -18203161.632988 nChanged 521 SP:Iteration 46Q (6557.963635 sec): 3 clusters Score: Raw -18205541.935224 + Penalty 2330.771702 = -18203211.163522 nChanged 499 SP:Iteration 47Q (6558.260977 sec): 3 clusters Score: Raw -18205589.723661 + Penalty 2330.771702 = -18203258.951960 nChanged 488 SP:Iteration 48Q (6558.562790 sec): 3 clusters Score: Raw -18205636.464879 + Penalty 2330.771702 = -18203305.693177 nChanged 465 SP:Iteration 49Q (6558.863029 sec): 3 clusters Score: Raw -18205678.549097 + Penalty 2330.771702 = -18203347.777395 nChanged 463 SP:Iteration 50Q (6559.152931 sec): 3 clusters Score: Raw -18205721.444972 + Penalty 2330.771702 = -18203390.673270 nChanged 463 SP:Iteration 51Q (6559.435006 sec): 3 clusters Score: Raw -18205762.239261 + Penalty 2330.771702 = -18203431.467559 nChanged 410 SP:Iteration 52Q (6559.729008 sec): 3 clusters Score: Raw -18205796.028764 + Penalty 2330.771702 = -18203465.257062 nChanged 398 SP:Iteration 53Q (6560.021926 sec): 3 clusters Score: Raw -18205828.561353 + Penalty 2330.771702 = -18203497.789651 nChanged 369 SP:Iteration 54Q (6560.317066 sec): 3 clusters Score: Raw -18205857.524262 + Penalty 2330.771702 = -18203526.752560 nChanged 362 SP:Iteration 55Q (6560.606209 sec): 3 clusters Score: Raw -18205887.158220 + Penalty 2330.771702 = -18203556.386518 nChanged 396 SP:Iteration 56Q (6560.898307 sec): 3 clusters Score: Raw -18205921.252813 + Penalty 2330.771702 = -18203590.481111 nChanged 387 SP:Iteration 57Q (6561.184584 sec): 3 clusters Score: Raw -18205954.997225 + Penalty 2330.771702 = -18203624.225523 nChanged 382 SP:Iteration 58Q (6561.465843 sec): 3 clusters Score: Raw -18205987.240179 + Penalty 2330.771702 = -18203656.468477 nChanged 372 SP:Iteration 59Q (6561.734382 sec): 3 clusters Score: Raw -18206017.811413 + Penalty 2330.771702 = -18203687.039711 nChanged 367 SP:Iteration 60F (6562.046926 sec): 3 clusters Score: Raw -18206048.729705 + Penalty 2330.771702 = -18203717.958003 nChanged 326 SP:Iteration 61Q (6562.326284 sec): 3 clusters Score: Raw -18206074.183980 + Penalty 2330.771702 = -18203743.412278 nChanged 308 SP:Iteration 62Q (6562.592409 sec): 3 clusters Score: Raw -18206097.343093 + Penalty 2330.771702 = -18203766.571391 nChanged 298 SP:Iteration 63Q (6562.859538 sec): 3 clusters Score: Raw -18206119.186550 + Penalty 2330.771702 = -18203788.414848 nChanged 299 SP:Iteration 64Q (6563.117287 sec): 3 clusters Score: Raw -18206140.438517 + Penalty 2330.771702 = -18203809.666815 nChanged 289 SP:Iteration 65Q (6563.411667 sec): 3 clusters Score: Raw -18206160.624901 + Penalty 2330.771702 = -18203829.853199 nChanged 256 SP:Iteration 66Q (6563.701193 sec): 3 clusters Score: Raw -18206177.309209 + Penalty 2330.771702 = -18203846.537507 nChanged 229 SP:Iteration 67Q (6563.993564 sec): 3 clusters Score: Raw -18206190.308352 + Penalty 2330.771702 = -18203859.536650 nChanged 203 SP:Iteration 68Q (6564.287617 sec): 3 clusters Score: Raw -18206201.286638 + Penalty 2330.771702 = -18203870.514936 nChanged 195 SP:Iteration 69Q (6564.579842 sec): 3 clusters Score: Raw -18206211.492631 + Penalty 2330.771702 = -18203880.720929 nChanged 193 SP:Iteration 70Q (6564.866882 sec): 3 clusters Score: Raw -18206221.540322 + Penalty 2330.771702 = -18203890.768620 nChanged 188 SP:Iteration 71Q (6565.158684 sec): 3 clusters Score: Raw -18206231.475290 + Penalty 2330.771702 = -18203900.703588 nChanged 199 SP:Iteration 72Q (6565.452962 sec): 3 clusters Score: Raw -18206243.656217 + Penalty 2330.771702 = -18203912.884515 nChanged 185 SP:Iteration 73Q (6565.726447 sec): 3 clusters Score: Raw -18206255.272051 + Penalty 2330.771702 = -18203924.500349 nChanged 200 SP:Iteration 74Q (6566.027760 sec): 3 clusters Score: Raw -18206267.810112 + Penalty 2330.771702 = -18203937.038410 nChanged 206 SP:Iteration 75Q (6566.324927 sec): 3 clusters Score: Raw -18206279.750794 + Penalty 2330.771702 = -18203948.979092 nChanged 196 SP:Iteration 76Q (6566.610077 sec): 3 clusters Score: Raw -18206290.770583 + Penalty 2330.771702 = -18203959.998881 nChanged 197 SP:Iteration 77Q (6566.901548 sec): 3 clusters Score: Raw -18206301.443523 + Penalty 2330.771702 = -18203970.671821 nChanged 201 SP:Iteration 78Q (6567.156540 sec): 3 clusters Score: Raw -18206313.666860 + Penalty 2330.771702 = -18203982.895158 nChanged 224 SP:Iteration 79Q (6567.468264 sec): 3 clusters Score: Raw -18206326.257470 + Penalty 2330.771702 = -18203995.485768 nChanged 211 SP:Iteration 80F (6567.801452 sec): 3 clusters Score: Raw -18206337.933284 + Penalty 2330.771702 = -18204007.161582 nChanged 202 SP:Iteration 81Q (6568.097075 sec): 3 clusters Score: Raw -18206348.921813 + Penalty 2330.771702 = -18204018.150111 nChanged 166 SP:Iteration 82Q (6568.390151 sec): 3 clusters Score: Raw -18206357.107360 + Penalty 2330.771702 = -18204026.335658 nChanged 157 SP:Iteration 83Q (6568.690098 sec): 3 clusters Score: Raw -18206364.853116 + Penalty 2330.771702 = -18204034.081414 nChanged 150 SP:Iteration 84Q (6568.973953 sec): 3 clusters Score: Raw -18206372.027122 + Penalty 2330.771702 = -18204041.255420 nChanged 134 SP:Iteration 85Q (6569.269840 sec): 3 clusters Score: Raw -18206378.405497 + Penalty 2330.771702 = -18204047.633795 nChanged 123 SP:Iteration 86Q (6569.559362 sec): 3 clusters Score: Raw -18206384.253349 + Penalty 2330.771702 = -18204053.481647 nChanged 119 SP:Iteration 87Q (6569.847067 sec): 3 clusters Score: Raw -18206390.048898 + Penalty 2330.771702 = -18204059.277197 nChanged 126 SP:Iteration 88Q (6570.129312 sec): 3 clusters Score: Raw -18206395.843634 + Penalty 2330.771702 = -18204065.071932 nChanged 125 SP:Iteration 89Q (6570.404194 sec): 3 clusters Score: Raw -18206401.622316 + Penalty 2330.771702 = -18204070.850614 nChanged 122 SP:Iteration 90Q (6570.692952 sec): 3 clusters Score: Raw -18206407.248012 + Penalty 2330.771702 = -18204076.476310 nChanged 136 SP:Iteration 91Q (6570.988013 sec): 3 clusters Score: Raw -18206413.784419 + Penalty 2330.771702 = -18204083.012717 nChanged 124 SP:Iteration 92Q (6571.252869 sec): 3 clusters Score: Raw -18206419.528410 + Penalty 2330.771702 = -18204088.756708 nChanged 153 SP:Iteration 93Q (6571.542917 sec): 3 clusters Score: Raw -18206427.009671 + Penalty 2330.771702 = -18204096.237969 nChanged 141 SP:Iteration 94Q (6571.821845 sec): 3 clusters Score: Raw -18206433.620721 + Penalty 2330.771702 = -18204102.849019 nChanged 118 SP:Iteration 95Q (6572.102128 sec): 3 clusters Score: Raw -18206438.312525 + Penalty 2330.771702 = -18204107.540823 nChanged 114 SP:Iteration 96Q (6572.400485 sec): 3 clusters Score: Raw -18206443.610227 + Penalty 2330.771702 = -18204112.838525 nChanged 125 SP:Iteration 97Q (6572.681301 sec): 3 clusters Score: Raw -18206449.819952 + Penalty 2330.771702 = -18204119.048250 nChanged 131 SP:Iteration 98Q (6572.955552 sec): 3 clusters Score: Raw -18206455.298371 + Penalty 2330.771702 = -18204124.526669 nChanged 104 SP:Iteration 99Q (6573.251611 sec): 3 clusters Score: Raw -18206459.047739 + Penalty 2330.771702 = -18204128.276037 nChanged 94 SP:Iteration 100F (6573.556762 sec): 3 clusters Score: Raw -18206462.231764 + Penalty 2330.771702 = -18204131.460062 nChanged 78 SP:Iteration 101Q (6573.819039 sec): 3 clusters Score: Raw -18206464.815067 + Penalty 2330.771702 = -18204134.043365 nChanged 75 SP:Iteration 102Q (6574.084697 sec): 3 clusters Score: Raw -18206467.202452 + Penalty 2330.771702 = -18204136.430750 nChanged 71 SP:Iteration 103Q (6574.337098 sec): 3 clusters Score: Raw -18206469.393271 + Penalty 2330.771702 = -18204138.621569 nChanged 63 SP:Iteration 104Q (6574.616762 sec): 3 clusters Score: Raw -18206471.485997 + Penalty 2330.771702 = -18204140.714295 nChanged 61 SP:Iteration 105Q (6574.906031 sec): 3 clusters Score: Raw -18206473.617368 + Penalty 2330.771702 = -18204142.845666 nChanged 62 SP:Iteration 106Q (6575.192995 sec): 3 clusters Score: Raw -18206475.571343 + Penalty 2330.771702 = -18204144.799641 nChanged 61 SP:Iteration 107Q (6575.484763 sec): 3 clusters Score: Raw -18206477.786167 + Penalty 2330.771702 = -18204147.014465 nChanged 70 SP:Iteration 108Q (6575.779210 sec): 3 clusters Score: Raw -18206480.444849 + Penalty 2330.771702 = -18204149.673147 nChanged 68 SP:Iteration 109Q (6576.059819 sec): 3 clusters Score: Raw -18206483.170487 + Penalty 2330.771702 = -18204152.398785 nChanged 78 SP:Iteration 110Q (6576.347038 sec): 3 clusters Score: Raw -18206486.250051 + Penalty 2330.771702 = -18204155.478349 nChanged 79 SP:Iteration 111Q (6576.629784 sec): 3 clusters Score: Raw -18206489.170503 + Penalty 2330.771702 = -18204158.398801 nChanged 72 SP:Iteration 112Q (6576.903643 sec): 3 clusters Score: Raw -18206491.804595 + Penalty 2330.771702 = -18204161.032893 nChanged 71 SP:Iteration 113Q (6577.176545 sec): 3 clusters Score: Raw -18206494.552729 + Penalty 2330.771702 = -18204163.781028 nChanged 82 SP:Iteration 114Q (6577.463563 sec): 3 clusters Score: Raw -18206498.563743 + Penalty 2330.771702 = -18204167.792041 nChanged 88 SP:Iteration 115Q (6577.755528 sec): 3 clusters Score: Raw -18206503.361822 + Penalty 2330.771702 = -18204172.590120 nChanged 104 SP:Iteration 116Q (6578.045423 sec): 3 clusters Score: Raw -18206508.890253 + Penalty 2330.771702 = -18204178.118551 nChanged 105 SP:Iteration 117Q (6578.341232 sec): 3 clusters Score: Raw -18206513.489115 + Penalty 2330.771702 = -18204182.717414 nChanged 90 SP:Iteration 118Q (6578.619108 sec): 3 clusters Score: Raw -18206517.588936 + Penalty 2330.771702 = -18204186.817234 nChanged 79 SP:Iteration 119Q (6578.896339 sec): 3 clusters Score: Raw -18206521.115077 + Penalty 2330.771702 = -18204190.343375 nChanged 88 SP:Iteration 120F (6579.201947 sec): 3 clusters Score: Raw -18206525.363188 + Penalty 2330.771702 = -18204194.591486 nChanged 89 SP:Iteration 121Q (6579.472652 sec): 3 clusters Score: Raw -18206529.410848 + Penalty 2330.771702 = -18204198.639146 nChanged 100 SP:Iteration 122Q (6579.739480 sec): 3 clusters Score: Raw -18206533.998096 + Penalty 2330.771702 = -18204203.226394 nChanged 101 SP:Iteration 123Q (6580.000870 sec): 3 clusters Score: Raw -18206538.219996 + Penalty 2330.771702 = -18204207.448294 nChanged 97 SP:Iteration 124Q (6580.285716 sec): 3 clusters Score: Raw -18206542.416468 + Penalty 2330.771702 = -18204211.644766 nChanged 90 SP:Iteration 125Q (6580.579911 sec): 3 clusters Score: Raw -18206546.524118 + Penalty 2330.771702 = -18204215.752416 nChanged 102 SP:Iteration 126Q (6580.855190 sec): 3 clusters Score: Raw -18206551.573252 + Penalty 2330.771702 = -18204220.801550 nChanged 97 SP:Iteration 127Q (6581.153058 sec): 3 clusters Score: Raw -18206556.123217 + Penalty 2330.771702 = -18204225.351515 nChanged 84 SP:Iteration 128Q (6581.437869 sec): 3 clusters Score: Raw -18206559.876412 + Penalty 2330.771702 = -18204229.104710 nChanged 87 SP:Iteration 129Q (6581.718807 sec): 3 clusters Score: Raw -18206564.148596 + Penalty 2330.771702 = -18204233.376894 nChanged 87 SP:Iteration 130Q (6581.997693 sec): 3 clusters Score: Raw -18206567.934822 + Penalty 2330.771702 = -18204237.163120 nChanged 93 SP:Iteration 131Q (6582.269069 sec): 3 clusters Score: Raw -18206572.836916 + Penalty 2330.771702 = -18204242.065214 nChanged 100 SP:Iteration 132Q (6582.557787 sec): 3 clusters Score: Raw -18206577.588245 + Penalty 2330.771702 = -18204246.816544 nChanged 92 SP:Iteration 133Q (6582.857478 sec): 3 clusters Score: Raw -18206582.076467 + Penalty 2330.771702 = -18204251.304765 nChanged 96 SP:Iteration 134Q (6583.129016 sec): 3 clusters Score: Raw -18206587.191306 + Penalty 2330.771702 = -18204256.419604 nChanged 120 SP:Iteration 135Q (6583.404804 sec): 3 clusters Score: Raw -18206593.768542 + Penalty 2330.771702 = -18204262.996840 nChanged 105 SP:Iteration 136Q (6583.685599 sec): 3 clusters Score: Raw -18206599.701743 + Penalty 2330.771702 = -18204268.930041 nChanged 117 SP:Iteration 137Q (6583.946422 sec): 3 clusters Score: Raw -18206606.217790 + Penalty 2330.771702 = -18204275.446088 nChanged 104 SP:Iteration 138Q (6584.226717 sec): 3 clusters Score: Raw -18206611.941981 + Penalty 2330.771702 = -18204281.170279 nChanged 106 SP:Iteration 139Q (6584.491125 sec): 3 clusters Score: Raw -18206617.745677 + Penalty 2330.771702 = -18204286.973975 nChanged 111 SP:Iteration 140F (6584.793517 sec): 3 clusters Score: Raw -18206623.217235 + Penalty 2330.771702 = -18204292.445533 nChanged 92 SP:Iteration 141Q (6585.057276 sec): 3 clusters Score: Raw -18206627.351350 + Penalty 2330.771702 = -18204296.579648 nChanged 102 SP:Iteration 142Q (6585.329402 sec): 3 clusters Score: Raw -18206632.856925 + Penalty 2330.771702 = -18204302.085223 nChanged 109 SP:Iteration 143Q (6585.613607 sec): 3 clusters Score: Raw -18206639.633539 + Penalty 2330.771702 = -18204308.861837 nChanged 129 SP:Iteration 144Q (6585.892995 sec): 3 clusters Score: Raw -18206647.501990 + Penalty 2330.771702 = -18204316.730288 nChanged 111 SP:Iteration 145Q (6586.170844 sec): 3 clusters Score: Raw -18206653.601323 + Penalty 2330.771702 = -18204322.829622 nChanged 116 SP:Iteration 146Q (6586.458583 sec): 3 clusters Score: Raw -18206660.244037 + Penalty 2330.771702 = -18204329.472335 nChanged 120 SP:Iteration 147Q (6586.744535 sec): 3 clusters Score: Raw -18206667.468872 + Penalty 2330.771702 = -18204336.697170 nChanged 127 SP:Iteration 148Q (6587.026467 sec): 3 clusters Score: Raw -18206675.225284 + Penalty 2330.771702 = -18204344.453582 nChanged 122 SP:Iteration 149Q (6587.300113 sec): 3 clusters Score: Raw -18206682.999310 + Penalty 2330.771702 = -18204352.227608 nChanged 126 SP:Iteration 150Q (6587.577038 sec): 3 clusters Score: Raw -18206689.854484 + Penalty 2330.771702 = -18204359.082782 nChanged 109 SP:Iteration 151Q (6587.856907 sec): 3 clusters Score: Raw -18206695.180480 + Penalty 2330.771702 = -18204364.408778 nChanged 91 SP:Iteration 152Q (6588.138932 sec): 3 clusters Score: Raw -18206699.404263 + Penalty 2330.771702 = -18204368.632561 nChanged 66 SP:Iteration 153Q (6588.421961 sec): 3 clusters Score: Raw -18206702.430335 + Penalty 2330.771702 = -18204371.658633 nChanged 64 SP:Iteration 154Q (6588.710995 sec): 3 clusters Score: Raw -18206705.751531 + Penalty 2330.771702 = -18204374.979829 nChanged 74 SP:Iteration 155Q (6588.979740 sec): 3 clusters Score: Raw -18206709.611179 + Penalty 2330.771702 = -18204378.839478 nChanged 67 SP:Iteration 156Q (6589.270776 sec): 3 clusters Score: Raw -18206712.442357 + Penalty 2330.771702 = -18204381.670655 nChanged 48 SP:Iteration 157Q (6589.547009 sec): 3 clusters Score: Raw -18206714.298120 + Penalty 2330.771702 = -18204383.526418 nChanged 43 SP:Iteration 158Q (6589.810436 sec): 3 clusters Score: Raw -18206715.755597 + Penalty 2330.771702 = -18204384.983895 nChanged 44 SP:Iteration 159Q (6590.084966 sec): 3 clusters Score: Raw -18206717.619498 + Penalty 2330.771702 = -18204386.847796 nChanged 45 SP:Iteration 160F (6590.393898 sec): 3 clusters Score: Raw -18206719.303620 + Penalty 2330.771702 = -18204388.531918 nChanged 42 SP:Iteration 161Q (6590.660734 sec): 3 clusters Score: Raw -18206721.006769 + Penalty 2330.771702 = -18204390.235067 nChanged 49 SP:Iteration 162Q (6590.924595 sec): 3 clusters Score: Raw -18206722.632294 + Penalty 2330.771702 = -18204391.860592 nChanged 42 SP:Iteration 163Q (6591.199527 sec): 3 clusters Score: Raw -18206724.041155 + Penalty 2330.771702 = -18204393.269453 nChanged 44 SP:Iteration 164Q (6591.490230 sec): 3 clusters Score: Raw -18206725.559665 + Penalty 2330.771702 = -18204394.787964 nChanged 53 SP:Iteration 165Q (6591.775461 sec): 3 clusters Score: Raw -18206727.846881 + Penalty 2330.771702 = -18204397.075179 nChanged 53 SP:Iteration 166Q (6592.064700 sec): 3 clusters Score: Raw -18206730.190739 + Penalty 2330.771702 = -18204399.419037 nChanged 59 SP:Iteration 167Q (6592.346574 sec): 3 clusters Score: Raw -18206732.806581 + Penalty 2330.771702 = -18204402.034879 nChanged 52 SP:Iteration 168Q (6592.634598 sec): 3 clusters Score: Raw -18206734.711448 + Penalty 2330.771702 = -18204403.939746 nChanged 43 SP:Iteration 169Q (6592.918988 sec): 3 clusters Score: Raw -18206736.414305 + Penalty 2330.771702 = -18204405.642603 nChanged 45 SP:Iteration 170Q (6593.207219 sec): 3 clusters Score: Raw -18206737.873992 + Penalty 2330.771702 = -18204407.102290 nChanged 34 SP:Iteration 171Q (6593.494624 sec): 3 clusters Score: Raw -18206738.909384 + Penalty 2330.771702 = -18204408.137682 nChanged 30 SP:Iteration 172Q (6593.780634 sec): 3 clusters Score: Raw -18206739.671767 + Penalty 2330.771702 = -18204408.900065 nChanged 27 SP:Iteration 173Q (6594.065985 sec): 3 clusters Score: Raw -18206740.659799 + Penalty 2330.771702 = -18204409.888097 nChanged 34 SP:Iteration 174Q (6594.336250 sec): 3 clusters Score: Raw -18206742.135536 + Penalty 2330.771702 = -18204411.363834 nChanged 43 SP:Iteration 175Q (6594.616321 sec): 3 clusters Score: Raw -18206743.899804 + Penalty 2330.771702 = -18204413.128102 nChanged 44 SP:Iteration 176Q (6594.882949 sec): 3 clusters Score: Raw -18206745.288179 + Penalty 2330.771702 = -18204414.516477 nChanged 40 SP:Iteration 177Q (6595.185578 sec): 3 clusters Score: Raw -18206746.661836 + Penalty 2330.771702 = -18204415.890134 nChanged 45 SP:Iteration 178Q (6595.455803 sec): 3 clusters Score: Raw -18206748.080282 + Penalty 2330.771702 = -18204417.308580 nChanged 36 SP:Iteration 179Q (6595.736415 sec): 3 clusters Score: Raw -18206749.211912 + Penalty 2330.771702 = -18204418.440210 nChanged 38 SP:Iteration 180F (6596.047008 sec): 3 clusters Score: Raw -18206750.730615 + Penalty 2330.771702 = -18204419.958914 nChanged 46 SP:Iteration 181Q (6596.312535 sec): 3 clusters Score: Raw -18206752.565784 + Penalty 2330.771702 = -18204421.794082 nChanged 41 SP:Iteration 182Q (6596.574166 sec): 3 clusters Score: Raw -18206754.003365 + Penalty 2330.771702 = -18204423.231663 nChanged 37 SP:Iteration 183Q (6596.843355 sec): 3 clusters Score: Raw -18206755.343149 + Penalty 2330.771702 = -18204424.571447 nChanged 28 SP:Iteration 184Q (6597.129295 sec): 3 clusters Score: Raw -18206756.350111 + Penalty 2330.771702 = -18204425.578410 nChanged 30 SP:Iteration 185Q (6597.405323 sec): 3 clusters Score: Raw -18206757.423527 + Penalty 2330.771702 = -18204426.651825 nChanged 34 SP:Iteration 186Q (6597.688719 sec): 3 clusters Score: Raw -18206758.530826 + Penalty 2330.771702 = -18204427.759124 nChanged 43 SP:Iteration 187Q (6597.975498 sec): 3 clusters Score: Raw -18206759.914868 + Penalty 2330.771702 = -18204429.143166 nChanged 47 SP:Iteration 188Q (6598.261850 sec): 3 clusters Score: Raw -18206761.983898 + Penalty 2330.771702 = -18204431.212196 nChanged 53 SP:Iteration 189Q (6598.552835 sec): 3 clusters Score: Raw -18206764.030158 + Penalty 2330.771702 = -18204433.258457 nChanged 48 SP:Iteration 190Q (6598.827840 sec): 3 clusters Score: Raw -18206766.127411 + Penalty 2330.771702 = -18204435.355709 nChanged 43 SP:Iteration 191Q (6599.117080 sec): 3 clusters Score: Raw -18206767.900971 + Penalty 2330.771702 = -18204437.129269 nChanged 64 SP:Iteration 192Q (6599.374733 sec): 3 clusters Score: Raw -18206770.842516 + Penalty 2330.771702 = -18204440.070814 nChanged 55 SP:Iteration 193Q (6599.658253 sec): 3 clusters Score: Raw -18206773.145150 + Penalty 2330.771702 = -18204442.373448 nChanged 53 SP:Iteration 194Q (6599.923424 sec): 3 clusters Score: Raw -18206775.333493 + Penalty 2330.771702 = -18204444.561791 nChanged 46 SP:Iteration 195Q (6600.204659 sec): 3 clusters Score: Raw -18206776.803356 + Penalty 2330.771702 = -18204446.031654 nChanged 36 SP:Iteration 196Q (6600.491509 sec): 3 clusters Score: Raw -18206778.098221 + Penalty 2330.771702 = -18204447.326519 nChanged 32 SP:Iteration 197Q (6600.781147 sec): 3 clusters Score: Raw -18206779.207307 + Penalty 2330.771702 = -18204448.435605 nChanged 27 SP:Iteration 198Q (6601.068552 sec): 3 clusters Score: Raw -18206780.032522 + Penalty 2330.771702 = -18204449.260820 nChanged 21 SP:Iteration 199Q (6601.337511 sec): 3 clusters Score: Raw -18206780.916564 + Penalty 2330.771702 = -18204450.144862 nChanged 19 SP:Iteration 200F (6601.640932 sec): 3 clusters Score: Raw -18206781.421511 + Penalty 2330.771702 = -18204450.649809 nChanged 18 SP:Iteration 201Q (6601.907596 sec): 3 clusters Score: Raw -18206781.936493 + Penalty 2330.771702 = -18204451.164791 nChanged 16 SP:Iteration 202Q (6602.166440 sec): 3 clusters Score: Raw -18206782.437641 + Penalty 2330.771702 = -18204451.665939 nChanged 16 SP:Iteration 203Q (6602.435600 sec): 3 clusters Score: Raw -18206782.839506 + Penalty 2330.771702 = -18204452.067804 nChanged 15 SP:Iteration 204Q (6602.695650 sec): 3 clusters Score: Raw -18206783.157248 + Penalty 2330.771702 = -18204452.385546 nChanged 12 SP:Iteration 205Q (6602.978656 sec): 3 clusters Score: Raw -18206783.428963 + Penalty 2330.771702 = -18204452.657261 nChanged 11 SP:Iteration 206Q (6603.262171 sec): 3 clusters Score: Raw -18206783.710668 + Penalty 2330.771702 = -18204452.938966 nChanged 18 SP:Iteration 207Q (6603.547031 sec): 3 clusters Score: Raw -18206784.253763 + Penalty 2330.771702 = -18204453.482061 nChanged 18 SP:Iteration 208Q (6603.831016 sec): 3 clusters Score: Raw -18206784.761022 + Penalty 2330.771702 = -18204453.989320 nChanged 20 SP:Iteration 209Q (6604.107938 sec): 3 clusters Score: Raw -18206785.394544 + Penalty 2330.771702 = -18204454.622842 nChanged 25 SP:Iteration 210Q (6604.381161 sec): 3 clusters Score: Raw -18206786.224794 + Penalty 2330.771702 = -18204455.453092 nChanged 21 SP:Iteration 211Q (6604.656370 sec): 3 clusters Score: Raw -18206786.771911 + Penalty 2330.771702 = -18204456.000209 nChanged 20 SP:Iteration 212Q (6604.926764 sec): 3 clusters Score: Raw -18206787.306472 + Penalty 2330.771702 = -18204456.534770 nChanged 14 SP:Iteration 213Q (6605.209015 sec): 3 clusters Score: Raw -18206787.743214 + Penalty 2330.771702 = -18204456.971512 nChanged 19 SP:Iteration 214Q (6605.490720 sec): 3 clusters Score: Raw -18206788.358301 + Penalty 2330.771702 = -18204457.586599 nChanged 26 SP:Iteration 215Q (6605.764471 sec): 3 clusters Score: Raw -18206789.233100 + Penalty 2330.771702 = -18204458.461398 nChanged 24 SP:Iteration 216Q (6606.052148 sec): 3 clusters Score: Raw -18206789.938326 + Penalty 2330.771702 = -18204459.166625 nChanged 23 SP:Iteration 217Q (6606.332273 sec): 3 clusters Score: Raw -18206790.790567 + Penalty 2330.771702 = -18204460.018866 nChanged 24 SP:Iteration 218Q (6606.597251 sec): 3 clusters Score: Raw -18206791.794952 + Penalty 2330.771702 = -18204461.023251 nChanged 34 SP:Iteration 219Q (6606.896079 sec): 3 clusters Score: Raw -18206793.296055 + Penalty 2330.771702 = -18204462.524353 nChanged 38 SP:Iteration 220F (6607.234784 sec): 3 clusters Score: Raw -18206794.774326 + Penalty 2330.771702 = -18204464.002624 nChanged 29 SP:Iteration 221Q (6607.519539 sec): 3 clusters Score: Raw -18206795.651793 + Penalty 2330.771702 = -18204464.880091 nChanged 26 SP:Iteration 222Q (6607.810180 sec): 3 clusters Score: Raw -18206796.395064 + Penalty 2330.771702 = -18204465.623362 nChanged 20 SP:Iteration 223Q (6608.100716 sec): 3 clusters Score: Raw -18206797.111732 + Penalty 2330.771702 = -18204466.340030 nChanged 14 SP:Iteration 224Q (6608.383655 sec): 3 clusters Score: Raw -18206797.376728 + Penalty 2330.771702 = -18204466.605026 nChanged 8 SP:Iteration 225Q (6608.673951 sec): 3 clusters Score: Raw -18206797.491230 + Penalty 2330.771702 = -18204466.719528 nChanged 4 SP:Iteration 226Q (6608.967347 sec): 3 clusters Score: Raw -18206797.524323 + Penalty 2330.771702 = -18204466.752621 nChanged 2 SP:Iteration 227Q (6609.245118 sec): 3 clusters Score: Raw -18206797.560421 + Penalty 2330.771702 = -18204466.788719 nChanged 5 SP:Iteration 228Q (6609.522490 sec): 3 clusters Score: Raw -18206797.665310 + Penalty 2330.771702 = -18204466.893608 nChanged 7 SP:Iteration 229Q (6609.796069 sec): 3 clusters Score: Raw -18206797.791993 + Penalty 2330.771702 = -18204467.020291 nChanged 5 SP:Iteration 230Q (6610.084528 sec): 3 clusters Score: Raw -18206797.918184 + Penalty 2330.771702 = -18204467.146482 nChanged 7 SP:Iteration 231Q (6610.336890 sec): 3 clusters Score: Raw -18206798.091235 + Penalty 2330.771702 = -18204467.319533 nChanged 5 SP:Iteration 232Q (6610.620308 sec): 3 clusters Score: Raw -18206798.149587 + Penalty 2330.771702 = -18204467.377885 nChanged 2 SP:Iteration 233Q (6610.901304 sec): 3 clusters Score: Raw -18206798.177648 + Penalty 2330.771702 = -18204467.405946 nChanged 0 SP:Iteration 234F (6611.215236 sec): 3 clusters Score: Raw -18206798.177648 + Penalty 2330.771702 = -18204467.405946 nChanged 0 Score: Raw -69509989.681204 + Penalty 41475.433710 = -69468514.247494 Splitting cluster 4 changes total score from -69462888.089973 to -69468514.247494 So it's getting split into cluster 32. Trying to split cluster 5 (11055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6624.859524 sec): 2 clusters Score: Raw -936445.788156 + Penalty 884.510619 = -935561.277537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6624.887616 sec): 3 clusters Score: Raw -929898.767585 + Penalty 1769.021238 = -928129.746347 nChanged 4959 SP:Iteration 1F (6624.914474 sec): 3 clusters Score: Raw -932582.837657 + Penalty 1769.021238 = -930813.816419 nChanged 609 SP:Iteration 2F (6624.977718 sec): 3 clusters Score: Raw -932845.639822 + Penalty 1769.021238 = -931076.618584 nChanged 593 SP:Iteration 3F (6625.040642 sec): 3 clusters Score: Raw -933104.904975 + Penalty 1769.021238 = -931335.883737 nChanged 608 SP:Iteration 4F (6625.102152 sec): 3 clusters Score: Raw -933419.042431 + Penalty 1769.021238 = -931650.021194 nChanged 641 SP:Iteration 5F (6625.174206 sec): 3 clusters Score: Raw -933792.116407 + Penalty 1769.021238 = -932023.095169 nChanged 639 SP:Iteration 6F (6625.236755 sec): 3 clusters Score: Raw -934201.190473 + Penalty 1769.021238 = -932432.169235 nChanged 643 SP:Iteration 7F (6625.299298 sec): 3 clusters Score: Raw -934631.244819 + Penalty 1769.021238 = -932862.223581 nChanged 589 SP:Iteration 8F (6625.352676 sec): 3 clusters Score: Raw -935011.195454 + Penalty 1769.021238 = -933242.174217 nChanged 476 SP:Iteration 9Q (6625.424918 sec): 3 clusters Score: Raw -935304.549245 + Penalty 1769.021238 = -933535.528007 nChanged 387 SP:Iteration 10Q (6625.487701 sec): 3 clusters Score: Raw -935569.844164 + Penalty 1769.021238 = -933800.822926 nChanged 349 SP:Iteration 11Q (6625.541396 sec): 3 clusters Score: Raw -935811.076890 + Penalty 1769.021238 = -934042.055652 nChanged 272 SP:Iteration 12Q (6625.598749 sec): 3 clusters Score: Raw -935964.469289 + Penalty 1769.021238 = -934195.448051 nChanged 196 SP:Iteration 13Q (6625.668545 sec): 3 clusters Score: Raw -936083.280207 + Penalty 1769.021238 = -934314.258969 nChanged 175 SP:Iteration 14Q (6625.726132 sec): 3 clusters Score: Raw -936175.536381 + Penalty 1769.021238 = -934406.515143 nChanged 151 SP:Iteration 15Q (6625.788887 sec): 3 clusters Score: Raw -936259.943321 + Penalty 1769.021238 = -934490.922083 nChanged 138 SP:Iteration 16Q (6625.854809 sec): 3 clusters Score: Raw -936327.503488 + Penalty 1769.021238 = -934558.482250 nChanged 126 SP:Iteration 17Q (6625.904814 sec): 3 clusters Score: Raw -936388.475851 + Penalty 1769.021238 = -934619.454613 nChanged 109 SP:Iteration 18Q (6625.966272 sec): 3 clusters Score: Raw -936432.415748 + Penalty 1769.021238 = -934663.394510 nChanged 88 SP:Iteration 19Q (6626.032545 sec): 3 clusters Score: Raw -936464.718131 + Penalty 1769.021238 = -934695.696893 nChanged 87 SP:Iteration 20F (6626.085723 sec): 3 clusters Score: Raw -936493.562643 + Penalty 1769.021238 = -934724.541405 nChanged 71 SP:Iteration 21Q (6626.137598 sec): 3 clusters Score: Raw -936515.616880 + Penalty 1769.021238 = -934746.595642 nChanged 77 SP:Iteration 22Q (6626.198130 sec): 3 clusters Score: Raw -936535.521058 + Penalty 1769.021238 = -934766.499820 nChanged 64 SP:Iteration 23Q (6626.248626 sec): 3 clusters Score: Raw -936553.901121 + Penalty 1769.021238 = -934784.879883 nChanged 59 SP:Iteration 24Q (6626.301628 sec): 3 clusters Score: Raw -936566.292899 + Penalty 1769.021238 = -934797.271662 nChanged 56 SP:Iteration 25Q (6626.357701 sec): 3 clusters Score: Raw -936576.316319 + Penalty 1769.021238 = -934807.295081 nChanged 42 SP:Iteration 26Q (6626.419439 sec): 3 clusters Score: Raw -936582.700137 + Penalty 1769.021238 = -934813.678899 nChanged 34 SP:Iteration 27Q (6626.464127 sec): 3 clusters Score: Raw -936588.838059 + Penalty 1769.021238 = -934819.816821 nChanged 31 SP:Iteration 28Q (6626.526788 sec): 3 clusters Score: Raw -936595.971690 + Penalty 1769.021238 = -934826.950452 nChanged 28 SP:Iteration 29Q (6626.589114 sec): 3 clusters Score: Raw -936600.743345 + Penalty 1769.021238 = -934831.722108 nChanged 25 SP:Iteration 30Q (6626.649816 sec): 3 clusters Score: Raw -936607.350186 + Penalty 1769.021238 = -934838.328948 nChanged 28 SP:Iteration 31Q (6626.710636 sec): 3 clusters Score: Raw -936613.841396 + Penalty 1769.021238 = -934844.820158 nChanged 29 SP:Iteration 32Q (6626.771076 sec): 3 clusters Score: Raw -936620.160185 + Penalty 1769.021238 = -934851.138947 nChanged 26 SP:Iteration 33Q (6626.822419 sec): 3 clusters Score: Raw -936625.105187 + Penalty 1769.021238 = -934856.083949 nChanged 20 SP:Iteration 34Q (6626.883343 sec): 3 clusters Score: Raw -936629.124582 + Penalty 1769.021238 = -934860.103345 nChanged 15 SP:Iteration 35Q (6626.954255 sec): 3 clusters Score: Raw -936632.010489 + Penalty 1769.021238 = -934862.989251 nChanged 13 SP:Iteration 36Q (6627.004782 sec): 3 clusters Score: Raw -936634.514127 + Penalty 1769.021238 = -934865.492889 nChanged 10 SP:Iteration 37Q (6627.059448 sec): 3 clusters Score: Raw -936636.370880 + Penalty 1769.021238 = -934867.349642 nChanged 11 SP:Iteration 38Q (6627.114234 sec): 3 clusters Score: Raw -936637.937983 + Penalty 1769.021238 = -934868.916745 nChanged 8 SP:Iteration 39Q (6627.171821 sec): 3 clusters Score: Raw -936639.741500 + Penalty 1769.021238 = -934870.720262 nChanged 13 SP:Iteration 40F (6627.231616 sec): 3 clusters Score: Raw -936641.572937 + Penalty 1769.021238 = -934872.551699 nChanged 9 SP:Iteration 41Q (6627.291368 sec): 3 clusters Score: Raw -936642.664015 + Penalty 1769.021238 = -934873.642778 nChanged 6 SP:Iteration 42Q (6627.352730 sec): 3 clusters Score: Raw -936643.602743 + Penalty 1769.021238 = -934874.581505 nChanged 4 SP:Iteration 43Q (6627.403118 sec): 3 clusters Score: Raw -936644.171971 + Penalty 1769.021238 = -934875.150733 nChanged 4 SP:Iteration 44Q (6627.464903 sec): 3 clusters Score: Raw -936644.992652 + Penalty 1769.021238 = -934875.971414 nChanged 2 SP:Iteration 45Q (6627.529038 sec): 3 clusters Score: Raw -936645.205410 + Penalty 1769.021238 = -934876.184172 nChanged 2 SP:Iteration 46Q (6627.583845 sec): 3 clusters Score: Raw -936645.406531 + Penalty 1769.021238 = -934876.385294 nChanged 2 SP:Iteration 47Q (6627.644327 sec): 3 clusters Score: Raw -936645.926881 + Penalty 1769.021238 = -934876.905644 nChanged 5 SP:Iteration 48Q (6627.697578 sec): 3 clusters Score: Raw -936646.590178 + Penalty 1769.021238 = -934877.568940 nChanged 3 SP:Iteration 49Q (6627.746243 sec): 3 clusters Score: Raw -936647.178498 + Penalty 1769.021238 = -934878.157261 nChanged 2 SP:Iteration 50Q (6627.806339 sec): 3 clusters Score: Raw -936647.388692 + Penalty 1769.021238 = -934878.367454 nChanged 4 SP:Iteration 51Q (6627.866853 sec): 3 clusters Score: Raw -936647.953687 + Penalty 1769.021238 = -934878.932450 nChanged 2 SP:Iteration 52Q (6627.921653 sec): 3 clusters Score: Raw -936648.326659 + Penalty 1769.021238 = -934879.305421 nChanged 4 SP:Iteration 53Q (6627.981745 sec): 3 clusters Score: Raw -936648.768459 + Penalty 1769.021238 = -934879.747221 nChanged 1 SP:Iteration 54Q (6628.040098 sec): 3 clusters Score: Raw -936648.804042 + Penalty 1769.021238 = -934879.782804 nChanged 0 SP:Iteration 55F (6628.102347 sec): 3 clusters Score: Raw -936648.804042 + Penalty 1769.021238 = -934879.782804 nChanged 0 Trying to split cluster 6 (637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6628.126693 sec): 2 clusters Score: Raw -41347.132704 + Penalty 613.393117 = -40733.739587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6628.175995 sec): 3 clusters Score: Raw -41229.167313 + Penalty 1226.786235 = -40002.381079 nChanged 225 SP:Iteration 1F (6628.218556 sec): 3 clusters Score: Raw -41810.896655 + Penalty 1226.786235 = -40584.110420 nChanged 71 SP:Iteration 2F (6628.267981 sec): 3 clusters Score: Raw -42230.861293 + Penalty 1226.786235 = -41004.075059 nChanged 93 SP:Iteration 3F (6628.317035 sec): 3 clusters Score: Raw -42510.924327 + Penalty 1226.786235 = -41284.138092 nChanged 77 SP:Iteration 4F (6628.360889 sec): 3 clusters Score: Raw -42650.194069 + Penalty 1226.786235 = -41423.407835 nChanged 34 SP:Iteration 5F (6628.422169 sec): 3 clusters Score: Raw -42700.218810 + Penalty 1226.786235 = -41473.432575 nChanged 18 SP:Iteration 6Q (6628.471874 sec): 3 clusters Score: Raw -42721.390696 + Penalty 1226.786235 = -41494.604461 nChanged 9 SP:Iteration 7Q (6628.509077 sec): 3 clusters Score: Raw -42733.060099 + Penalty 1226.786235 = -41506.273864 nChanged 3 SP:Iteration 8Q (6628.549580 sec): 3 clusters Score: Raw -42736.683741 + Penalty 1226.786235 = -41509.897506 nChanged 2 SP:Iteration 9Q (6628.596545 sec): 3 clusters Score: Raw -42738.696792 + Penalty 1226.786235 = -41511.910557 nChanged 3 SP:Iteration 10Q (6628.646013 sec): 3 clusters Score: Raw -42740.452348 + Penalty 1226.786235 = -41513.666113 nChanged 1 SP:Iteration 11Q (6628.692408 sec): 3 clusters Score: Raw -42740.643497 + Penalty 1226.786235 = -41513.857262 nChanged 0 SP:Iteration 12F (6628.741488 sec): 3 clusters Score: Raw -42740.643497 + Penalty 1226.786235 = -41513.857262 nChanged 0 Score: Raw -69511383.191997 + Penalty 42771.541013 = -69468611.650983 Splitting cluster 6 changes total score from -69462888.089973 to -69468611.650983 So it's getting split into cluster 33. Trying to split cluster 7 (16690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6642.142174 sec): 2 clusters Score: Raw -1435755.011789 + Penalty 923.643677 = -1434831.368112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6642.206973 sec): 3 clusters Score: Raw -1425452.706704 + Penalty 1847.287353 = -1423605.419351 nChanged 7710 SP:Iteration 1F (6642.280475 sec): 3 clusters Score: Raw -1429798.337086 + Penalty 1847.287353 = -1427951.049733 nChanged 927 SP:Iteration 2F (6642.346512 sec): 3 clusters Score: Raw -1430165.506835 + Penalty 1847.287353 = -1428318.219482 nChanged 839 SP:Iteration 3F (6642.417161 sec): 3 clusters Score: Raw -1430495.446185 + Penalty 1847.287353 = -1428648.158832 nChanged 761 SP:Iteration 4Q (6642.487615 sec): 3 clusters Score: Raw -1430824.425026 + Penalty 1847.287353 = -1428977.137673 nChanged 759 SP:Iteration 5Q (6642.546130 sec): 3 clusters Score: Raw -1431156.488652 + Penalty 1847.287353 = -1429309.201298 nChanged 754 SP:Iteration 6Q (6642.615364 sec): 3 clusters Score: Raw -1431495.098916 + Penalty 1847.287353 = -1429647.811563 nChanged 730 SP:Iteration 7Q (6642.667098 sec): 3 clusters Score: Raw -1431811.236310 + Penalty 1847.287353 = -1429963.948957 nChanged 673 SP:Iteration 8Q (6642.727625 sec): 3 clusters Score: Raw -1432124.566908 + Penalty 1847.287353 = -1430277.279554 nChanged 696 SP:Iteration 9Q (6642.788661 sec): 3 clusters Score: Raw -1432487.614691 + Penalty 1847.287353 = -1430640.327338 nChanged 702 SP:Iteration 10Q (6642.848632 sec): 3 clusters Score: Raw -1432835.403499 + Penalty 1847.287353 = -1430988.116146 nChanged 638 SP:Iteration 11Q (6642.915955 sec): 3 clusters Score: Raw -1433109.278524 + Penalty 1847.287353 = -1431261.991171 nChanged 507 SP:Iteration 12Q (6642.983926 sec): 3 clusters Score: Raw -1433293.235706 + Penalty 1847.287353 = -1431445.948353 nChanged 364 SP:Iteration 13Q (6643.014151 sec): 3 clusters Score: Raw -1433386.721345 + Penalty 1847.287353 = -1431539.433992 nChanged 273 SP:Iteration 14Q (6643.091944 sec): 3 clusters Score: Raw -1433439.648947 + Penalty 1847.287353 = -1431592.361594 nChanged 176 SP:Iteration 15Q (6643.142337 sec): 3 clusters Score: Raw -1433469.033812 + Penalty 1847.287353 = -1431621.746459 nChanged 155 SP:Iteration 16Q (6643.219258 sec): 3 clusters Score: Raw -1433495.099481 + Penalty 1847.287353 = -1431647.812128 nChanged 142 SP:Iteration 17Q (6643.268395 sec): 3 clusters Score: Raw -1433521.910136 + Penalty 1847.287353 = -1431674.622783 nChanged 156 SP:Iteration 18Q (6643.329365 sec): 3 clusters Score: Raw -1433551.854223 + Penalty 1847.287353 = -1431704.566870 nChanged 148 SP:Iteration 19Q (6643.396633 sec): 3 clusters Score: Raw -1433577.092287 + Penalty 1847.287353 = -1431729.804934 nChanged 130 SP:Iteration 20F (6643.464068 sec): 3 clusters Score: Raw -1433597.207365 + Penalty 1847.287353 = -1431749.920012 nChanged 130 SP:Iteration 21Q (6643.522583 sec): 3 clusters Score: Raw -1433618.127627 + Penalty 1847.287353 = -1431770.840274 nChanged 130 SP:Iteration 22Q (6643.589858 sec): 3 clusters Score: Raw -1433637.958596 + Penalty 1847.287353 = -1431790.671243 nChanged 115 SP:Iteration 23Q (6643.638144 sec): 3 clusters Score: Raw -1433655.357131 + Penalty 1847.287353 = -1431808.069778 nChanged 128 SP:Iteration 24Q (6643.706440 sec): 3 clusters Score: Raw -1433678.588889 + Penalty 1847.287353 = -1431831.301536 nChanged 142 SP:Iteration 25Q (6643.774315 sec): 3 clusters Score: Raw -1433704.515442 + Penalty 1847.287353 = -1431857.228089 nChanged 126 SP:Iteration 26Q (6643.830095 sec): 3 clusters Score: Raw -1433728.319758 + Penalty 1847.287353 = -1431881.032405 nChanged 136 SP:Iteration 27Q (6643.890910 sec): 3 clusters Score: Raw -1433755.234747 + Penalty 1847.287353 = -1431907.947394 nChanged 153 SP:Iteration 28Q (6643.958548 sec): 3 clusters Score: Raw -1433791.010456 + Penalty 1847.287353 = -1431943.723103 nChanged 192 SP:Iteration 29Q (6644.025909 sec): 3 clusters Score: Raw -1433838.987494 + Penalty 1847.287353 = -1431991.700141 nChanged 213 SP:Iteration 30Q (6644.093075 sec): 3 clusters Score: Raw -1433896.017210 + Penalty 1847.287353 = -1432048.729857 nChanged 207 SP:Iteration 31Q (6644.160111 sec): 3 clusters Score: Raw -1433957.502462 + Penalty 1847.287353 = -1432110.215109 nChanged 241 SP:Iteration 32Q (6644.226907 sec): 3 clusters Score: Raw -1434029.286771 + Penalty 1847.287353 = -1432181.999418 nChanged 247 SP:Iteration 33Q (6644.295809 sec): 3 clusters Score: Raw -1434104.873429 + Penalty 1847.287353 = -1432257.586076 nChanged 237 SP:Iteration 34Q (6644.363800 sec): 3 clusters Score: Raw -1434175.284020 + Penalty 1847.287353 = -1432327.996667 nChanged 245 SP:Iteration 35Q (6644.431280 sec): 3 clusters Score: Raw -1434250.850507 + Penalty 1847.287353 = -1432403.563154 nChanged 241 SP:Iteration 36Q (6644.490028 sec): 3 clusters Score: Raw -1434335.342438 + Penalty 1847.287353 = -1432488.055084 nChanged 267 SP:Iteration 37Q (6644.553856 sec): 3 clusters Score: Raw -1434428.971905 + Penalty 1847.287353 = -1432581.684551 nChanged 290 SP:Iteration 38Q (6644.628221 sec): 3 clusters Score: Raw -1434530.671679 + Penalty 1847.287353 = -1432683.384326 nChanged 255 SP:Iteration 39Q (6644.687946 sec): 3 clusters Score: Raw -1434624.989179 + Penalty 1847.287353 = -1432777.701825 nChanged 277 SP:Iteration 40F (6644.760523 sec): 3 clusters Score: Raw -1434724.023882 + Penalty 1847.287353 = -1432876.736529 nChanged 275 SP:Iteration 41Q (6644.817301 sec): 3 clusters Score: Raw -1434826.395162 + Penalty 1847.287353 = -1432979.107809 nChanged 234 SP:Iteration 42Q (6644.892548 sec): 3 clusters Score: Raw -1434918.016877 + Penalty 1847.287353 = -1433070.729524 nChanged 226 SP:Iteration 43Q (6644.947897 sec): 3 clusters Score: Raw -1435006.781987 + Penalty 1847.287353 = -1433159.494634 nChanged 208 SP:Iteration 44Q (6645.014311 sec): 3 clusters Score: Raw -1435078.446800 + Penalty 1847.287353 = -1433231.159447 nChanged 179 SP:Iteration 45Q (6645.080921 sec): 3 clusters Score: Raw -1435146.238003 + Penalty 1847.287353 = -1433298.950650 nChanged 204 SP:Iteration 46Q (6645.143826 sec): 3 clusters Score: Raw -1435234.124140 + Penalty 1847.287353 = -1433386.836787 nChanged 192 SP:Iteration 47Q (6645.202529 sec): 3 clusters Score: Raw -1435327.615897 + Penalty 1847.287353 = -1433480.328543 nChanged 203 SP:Iteration 48Q (6645.269246 sec): 3 clusters Score: Raw -1435422.312652 + Penalty 1847.287353 = -1433575.025299 nChanged 160 SP:Iteration 49Q (6645.297076 sec): 3 clusters Score: Raw -1435485.330145 + Penalty 1847.287353 = -1433638.042791 nChanged 143 SP:Iteration 50Q (6645.375761 sec): 3 clusters Score: Raw -1435547.259839 + Penalty 1847.287353 = -1433699.972486 nChanged 109 SP:Iteration 51Q (6645.430080 sec): 3 clusters Score: Raw -1435586.189070 + Penalty 1847.287353 = -1433738.901717 nChanged 101 SP:Iteration 52Q (6645.485318 sec): 3 clusters Score: Raw -1435617.125485 + Penalty 1847.287353 = -1433769.838132 nChanged 83 SP:Iteration 53Q (6645.542993 sec): 3 clusters Score: Raw -1435641.063649 + Penalty 1847.287353 = -1433793.776296 nChanged 73 SP:Iteration 54Q (6645.608161 sec): 3 clusters Score: Raw -1435661.977470 + Penalty 1847.287353 = -1433814.690117 nChanged 81 SP:Iteration 55Q (6645.665507 sec): 3 clusters Score: Raw -1435685.215642 + Penalty 1847.287353 = -1433837.928289 nChanged 80 SP:Iteration 56Q (6645.726602 sec): 3 clusters Score: Raw -1435708.868573 + Penalty 1847.287353 = -1433861.581220 nChanged 75 SP:Iteration 57Q (6645.801907 sec): 3 clusters Score: Raw -1435727.253040 + Penalty 1847.287353 = -1433879.965686 nChanged 75 SP:Iteration 58Q (6645.866780 sec): 3 clusters Score: Raw -1435743.915210 + Penalty 1847.287353 = -1433896.627857 nChanged 70 SP:Iteration 59Q (6645.922501 sec): 3 clusters Score: Raw -1435758.842393 + Penalty 1847.287353 = -1433911.555039 nChanged 54 SP:Iteration 60F (6645.994412 sec): 3 clusters Score: Raw -1435769.909368 + Penalty 1847.287353 = -1433922.622015 nChanged 44 SP:Iteration 61Q (6646.061045 sec): 3 clusters Score: Raw -1435778.181773 + Penalty 1847.287353 = -1433930.894420 nChanged 31 SP:Iteration 62Q (6646.120035 sec): 3 clusters Score: Raw -1435783.401726 + Penalty 1847.287353 = -1433936.114373 nChanged 29 SP:Iteration 63Q (6646.187477 sec): 3 clusters Score: Raw -1435788.484614 + Penalty 1847.287353 = -1433941.197261 nChanged 38 SP:Iteration 64Q (6646.260078 sec): 3 clusters Score: Raw -1435795.212244 + Penalty 1847.287353 = -1433947.924891 nChanged 26 SP:Iteration 65Q (6646.324102 sec): 3 clusters Score: Raw -1435800.021631 + Penalty 1847.287353 = -1433952.734278 nChanged 34 SP:Iteration 66Q (6646.379061 sec): 3 clusters Score: Raw -1435807.599043 + Penalty 1847.287353 = -1433960.311690 nChanged 40 SP:Iteration 67Q (6646.446391 sec): 3 clusters Score: Raw -1435816.111548 + Penalty 1847.287353 = -1433968.824195 nChanged 26 SP:Iteration 68Q (6646.515573 sec): 3 clusters Score: Raw -1435821.214165 + Penalty 1847.287353 = -1433973.926811 nChanged 33 SP:Iteration 69Q (6646.565307 sec): 3 clusters Score: Raw -1435829.983704 + Penalty 1847.287353 = -1433982.696350 nChanged 42 SP:Iteration 70Q (6646.629050 sec): 3 clusters Score: Raw -1435840.141739 + Penalty 1847.287353 = -1433992.854386 nChanged 45 SP:Iteration 71Q (6646.689315 sec): 3 clusters Score: Raw -1435851.063827 + Penalty 1847.287353 = -1434003.776474 nChanged 39 SP:Iteration 72Q (6646.760924 sec): 3 clusters Score: Raw -1435860.441513 + Penalty 1847.287353 = -1434013.154160 nChanged 41 SP:Iteration 73Q (6646.825991 sec): 3 clusters Score: Raw -1435870.699891 + Penalty 1847.287353 = -1434023.412538 nChanged 46 SP:Iteration 74Q (6646.892639 sec): 3 clusters Score: Raw -1435880.981623 + Penalty 1847.287353 = -1434033.694270 nChanged 26 SP:Iteration 75Q (6646.948911 sec): 3 clusters Score: Raw -1435886.784378 + Penalty 1847.287353 = -1434039.497025 nChanged 28 SP:Iteration 76Q (6647.011591 sec): 3 clusters Score: Raw -1435894.723221 + Penalty 1847.287353 = -1434047.435868 nChanged 25 SP:Iteration 77Q (6647.082065 sec): 3 clusters Score: Raw -1435904.051558 + Penalty 1847.287353 = -1434056.764205 nChanged 22 SP:Iteration 78Q (6647.148014 sec): 3 clusters Score: Raw -1435908.820356 + Penalty 1847.287353 = -1434061.533003 nChanged 25 SP:Iteration 79Q (6647.213823 sec): 3 clusters Score: Raw -1435913.451306 + Penalty 1847.287353 = -1434066.163953 nChanged 24 SP:Iteration 80F (6647.281782 sec): 3 clusters Score: Raw -1435919.341173 + Penalty 1847.287353 = -1434072.053820 nChanged 25 SP:Iteration 81Q (6647.345286 sec): 3 clusters Score: Raw -1435924.207410 + Penalty 1847.287353 = -1434076.920057 nChanged 15 SP:Iteration 82Q (6647.404518 sec): 3 clusters Score: Raw -1435927.496739 + Penalty 1847.287353 = -1434080.209385 nChanged 15 SP:Iteration 83Q (6647.463400 sec): 3 clusters Score: Raw -1435931.530455 + Penalty 1847.287353 = -1434084.243102 nChanged 17 SP:Iteration 84Q (6647.534003 sec): 3 clusters Score: Raw -1435935.395557 + Penalty 1847.287353 = -1434088.108204 nChanged 14 SP:Iteration 85Q (6647.595916 sec): 3 clusters Score: Raw -1435938.424456 + Penalty 1847.287353 = -1434091.137103 nChanged 17 SP:Iteration 86Q (6647.659850 sec): 3 clusters Score: Raw -1435941.314177 + Penalty 1847.287353 = -1434094.026824 nChanged 20 SP:Iteration 87Q (6647.720409 sec): 3 clusters Score: Raw -1435946.836681 + Penalty 1847.287353 = -1434099.549328 nChanged 18 SP:Iteration 88Q (6647.784461 sec): 3 clusters Score: Raw -1435951.742973 + Penalty 1847.287353 = -1434104.455620 nChanged 13 SP:Iteration 89Q (6647.840651 sec): 3 clusters Score: Raw -1435954.515495 + Penalty 1847.287353 = -1434107.228142 nChanged 9 SP:Iteration 90Q (6647.906151 sec): 3 clusters Score: Raw -1435956.104959 + Penalty 1847.287353 = -1434108.817606 nChanged 6 SP:Iteration 91Q (6647.971461 sec): 3 clusters Score: Raw -1435958.110620 + Penalty 1847.287353 = -1434110.823267 nChanged 11 SP:Iteration 92Q (6648.045170 sec): 3 clusters Score: Raw -1435961.322860 + Penalty 1847.287353 = -1434114.035506 nChanged 9 SP:Iteration 93Q (6648.101565 sec): 3 clusters Score: Raw -1435963.167284 + Penalty 1847.287353 = -1434115.879931 nChanged 8 SP:Iteration 94Q (6648.176726 sec): 3 clusters Score: Raw -1435964.470733 + Penalty 1847.287353 = -1434117.183380 nChanged 11 SP:Iteration 95Q (6648.233641 sec): 3 clusters Score: Raw -1435967.401631 + Penalty 1847.287353 = -1434120.114278 nChanged 17 SP:Iteration 96Q (6648.307209 sec): 3 clusters Score: Raw -1435972.833897 + Penalty 1847.287353 = -1434125.546543 nChanged 16 SP:Iteration 97Q (6648.372711 sec): 3 clusters Score: Raw -1435978.406597 + Penalty 1847.287353 = -1434131.119244 nChanged 11 SP:Iteration 98Q (6648.437781 sec): 3 clusters Score: Raw -1435981.480049 + Penalty 1847.287353 = -1434134.192696 nChanged 11 SP:Iteration 99Q (6648.492706 sec): 3 clusters Score: Raw -1435984.916921 + Penalty 1847.287353 = -1434137.629568 nChanged 10 SP:Iteration 100F (6648.559686 sec): 3 clusters Score: Raw -1435987.219639 + Penalty 1847.287353 = -1434139.932286 nChanged 4 SP:Iteration 101Q (6648.620474 sec): 3 clusters Score: Raw -1435987.896456 + Penalty 1847.287353 = -1434140.609102 nChanged 9 SP:Iteration 102Q (6648.655098 sec): 3 clusters Score: Raw -1435990.293234 + Penalty 1847.287353 = -1434143.005881 nChanged 4 SP:Iteration 103Q (6648.729638 sec): 3 clusters Score: Raw -1435991.023339 + Penalty 1847.287353 = -1434143.735986 nChanged 4 SP:Iteration 104Q (6648.782361 sec): 3 clusters Score: Raw -1435992.217101 + Penalty 1847.287353 = -1434144.929747 nChanged 9 SP:Iteration 105Q (6648.847133 sec): 3 clusters Score: Raw -1435996.000142 + Penalty 1847.287353 = -1434148.712789 nChanged 11 SP:Iteration 106Q (6648.911470 sec): 3 clusters Score: Raw -1435998.974606 + Penalty 1847.287353 = -1434151.687252 nChanged 10 SP:Iteration 107Q (6648.977047 sec): 3 clusters Score: Raw -1436002.578441 + Penalty 1847.287353 = -1434155.291088 nChanged 9 SP:Iteration 108Q (6649.052323 sec): 3 clusters Score: Raw -1436004.263941 + Penalty 1847.287353 = -1434156.976587 nChanged 8 SP:Iteration 109Q (6649.109923 sec): 3 clusters Score: Raw -1436005.250123 + Penalty 1847.287353 = -1434157.962770 nChanged 6 SP:Iteration 110Q (6649.173361 sec): 3 clusters Score: Raw -1436006.870489 + Penalty 1847.287353 = -1434159.583136 nChanged 5 SP:Iteration 111Q (6649.236045 sec): 3 clusters Score: Raw -1436008.279615 + Penalty 1847.287353 = -1434160.992262 nChanged 10 SP:Iteration 112Q (6649.308193 sec): 3 clusters Score: Raw -1436010.247952 + Penalty 1847.287353 = -1434162.960598 nChanged 7 SP:Iteration 113Q (6649.367945 sec): 3 clusters Score: Raw -1436011.923196 + Penalty 1847.287353 = -1434164.635843 nChanged 5 SP:Iteration 114Q (6649.428056 sec): 3 clusters Score: Raw -1436013.546585 + Penalty 1847.287353 = -1434166.259232 nChanged 5 SP:Iteration 115Q (6649.490180 sec): 3 clusters Score: Raw -1436014.253968 + Penalty 1847.287353 = -1434166.966615 nChanged 0 SP:Iteration 116F (6649.543290 sec): 3 clusters Score: Raw -1436014.253968 + Penalty 1847.287353 = -1434166.966615 nChanged 0 Trying to split cluster 8 (1576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6649.580566 sec): 2 clusters Score: Raw -128463.276897 + Penalty 699.451301 = -127763.825596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6649.617856 sec): 3 clusters Score: Raw -127778.686371 + Penalty 1398.902601 = -126379.783770 nChanged 583 SP:Iteration 1F (6649.665275 sec): 3 clusters Score: Raw -128155.155694 + Penalty 1398.902601 = -126756.253093 nChanged 132 SP:Iteration 2F (6649.714017 sec): 3 clusters Score: Raw -128274.724035 + Penalty 1398.902601 = -126875.821434 nChanged 105 SP:Iteration 3F (6649.769363 sec): 3 clusters Score: Raw -128416.179270 + Penalty 1398.902601 = -127017.276669 nChanged 105 SP:Iteration 4F (6649.814400 sec): 3 clusters Score: Raw -128577.559113 + Penalty 1398.902601 = -127178.656511 nChanged 101 SP:Iteration 5F (6649.867651 sec): 3 clusters Score: Raw -128725.009441 + Penalty 1398.902601 = -127326.106840 nChanged 88 SP:Iteration 6F (6649.904460 sec): 3 clusters Score: Raw -128817.177211 + Penalty 1398.902601 = -127418.274609 nChanged 56 SP:Iteration 7Q (6649.948729 sec): 3 clusters Score: Raw -128866.382688 + Penalty 1398.902601 = -127467.480087 nChanged 38 SP:Iteration 8Q (6649.994661 sec): 3 clusters Score: Raw -128898.854935 + Penalty 1398.902601 = -127499.952333 nChanged 28 SP:Iteration 9Q (6650.042674 sec): 3 clusters Score: Raw -128916.514735 + Penalty 1398.902601 = -127517.612134 nChanged 15 SP:Iteration 10Q (6650.089241 sec): 3 clusters Score: Raw -128927.851639 + Penalty 1398.902601 = -127528.949037 nChanged 20 SP:Iteration 11Q (6650.143623 sec): 3 clusters Score: Raw -128942.908894 + Penalty 1398.902601 = -127544.006293 nChanged 23 SP:Iteration 12Q (6650.189945 sec): 3 clusters Score: Raw -128957.366454 + Penalty 1398.902601 = -127558.463853 nChanged 18 SP:Iteration 13Q (6650.236352 sec): 3 clusters Score: Raw -128970.372369 + Penalty 1398.902601 = -127571.469767 nChanged 15 SP:Iteration 14Q (6650.277000 sec): 3 clusters Score: Raw -128978.452639 + Penalty 1398.902601 = -127579.550037 nChanged 11 SP:Iteration 15Q (6650.317805 sec): 3 clusters Score: Raw -128987.469273 + Penalty 1398.902601 = -127588.566671 nChanged 13 SP:Iteration 16Q (6650.368232 sec): 3 clusters Score: Raw -128997.794441 + Penalty 1398.902601 = -127598.891840 nChanged 9 SP:Iteration 17Q (6650.418641 sec): 3 clusters Score: Raw -129003.698467 + Penalty 1398.902601 = -127604.795866 nChanged 12 SP:Iteration 18Q (6650.469037 sec): 3 clusters Score: Raw -129008.998096 + Penalty 1398.902601 = -127610.095495 nChanged 8 SP:Iteration 19Q (6650.499560 sec): 3 clusters Score: Raw -129013.132218 + Penalty 1398.902601 = -127614.229617 nChanged 6 SP:Iteration 20F (6650.549939 sec): 3 clusters Score: Raw -129015.927265 + Penalty 1398.902601 = -127617.024664 nChanged 4 SP:Iteration 21Q (6650.596149 sec): 3 clusters Score: Raw -129017.770633 + Penalty 1398.902601 = -127618.868032 nChanged 3 SP:Iteration 22Q (6650.646872 sec): 3 clusters Score: Raw -129018.786695 + Penalty 1398.902601 = -127619.884094 nChanged 1 SP:Iteration 23Q (6650.689708 sec): 3 clusters Score: Raw -129018.986220 + Penalty 1398.902601 = -127620.083619 nChanged 0 SP:Iteration 24F (6650.739903 sec): 3 clusters Score: Raw -129018.986220 + Penalty 1398.902601 = -127620.083619 nChanged 0 Trying to split cluster 9 (1579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6650.765770 sec): 2 clusters Score: Raw -133217.902172 + Penalty 699.631966 = -132518.270206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6650.816167 sec): 3 clusters Score: Raw -132505.896614 + Penalty 1399.263933 = -131106.632681 nChanged 573 SP:Iteration 1F (6650.854828 sec): 3 clusters Score: Raw -132884.707148 + Penalty 1399.263933 = -131485.443215 nChanged 131 SP:Iteration 2F (6650.898436 sec): 3 clusters Score: Raw -132995.506850 + Penalty 1399.263933 = -131596.242917 nChanged 89 SP:Iteration 3F (6650.948469 sec): 3 clusters Score: Raw -133065.065316 + Penalty 1399.263933 = -131665.801383 nChanged 76 SP:Iteration 4Q (6650.998579 sec): 3 clusters Score: Raw -133132.260369 + Penalty 1399.263933 = -131732.996436 nChanged 68 SP:Iteration 5Q (6651.048575 sec): 3 clusters Score: Raw -133197.533512 + Penalty 1399.263933 = -131798.269579 nChanged 65 SP:Iteration 6Q (6651.093536 sec): 3 clusters Score: Raw -133271.973722 + Penalty 1399.263933 = -131872.709789 nChanged 73 SP:Iteration 7Q (6651.156004 sec): 3 clusters Score: Raw -133368.773992 + Penalty 1399.263933 = -131969.510059 nChanged 61 SP:Iteration 8Q (6651.167454 sec): 3 clusters Score: Raw -133442.480286 + Penalty 1399.263933 = -132043.216353 nChanged 58 SP:Iteration 9Q (6651.206652 sec): 3 clusters Score: Raw -133538.930877 + Penalty 1399.263933 = -132139.666945 nChanged 57 SP:Iteration 10Q (6651.247583 sec): 3 clusters Score: Raw -133623.828352 + Penalty 1399.263933 = -132224.564420 nChanged 51 SP:Iteration 11Q (6651.297197 sec): 3 clusters Score: Raw -133713.064252 + Penalty 1399.263933 = -132313.800320 nChanged 42 SP:Iteration 12Q (6651.347585 sec): 3 clusters Score: Raw -133772.681652 + Penalty 1399.263933 = -132373.417720 nChanged 33 SP:Iteration 13Q (6651.389813 sec): 3 clusters Score: Raw -133812.938706 + Penalty 1399.263933 = -132413.674773 nChanged 26 SP:Iteration 14Q (6651.430321 sec): 3 clusters Score: Raw -133838.824102 + Penalty 1399.263933 = -132439.560169 nChanged 17 SP:Iteration 15Q (6651.481521 sec): 3 clusters Score: Raw -133847.568344 + Penalty 1399.263933 = -132448.304412 nChanged 9 SP:Iteration 16Q (6651.537259 sec): 3 clusters Score: Raw -133854.111256 + Penalty 1399.263933 = -132454.847323 nChanged 10 SP:Iteration 17Q (6651.577266 sec): 3 clusters Score: Raw -133861.705958 + Penalty 1399.263933 = -132462.442025 nChanged 9 SP:Iteration 18Q (6651.628131 sec): 3 clusters Score: Raw -133865.184604 + Penalty 1399.263933 = -132465.920671 nChanged 4 SP:Iteration 19Q (6651.673718 sec): 3 clusters Score: Raw -133866.738536 + Penalty 1399.263933 = -132467.474604 nChanged 3 SP:Iteration 20F (6651.723797 sec): 3 clusters Score: Raw -133867.779617 + Penalty 1399.263933 = -132468.515685 nChanged 4 SP:Iteration 21Q (6651.770137 sec): 3 clusters Score: Raw -133870.104841 + Penalty 1399.263933 = -132470.840908 nChanged 4 SP:Iteration 22Q (6651.815960 sec): 3 clusters Score: Raw -133871.303363 + Penalty 1399.263933 = -132472.039430 nChanged 0 SP:Iteration 23F (6651.866263 sec): 3 clusters Score: Raw -133871.303363 + Penalty 1399.263933 = -132472.039430 nChanged 0 Trying to split cluster 10 (71224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6651.971454 sec): 2 clusters Score: Raw -6286857.357685 + Penalty 1061.490586 = -6285795.867099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6652.107839 sec): 3 clusters Score: Raw -6240106.554871 + Penalty 2122.981173 = -6237983.573698 nChanged 34215 SP:Iteration 1F (6652.244415 sec): 3 clusters Score: Raw -6261528.522985 + Penalty 2122.981173 = -6259405.541812 nChanged 4129 SP:Iteration 2F (6652.378390 sec): 3 clusters Score: Raw -6263676.983045 + Penalty 2122.981173 = -6261554.001872 nChanged 5088 SP:Iteration 3F (6652.515080 sec): 3 clusters Score: Raw -6267158.448549 + Penalty 2122.981173 = -6265035.467377 nChanged 5776 SP:Iteration 4F (6652.651085 sec): 3 clusters Score: Raw -6272230.182229 + Penalty 2122.981173 = -6270107.201056 nChanged 5757 SP:Iteration 5F (6652.785581 sec): 3 clusters Score: Raw -6277781.734117 + Penalty 2122.981173 = -6275658.752944 nChanged 4517 SP:Iteration 6F (6652.923087 sec): 3 clusters Score: Raw -6281687.827063 + Penalty 2122.981173 = -6279564.845891 nChanged 2846 SP:Iteration 7Q (6653.058150 sec): 3 clusters Score: Raw -6283420.035290 + Penalty 2122.981173 = -6281297.054117 nChanged 1759 SP:Iteration 8Q (6653.195291 sec): 3 clusters Score: Raw -6284242.337868 + Penalty 2122.981173 = -6282119.356695 nChanged 1222 SP:Iteration 9Q (6653.323716 sec): 3 clusters Score: Raw -6284751.192798 + Penalty 2122.981173 = -6282628.211625 nChanged 1000 SP:Iteration 10Q (6653.459256 sec): 3 clusters Score: Raw -6285154.317539 + Penalty 2122.981173 = -6283031.336367 nChanged 863 SP:Iteration 11Q (6653.585626 sec): 3 clusters Score: Raw -6285495.171390 + Penalty 2122.981173 = -6283372.190217 nChanged 735 SP:Iteration 12Q (6653.718701 sec): 3 clusters Score: Raw -6285766.039890 + Penalty 2122.981173 = -6283643.058718 nChanged 694 SP:Iteration 13Q (6653.853653 sec): 3 clusters Score: Raw -6286027.038026 + Penalty 2122.981173 = -6283904.056853 nChanged 664 SP:Iteration 14Q (6653.977797 sec): 3 clusters Score: Raw -6286261.446828 + Penalty 2122.981173 = -6284138.465655 nChanged 614 SP:Iteration 15Q (6654.084138 sec): 3 clusters Score: Raw -6286459.684754 + Penalty 2122.981173 = -6284336.703581 nChanged 537 SP:Iteration 16Q (6654.212370 sec): 3 clusters Score: Raw -6286613.473117 + Penalty 2122.981173 = -6284490.491945 nChanged 461 SP:Iteration 17Q (6654.342474 sec): 3 clusters Score: Raw -6286727.066004 + Penalty 2122.981173 = -6284604.084832 nChanged 402 SP:Iteration 18Q (6654.479330 sec): 3 clusters Score: Raw -6286821.406586 + Penalty 2122.981173 = -6284698.425414 nChanged 371 SP:Iteration 19Q (6654.603845 sec): 3 clusters Score: Raw -6286908.037519 + Penalty 2122.981173 = -6284785.056346 nChanged 377 SP:Iteration 20F (6654.746012 sec): 3 clusters Score: Raw -6286994.181094 + Penalty 2122.981173 = -6284871.199922 nChanged 351 SP:Iteration 21Q (6654.867149 sec): 3 clusters Score: Raw -6287070.990121 + Penalty 2122.981173 = -6284948.008948 nChanged 318 SP:Iteration 22Q (6655.002841 sec): 3 clusters Score: Raw -6287132.782962 + Penalty 2122.981173 = -6285009.801790 nChanged 288 SP:Iteration 23Q (6655.129193 sec): 3 clusters Score: Raw -6287188.357305 + Penalty 2122.981173 = -6285065.376133 nChanged 264 SP:Iteration 24Q (6655.258928 sec): 3 clusters Score: Raw -6287237.629212 + Penalty 2122.981173 = -6285114.648039 nChanged 237 SP:Iteration 25Q (6655.386021 sec): 3 clusters Score: Raw -6287280.611229 + Penalty 2122.981173 = -6285157.630056 nChanged 224 SP:Iteration 26Q (6655.513660 sec): 3 clusters Score: Raw -6287319.376568 + Penalty 2122.981173 = -6285196.395395 nChanged 191 SP:Iteration 27Q (6655.635771 sec): 3 clusters Score: Raw -6287351.377891 + Penalty 2122.981173 = -6285228.396718 nChanged 186 SP:Iteration 28Q (6655.756266 sec): 3 clusters Score: Raw -6287384.768289 + Penalty 2122.981173 = -6285261.787116 nChanged 194 SP:Iteration 29Q (6655.897365 sec): 3 clusters Score: Raw -6287418.680645 + Penalty 2122.981173 = -6285295.699472 nChanged 170 SP:Iteration 30Q (6656.027158 sec): 3 clusters Score: Raw -6287447.004412 + Penalty 2122.981173 = -6285324.023239 nChanged 143 SP:Iteration 31Q (6656.143305 sec): 3 clusters Score: Raw -6287469.965272 + Penalty 2122.981173 = -6285346.984100 nChanged 141 SP:Iteration 32Q (6656.262006 sec): 3 clusters Score: Raw -6287490.485427 + Penalty 2122.981173 = -6285367.504254 nChanged 124 SP:Iteration 33Q (6656.397789 sec): 3 clusters Score: Raw -6287509.961066 + Penalty 2122.981173 = -6285386.979893 nChanged 123 SP:Iteration 34Q (6656.526872 sec): 3 clusters Score: Raw -6287529.363943 + Penalty 2122.981173 = -6285406.382770 nChanged 96 SP:Iteration 35Q (6656.654183 sec): 3 clusters Score: Raw -6287542.362621 + Penalty 2122.981173 = -6285419.381448 nChanged 94 SP:Iteration 36Q (6656.780783 sec): 3 clusters Score: Raw -6287555.812431 + Penalty 2122.981173 = -6285432.831259 nChanged 84 SP:Iteration 37Q (6656.906878 sec): 3 clusters Score: Raw -6287565.799133 + Penalty 2122.981173 = -6285442.817960 nChanged 82 SP:Iteration 38Q (6657.036675 sec): 3 clusters Score: Raw -6287574.652119 + Penalty 2122.981173 = -6285451.670946 nChanged 84 SP:Iteration 39Q (6657.152637 sec): 3 clusters Score: Raw -6287584.828230 + Penalty 2122.981173 = -6285461.847058 nChanged 70 SP:Iteration 40F (6657.290807 sec): 3 clusters Score: Raw -6287591.755216 + Penalty 2122.981173 = -6285468.774043 nChanged 71 SP:Iteration 41Q (6657.404888 sec): 3 clusters Score: Raw -6287598.749227 + Penalty 2122.981173 = -6285475.768054 nChanged 68 SP:Iteration 42Q (6657.529540 sec): 3 clusters Score: Raw -6287605.370635 + Penalty 2122.981173 = -6285482.389463 nChanged 61 SP:Iteration 43Q (6657.659288 sec): 3 clusters Score: Raw -6287611.204285 + Penalty 2122.981173 = -6285488.223112 nChanged 46 SP:Iteration 44Q (6657.786796 sec): 3 clusters Score: Raw -6287616.083800 + Penalty 2122.981173 = -6285493.102627 nChanged 55 SP:Iteration 45Q (6657.908880 sec): 3 clusters Score: Raw -6287621.111440 + Penalty 2122.981173 = -6285498.130267 nChanged 38 SP:Iteration 46Q (6658.035665 sec): 3 clusters Score: Raw -6287624.020008 + Penalty 2122.981173 = -6285501.038835 nChanged 34 SP:Iteration 47Q (6658.154882 sec): 3 clusters Score: Raw -6287626.280448 + Penalty 2122.981173 = -6285503.299276 nChanged 30 SP:Iteration 48Q (6658.268476 sec): 3 clusters Score: Raw -6287628.122231 + Penalty 2122.981173 = -6285505.141058 nChanged 18 SP:Iteration 49Q (6658.390102 sec): 3 clusters Score: Raw -6287629.109956 + Penalty 2122.981173 = -6285506.128784 nChanged 11 SP:Iteration 50Q (6658.515328 sec): 3 clusters Score: Raw -6287630.068083 + Penalty 2122.981173 = -6285507.086910 nChanged 17 SP:Iteration 51Q (6658.635873 sec): 3 clusters Score: Raw -6287631.109643 + Penalty 2122.981173 = -6285508.128471 nChanged 16 SP:Iteration 52Q (6658.750783 sec): 3 clusters Score: Raw -6287632.125145 + Penalty 2122.981173 = -6285509.143972 nChanged 19 SP:Iteration 53Q (6658.871212 sec): 3 clusters Score: Raw -6287633.628957 + Penalty 2122.981173 = -6285510.647785 nChanged 19 SP:Iteration 54Q (6658.987675 sec): 3 clusters Score: Raw -6287635.201554 + Penalty 2122.981173 = -6285512.220382 nChanged 17 SP:Iteration 55Q (6659.108462 sec): 3 clusters Score: Raw -6287636.456256 + Penalty 2122.981173 = -6285513.475083 nChanged 16 SP:Iteration 56Q (6659.227919 sec): 3 clusters Score: Raw -6287638.027340 + Penalty 2122.981173 = -6285515.046167 nChanged 19 SP:Iteration 57Q (6659.348946 sec): 3 clusters Score: Raw -6287639.352877 + Penalty 2122.981173 = -6285516.371704 nChanged 15 SP:Iteration 58Q (6659.468699 sec): 3 clusters Score: Raw -6287640.049351 + Penalty 2122.981173 = -6285517.068178 nChanged 15 SP:Iteration 59Q (6659.588207 sec): 3 clusters Score: Raw -6287640.859421 + Penalty 2122.981173 = -6285517.878249 nChanged 13 SP:Iteration 60F (6659.716457 sec): 3 clusters Score: Raw -6287641.633570 + Penalty 2122.981173 = -6285518.652397 nChanged 16 SP:Iteration 61Q (6659.827204 sec): 3 clusters Score: Raw -6287642.650464 + Penalty 2122.981173 = -6285519.669291 nChanged 18 SP:Iteration 62Q (6659.946706 sec): 3 clusters Score: Raw -6287643.951445 + Penalty 2122.981173 = -6285520.970272 nChanged 18 SP:Iteration 63Q (6660.077261 sec): 3 clusters Score: Raw -6287645.517525 + Penalty 2122.981173 = -6285522.536353 nChanged 20 SP:Iteration 64Q (6660.203576 sec): 3 clusters Score: Raw -6287647.415047 + Penalty 2122.981173 = -6285524.433874 nChanged 24 SP:Iteration 65Q (6660.325047 sec): 3 clusters Score: Raw -6287649.068736 + Penalty 2122.981173 = -6285526.087563 nChanged 16 SP:Iteration 66Q (6660.442362 sec): 3 clusters Score: Raw -6287649.954838 + Penalty 2122.981173 = -6285526.973666 nChanged 9 SP:Iteration 67Q (6660.566438 sec): 3 clusters Score: Raw -6287650.488342 + Penalty 2122.981173 = -6285527.507169 nChanged 11 SP:Iteration 68Q (6660.697392 sec): 3 clusters Score: Raw -6287651.025843 + Penalty 2122.981173 = -6285528.044670 nChanged 10 SP:Iteration 69Q (6660.819380 sec): 3 clusters Score: Raw -6287651.761926 + Penalty 2122.981173 = -6285528.780753 nChanged 11 SP:Iteration 70Q (6660.937119 sec): 3 clusters Score: Raw -6287652.375914 + Penalty 2122.981173 = -6285529.394741 nChanged 11 SP:Iteration 71Q (6661.066367 sec): 3 clusters Score: Raw -6287652.881507 + Penalty 2122.981173 = -6285529.900335 nChanged 4 SP:Iteration 72Q (6661.203741 sec): 3 clusters Score: Raw -6287653.016159 + Penalty 2122.981173 = -6285530.034987 nChanged 4 SP:Iteration 73Q (6661.333624 sec): 3 clusters Score: Raw -6287653.099691 + Penalty 2122.981173 = -6285530.118518 nChanged 1 SP:Iteration 74Q (6661.453911 sec): 3 clusters Score: Raw -6287653.122129 + Penalty 2122.981173 = -6285530.140956 nChanged 0 SP:Iteration 75F (6661.593207 sec): 3 clusters Score: Raw -6287653.122129 + Penalty 2122.981173 = -6285530.140956 nChanged 0 Trying to split cluster 11 (4415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6661.605457 sec): 2 clusters Score: Raw -379848.968064 + Penalty 797.312496 = -379051.655568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6661.624419 sec): 3 clusters Score: Raw -377421.747546 + Penalty 1594.624991 = -375827.122555 nChanged 1839 SP:Iteration 1F (6661.641198 sec): 3 clusters Score: Raw -378363.285340 + Penalty 1594.624991 = -376768.660349 nChanged 313 SP:Iteration 2F (6661.657388 sec): 3 clusters Score: Raw -378529.929921 + Penalty 1594.624991 = -376935.304930 nChanged 278 SP:Iteration 3F (6661.673855 sec): 3 clusters Score: Raw -378695.238544 + Penalty 1594.624991 = -377100.613553 nChanged 282 SP:Iteration 4F (6661.690371 sec): 3 clusters Score: Raw -378907.149245 + Penalty 1594.624991 = -377312.524253 nChanged 306 SP:Iteration 5F (6661.706598 sec): 3 clusters Score: Raw -379160.824093 + Penalty 1594.624991 = -377566.199102 nChanged 300 SP:Iteration 6F (6661.725053 sec): 3 clusters Score: Raw -379404.541600 + Penalty 1594.624991 = -377809.916609 nChanged 254 SP:Iteration 7F (6661.741505 sec): 3 clusters Score: Raw -379587.645557 + Penalty 1594.624991 = -377993.020566 nChanged 192 SP:Iteration 8Q (6661.757830 sec): 3 clusters Score: Raw -379729.587372 + Penalty 1594.624991 = -378134.962380 nChanged 165 SP:Iteration 9Q (6661.773969 sec): 3 clusters Score: Raw -379846.702318 + Penalty 1594.624991 = -378252.077327 nChanged 108 SP:Iteration 10Q (6661.790116 sec): 3 clusters Score: Raw -379907.001316 + Penalty 1594.624991 = -378312.376325 nChanged 71 SP:Iteration 11Q (6661.818124 sec): 3 clusters Score: Raw -379943.626656 + Penalty 1594.624991 = -378349.001664 nChanged 50 SP:Iteration 12Q (6661.834583 sec): 3 clusters Score: Raw -379969.148488 + Penalty 1594.624991 = -378374.523496 nChanged 41 SP:Iteration 13Q (6661.850764 sec): 3 clusters Score: Raw -379986.701400 + Penalty 1594.624991 = -378392.076409 nChanged 34 SP:Iteration 14Q (6661.866764 sec): 3 clusters Score: Raw -380004.662150 + Penalty 1594.624991 = -378410.037159 nChanged 27 SP:Iteration 15Q (6661.882714 sec): 3 clusters Score: Raw -380017.714700 + Penalty 1594.624991 = -378423.089708 nChanged 24 SP:Iteration 16Q (6661.898639 sec): 3 clusters Score: Raw -380026.785870 + Penalty 1594.624991 = -378432.160878 nChanged 18 SP:Iteration 17Q (6661.918682 sec): 3 clusters Score: Raw -380033.144663 + Penalty 1594.624991 = -378438.519671 nChanged 15 SP:Iteration 18Q (6661.935058 sec): 3 clusters Score: Raw -380038.409038 + Penalty 1594.624991 = -378443.784046 nChanged 14 SP:Iteration 19Q (6661.951103 sec): 3 clusters Score: Raw -380042.558809 + Penalty 1594.624991 = -378447.933818 nChanged 11 SP:Iteration 20F (6661.967324 sec): 3 clusters Score: Raw -380045.771723 + Penalty 1594.624991 = -378451.146732 nChanged 9 SP:Iteration 21Q (6662.004424 sec): 3 clusters Score: Raw -380049.422892 + Penalty 1594.624991 = -378454.797901 nChanged 10 SP:Iteration 22Q (6662.020694 sec): 3 clusters Score: Raw -380053.434985 + Penalty 1594.624991 = -378458.809993 nChanged 8 SP:Iteration 23Q (6662.036592 sec): 3 clusters Score: Raw -380055.782369 + Penalty 1594.624991 = -378461.157377 nChanged 6 SP:Iteration 24Q (6662.052610 sec): 3 clusters Score: Raw -380057.695569 + Penalty 1594.624991 = -378463.070577 nChanged 1 SP:Iteration 25Q (6662.068461 sec): 3 clusters Score: Raw -380057.793697 + Penalty 1594.624991 = -378463.168706 nChanged 1 SP:Iteration 26Q (6662.084343 sec): 3 clusters Score: Raw -380058.120803 + Penalty 1594.624991 = -378463.495811 nChanged 1 SP:Iteration 27Q (6662.110653 sec): 3 clusters Score: Raw -380058.253677 + Penalty 1594.624991 = -378463.628686 nChanged 1 SP:Iteration 28Q (6662.127165 sec): 3 clusters Score: Raw -380058.382135 + Penalty 1594.624991 = -378463.757143 nChanged 1 SP:Iteration 29Q (6662.143050 sec): 3 clusters Score: Raw -380058.771730 + Penalty 1594.624991 = -378464.146738 nChanged 3 SP:Iteration 30Q (6662.158879 sec): 3 clusters Score: Raw -380059.672966 + Penalty 1594.624991 = -378465.047974 nChanged 1 SP:Iteration 31Q (6662.192401 sec): 3 clusters Score: Raw -380059.885278 + Penalty 1594.624991 = -378465.260286 nChanged 1 SP:Iteration 32Q (6662.208824 sec): 3 clusters Score: Raw -380060.013909 + Penalty 1594.624991 = -378465.388918 nChanged 1 SP:Iteration 33Q (6662.224763 sec): 3 clusters Score: Raw -380060.494911 + Penalty 1594.624991 = -378465.869920 nChanged 3 SP:Iteration 34Q (6662.240566 sec): 3 clusters Score: Raw -380061.100319 + Penalty 1594.624991 = -378466.475327 nChanged 1 SP:Iteration 35Q (6662.256535 sec): 3 clusters Score: Raw -380061.255896 + Penalty 1594.624991 = -378466.630905 nChanged 0 SP:Iteration 36F (6662.272712 sec): 3 clusters Score: Raw -380061.255896 + Penalty 1594.624991 = -378466.630905 nChanged 0 Trying to split cluster 12 (6472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6662.313165 sec): 2 clusters Score: Raw -525812.736710 + Penalty 833.647844 = -524979.088867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6662.322573 sec): 3 clusters Score: Raw -522177.400915 + Penalty 1667.295687 = -520510.105228 nChanged 2830 SP:Iteration 1F (6662.342660 sec): 3 clusters Score: Raw -523982.110435 + Penalty 1667.295687 = -522314.814748 nChanged 491 SP:Iteration 2F (6662.362875 sec): 3 clusters Score: Raw -524319.336828 + Penalty 1667.295687 = -522652.041141 nChanged 438 SP:Iteration 3F (6662.382985 sec): 3 clusters Score: Raw -524592.775061 + Penalty 1667.295687 = -522925.479374 nChanged 414 SP:Iteration 4F (6662.413462 sec): 3 clusters Score: Raw -524869.506564 + Penalty 1667.295687 = -523202.210877 nChanged 375 SP:Iteration 5F (6662.449705 sec): 3 clusters Score: Raw -525109.763353 + Penalty 1667.295687 = -523442.467666 nChanged 292 SP:Iteration 6Q (6662.469499 sec): 3 clusters Score: Raw -525280.524332 + Penalty 1667.295687 = -523613.228644 nChanged 247 SP:Iteration 7Q (6662.490032 sec): 3 clusters Score: Raw -525420.164868 + Penalty 1667.295687 = -523752.869181 nChanged 211 SP:Iteration 8Q (6662.510233 sec): 3 clusters Score: Raw -525530.569151 + Penalty 1667.295687 = -523863.273464 nChanged 177 SP:Iteration 9Q (6662.530327 sec): 3 clusters Score: Raw -525623.606804 + Penalty 1667.295687 = -523956.311117 nChanged 158 SP:Iteration 10Q (6662.550476 sec): 3 clusters Score: Raw -525699.554348 + Penalty 1667.295687 = -524032.258661 nChanged 106 SP:Iteration 11Q (6662.571055 sec): 3 clusters Score: Raw -525751.712021 + Penalty 1667.295687 = -524084.416334 nChanged 117 SP:Iteration 12Q (6662.591188 sec): 3 clusters Score: Raw -525819.804717 + Penalty 1667.295687 = -524152.509030 nChanged 127 SP:Iteration 13Q (6662.611429 sec): 3 clusters Score: Raw -525929.652569 + Penalty 1667.295687 = -524262.356881 nChanged 161 SP:Iteration 14Q (6662.631728 sec): 3 clusters Score: Raw -526086.678420 + Penalty 1667.295687 = -524419.382733 nChanged 176 SP:Iteration 15Q (6662.652039 sec): 3 clusters Score: Raw -526281.231168 + Penalty 1667.295687 = -524613.935480 nChanged 211 SP:Iteration 16Q (6662.672048 sec): 3 clusters Score: Raw -526583.503172 + Penalty 1667.295687 = -524916.207485 nChanged 236 SP:Iteration 17Q (6662.692176 sec): 3 clusters Score: Raw -526948.757230 + Penalty 1667.295687 = -525281.461542 nChanged 142 SP:Iteration 18Q (6662.711893 sec): 3 clusters Score: Raw -527077.517039 + Penalty 1667.295687 = -525410.221352 nChanged 54 SP:Iteration 19Q (6662.779949 sec): 3 clusters Score: Raw -527122.207257 + Penalty 1667.295687 = -525454.911570 nChanged 41 SP:Iteration 20F (6662.832130 sec): 3 clusters Score: Raw -527182.636607 + Penalty 1667.295687 = -525515.340919 nChanged 38 SP:Iteration 21Q (6662.877088 sec): 3 clusters Score: Raw -527354.392215 + Penalty 1667.295687 = -525687.096527 nChanged 44 SP:Iteration 22Q (6662.930762 sec): 3 clusters Score: Raw -527665.582326 + Penalty 1667.295687 = -525998.286638 nChanged 15 SP:Iteration 23Q (6662.985716 sec): 3 clusters Score: Raw -527692.333119 + Penalty 1667.295687 = -526025.037432 nChanged 3 SP:Iteration 24Q (6663.038144 sec): 3 clusters Score: Raw -527692.809883 + Penalty 1667.295687 = -526025.514195 nChanged 0 SP:Iteration 25F (6663.091686 sec): 3 clusters Score: Raw -527692.809883 + Penalty 1667.295687 = -526025.514195 nChanged 0 Score: Raw -69513263.265169 + Penalty 44067.648317 = -69469195.616852 Splitting cluster 12 changes total score from -69462888.089973 to -69469195.616852 So it's getting split into cluster 34. Trying to split cluster 13 (2311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6676.475205 sec): 2 clusters Score: Raw -194823.762479 + Penalty 735.816383 = -194087.946096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6676.514480 sec): 3 clusters Score: Raw -193702.611824 + Penalty 1471.632766 = -192230.979058 nChanged 919 SP:Iteration 1F (6676.571232 sec): 3 clusters Score: Raw -194173.346952 + Penalty 1471.632766 = -192701.714186 nChanged 173 SP:Iteration 2F (6676.610848 sec): 3 clusters Score: Raw -194278.167553 + Penalty 1471.632766 = -192806.534787 nChanged 131 SP:Iteration 3F (6676.660464 sec): 3 clusters Score: Raw -194360.500195 + Penalty 1471.632766 = -192888.867429 nChanged 97 SP:Iteration 4Q (6676.702202 sec): 3 clusters Score: Raw -194407.102408 + Penalty 1471.632766 = -192935.469642 nChanged 66 SP:Iteration 5Q (6676.754817 sec): 3 clusters Score: Raw -194431.003539 + Penalty 1471.632766 = -192959.370773 nChanged 60 SP:Iteration 6Q (6676.796192 sec): 3 clusters Score: Raw -194463.236979 + Penalty 1471.632766 = -192991.604213 nChanged 59 SP:Iteration 7Q (6676.843439 sec): 3 clusters Score: Raw -194496.282770 + Penalty 1471.632766 = -193024.650004 nChanged 66 SP:Iteration 8Q (6676.885412 sec): 3 clusters Score: Raw -194538.097121 + Penalty 1471.632766 = -193066.464355 nChanged 67 SP:Iteration 9Q (6676.924109 sec): 3 clusters Score: Raw -194579.909688 + Penalty 1471.632766 = -193108.276922 nChanged 84 SP:Iteration 10Q (6676.983744 sec): 3 clusters Score: Raw -194638.130167 + Penalty 1471.632766 = -193166.497401 nChanged 82 SP:Iteration 11Q (6677.032927 sec): 3 clusters Score: Raw -194705.916423 + Penalty 1471.632766 = -193234.283657 nChanged 91 SP:Iteration 12Q (6677.078829 sec): 3 clusters Score: Raw -194807.433243 + Penalty 1471.632766 = -193335.800477 nChanged 111 SP:Iteration 13Q (6677.120070 sec): 3 clusters Score: Raw -194933.684900 + Penalty 1471.632766 = -193462.052134 nChanged 124 SP:Iteration 14F (6677.175273 sec): 3 clusters Score: Raw -195140.440038 + Penalty 1471.632766 = -193668.807272 nChanged 118 SP:Iteration 15F (6677.226120 sec): 3 clusters Score: Raw -195394.973865 + Penalty 1471.632766 = -193923.341099 nChanged 84 SP:Iteration 16Q (6677.271098 sec): 3 clusters Score: Raw -195481.550547 + Penalty 1471.632766 = -194009.917781 nChanged 33 SP:Iteration 17Q (6677.322440 sec): 3 clusters Score: Raw -195499.901183 + Penalty 1471.632766 = -194028.268417 nChanged 17 SP:Iteration 18Q (6677.371077 sec): 3 clusters Score: Raw -195508.155633 + Penalty 1471.632766 = -194036.522867 nChanged 8 SP:Iteration 19Q (6677.417240 sec): 3 clusters Score: Raw -195512.265882 + Penalty 1471.632766 = -194040.633116 nChanged 4 SP:Iteration 20F (6677.453894 sec): 3 clusters Score: Raw -195514.249048 + Penalty 1471.632766 = -194042.616282 nChanged 5 SP:Iteration 21Q (6677.501341 sec): 3 clusters Score: Raw -195516.764829 + Penalty 1471.632766 = -194045.132064 nChanged 2 SP:Iteration 22Q (6677.551064 sec): 3 clusters Score: Raw -195517.134656 + Penalty 1471.632766 = -194045.501890 nChanged 1 SP:Iteration 23Q (6677.600834 sec): 3 clusters Score: Raw -195517.623547 + Penalty 1471.632766 = -194045.990781 nChanged 1 SP:Iteration 24Q (6677.654410 sec): 3 clusters Score: Raw -195518.470762 + Penalty 1471.632766 = -194046.837996 nChanged 1 SP:Iteration 25Q (6677.689795 sec): 3 clusters Score: Raw -195519.488930 + Penalty 1471.632766 = -194047.856164 nChanged 0 SP:Iteration 26F (6677.736524 sec): 3 clusters Score: Raw -195519.488930 + Penalty 1471.632766 = -194047.856164 nChanged 0 Trying to split cluster 14 (4519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6677.774072 sec): 2 clusters Score: Raw -373622.231472 + Penalty 799.524371 = -372822.707101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6677.814118 sec): 3 clusters Score: Raw -371161.371272 + Penalty 1599.048742 = -369562.322530 nChanged 1891 SP:Iteration 1F (6677.833539 sec): 3 clusters Score: Raw -372277.554897 + Penalty 1599.048742 = -370678.506156 nChanged 333 SP:Iteration 2F (6677.850472 sec): 3 clusters Score: Raw -372462.368283 + Penalty 1599.048742 = -370863.319542 nChanged 265 SP:Iteration 3F (6677.869240 sec): 3 clusters Score: Raw -372586.053843 + Penalty 1599.048742 = -370987.005101 nChanged 193 SP:Iteration 4Q (6677.886433 sec): 3 clusters Score: Raw -372683.778501 + Penalty 1599.048742 = -371084.729759 nChanged 165 SP:Iteration 5Q (6677.903132 sec): 3 clusters Score: Raw -372762.160536 + Penalty 1599.048742 = -371163.111795 nChanged 158 SP:Iteration 6Q (6677.919924 sec): 3 clusters Score: Raw -372845.607749 + Penalty 1599.048742 = -371246.559008 nChanged 149 SP:Iteration 7Q (6677.952120 sec): 3 clusters Score: Raw -372925.003181 + Penalty 1599.048742 = -371325.954439 nChanged 158 SP:Iteration 8Q (6677.969209 sec): 3 clusters Score: Raw -373006.850867 + Penalty 1599.048742 = -371407.802125 nChanged 142 SP:Iteration 9Q (6677.985964 sec): 3 clusters Score: Raw -373084.151776 + Penalty 1599.048742 = -371485.103034 nChanged 123 SP:Iteration 10Q (6678.002522 sec): 3 clusters Score: Raw -373140.695185 + Penalty 1599.048742 = -371541.646443 nChanged 109 SP:Iteration 11Q (6678.019236 sec): 3 clusters Score: Raw -373184.451801 + Penalty 1599.048742 = -371585.403059 nChanged 80 SP:Iteration 12Q (6678.035710 sec): 3 clusters Score: Raw -373222.615928 + Penalty 1599.048742 = -371623.567186 nChanged 82 SP:Iteration 13Q (6678.053992 sec): 3 clusters Score: Raw -373259.788813 + Penalty 1599.048742 = -371660.740071 nChanged 70 SP:Iteration 14Q (6678.071055 sec): 3 clusters Score: Raw -373285.247443 + Penalty 1599.048742 = -371686.198701 nChanged 59 SP:Iteration 15Q (6678.087712 sec): 3 clusters Score: Raw -373306.232149 + Penalty 1599.048742 = -371707.183408 nChanged 45 SP:Iteration 16Q (6678.104254 sec): 3 clusters Score: Raw -373320.310724 + Penalty 1599.048742 = -371721.261982 nChanged 41 SP:Iteration 17Q (6678.120711 sec): 3 clusters Score: Raw -373330.502350 + Penalty 1599.048742 = -371731.453608 nChanged 30 SP:Iteration 18Q (6678.137259 sec): 3 clusters Score: Raw -373336.210346 + Penalty 1599.048742 = -371737.161604 nChanged 22 SP:Iteration 19Q (6678.155383 sec): 3 clusters Score: Raw -373342.039615 + Penalty 1599.048742 = -371742.990874 nChanged 29 SP:Iteration 20F (6678.172443 sec): 3 clusters Score: Raw -373349.037635 + Penalty 1599.048742 = -371749.988893 nChanged 27 SP:Iteration 21Q (6678.188953 sec): 3 clusters Score: Raw -373355.099670 + Penalty 1599.048742 = -371756.050928 nChanged 36 SP:Iteration 22Q (6678.205531 sec): 3 clusters Score: Raw -373362.854195 + Penalty 1599.048742 = -371763.805453 nChanged 36 SP:Iteration 23Q (6678.222079 sec): 3 clusters Score: Raw -373372.631938 + Penalty 1599.048742 = -371773.583196 nChanged 34 SP:Iteration 24Q (6678.247394 sec): 3 clusters Score: Raw -373382.411161 + Penalty 1599.048742 = -371783.362419 nChanged 40 SP:Iteration 25Q (6678.264262 sec): 3 clusters Score: Raw -373393.777040 + Penalty 1599.048742 = -371794.728298 nChanged 29 SP:Iteration 26Q (6678.280781 sec): 3 clusters Score: Raw -373401.314029 + Penalty 1599.048742 = -371802.265287 nChanged 28 SP:Iteration 27Q (6678.297314 sec): 3 clusters Score: Raw -373408.924573 + Penalty 1599.048742 = -371809.875831 nChanged 41 SP:Iteration 28Q (6678.330080 sec): 3 clusters Score: Raw -373419.914927 + Penalty 1599.048742 = -371820.866185 nChanged 29 SP:Iteration 29Q (6678.346831 sec): 3 clusters Score: Raw -373426.088610 + Penalty 1599.048742 = -371827.039868 nChanged 27 SP:Iteration 30Q (6678.363179 sec): 3 clusters Score: Raw -373432.346159 + Penalty 1599.048742 = -371833.297417 nChanged 27 SP:Iteration 31Q (6678.379636 sec): 3 clusters Score: Raw -373438.914758 + Penalty 1599.048742 = -371839.866016 nChanged 28 SP:Iteration 32Q (6678.396161 sec): 3 clusters Score: Raw -373445.552553 + Penalty 1599.048742 = -371846.503811 nChanged 18 SP:Iteration 33Q (6678.425061 sec): 3 clusters Score: Raw -373449.881619 + Penalty 1599.048742 = -371850.832877 nChanged 18 SP:Iteration 34Q (6678.441797 sec): 3 clusters Score: Raw -373453.218052 + Penalty 1599.048742 = -371854.169310 nChanged 18 SP:Iteration 35Q (6678.458262 sec): 3 clusters Score: Raw -373456.817279 + Penalty 1599.048742 = -371857.768537 nChanged 16 SP:Iteration 36Q (6678.474753 sec): 3 clusters Score: Raw -373460.438840 + Penalty 1599.048742 = -371861.390098 nChanged 15 SP:Iteration 37Q (6678.491241 sec): 3 clusters Score: Raw -373463.213294 + Penalty 1599.048742 = -371864.164552 nChanged 15 SP:Iteration 38Q (6678.507679 sec): 3 clusters Score: Raw -373465.628469 + Penalty 1599.048742 = -371866.579728 nChanged 11 SP:Iteration 39Q (6678.526111 sec): 3 clusters Score: Raw -373467.344285 + Penalty 1599.048742 = -371868.295543 nChanged 15 SP:Iteration 40F (6678.543170 sec): 3 clusters Score: Raw -373470.055568 + Penalty 1599.048742 = -371871.006826 nChanged 18 SP:Iteration 41Q (6678.559665 sec): 3 clusters Score: Raw -373472.480898 + Penalty 1599.048742 = -371873.432156 nChanged 12 SP:Iteration 42Q (6678.576150 sec): 3 clusters Score: Raw -373473.997636 + Penalty 1599.048742 = -371874.948894 nChanged 14 SP:Iteration 43Q (6678.592532 sec): 3 clusters Score: Raw -373476.476947 + Penalty 1599.048742 = -371877.428205 nChanged 8 SP:Iteration 44Q (6678.608858 sec): 3 clusters Score: Raw -373477.241977 + Penalty 1599.048742 = -371878.193235 nChanged 6 SP:Iteration 45Q (6678.626635 sec): 3 clusters Score: Raw -373478.323234 + Penalty 1599.048742 = -371879.274492 nChanged 7 SP:Iteration 46Q (6678.643455 sec): 3 clusters Score: Raw -373479.739274 + Penalty 1599.048742 = -371880.690532 nChanged 5 SP:Iteration 47Q (6678.659953 sec): 3 clusters Score: Raw -373480.821118 + Penalty 1599.048742 = -371881.772376 nChanged 4 SP:Iteration 48Q (6678.676266 sec): 3 clusters Score: Raw -373481.298055 + Penalty 1599.048742 = -371882.249313 nChanged 7 SP:Iteration 49Q (6678.692741 sec): 3 clusters Score: Raw -373482.195470 + Penalty 1599.048742 = -371883.146728 nChanged 6 SP:Iteration 50Q (6678.709248 sec): 3 clusters Score: Raw -373483.169064 + Penalty 1599.048742 = -371884.120323 nChanged 3 SP:Iteration 51Q (6678.726826 sec): 3 clusters Score: Raw -373483.547217 + Penalty 1599.048742 = -371884.498476 nChanged 2 SP:Iteration 52Q (6678.743702 sec): 3 clusters Score: Raw -373483.751381 + Penalty 1599.048742 = -371884.702639 nChanged 2 SP:Iteration 53Q (6678.760034 sec): 3 clusters Score: Raw -373484.201777 + Penalty 1599.048742 = -371885.153035 nChanged 4 SP:Iteration 54Q (6678.776394 sec): 3 clusters Score: Raw -373484.811175 + Penalty 1599.048742 = -371885.762433 nChanged 3 SP:Iteration 55Q (6678.792914 sec): 3 clusters Score: Raw -373485.219800 + Penalty 1599.048742 = -371886.171058 nChanged 3 SP:Iteration 56Q (6678.814644 sec): 3 clusters Score: Raw -373485.781337 + Penalty 1599.048742 = -371886.732595 nChanged 3 SP:Iteration 57Q (6678.831512 sec): 3 clusters Score: Raw -373486.146893 + Penalty 1599.048742 = -371887.098151 nChanged 3 SP:Iteration 58Q (6678.848016 sec): 3 clusters Score: Raw -373486.389898 + Penalty 1599.048742 = -371887.341156 nChanged 3 SP:Iteration 59Q (6678.864346 sec): 3 clusters Score: Raw -373487.074641 + Penalty 1599.048742 = -371888.025899 nChanged 6 SP:Iteration 60F (6678.898475 sec): 3 clusters Score: Raw -373488.333374 + Penalty 1599.048742 = -371889.284632 nChanged 9 SP:Iteration 61Q (6678.915358 sec): 3 clusters Score: Raw -373489.805350 + Penalty 1599.048742 = -371890.756608 nChanged 11 SP:Iteration 62Q (6678.931894 sec): 3 clusters Score: Raw -373491.182440 + Penalty 1599.048742 = -371892.133698 nChanged 7 SP:Iteration 63Q (6678.948348 sec): 3 clusters Score: Raw -373492.735994 + Penalty 1599.048742 = -371893.687252 nChanged 10 SP:Iteration 64Q (6678.964697 sec): 3 clusters Score: Raw -373494.184311 + Penalty 1599.048742 = -371895.135569 nChanged 10 SP:Iteration 65Q (6679.000926 sec): 3 clusters Score: Raw -373495.590844 + Penalty 1599.048742 = -371896.542103 nChanged 7 SP:Iteration 66Q (6679.010600 sec): 3 clusters Score: Raw -373496.153507 + Penalty 1599.048742 = -371897.104765 nChanged 6 SP:Iteration 67Q (6679.027450 sec): 3 clusters Score: Raw -373496.671346 + Penalty 1599.048742 = -371897.622605 nChanged 6 SP:Iteration 68Q (6679.043774 sec): 3 clusters Score: Raw -373497.182343 + Penalty 1599.048742 = -371898.133602 nChanged 6 SP:Iteration 69Q (6679.060134 sec): 3 clusters Score: Raw -373498.639537 + Penalty 1599.048742 = -371899.590796 nChanged 8 SP:Iteration 70Q (6679.076455 sec): 3 clusters Score: Raw -373499.863824 + Penalty 1599.048742 = -371900.815082 nChanged 6 SP:Iteration 71Q (6679.094587 sec): 3 clusters Score: Raw -373500.656260 + Penalty 1599.048742 = -371901.607518 nChanged 5 SP:Iteration 72Q (6679.111317 sec): 3 clusters Score: Raw -373501.316894 + Penalty 1599.048742 = -371902.268153 nChanged 4 SP:Iteration 73Q (6679.127818 sec): 3 clusters Score: Raw -373502.064986 + Penalty 1599.048742 = -371903.016244 nChanged 7 SP:Iteration 74Q (6679.144293 sec): 3 clusters Score: Raw -373503.275269 + Penalty 1599.048742 = -371904.226528 nChanged 6 SP:Iteration 75Q (6679.160605 sec): 3 clusters Score: Raw -373504.486035 + Penalty 1599.048742 = -371905.437294 nChanged 10 SP:Iteration 76Q (6679.176952 sec): 3 clusters Score: Raw -373505.755232 + Penalty 1599.048742 = -371906.706490 nChanged 8 SP:Iteration 77Q (6679.194810 sec): 3 clusters Score: Raw -373506.650511 + Penalty 1599.048742 = -371907.601770 nChanged 4 SP:Iteration 78Q (6679.211557 sec): 3 clusters Score: Raw -373507.431020 + Penalty 1599.048742 = -371908.382279 nChanged 8 SP:Iteration 79Q (6679.227908 sec): 3 clusters Score: Raw -373509.221717 + Penalty 1599.048742 = -371910.172975 nChanged 5 SP:Iteration 80F (6679.244591 sec): 3 clusters Score: Raw -373509.906271 + Penalty 1599.048742 = -371910.857529 nChanged 6 SP:Iteration 81Q (6679.260909 sec): 3 clusters Score: Raw -373511.334723 + Penalty 1599.048742 = -371912.285981 nChanged 13 SP:Iteration 82Q (6679.277340 sec): 3 clusters Score: Raw -373513.842206 + Penalty 1599.048742 = -371914.793465 nChanged 15 SP:Iteration 83Q (6679.295354 sec): 3 clusters Score: Raw -373516.362568 + Penalty 1599.048742 = -371917.313826 nChanged 11 SP:Iteration 84Q (6679.312050 sec): 3 clusters Score: Raw -373518.703733 + Penalty 1599.048742 = -371919.654991 nChanged 11 SP:Iteration 85Q (6679.328458 sec): 3 clusters Score: Raw -373521.023275 + Penalty 1599.048742 = -371921.974534 nChanged 13 SP:Iteration 86Q (6679.344939 sec): 3 clusters Score: Raw -373524.085202 + Penalty 1599.048742 = -371925.036460 nChanged 9 SP:Iteration 87Q (6679.361236 sec): 3 clusters Score: Raw -373525.348793 + Penalty 1599.048742 = -371926.300052 nChanged 7 SP:Iteration 88Q (6679.386299 sec): 3 clusters Score: Raw -373526.240013 + Penalty 1599.048742 = -371927.191271 nChanged 1 SP:Iteration 89Q (6679.403134 sec): 3 clusters Score: Raw -373526.295478 + Penalty 1599.048742 = -371927.246736 nChanged 2 SP:Iteration 90Q (6679.419616 sec): 3 clusters Score: Raw -373526.618328 + Penalty 1599.048742 = -371927.569586 nChanged 2 SP:Iteration 91Q (6679.435900 sec): 3 clusters Score: Raw -373526.770429 + Penalty 1599.048742 = -371927.721687 nChanged 0 SP:Iteration 92F (6679.469404 sec): 3 clusters Score: Raw -373526.770429 + Penalty 1599.048742 = -371927.721687 nChanged 0 Trying to split cluster 15 (7404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6679.490289 sec): 2 clusters Score: Raw -550259.197180 + Penalty 846.428689 = -549412.768491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6679.512459 sec): 3 clusters Score: Raw -545992.760897 + Penalty 1692.857378 = -544299.903519 nChanged 3224 SP:Iteration 1F (6679.533774 sec): 3 clusters Score: Raw -548023.320672 + Penalty 1692.857378 = -546330.463294 nChanged 551 SP:Iteration 2F (6679.555044 sec): 3 clusters Score: Raw -548345.475955 + Penalty 1692.857378 = -546652.618577 nChanged 455 SP:Iteration 3F (6679.578288 sec): 3 clusters Score: Raw -548658.744205 + Penalty 1692.857378 = -546965.886827 nChanged 460 SP:Iteration 4F (6679.612300 sec): 3 clusters Score: Raw -548987.362975 + Penalty 1692.857378 = -547294.505597 nChanged 421 SP:Iteration 5F (6679.633187 sec): 3 clusters Score: Raw -549275.904009 + Penalty 1692.857378 = -547583.046631 nChanged 361 SP:Iteration 6Q (6679.654395 sec): 3 clusters Score: Raw -549477.215916 + Penalty 1692.857378 = -547784.358538 nChanged 277 SP:Iteration 7Q (6679.675619 sec): 3 clusters Score: Raw -549598.483712 + Penalty 1692.857378 = -547905.626334 nChanged 214 SP:Iteration 8Q (6679.697052 sec): 3 clusters Score: Raw -549676.873576 + Penalty 1692.857378 = -547984.016198 nChanged 146 SP:Iteration 9Q (6679.718343 sec): 3 clusters Score: Raw -549726.819786 + Penalty 1692.857378 = -548033.962408 nChanged 122 SP:Iteration 10Q (6679.739642 sec): 3 clusters Score: Raw -549766.107630 + Penalty 1692.857378 = -548073.250252 nChanged 102 SP:Iteration 11Q (6679.774175 sec): 3 clusters Score: Raw -549798.376554 + Penalty 1692.857378 = -548105.519176 nChanged 94 SP:Iteration 12Q (6679.794416 sec): 3 clusters Score: Raw -549826.263527 + Penalty 1692.857378 = -548133.406149 nChanged 88 SP:Iteration 13Q (6679.815780 sec): 3 clusters Score: Raw -549850.156303 + Penalty 1692.857378 = -548157.298925 nChanged 82 SP:Iteration 14Q (6679.837038 sec): 3 clusters Score: Raw -549869.531920 + Penalty 1692.857378 = -548176.674542 nChanged 82 SP:Iteration 15Q (6679.858408 sec): 3 clusters Score: Raw -549887.619793 + Penalty 1692.857378 = -548194.762415 nChanged 70 SP:Iteration 16Q (6679.879586 sec): 3 clusters Score: Raw -549900.859494 + Penalty 1692.857378 = -548208.002116 nChanged 53 SP:Iteration 17Q (6679.900625 sec): 3 clusters Score: Raw -549910.895552 + Penalty 1692.857378 = -548218.038174 nChanged 57 SP:Iteration 18Q (6679.921672 sec): 3 clusters Score: Raw -549920.694821 + Penalty 1692.857378 = -548227.837443 nChanged 67 SP:Iteration 19Q (6679.943017 sec): 3 clusters Score: Raw -549935.347304 + Penalty 1692.857378 = -548242.489926 nChanged 81 SP:Iteration 20F (6679.964445 sec): 3 clusters Score: Raw -549957.634972 + Penalty 1692.857378 = -548264.777594 nChanged 88 SP:Iteration 21Q (6679.985510 sec): 3 clusters Score: Raw -549983.720670 + Penalty 1692.857378 = -548290.863292 nChanged 90 SP:Iteration 22Q (6680.006627 sec): 3 clusters Score: Raw -550008.839711 + Penalty 1692.857378 = -548315.982333 nChanged 107 SP:Iteration 23Q (6680.027782 sec): 3 clusters Score: Raw -550043.931637 + Penalty 1692.857378 = -548351.074259 nChanged 112 SP:Iteration 24Q (6680.048832 sec): 3 clusters Score: Raw -550083.238734 + Penalty 1692.857378 = -548390.381356 nChanged 142 SP:Iteration 25Q (6680.069955 sec): 3 clusters Score: Raw -550143.824061 + Penalty 1692.857378 = -548450.966683 nChanged 163 SP:Iteration 26Q (6680.091230 sec): 3 clusters Score: Raw -550225.660522 + Penalty 1692.857378 = -548532.803144 nChanged 180 SP:Iteration 27Q (6680.160540 sec): 3 clusters Score: Raw -550325.384902 + Penalty 1692.857378 = -548632.527524 nChanged 184 SP:Iteration 28Q (6680.206930 sec): 3 clusters Score: Raw -550433.503604 + Penalty 1692.857378 = -548740.646226 nChanged 180 SP:Iteration 29Q (6680.263801 sec): 3 clusters Score: Raw -550540.152958 + Penalty 1692.857378 = -548847.295580 nChanged 165 SP:Iteration 30Q (6680.319985 sec): 3 clusters Score: Raw -550627.592208 + Penalty 1692.857378 = -548934.734830 nChanged 148 SP:Iteration 31Q (6680.375390 sec): 3 clusters Score: Raw -550701.316169 + Penalty 1692.857378 = -549008.458791 nChanged 114 SP:Iteration 32Q (6680.425364 sec): 3 clusters Score: Raw -550751.897550 + Penalty 1692.857378 = -549059.040172 nChanged 85 SP:Iteration 33Q (6680.478500 sec): 3 clusters Score: Raw -550784.816317 + Penalty 1692.857378 = -549091.958939 nChanged 72 SP:Iteration 34Q (6680.535348 sec): 3 clusters Score: Raw -550808.058119 + Penalty 1692.857378 = -549115.200741 nChanged 58 SP:Iteration 35Q (6680.588083 sec): 3 clusters Score: Raw -550824.728282 + Penalty 1692.857378 = -549131.870904 nChanged 44 SP:Iteration 36Q (6680.634168 sec): 3 clusters Score: Raw -550835.305832 + Penalty 1692.857378 = -549142.448454 nChanged 28 SP:Iteration 37Q (6680.669993 sec): 3 clusters Score: Raw -550841.004608 + Penalty 1692.857378 = -549148.147230 nChanged 22 SP:Iteration 38Q (6680.713501 sec): 3 clusters Score: Raw -550846.082541 + Penalty 1692.857378 = -549153.225162 nChanged 18 SP:Iteration 39Q (6680.769958 sec): 3 clusters Score: Raw -550849.963123 + Penalty 1692.857378 = -549157.105745 nChanged 15 SP:Iteration 40F (6680.827427 sec): 3 clusters Score: Raw -550860.147398 + Penalty 1692.857378 = -549167.290020 nChanged 20 SP:Iteration 41Q (6680.871572 sec): 3 clusters Score: Raw -550865.975678 + Penalty 1692.857378 = -549173.118300 nChanged 16 SP:Iteration 42Q (6680.925204 sec): 3 clusters Score: Raw -550868.596551 + Penalty 1692.857378 = -549175.739173 nChanged 10 SP:Iteration 43Q (6680.981677 sec): 3 clusters Score: Raw -550870.711278 + Penalty 1692.857378 = -549177.853900 nChanged 16 SP:Iteration 44Q (6681.031721 sec): 3 clusters Score: Raw -550873.832057 + Penalty 1692.857378 = -549180.974679 nChanged 10 SP:Iteration 45Q (6681.086884 sec): 3 clusters Score: Raw -550876.431703 + Penalty 1692.857378 = -549183.574325 nChanged 11 SP:Iteration 46Q (6681.142077 sec): 3 clusters Score: Raw -550879.401106 + Penalty 1692.857378 = -549186.543728 nChanged 8 SP:Iteration 47Q (6681.208801 sec): 3 clusters Score: Raw -550881.145491 + Penalty 1692.857378 = -549188.288113 nChanged 6 SP:Iteration 48Q (6681.254286 sec): 3 clusters Score: Raw -550881.940190 + Penalty 1692.857378 = -549189.082812 nChanged 0 SP:Iteration 49F (6681.313578 sec): 3 clusters Score: Raw -550881.940190 + Penalty 1692.857378 = -549189.082812 nChanged 0 Trying to split cluster 16 (3377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6681.352571 sec): 2 clusters Score: Raw -284965.639735 + Penalty 771.850587 = -284193.789148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6681.386187 sec): 3 clusters Score: Raw -283180.894427 + Penalty 1543.701174 = -281637.193254 nChanged 1365 SP:Iteration 1F (6681.438756 sec): 3 clusters Score: Raw -284012.649512 + Penalty 1543.701174 = -282468.948338 nChanged 264 SP:Iteration 2F (6681.485991 sec): 3 clusters Score: Raw -284215.285667 + Penalty 1543.701174 = -282671.584493 nChanged 228 SP:Iteration 3F (6681.547045 sec): 3 clusters Score: Raw -284408.967473 + Penalty 1543.701174 = -282865.266299 nChanged 208 SP:Iteration 4F (6681.588404 sec): 3 clusters Score: Raw -284605.335453 + Penalty 1543.701174 = -283061.634279 nChanged 196 SP:Iteration 5F (6681.640292 sec): 3 clusters Score: Raw -284763.972312 + Penalty 1543.701174 = -283220.271138 nChanged 182 SP:Iteration 6F (6681.685161 sec): 3 clusters Score: Raw -284908.750100 + Penalty 1543.701174 = -283365.048926 nChanged 142 SP:Iteration 7Q (6681.737038 sec): 3 clusters Score: Raw -285013.437769 + Penalty 1543.701174 = -283469.736595 nChanged 112 SP:Iteration 8Q (6681.788679 sec): 3 clusters Score: Raw -285097.354533 + Penalty 1543.701174 = -283553.653359 nChanged 85 SP:Iteration 9Q (6681.851971 sec): 3 clusters Score: Raw -285150.811868 + Penalty 1543.701174 = -283607.110694 nChanged 63 SP:Iteration 10Q (6681.889111 sec): 3 clusters Score: Raw -285182.645217 + Penalty 1543.701174 = -283638.944043 nChanged 50 SP:Iteration 11Q (6681.940912 sec): 3 clusters Score: Raw -285200.177157 + Penalty 1543.701174 = -283656.475983 nChanged 24 SP:Iteration 12Q (6681.987877 sec): 3 clusters Score: Raw -285207.785185 + Penalty 1543.701174 = -283664.084011 nChanged 13 SP:Iteration 13Q (6682.035363 sec): 3 clusters Score: Raw -285211.271082 + Penalty 1543.701174 = -283667.569908 nChanged 14 SP:Iteration 14Q (6682.072293 sec): 3 clusters Score: Raw -285215.292963 + Penalty 1543.701174 = -283671.591789 nChanged 15 SP:Iteration 15Q (6682.121264 sec): 3 clusters Score: Raw -285220.109066 + Penalty 1543.701174 = -283676.407892 nChanged 20 SP:Iteration 16Q (6682.173162 sec): 3 clusters Score: Raw -285226.048376 + Penalty 1543.701174 = -283682.347202 nChanged 20 SP:Iteration 17Q (6682.225031 sec): 3 clusters Score: Raw -285232.073852 + Penalty 1543.701174 = -283688.372678 nChanged 14 SP:Iteration 18Q (6682.265559 sec): 3 clusters Score: Raw -285235.644723 + Penalty 1543.701174 = -283691.943549 nChanged 14 SP:Iteration 19Q (6682.317201 sec): 3 clusters Score: Raw -285239.236014 + Penalty 1543.701174 = -283695.534840 nChanged 10 SP:Iteration 20F (6682.368914 sec): 3 clusters Score: Raw -285241.418065 + Penalty 1543.701174 = -283697.716891 nChanged 8 SP:Iteration 21Q (6682.420851 sec): 3 clusters Score: Raw -285243.381865 + Penalty 1543.701174 = -283699.680691 nChanged 4 SP:Iteration 22Q (6682.472434 sec): 3 clusters Score: Raw -285244.021041 + Penalty 1543.701174 = -283700.319867 nChanged 1 SP:Iteration 23Q (6682.524006 sec): 3 clusters Score: Raw -285244.138993 + Penalty 1543.701174 = -283700.437820 nChanged 0 SP:Iteration 24F (6682.574547 sec): 3 clusters Score: Raw -285244.138993 + Penalty 1543.701174 = -283700.437820 nChanged 0 Trying to split cluster 17 (145630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6682.734648 sec): 2 clusters Score: Raw -12639490.515781 + Penalty 1129.438322 = -12638361.077459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6682.953462 sec): 3 clusters Score: Raw -12542262.739130 + Penalty 2258.876643 = -12540003.862487 nChanged 70964 SP:Iteration 1F (6683.182449 sec): 3 clusters Score: Raw -12587812.566535 + Penalty 2258.876643 = -12585553.689892 nChanged 8774 SP:Iteration 2F (6683.411141 sec): 3 clusters Score: Raw -12592884.028521 + Penalty 2258.876643 = -12590625.151878 nChanged 10472 SP:Iteration 3F (6683.632485 sec): 3 clusters Score: Raw -12600565.170910 + Penalty 2258.876643 = -12598306.294266 nChanged 11440 SP:Iteration 4F (6683.860192 sec): 3 clusters Score: Raw -12609758.552716 + Penalty 2258.876643 = -12607499.676073 nChanged 10671 SP:Iteration 5F (6684.094128 sec): 3 clusters Score: Raw -12618354.881494 + Penalty 2258.876643 = -12616096.004851 nChanged 8391 SP:Iteration 6F (6684.318428 sec): 3 clusters Score: Raw -12624243.631025 + Penalty 2258.876643 = -12621984.754382 nChanged 5718 SP:Iteration 7Q (6684.550358 sec): 3 clusters Score: Raw -12627167.705492 + Penalty 2258.876643 = -12624908.828849 nChanged 3765 SP:Iteration 8Q (6684.767706 sec): 3 clusters Score: Raw -12628608.377232 + Penalty 2258.876643 = -12626349.500589 nChanged 2681 SP:Iteration 9Q (6685.012038 sec): 3 clusters Score: Raw -12629491.568316 + Penalty 2258.876643 = -12627232.691673 nChanged 2258 SP:Iteration 10Q (6685.234471 sec): 3 clusters Score: Raw -12630194.498406 + Penalty 2258.876643 = -12627935.621763 nChanged 2190 SP:Iteration 11Q (6685.445536 sec): 3 clusters Score: Raw -12630855.358795 + Penalty 2258.876643 = -12628596.482152 nChanged 2206 SP:Iteration 12Q (6685.676868 sec): 3 clusters Score: Raw -12631532.757116 + Penalty 2258.876643 = -12629273.880473 nChanged 2148 SP:Iteration 13Q (6685.898467 sec): 3 clusters Score: Raw -12632178.457284 + Penalty 2258.876643 = -12629919.580641 nChanged 2038 SP:Iteration 14Q (6686.124389 sec): 3 clusters Score: Raw -12632783.570929 + Penalty 2258.876643 = -12630524.694286 nChanged 1968 SP:Iteration 15Q (6686.340805 sec): 3 clusters Score: Raw -12633367.220173 + Penalty 2258.876643 = -12631108.343530 nChanged 1862 SP:Iteration 16Q (6686.573416 sec): 3 clusters Score: Raw -12633926.425364 + Penalty 2258.876643 = -12631667.548721 nChanged 1810 SP:Iteration 17Q (6686.793876 sec): 3 clusters Score: Raw -12634471.384529 + Penalty 2258.876643 = -12632212.507886 nChanged 1758 SP:Iteration 18Q (6687.012252 sec): 3 clusters Score: Raw -12635009.496970 + Penalty 2258.876643 = -12632750.620326 nChanged 1676 SP:Iteration 19Q (6687.228710 sec): 3 clusters Score: Raw -12635535.202056 + Penalty 2258.876643 = -12633276.325413 nChanged 1596 SP:Iteration 20F (6687.450785 sec): 3 clusters Score: Raw -12636050.736403 + Penalty 2258.876643 = -12633791.859760 nChanged 1513 SP:Iteration 21Q (6687.658254 sec): 3 clusters Score: Raw -12636540.619581 + Penalty 2258.876643 = -12634281.742937 nChanged 1388 SP:Iteration 22Q (6687.873150 sec): 3 clusters Score: Raw -12636983.509832 + Penalty 2258.876643 = -12634724.633189 nChanged 1263 SP:Iteration 23Q (6688.084267 sec): 3 clusters Score: Raw -12637389.375394 + Penalty 2258.876643 = -12635130.498751 nChanged 1155 SP:Iteration 24Q (6688.272222 sec): 3 clusters Score: Raw -12637746.020775 + Penalty 2258.876643 = -12635487.144132 nChanged 1018 SP:Iteration 25Q (6688.481649 sec): 3 clusters Score: Raw -12638062.832587 + Penalty 2258.876643 = -12635803.955944 nChanged 921 SP:Iteration 26Q (6688.695175 sec): 3 clusters Score: Raw -12638356.159280 + Penalty 2258.876643 = -12636097.282637 nChanged 868 SP:Iteration 27Q (6688.901845 sec): 3 clusters Score: Raw -12638639.810989 + Penalty 2258.876643 = -12636380.934346 nChanged 738 SP:Iteration 28Q (6689.110919 sec): 3 clusters Score: Raw -12638881.317939 + Penalty 2258.876643 = -12636622.441296 nChanged 651 SP:Iteration 29Q (6689.317865 sec): 3 clusters Score: Raw -12639094.820389 + Penalty 2258.876643 = -12636835.943746 nChanged 562 SP:Iteration 30Q (6689.522047 sec): 3 clusters Score: Raw -12639269.401448 + Penalty 2258.876643 = -12637010.524805 nChanged 445 SP:Iteration 31Q (6689.721644 sec): 3 clusters Score: Raw -12639396.124807 + Penalty 2258.876643 = -12637137.248164 nChanged 375 SP:Iteration 32Q (6689.923962 sec): 3 clusters Score: Raw -12639493.575450 + Penalty 2258.876643 = -12637234.698807 nChanged 293 SP:Iteration 33Q (6690.123920 sec): 3 clusters Score: Raw -12639564.023691 + Penalty 2258.876643 = -12637305.147048 nChanged 263 SP:Iteration 34Q (6690.331359 sec): 3 clusters Score: Raw -12639624.218030 + Penalty 2258.876643 = -12637365.341387 nChanged 212 SP:Iteration 35Q (6690.527021 sec): 3 clusters Score: Raw -12639673.821933 + Penalty 2258.876643 = -12637414.945290 nChanged 176 SP:Iteration 36Q (6690.718385 sec): 3 clusters Score: Raw -12639715.425360 + Penalty 2258.876643 = -12637456.548717 nChanged 174 SP:Iteration 37Q (6690.910569 sec): 3 clusters Score: Raw -12639760.661653 + Penalty 2258.876643 = -12637501.785010 nChanged 153 SP:Iteration 38Q (6691.101797 sec): 3 clusters Score: Raw -12639795.800432 + Penalty 2258.876643 = -12637536.923789 nChanged 124 SP:Iteration 39Q (6691.294080 sec): 3 clusters Score: Raw -12639823.200360 + Penalty 2258.876643 = -12637564.323717 nChanged 121 SP:Iteration 40F (6691.503867 sec): 3 clusters Score: Raw -12639852.293160 + Penalty 2258.876643 = -12637593.416517 nChanged 109 SP:Iteration 41Q (6691.691456 sec): 3 clusters Score: Raw -12639880.915419 + Penalty 2258.876643 = -12637622.038776 nChanged 101 SP:Iteration 42Q (6691.879419 sec): 3 clusters Score: Raw -12639906.749710 + Penalty 2258.876643 = -12637647.873067 nChanged 92 SP:Iteration 43Q (6692.067940 sec): 3 clusters Score: Raw -12639930.258241 + Penalty 2258.876643 = -12637671.381598 nChanged 85 SP:Iteration 44Q (6692.240446 sec): 3 clusters Score: Raw -12639946.002049 + Penalty 2258.876643 = -12637687.125406 nChanged 59 SP:Iteration 45Q (6692.418317 sec): 3 clusters Score: Raw -12639960.912351 + Penalty 2258.876643 = -12637702.035708 nChanged 56 SP:Iteration 46Q (6692.596393 sec): 3 clusters Score: Raw -12639976.086387 + Penalty 2258.876643 = -12637717.209744 nChanged 66 SP:Iteration 47Q (6692.804153 sec): 3 clusters Score: Raw -12639988.483902 + Penalty 2258.876643 = -12637729.607259 nChanged 52 SP:Iteration 48Q (6693.001291 sec): 3 clusters Score: Raw -12639999.600399 + Penalty 2258.876643 = -12637740.723756 nChanged 41 SP:Iteration 49Q (6693.195214 sec): 3 clusters Score: Raw -12640007.203488 + Penalty 2258.876643 = -12637748.326845 nChanged 41 SP:Iteration 50Q (6693.401055 sec): 3 clusters Score: Raw -12640015.043852 + Penalty 2258.876643 = -12637756.167209 nChanged 49 SP:Iteration 51Q (6693.592153 sec): 3 clusters Score: Raw -12640025.727265 + Penalty 2258.876643 = -12637766.850622 nChanged 53 SP:Iteration 52Q (6693.794363 sec): 3 clusters Score: Raw -12640036.471075 + Penalty 2258.876643 = -12637777.594432 nChanged 42 SP:Iteration 53Q (6693.984242 sec): 3 clusters Score: Raw -12640046.483273 + Penalty 2258.876643 = -12637787.606630 nChanged 48 SP:Iteration 54Q (6694.184502 sec): 3 clusters Score: Raw -12640055.785881 + Penalty 2258.876643 = -12637796.909238 nChanged 44 SP:Iteration 55Q (6694.389045 sec): 3 clusters Score: Raw -12640065.135673 + Penalty 2258.876643 = -12637806.259030 nChanged 37 SP:Iteration 56Q (6694.586518 sec): 3 clusters Score: Raw -12640071.037581 + Penalty 2258.876643 = -12637812.160938 nChanged 27 SP:Iteration 57Q (6694.781939 sec): 3 clusters Score: Raw -12640076.334056 + Penalty 2258.876643 = -12637817.457413 nChanged 35 SP:Iteration 58Q (6694.979312 sec): 3 clusters Score: Raw -12640081.839809 + Penalty 2258.876643 = -12637822.963166 nChanged 25 SP:Iteration 59Q (6695.175613 sec): 3 clusters Score: Raw -12640086.158551 + Penalty 2258.876643 = -12637827.281908 nChanged 27 SP:Iteration 60F (6695.396836 sec): 3 clusters Score: Raw -12640090.767216 + Penalty 2258.876643 = -12637831.890572 nChanged 32 SP:Iteration 61Q (6695.598659 sec): 3 clusters Score: Raw -12640097.221730 + Penalty 2258.876643 = -12637838.345086 nChanged 32 SP:Iteration 62Q (6695.796495 sec): 3 clusters Score: Raw -12640101.710630 + Penalty 2258.876643 = -12637842.833987 nChanged 20 SP:Iteration 63Q (6695.980482 sec): 3 clusters Score: Raw -12640105.358877 + Penalty 2258.876643 = -12637846.482234 nChanged 19 SP:Iteration 64Q (6696.168420 sec): 3 clusters Score: Raw -12640107.861370 + Penalty 2258.876643 = -12637848.984727 nChanged 18 SP:Iteration 65Q (6696.354521 sec): 3 clusters Score: Raw -12640110.913474 + Penalty 2258.876643 = -12637852.036831 nChanged 19 SP:Iteration 66Q (6696.542874 sec): 3 clusters Score: Raw -12640114.296588 + Penalty 2258.876643 = -12637855.419945 nChanged 19 SP:Iteration 67Q (6696.743949 sec): 3 clusters Score: Raw -12640117.859811 + Penalty 2258.876643 = -12637858.983168 nChanged 18 SP:Iteration 68Q (6696.927894 sec): 3 clusters Score: Raw -12640121.199633 + Penalty 2258.876643 = -12637862.322990 nChanged 27 SP:Iteration 69Q (6697.107984 sec): 3 clusters Score: Raw -12640126.682078 + Penalty 2258.876643 = -12637867.805435 nChanged 25 SP:Iteration 70Q (6697.291034 sec): 3 clusters Score: Raw -12640130.981742 + Penalty 2258.876643 = -12637872.105099 nChanged 24 SP:Iteration 71Q (6697.473473 sec): 3 clusters Score: Raw -12640134.737160 + Penalty 2258.876643 = -12637875.860517 nChanged 19 SP:Iteration 72Q (6697.660569 sec): 3 clusters Score: Raw -12640137.183758 + Penalty 2258.876643 = -12637878.307115 nChanged 20 SP:Iteration 73Q (6697.849909 sec): 3 clusters Score: Raw -12640141.058845 + Penalty 2258.876643 = -12637882.182202 nChanged 22 SP:Iteration 74Q (6698.052104 sec): 3 clusters Score: Raw -12640143.891499 + Penalty 2258.876643 = -12637885.014856 nChanged 13 SP:Iteration 75Q (6698.250233 sec): 3 clusters Score: Raw -12640145.419854 + Penalty 2258.876643 = -12637886.543211 nChanged 9 SP:Iteration 76Q (6698.450993 sec): 3 clusters Score: Raw -12640146.608311 + Penalty 2258.876643 = -12637887.731668 nChanged 6 SP:Iteration 77Q (6698.648995 sec): 3 clusters Score: Raw -12640147.506447 + Penalty 2258.876643 = -12637888.629804 nChanged 4 SP:Iteration 78Q (6698.840765 sec): 3 clusters Score: Raw -12640147.787334 + Penalty 2258.876643 = -12637888.910691 nChanged 2 SP:Iteration 79Q (6699.021030 sec): 3 clusters Score: Raw -12640147.979164 + Penalty 2258.876643 = -12637889.102521 nChanged 1 SP:Iteration 80F (6699.233152 sec): 3 clusters Score: Raw -12640148.087373 + Penalty 2258.876643 = -12637889.210730 nChanged 0 Trying to split cluster 18 (41610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6699.310775 sec): 2 clusters Score: Raw -3437777.297901 + Penalty 1010.429101 = -3436766.868799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6699.414800 sec): 3 clusters Score: Raw -3411031.942151 + Penalty 2020.858202 = -3409011.083948 nChanged 19821 SP:Iteration 1F (6699.507766 sec): 3 clusters Score: Raw -3422281.900156 + Penalty 2020.858202 = -3420261.041954 nChanged 1953 SP:Iteration 2Q (6699.617813 sec): 3 clusters Score: Raw -3422962.157083 + Penalty 2020.858202 = -3420941.298880 nChanged 2204 SP:Iteration 3F (6699.711408 sec): 3 clusters Score: Raw -3423879.712092 + Penalty 2020.858202 = -3421858.853890 nChanged 2493 SP:Iteration 4F (6699.775984 sec): 3 clusters Score: Raw -3425204.367086 + Penalty 2020.858202 = -3423183.508883 nChanged 2906 SP:Iteration 5F (6699.874838 sec): 3 clusters Score: Raw -3427114.009968 + Penalty 2020.858202 = -3425093.151765 nChanged 2999 SP:Iteration 6F (6699.975080 sec): 3 clusters Score: Raw -3429467.864604 + Penalty 2020.858202 = -3427447.006401 nChanged 2846 SP:Iteration 7F (6700.079845 sec): 3 clusters Score: Raw -3432016.307088 + Penalty 2020.858202 = -3429995.448886 nChanged 2234 SP:Iteration 8F (6700.171084 sec): 3 clusters Score: Raw -3434032.200907 + Penalty 2020.858202 = -3432011.342705 nChanged 1641 SP:Iteration 9Q (6700.286452 sec): 3 clusters Score: Raw -3435423.580446 + Penalty 2020.858202 = -3433402.722243 nChanged 1103 SP:Iteration 10Q (6700.377347 sec): 3 clusters Score: Raw -3436298.577229 + Penalty 2020.858202 = -3434277.719027 nChanged 774 SP:Iteration 11Q (6700.480239 sec): 3 clusters Score: Raw -3436887.876525 + Penalty 2020.858202 = -3434867.018322 nChanged 524 SP:Iteration 12Q (6700.577889 sec): 3 clusters Score: Raw -3437256.576113 + Penalty 2020.858202 = -3435235.717911 nChanged 335 SP:Iteration 13Q (6700.676128 sec): 3 clusters Score: Raw -3437479.005619 + Penalty 2020.858202 = -3435458.147416 nChanged 239 SP:Iteration 14Q (6700.772657 sec): 3 clusters Score: Raw -3437628.915529 + Penalty 2020.858202 = -3435608.057326 nChanged 187 SP:Iteration 15Q (6700.868301 sec): 3 clusters Score: Raw -3437745.672856 + Penalty 2020.858202 = -3435724.814653 nChanged 128 SP:Iteration 16Q (6700.962223 sec): 3 clusters Score: Raw -3437815.634972 + Penalty 2020.858202 = -3435794.776770 nChanged 87 SP:Iteration 17Q (6701.058372 sec): 3 clusters Score: Raw -3437864.608615 + Penalty 2020.858202 = -3435843.750412 nChanged 74 SP:Iteration 18Q (6701.161373 sec): 3 clusters Score: Raw -3437904.041421 + Penalty 2020.858202 = -3435883.183218 nChanged 54 SP:Iteration 19Q (6701.245003 sec): 3 clusters Score: Raw -3437932.684139 + Penalty 2020.858202 = -3435911.825936 nChanged 41 SP:Iteration 20F (6701.336415 sec): 3 clusters Score: Raw -3437947.893533 + Penalty 2020.858202 = -3435927.035331 nChanged 30 SP:Iteration 21Q (6701.426806 sec): 3 clusters Score: Raw -3437961.238308 + Penalty 2020.858202 = -3435940.380106 nChanged 23 SP:Iteration 22Q (6701.523122 sec): 3 clusters Score: Raw -3437970.731618 + Penalty 2020.858202 = -3435949.873416 nChanged 20 SP:Iteration 23Q (6701.613460 sec): 3 clusters Score: Raw -3437977.957794 + Penalty 2020.858202 = -3435957.099591 nChanged 22 SP:Iteration 24Q (6701.705190 sec): 3 clusters Score: Raw -3437986.896192 + Penalty 2020.858202 = -3435966.037990 nChanged 14 SP:Iteration 25Q (6701.797102 sec): 3 clusters Score: Raw -3437991.653126 + Penalty 2020.858202 = -3435970.794924 nChanged 12 SP:Iteration 26Q (6701.890723 sec): 3 clusters Score: Raw -3437996.235168 + Penalty 2020.858202 = -3435975.376965 nChanged 10 SP:Iteration 27Q (6701.976676 sec): 3 clusters Score: Raw -3438000.605799 + Penalty 2020.858202 = -3435979.747597 nChanged 8 SP:Iteration 28Q (6702.068294 sec): 3 clusters Score: Raw -3438004.331621 + Penalty 2020.858202 = -3435983.473418 nChanged 7 SP:Iteration 29Q (6702.151429 sec): 3 clusters Score: Raw -3438005.946556 + Penalty 2020.858202 = -3435985.088354 nChanged 5 SP:Iteration 30Q (6702.249753 sec): 3 clusters Score: Raw -3438007.600239 + Penalty 2020.858202 = -3435986.742036 nChanged 7 SP:Iteration 31Q (6702.341983 sec): 3 clusters Score: Raw -3438009.711509 + Penalty 2020.858202 = -3435988.853307 nChanged 10 SP:Iteration 32Q (6702.434330 sec): 3 clusters Score: Raw -3438011.928563 + Penalty 2020.858202 = -3435991.070360 nChanged 5 SP:Iteration 33Q (6702.512280 sec): 3 clusters Score: Raw -3438013.668682 + Penalty 2020.858202 = -3435992.810480 nChanged 4 SP:Iteration 34Q (6702.610797 sec): 3 clusters Score: Raw -3438015.094399 + Penalty 2020.858202 = -3435994.236197 nChanged 4 SP:Iteration 35Q (6702.699245 sec): 3 clusters Score: Raw -3438015.840345 + Penalty 2020.858202 = -3435994.982143 nChanged 2 SP:Iteration 36Q (6702.779814 sec): 3 clusters Score: Raw -3438016.935851 + Penalty 2020.858202 = -3435996.077648 nChanged 2 SP:Iteration 37Q (6702.867470 sec): 3 clusters Score: Raw -3438018.252368 + Penalty 2020.858202 = -3435997.394166 nChanged 4 SP:Iteration 38Q (6702.953190 sec): 3 clusters Score: Raw -3438019.512780 + Penalty 2020.858202 = -3435998.654577 nChanged 4 SP:Iteration 39Q (6703.032927 sec): 3 clusters Score: Raw -3438020.850577 + Penalty 2020.858202 = -3435999.992375 nChanged 4 SP:Iteration 40F (6703.131143 sec): 3 clusters Score: Raw -3438022.780325 + Penalty 2020.858202 = -3436001.922123 nChanged 1 SP:Iteration 41Q (6703.219447 sec): 3 clusters Score: Raw -3438023.035425 + Penalty 2020.858202 = -3436002.177222 nChanged 0 SP:Iteration 42F (6703.315069 sec): 3 clusters Score: Raw -3438023.035425 + Penalty 2020.858202 = -3436002.177222 nChanged 0 Trying to split cluster 19 (3066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6703.337686 sec): 2 clusters Score: Raw -216443.049970 + Penalty 762.672261 = -215680.377709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6703.378744 sec): 3 clusters Score: Raw -214932.966940 + Penalty 1525.344521 = -213407.622419 nChanged 1283 SP:Iteration 1F (6703.429372 sec): 3 clusters Score: Raw -215900.138906 + Penalty 1525.344521 = -214374.794385 nChanged 304 SP:Iteration 2F (6703.486693 sec): 3 clusters Score: Raw -216100.510519 + Penalty 1525.344521 = -214575.165998 nChanged 203 SP:Iteration 3F (6703.527261 sec): 3 clusters Score: Raw -216238.548291 + Penalty 1525.344521 = -214713.203770 nChanged 173 SP:Iteration 4F (6703.578624 sec): 3 clusters Score: Raw -216400.488638 + Penalty 1525.344521 = -214875.144117 nChanged 209 SP:Iteration 5F (6703.630149 sec): 3 clusters Score: Raw -216721.903465 + Penalty 1525.344521 = -215196.558944 nChanged 239 SP:Iteration 6F (6703.681429 sec): 3 clusters Score: Raw -217052.337724 + Penalty 1525.344521 = -215526.993202 nChanged 200 SP:Iteration 7F (6703.732610 sec): 3 clusters Score: Raw -217319.090433 + Penalty 1525.344521 = -215793.745912 nChanged 166 SP:Iteration 8F (6703.781880 sec): 3 clusters Score: Raw -217482.148852 + Penalty 1525.344521 = -215956.804330 nChanged 130 SP:Iteration 9Q (6703.828321 sec): 3 clusters Score: Raw -217600.521632 + Penalty 1525.344521 = -216075.177110 nChanged 111 SP:Iteration 10Q (6703.872465 sec): 3 clusters Score: Raw -217690.792957 + Penalty 1525.344521 = -216165.448436 nChanged 82 SP:Iteration 11Q (6703.923486 sec): 3 clusters Score: Raw -217784.238984 + Penalty 1525.344521 = -216258.894463 nChanged 92 SP:Iteration 12Q (6703.984312 sec): 3 clusters Score: Raw -217905.949162 + Penalty 1525.344521 = -216380.604640 nChanged 112 SP:Iteration 13Q (6704.022554 sec): 3 clusters Score: Raw -218059.905348 + Penalty 1525.344521 = -216534.560827 nChanged 116 SP:Iteration 14Q (6704.062700 sec): 3 clusters Score: Raw -218250.115093 + Penalty 1525.344521 = -216724.770571 nChanged 120 SP:Iteration 15Q (6704.114007 sec): 3 clusters Score: Raw -218513.120922 + Penalty 1525.344521 = -216987.776401 nChanged 119 SP:Iteration 16Q (6704.165033 sec): 3 clusters Score: Raw -218779.891258 + Penalty 1525.344521 = -217254.546737 nChanged 88 SP:Iteration 17Q (6704.214398 sec): 3 clusters Score: Raw -218942.906571 + Penalty 1525.344521 = -217417.562050 nChanged 56 SP:Iteration 18Q (6704.265447 sec): 3 clusters Score: Raw -218992.563775 + Penalty 1525.344521 = -217467.219253 nChanged 36 SP:Iteration 19Q (6704.306233 sec): 3 clusters Score: Raw -219019.274513 + Penalty 1525.344521 = -217493.929991 nChanged 26 SP:Iteration 20F (6704.357722 sec): 3 clusters Score: Raw -219035.822453 + Penalty 1525.344521 = -217510.477931 nChanged 17 SP:Iteration 21Q (6704.406469 sec): 3 clusters Score: Raw -219044.825145 + Penalty 1525.344521 = -217519.480624 nChanged 13 SP:Iteration 22Q (6704.457785 sec): 3 clusters Score: Raw -219049.684275 + Penalty 1525.344521 = -217524.339754 nChanged 6 SP:Iteration 23Q (6704.509960 sec): 3 clusters Score: Raw -219053.411975 + Penalty 1525.344521 = -217528.067454 nChanged 7 SP:Iteration 24Q (6704.559976 sec): 3 clusters Score: Raw -219055.080414 + Penalty 1525.344521 = -217529.735892 nChanged 3 SP:Iteration 25Q (6704.607857 sec): 3 clusters Score: Raw -219055.716987 + Penalty 1525.344521 = -217530.372466 nChanged 1 SP:Iteration 26Q (6704.658562 sec): 3 clusters Score: Raw -219055.837325 + Penalty 1525.344521 = -217530.492804 nChanged 0 SP:Iteration 27F (6704.709989 sec): 3 clusters Score: Raw -219055.837325 + Penalty 1525.344521 = -217530.492804 nChanged 0 Score: Raw -69515876.052523 + Penalty 45363.755620 = -69470512.296903 Splitting cluster 19 changes total score from -69462888.089973 to -69470512.296903 So it's getting split into cluster 35. Trying to split cluster 20 (25544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6718.379863 sec): 2 clusters Score: Raw -2126011.606651 + Penalty 964.074985 = -2125047.531666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6718.460091 sec): 3 clusters Score: Raw -2109978.384621 + Penalty 1928.149970 = -2108050.234651 nChanged 11994 SP:Iteration 1F (6718.537695 sec): 3 clusters Score: Raw -2117171.319532 + Penalty 1928.149970 = -2115243.169562 nChanged 1753 SP:Iteration 2F (6718.616216 sec): 3 clusters Score: Raw -2118867.410006 + Penalty 1928.149970 = -2116939.260037 nChanged 2370 SP:Iteration 3F (6718.694398 sec): 3 clusters Score: Raw -2121473.413394 + Penalty 1928.149970 = -2119545.263425 nChanged 2661 SP:Iteration 4F (6718.765941 sec): 3 clusters Score: Raw -2124094.258490 + Penalty 1928.149970 = -2122166.108520 nChanged 2329 SP:Iteration 5F (6718.844658 sec): 3 clusters Score: Raw -2126000.397035 + Penalty 1928.149970 = -2124072.247065 nChanged 1623 SP:Iteration 6F (6718.919289 sec): 3 clusters Score: Raw -2127021.826877 + Penalty 1928.149970 = -2125093.676908 nChanged 902 SP:Iteration 7Q (6719.003254 sec): 3 clusters Score: Raw -2127457.728481 + Penalty 1928.149970 = -2125529.578512 nChanged 523 SP:Iteration 8Q (6719.080356 sec): 3 clusters Score: Raw -2127662.224055 + Penalty 1928.149970 = -2125734.074085 nChanged 357 SP:Iteration 9Q (6719.151454 sec): 3 clusters Score: Raw -2127788.845344 + Penalty 1928.149970 = -2125860.695375 nChanged 259 SP:Iteration 10Q (6719.234893 sec): 3 clusters Score: Raw -2127869.638026 + Penalty 1928.149970 = -2125941.488057 nChanged 217 SP:Iteration 11Q (6719.308552 sec): 3 clusters Score: Raw -2127914.209143 + Penalty 1928.149970 = -2125986.059174 nChanged 178 SP:Iteration 12Q (6719.392653 sec): 3 clusters Score: Raw -2127948.325045 + Penalty 1928.149970 = -2126020.175075 nChanged 159 SP:Iteration 13Q (6719.461032 sec): 3 clusters Score: Raw -2127974.021686 + Penalty 1928.149970 = -2126045.871716 nChanged 135 SP:Iteration 14Q (6719.536046 sec): 3 clusters Score: Raw -2127995.114622 + Penalty 1928.149970 = -2126066.964653 nChanged 111 SP:Iteration 15Q (6719.623250 sec): 3 clusters Score: Raw -2128010.434426 + Penalty 1928.149970 = -2126082.284456 nChanged 86 SP:Iteration 16Q (6719.693656 sec): 3 clusters Score: Raw -2128018.884957 + Penalty 1928.149970 = -2126090.734987 nChanged 70 SP:Iteration 17Q (6719.776303 sec): 3 clusters Score: Raw -2128024.844594 + Penalty 1928.149970 = -2126096.694624 nChanged 66 SP:Iteration 18Q (6719.854301 sec): 3 clusters Score: Raw -2128030.102516 + Penalty 1928.149970 = -2126101.952546 nChanged 55 SP:Iteration 19Q (6719.927355 sec): 3 clusters Score: Raw -2128034.523500 + Penalty 1928.149970 = -2126106.373530 nChanged 52 SP:Iteration 20F (6719.999391 sec): 3 clusters Score: Raw -2128038.341118 + Penalty 1928.149970 = -2126110.191148 nChanged 42 SP:Iteration 21Q (6720.077659 sec): 3 clusters Score: Raw -2128041.429559 + Penalty 1928.149970 = -2126113.279589 nChanged 43 SP:Iteration 22Q (6720.144775 sec): 3 clusters Score: Raw -2128044.795692 + Penalty 1928.149970 = -2126116.645723 nChanged 41 SP:Iteration 23Q (6720.233294 sec): 3 clusters Score: Raw -2128048.242450 + Penalty 1928.149970 = -2126120.092480 nChanged 42 SP:Iteration 24Q (6720.317182 sec): 3 clusters Score: Raw -2128051.018383 + Penalty 1928.149970 = -2126122.868414 nChanged 35 SP:Iteration 25Q (6720.388748 sec): 3 clusters Score: Raw -2128053.297173 + Penalty 1928.149970 = -2126125.147203 nChanged 26 SP:Iteration 26Q (6720.478686 sec): 3 clusters Score: Raw -2128054.790444 + Penalty 1928.149970 = -2126126.640474 nChanged 22 SP:Iteration 27Q (6720.559716 sec): 3 clusters Score: Raw -2128056.244206 + Penalty 1928.149970 = -2126128.094236 nChanged 22 SP:Iteration 28Q (6720.622784 sec): 3 clusters Score: Raw -2128057.590476 + Penalty 1928.149970 = -2126129.440506 nChanged 28 SP:Iteration 29Q (6720.714443 sec): 3 clusters Score: Raw -2128059.476650 + Penalty 1928.149970 = -2126131.326681 nChanged 27 SP:Iteration 30Q (6720.797307 sec): 3 clusters Score: Raw -2128060.911020 + Penalty 1928.149970 = -2126132.761050 nChanged 17 SP:Iteration 31Q (6720.879025 sec): 3 clusters Score: Raw -2128061.805622 + Penalty 1928.149970 = -2126133.655652 nChanged 18 SP:Iteration 32Q (6720.945267 sec): 3 clusters Score: Raw -2128062.669125 + Penalty 1928.149970 = -2126134.519156 nChanged 17 SP:Iteration 33Q (6721.028866 sec): 3 clusters Score: Raw -2128063.484664 + Penalty 1928.149970 = -2126135.334695 nChanged 16 SP:Iteration 34Q (6721.113112 sec): 3 clusters Score: Raw -2128064.359979 + Penalty 1928.149970 = -2126136.210009 nChanged 11 SP:Iteration 35Q (6721.197101 sec): 3 clusters Score: Raw -2128064.805302 + Penalty 1928.149970 = -2126136.655332 nChanged 10 SP:Iteration 36Q (6721.279702 sec): 3 clusters Score: Raw -2128065.350407 + Penalty 1928.149970 = -2126137.200437 nChanged 8 SP:Iteration 37Q (6721.359005 sec): 3 clusters Score: Raw -2128065.771381 + Penalty 1928.149970 = -2126137.621412 nChanged 11 SP:Iteration 38Q (6721.442002 sec): 3 clusters Score: Raw -2128066.361244 + Penalty 1928.149970 = -2126138.211275 nChanged 7 SP:Iteration 39Q (6721.503911 sec): 3 clusters Score: Raw -2128066.601014 + Penalty 1928.149970 = -2126138.451045 nChanged 7 SP:Iteration 40F (6721.577314 sec): 3 clusters Score: Raw -2128066.822857 + Penalty 1928.149970 = -2126138.672888 nChanged 5 SP:Iteration 41Q (6721.660162 sec): 3 clusters Score: Raw -2128067.114105 + Penalty 1928.149970 = -2126138.964136 nChanged 8 SP:Iteration 42Q (6721.742395 sec): 3 clusters Score: Raw -2128067.663470 + Penalty 1928.149970 = -2126139.513501 nChanged 15 SP:Iteration 43Q (6721.813436 sec): 3 clusters Score: Raw -2128068.353943 + Penalty 1928.149970 = -2126140.203973 nChanged 16 SP:Iteration 44Q (6721.899563 sec): 3 clusters Score: Raw -2128069.285209 + Penalty 1928.149970 = -2126141.135240 nChanged 14 SP:Iteration 45Q (6721.981298 sec): 3 clusters Score: Raw -2128070.165309 + Penalty 1928.149970 = -2126142.015340 nChanged 15 SP:Iteration 46Q (6722.057614 sec): 3 clusters Score: Raw -2128070.978428 + Penalty 1928.149970 = -2126142.828458 nChanged 12 SP:Iteration 47Q (6722.133137 sec): 3 clusters Score: Raw -2128071.472250 + Penalty 1928.149970 = -2126143.322280 nChanged 11 SP:Iteration 48Q (6722.202056 sec): 3 clusters Score: Raw -2128071.859473 + Penalty 1928.149970 = -2126143.709504 nChanged 10 SP:Iteration 49Q (6722.283219 sec): 3 clusters Score: Raw -2128072.350726 + Penalty 1928.149970 = -2126144.200757 nChanged 4 SP:Iteration 50Q (6722.356549 sec): 3 clusters Score: Raw -2128072.537052 + Penalty 1928.149970 = -2126144.387082 nChanged 5 SP:Iteration 51Q (6722.444772 sec): 3 clusters Score: Raw -2128072.712715 + Penalty 1928.149970 = -2126144.562746 nChanged 5 SP:Iteration 52Q (6722.517806 sec): 3 clusters Score: Raw -2128072.942666 + Penalty 1928.149970 = -2126144.792696 nChanged 3 SP:Iteration 53Q (6722.595041 sec): 3 clusters Score: Raw -2128072.978007 + Penalty 1928.149970 = -2126144.828037 nChanged 2 SP:Iteration 54Q (6722.670122 sec): 3 clusters Score: Raw -2128073.025039 + Penalty 1928.149970 = -2126144.875069 nChanged 2 SP:Iteration 55Q (6722.756969 sec): 3 clusters Score: Raw -2128073.046171 + Penalty 1928.149970 = -2126144.896201 nChanged 2 SP:Iteration 56Q (6722.828888 sec): 3 clusters Score: Raw -2128073.070298 + Penalty 1928.149970 = -2126144.920329 nChanged 2 SP:Iteration 57Q (6722.920465 sec): 3 clusters Score: Raw -2128073.128710 + Penalty 1928.149970 = -2126144.978741 nChanged 4 SP:Iteration 58Q (6723.002262 sec): 3 clusters Score: Raw -2128073.291279 + Penalty 1928.149970 = -2126145.141309 nChanged 4 SP:Iteration 59Q (6723.070745 sec): 3 clusters Score: Raw -2128073.744903 + Penalty 1928.149970 = -2126145.594934 nChanged 5 SP:Iteration 60F (6723.158002 sec): 3 clusters Score: Raw -2128073.989816 + Penalty 1928.149970 = -2126145.839846 nChanged 5 SP:Iteration 61Q (6723.232957 sec): 3 clusters Score: Raw -2128074.223247 + Penalty 1928.149970 = -2126146.073277 nChanged 5 SP:Iteration 62Q (6723.309062 sec): 3 clusters Score: Raw -2128074.552827 + Penalty 1928.149970 = -2126146.402857 nChanged 4 SP:Iteration 63Q (6723.391275 sec): 3 clusters Score: Raw -2128074.841782 + Penalty 1928.149970 = -2126146.691812 nChanged 2 SP:Iteration 64Q (6723.470063 sec): 3 clusters Score: Raw -2128074.869421 + Penalty 1928.149970 = -2126146.719452 nChanged 1 SP:Iteration 65Q (6723.552867 sec): 3 clusters Score: Raw -2128074.872406 + Penalty 1928.149970 = -2126146.722436 nChanged 0 SP:Iteration 66F (6723.633470 sec): 3 clusters Score: Raw -2128074.872406 + Penalty 1928.149970 = -2126146.722436 nChanged 0 Score: Raw -69517939.318278 + Penalty 46659.862924 = -69471279.455354 Splitting cluster 20 changes total score from -69462888.089973 to -69471279.455354 So it's getting split into cluster 36. Trying to split cluster 21 (82749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6737.851018 sec): 2 clusters Score: Raw -6857737.240714 + Penalty 1075.738885 = -6856661.501829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6738.002755 sec): 3 clusters Score: Raw -6803417.072965 + Penalty 2151.477770 = -6801265.595195 nChanged 39832 SP:Iteration 1F (6738.142471 sec): 3 clusters Score: Raw -6828240.792708 + Penalty 2151.477770 = -6826089.314938 nChanged 4320 SP:Iteration 2F (6738.296533 sec): 3 clusters Score: Raw -6830114.559901 + Penalty 2151.477770 = -6827963.082132 nChanged 4820 SP:Iteration 3F (6738.443094 sec): 3 clusters Score: Raw -6832590.965874 + Penalty 2151.477770 = -6830439.488104 nChanged 5277 SP:Iteration 4F (6738.588458 sec): 3 clusters Score: Raw -6835766.694323 + Penalty 2151.477770 = -6833615.216553 nChanged 5355 SP:Iteration 5F (6738.740508 sec): 3 clusters Score: Raw -6839405.425499 + Penalty 2151.477770 = -6837253.947729 nChanged 5030 SP:Iteration 6F (6738.897442 sec): 3 clusters Score: Raw -6842993.468182 + Penalty 2151.477770 = -6840841.990413 nChanged 4416 SP:Iteration 7F (6739.037940 sec): 3 clusters Score: Raw -6846093.086296 + Penalty 2151.477770 = -6843941.608527 nChanged 3609 SP:Iteration 8Q (6739.201378 sec): 3 clusters Score: Raw -6848414.811473 + Penalty 2151.477770 = -6846263.333703 nChanged 2650 SP:Iteration 9Q (6739.328466 sec): 3 clusters Score: Raw -6849854.186203 + Penalty 2151.477770 = -6847702.708433 nChanged 1910 SP:Iteration 10Q (6739.438643 sec): 3 clusters Score: Raw -6850716.693371 + Penalty 2151.477770 = -6848565.215602 nChanged 1513 SP:Iteration 11Q (6739.586663 sec): 3 clusters Score: Raw -6851385.338882 + Penalty 2151.477770 = -6849233.861112 nChanged 1389 SP:Iteration 12Q (6739.741859 sec): 3 clusters Score: Raw -6851967.814709 + Penalty 2151.477770 = -6849816.336939 nChanged 1320 SP:Iteration 13Q (6739.897746 sec): 3 clusters Score: Raw -6852476.412625 + Penalty 2151.477770 = -6850324.934855 nChanged 1177 SP:Iteration 14Q (6740.044927 sec): 3 clusters Score: Raw -6852904.048651 + Penalty 2151.477770 = -6850752.570881 nChanged 1121 SP:Iteration 15Q (6740.193640 sec): 3 clusters Score: Raw -6853307.073392 + Penalty 2151.477770 = -6851155.595623 nChanged 1052 SP:Iteration 16Q (6740.333108 sec): 3 clusters Score: Raw -6853671.310832 + Penalty 2151.477770 = -6851519.833063 nChanged 954 SP:Iteration 17Q (6740.475049 sec): 3 clusters Score: Raw -6853990.226873 + Penalty 2151.477770 = -6851838.749103 nChanged 889 SP:Iteration 18Q (6740.615537 sec): 3 clusters Score: Raw -6854260.479631 + Penalty 2151.477770 = -6852109.001861 nChanged 796 SP:Iteration 19Q (6740.743223 sec): 3 clusters Score: Raw -6854468.368752 + Penalty 2151.477770 = -6852316.890982 nChanged 704 SP:Iteration 20F (6740.876258 sec): 3 clusters Score: Raw -6854633.408893 + Penalty 2151.477770 = -6852481.931124 nChanged 620 SP:Iteration 21Q (6741.007024 sec): 3 clusters Score: Raw -6854772.285686 + Penalty 2151.477770 = -6852620.807917 nChanged 604 SP:Iteration 22Q (6741.146590 sec): 3 clusters Score: Raw -6854914.312970 + Penalty 2151.477770 = -6852762.835200 nChanged 625 SP:Iteration 23Q (6741.289311 sec): 3 clusters Score: Raw -6855060.076705 + Penalty 2151.477770 = -6852908.598935 nChanged 582 SP:Iteration 24Q (6741.429387 sec): 3 clusters Score: Raw -6855190.858536 + Penalty 2151.477770 = -6853039.380766 nChanged 552 SP:Iteration 25Q (6741.567753 sec): 3 clusters Score: Raw -6855319.835646 + Penalty 2151.477770 = -6853168.357876 nChanged 554 SP:Iteration 26Q (6741.723045 sec): 3 clusters Score: Raw -6855443.919360 + Penalty 2151.477770 = -6853292.441590 nChanged 522 SP:Iteration 27Q (6741.861710 sec): 3 clusters Score: Raw -6855559.770398 + Penalty 2151.477770 = -6853408.292628 nChanged 522 SP:Iteration 28Q (6741.999410 sec): 3 clusters Score: Raw -6855680.750853 + Penalty 2151.477770 = -6853529.273083 nChanged 477 SP:Iteration 29Q (6742.144094 sec): 3 clusters Score: Raw -6855788.432772 + Penalty 2151.477770 = -6853636.955003 nChanged 477 SP:Iteration 30Q (6742.279890 sec): 3 clusters Score: Raw -6855897.546080 + Penalty 2151.477770 = -6853746.068310 nChanged 449 SP:Iteration 31Q (6742.423805 sec): 3 clusters Score: Raw -6856002.573393 + Penalty 2151.477770 = -6853851.095624 nChanged 465 SP:Iteration 32Q (6742.565562 sec): 3 clusters Score: Raw -6856107.421788 + Penalty 2151.477770 = -6853955.944019 nChanged 448 SP:Iteration 33Q (6742.715259 sec): 3 clusters Score: Raw -6856221.169434 + Penalty 2151.477770 = -6854069.691664 nChanged 521 SP:Iteration 34Q (6742.849765 sec): 3 clusters Score: Raw -6856373.268553 + Penalty 2151.477770 = -6854221.790783 nChanged 514 SP:Iteration 35Q (6742.994949 sec): 3 clusters Score: Raw -6856532.138516 + Penalty 2151.477770 = -6854380.660746 nChanged 481 SP:Iteration 36Q (6743.142610 sec): 3 clusters Score: Raw -6856686.592865 + Penalty 2151.477770 = -6854535.115095 nChanged 470 SP:Iteration 37Q (6743.285601 sec): 3 clusters Score: Raw -6856855.738458 + Penalty 2151.477770 = -6854704.260688 nChanged 466 SP:Iteration 38Q (6743.412365 sec): 3 clusters Score: Raw -6857035.065648 + Penalty 2151.477770 = -6854883.587879 nChanged 451 SP:Iteration 39Q (6743.548891 sec): 3 clusters Score: Raw -6857198.089191 + Penalty 2151.477770 = -6855046.611422 nChanged 404 SP:Iteration 40F (6743.701928 sec): 3 clusters Score: Raw -6857323.420123 + Penalty 2151.477770 = -6855171.942354 nChanged 359 SP:Iteration 41Q (6743.841042 sec): 3 clusters Score: Raw -6857417.875022 + Penalty 2151.477770 = -6855266.397252 nChanged 318 SP:Iteration 42Q (6743.979424 sec): 3 clusters Score: Raw -6857495.271083 + Penalty 2151.477770 = -6855343.793313 nChanged 272 SP:Iteration 43Q (6744.083519 sec): 3 clusters Score: Raw -6857556.866201 + Penalty 2151.477770 = -6855405.388431 nChanged 263 SP:Iteration 44Q (6744.225429 sec): 3 clusters Score: Raw -6857615.707024 + Penalty 2151.477770 = -6855464.229254 nChanged 247 SP:Iteration 45Q (6744.358571 sec): 3 clusters Score: Raw -6857669.982421 + Penalty 2151.477770 = -6855518.504652 nChanged 249 SP:Iteration 46Q (6744.504938 sec): 3 clusters Score: Raw -6857725.288242 + Penalty 2151.477770 = -6855573.810472 nChanged 233 SP:Iteration 47Q (6744.648318 sec): 3 clusters Score: Raw -6857778.443802 + Penalty 2151.477770 = -6855626.966032 nChanged 205 SP:Iteration 48Q (6744.766565 sec): 3 clusters Score: Raw -6857821.117063 + Penalty 2151.477770 = -6855669.639293 nChanged 194 SP:Iteration 49Q (6744.901866 sec): 3 clusters Score: Raw -6857858.958253 + Penalty 2151.477770 = -6855707.480484 nChanged 166 SP:Iteration 50Q (6745.031508 sec): 3 clusters Score: Raw -6857889.459877 + Penalty 2151.477770 = -6855737.982107 nChanged 173 SP:Iteration 51Q (6745.169311 sec): 3 clusters Score: Raw -6857922.221431 + Penalty 2151.477770 = -6855770.743661 nChanged 166 SP:Iteration 52Q (6745.280915 sec): 3 clusters Score: Raw -6857953.951343 + Penalty 2151.477770 = -6855802.473573 nChanged 153 SP:Iteration 53Q (6745.414878 sec): 3 clusters Score: Raw -6857979.583509 + Penalty 2151.477770 = -6855828.105739 nChanged 127 SP:Iteration 54Q (6745.542962 sec): 3 clusters Score: Raw -6857998.699575 + Penalty 2151.477770 = -6855847.221806 nChanged 115 SP:Iteration 55Q (6745.680182 sec): 3 clusters Score: Raw -6858016.625019 + Penalty 2151.477770 = -6855865.147249 nChanged 109 SP:Iteration 56Q (6745.816622 sec): 3 clusters Score: Raw -6858033.980303 + Penalty 2151.477770 = -6855882.502534 nChanged 118 SP:Iteration 57Q (6745.946358 sec): 3 clusters Score: Raw -6858055.690600 + Penalty 2151.477770 = -6855904.212830 nChanged 118 SP:Iteration 58Q (6746.076430 sec): 3 clusters Score: Raw -6858077.311837 + Penalty 2151.477770 = -6855925.834067 nChanged 102 SP:Iteration 59Q (6746.213000 sec): 3 clusters Score: Raw -6858093.808892 + Penalty 2151.477770 = -6855942.331122 nChanged 90 SP:Iteration 60F (6746.351844 sec): 3 clusters Score: Raw -6858107.552656 + Penalty 2151.477770 = -6855956.074886 nChanged 72 SP:Iteration 61Q (6746.485501 sec): 3 clusters Score: Raw -6858119.833265 + Penalty 2151.477770 = -6855968.355496 nChanged 74 SP:Iteration 62Q (6746.599077 sec): 3 clusters Score: Raw -6858131.792077 + Penalty 2151.477770 = -6855980.314308 nChanged 78 SP:Iteration 63Q (6746.727676 sec): 3 clusters Score: Raw -6858142.083618 + Penalty 2151.477770 = -6855990.605848 nChanged 66 SP:Iteration 64Q (6746.856313 sec): 3 clusters Score: Raw -6858150.896759 + Penalty 2151.477770 = -6855999.418989 nChanged 62 SP:Iteration 65Q (6746.981730 sec): 3 clusters Score: Raw -6858159.905385 + Penalty 2151.477770 = -6856008.427616 nChanged 74 SP:Iteration 66Q (6747.103024 sec): 3 clusters Score: Raw -6858172.974110 + Penalty 2151.477770 = -6856021.496341 nChanged 79 SP:Iteration 67Q (6747.222170 sec): 3 clusters Score: Raw -6858187.177166 + Penalty 2151.477770 = -6856035.699396 nChanged 73 SP:Iteration 68Q (6747.352503 sec): 3 clusters Score: Raw -6858199.199256 + Penalty 2151.477770 = -6856047.721487 nChanged 69 SP:Iteration 69Q (6747.482402 sec): 3 clusters Score: Raw -6858210.640052 + Penalty 2151.477770 = -6856059.162282 nChanged 68 SP:Iteration 70Q (6747.596027 sec): 3 clusters Score: Raw -6858221.708966 + Penalty 2151.477770 = -6856070.231196 nChanged 63 SP:Iteration 71Q (6747.736577 sec): 3 clusters Score: Raw -6858229.714885 + Penalty 2151.477770 = -6856078.237116 nChanged 53 SP:Iteration 72Q (6747.873273 sec): 3 clusters Score: Raw -6858236.313844 + Penalty 2151.477770 = -6856084.836074 nChanged 49 SP:Iteration 73Q (6748.005194 sec): 3 clusters Score: Raw -6858244.197403 + Penalty 2151.477770 = -6856092.719634 nChanged 47 SP:Iteration 74Q (6748.144540 sec): 3 clusters Score: Raw -6858250.954566 + Penalty 2151.477770 = -6856099.476797 nChanged 40 SP:Iteration 75Q (6748.275788 sec): 3 clusters Score: Raw -6858255.819748 + Penalty 2151.477770 = -6856104.341978 nChanged 33 SP:Iteration 76Q (6748.408865 sec): 3 clusters Score: Raw -6858259.411410 + Penalty 2151.477770 = -6856107.933640 nChanged 32 SP:Iteration 77Q (6748.547964 sec): 3 clusters Score: Raw -6858263.124072 + Penalty 2151.477770 = -6856111.646302 nChanged 30 SP:Iteration 78Q (6748.678238 sec): 3 clusters Score: Raw -6858266.319361 + Penalty 2151.477770 = -6856114.841591 nChanged 33 SP:Iteration 79Q (6748.806096 sec): 3 clusters Score: Raw -6858269.437686 + Penalty 2151.477770 = -6856117.959916 nChanged 29 SP:Iteration 80F (6748.949694 sec): 3 clusters Score: Raw -6858272.889114 + Penalty 2151.477770 = -6856121.411344 nChanged 24 SP:Iteration 81Q (6749.074726 sec): 3 clusters Score: Raw -6858276.068588 + Penalty 2151.477770 = -6856124.590818 nChanged 25 SP:Iteration 82Q (6749.205635 sec): 3 clusters Score: Raw -6858278.114039 + Penalty 2151.477770 = -6856126.636269 nChanged 16 SP:Iteration 83Q (6749.344697 sec): 3 clusters Score: Raw -6858280.083283 + Penalty 2151.477770 = -6856128.605513 nChanged 17 SP:Iteration 84Q (6749.475063 sec): 3 clusters Score: Raw -6858282.254879 + Penalty 2151.477770 = -6856130.777110 nChanged 16 SP:Iteration 85Q (6749.612910 sec): 3 clusters Score: Raw -6858284.657715 + Penalty 2151.477770 = -6856133.179945 nChanged 18 SP:Iteration 86Q (6749.740550 sec): 3 clusters Score: Raw -6858287.653990 + Penalty 2151.477770 = -6856136.176221 nChanged 18 SP:Iteration 87Q (6749.868254 sec): 3 clusters Score: Raw -6858290.529082 + Penalty 2151.477770 = -6856139.051313 nChanged 24 SP:Iteration 88Q (6749.999604 sec): 3 clusters Score: Raw -6858293.328133 + Penalty 2151.477770 = -6856141.850364 nChanged 21 SP:Iteration 89Q (6750.135632 sec): 3 clusters Score: Raw -6858295.650796 + Penalty 2151.477770 = -6856144.173027 nChanged 21 SP:Iteration 90Q (6750.269513 sec): 3 clusters Score: Raw -6858298.006548 + Penalty 2151.477770 = -6856146.528779 nChanged 23 SP:Iteration 91Q (6750.403410 sec): 3 clusters Score: Raw -6858300.067651 + Penalty 2151.477770 = -6856148.589881 nChanged 17 SP:Iteration 92Q (6750.524096 sec): 3 clusters Score: Raw -6858301.691647 + Penalty 2151.477770 = -6856150.213877 nChanged 15 SP:Iteration 93Q (6750.658678 sec): 3 clusters Score: Raw -6858302.964422 + Penalty 2151.477770 = -6856151.486653 nChanged 11 SP:Iteration 94Q (6750.797248 sec): 3 clusters Score: Raw -6858303.678983 + Penalty 2151.477770 = -6856152.201213 nChanged 5 SP:Iteration 95Q (6750.932449 sec): 3 clusters Score: Raw -6858304.003733 + Penalty 2151.477770 = -6856152.525964 nChanged 3 SP:Iteration 96Q (6751.063660 sec): 3 clusters Score: Raw -6858304.323547 + Penalty 2151.477770 = -6856152.845777 nChanged 6 SP:Iteration 97Q (6751.190105 sec): 3 clusters Score: Raw -6858304.811800 + Penalty 2151.477770 = -6856153.334031 nChanged 4 SP:Iteration 98Q (6751.326737 sec): 3 clusters Score: Raw -6858304.998184 + Penalty 2151.477770 = -6856153.520415 nChanged 0 SP:Iteration 99F (6751.479867 sec): 3 clusters Score: Raw -6858304.998184 + Penalty 2151.477770 = -6856153.520415 nChanged 0 Trying to split cluster 22 (30052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6751.552570 sec): 2 clusters Score: Raw -2570111.544435 + Penalty 979.515027 = -2569132.029408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6751.632622 sec): 3 clusters Score: Raw -2551104.379293 + Penalty 1959.030054 = -2549145.349239 nChanged 14101 SP:Iteration 1F (6751.715055 sec): 3 clusters Score: Raw -2559529.392326 + Penalty 1959.030054 = -2557570.362272 nChanged 1788 SP:Iteration 2F (6751.813885 sec): 3 clusters Score: Raw -2560502.256673 + Penalty 1959.030054 = -2558543.226619 nChanged 2054 SP:Iteration 3F (6751.888622 sec): 3 clusters Score: Raw -2561835.632688 + Penalty 1959.030054 = -2559876.602634 nChanged 2250 SP:Iteration 4F (6751.981464 sec): 3 clusters Score: Raw -2563433.807988 + Penalty 1959.030054 = -2561474.777934 nChanged 2179 SP:Iteration 5F (6752.056640 sec): 3 clusters Score: Raw -2565135.843270 + Penalty 1959.030054 = -2563176.813216 nChanged 1975 SP:Iteration 6F (6752.134075 sec): 3 clusters Score: Raw -2566934.735108 + Penalty 1959.030054 = -2564975.705055 nChanged 1771 SP:Iteration 7F (6752.217252 sec): 3 clusters Score: Raw -2568968.057266 + Penalty 1959.030054 = -2567009.027212 nChanged 1583 SP:Iteration 8F (6752.301093 sec): 3 clusters Score: Raw -2570864.104197 + Penalty 1959.030054 = -2568905.074144 nChanged 1217 SP:Iteration 9Q (6752.384808 sec): 3 clusters Score: Raw -2571942.967907 + Penalty 1959.030054 = -2569983.937853 nChanged 849 SP:Iteration 10Q (6752.460197 sec): 3 clusters Score: Raw -2572480.929022 + Penalty 1959.030054 = -2570521.898968 nChanged 603 SP:Iteration 11Q (6752.547117 sec): 3 clusters Score: Raw -2572809.639443 + Penalty 1959.030054 = -2570850.609390 nChanged 481 SP:Iteration 12Q (6752.627488 sec): 3 clusters Score: Raw -2573126.772806 + Penalty 1959.030054 = -2571167.742753 nChanged 473 SP:Iteration 13Q (6752.698115 sec): 3 clusters Score: Raw -2573454.488157 + Penalty 1959.030054 = -2571495.458103 nChanged 469 SP:Iteration 14Q (6752.778573 sec): 3 clusters Score: Raw -2573810.087121 + Penalty 1959.030054 = -2571851.057067 nChanged 461 SP:Iteration 15Q (6752.866372 sec): 3 clusters Score: Raw -2574214.939289 + Penalty 1959.030054 = -2572255.909235 nChanged 459 SP:Iteration 16Q (6752.931683 sec): 3 clusters Score: Raw -2574685.455324 + Penalty 1959.030054 = -2572726.425270 nChanged 448 SP:Iteration 17Q (6753.003877 sec): 3 clusters Score: Raw -2575190.978978 + Penalty 1959.030054 = -2573231.948924 nChanged 414 SP:Iteration 18Q (6753.084441 sec): 3 clusters Score: Raw -2575585.244220 + Penalty 1959.030054 = -2573626.214166 nChanged 329 SP:Iteration 19Q (6753.155317 sec): 3 clusters Score: Raw -2575891.606240 + Penalty 1959.030054 = -2573932.576187 nChanged 256 SP:Iteration 20F (6753.232396 sec): 3 clusters Score: Raw -2576171.721354 + Penalty 1959.030054 = -2574212.691300 nChanged 234 SP:Iteration 21Q (6753.305542 sec): 3 clusters Score: Raw -2576280.798298 + Penalty 1959.030054 = -2574321.768244 nChanged 179 SP:Iteration 22Q (6753.384175 sec): 3 clusters Score: Raw -2576324.617836 + Penalty 1959.030054 = -2574365.587783 nChanged 137 SP:Iteration 23Q (6753.458621 sec): 3 clusters Score: Raw -2576345.806400 + Penalty 1959.030054 = -2574386.776346 nChanged 97 SP:Iteration 24Q (6753.530699 sec): 3 clusters Score: Raw -2576357.833681 + Penalty 1959.030054 = -2574398.803627 nChanged 65 SP:Iteration 25Q (6753.609723 sec): 3 clusters Score: Raw -2576364.439663 + Penalty 1959.030054 = -2574405.409610 nChanged 58 SP:Iteration 26Q (6753.687477 sec): 3 clusters Score: Raw -2576369.146097 + Penalty 1959.030054 = -2574410.116043 nChanged 40 SP:Iteration 27Q (6753.763381 sec): 3 clusters Score: Raw -2576371.729501 + Penalty 1959.030054 = -2574412.699447 nChanged 28 SP:Iteration 28Q (6753.842364 sec): 3 clusters Score: Raw -2576372.976172 + Penalty 1959.030054 = -2574413.946118 nChanged 18 SP:Iteration 29Q (6753.919531 sec): 3 clusters Score: Raw -2576373.531872 + Penalty 1959.030054 = -2574414.501818 nChanged 15 SP:Iteration 30Q (6753.988850 sec): 3 clusters Score: Raw -2576373.925262 + Penalty 1959.030054 = -2574414.895209 nChanged 17 SP:Iteration 31Q (6754.062562 sec): 3 clusters Score: Raw -2576374.509034 + Penalty 1959.030054 = -2574415.478980 nChanged 12 SP:Iteration 32Q (6754.141916 sec): 3 clusters Score: Raw -2576374.914346 + Penalty 1959.030054 = -2574415.884292 nChanged 12 SP:Iteration 33Q (6754.201667 sec): 3 clusters Score: Raw -2576375.332118 + Penalty 1959.030054 = -2574416.302064 nChanged 13 SP:Iteration 34Q (6754.282617 sec): 3 clusters Score: Raw -2576375.883083 + Penalty 1959.030054 = -2574416.853030 nChanged 23 SP:Iteration 35Q (6754.351147 sec): 3 clusters Score: Raw -2576376.688195 + Penalty 1959.030054 = -2574417.658141 nChanged 16 SP:Iteration 36Q (6754.410222 sec): 3 clusters Score: Raw -2576377.319093 + Penalty 1959.030054 = -2574418.289039 nChanged 12 SP:Iteration 37Q (6754.497965 sec): 3 clusters Score: Raw -2576377.814570 + Penalty 1959.030054 = -2574418.784516 nChanged 12 SP:Iteration 38Q (6754.581404 sec): 3 clusters Score: Raw -2576378.222261 + Penalty 1959.030054 = -2574419.192208 nChanged 8 SP:Iteration 39Q (6754.663597 sec): 3 clusters Score: Raw -2576378.444319 + Penalty 1959.030054 = -2574419.414265 nChanged 10 SP:Iteration 40F (6754.734288 sec): 3 clusters Score: Raw -2576378.711053 + Penalty 1959.030054 = -2574419.680999 nChanged 9 SP:Iteration 41Q (6754.822096 sec): 3 clusters Score: Raw -2576378.958169 + Penalty 1959.030054 = -2574419.928116 nChanged 3 SP:Iteration 42Q (6754.899086 sec): 3 clusters Score: Raw -2576379.038791 + Penalty 1959.030054 = -2574420.008737 nChanged 4 SP:Iteration 43Q (6754.978462 sec): 3 clusters Score: Raw -2576379.113056 + Penalty 1959.030054 = -2574420.083002 nChanged 1 SP:Iteration 44Q (6755.062595 sec): 3 clusters Score: Raw -2576379.128850 + Penalty 1959.030054 = -2574420.098796 nChanged 3 SP:Iteration 45Q (6755.146348 sec): 3 clusters Score: Raw -2576379.228866 + Penalty 1959.030054 = -2574420.198812 nChanged 5 SP:Iteration 46Q (6755.228370 sec): 3 clusters Score: Raw -2576379.354619 + Penalty 1959.030054 = -2574420.324566 nChanged 1 SP:Iteration 47Q (6755.312510 sec): 3 clusters Score: Raw -2576379.383572 + Penalty 1959.030054 = -2574420.353518 nChanged 2 SP:Iteration 48Q (6755.388140 sec): 3 clusters Score: Raw -2576379.415516 + Penalty 1959.030054 = -2574420.385462 nChanged 0 SP:Iteration 49F (6755.474357 sec): 3 clusters Score: Raw -2576379.415516 + Penalty 1959.030054 = -2574420.385462 nChanged 0 Score: Raw -69524207.189359 + Penalty 47955.970227 = -69476251.219132 Splitting cluster 22 changes total score from -69462888.089973 to -69476251.219132 So it's getting split into cluster 37. Trying to split cluster 24 (7795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6769.984711 sec): 2 clusters Score: Raw -669220.587834 + Penalty 851.317589 = -668369.270244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6770.042641 sec): 3 clusters Score: Raw -664770.052940 + Penalty 1702.635178 = -663067.417762 nChanged 3358 SP:Iteration 1F (6770.088794 sec): 3 clusters Score: Raw -667916.488145 + Penalty 1702.635178 = -666213.852967 nChanged 1123 SP:Iteration 2F (6770.152775 sec): 3 clusters Score: Raw -669994.884046 + Penalty 1702.635178 = -668292.248868 nChanged 970 SP:Iteration 3F (6770.213644 sec): 3 clusters Score: Raw -671662.858124 + Penalty 1702.635178 = -669960.222945 nChanged 598 SP:Iteration 4F (6770.261302 sec): 3 clusters Score: Raw -672472.132884 + Penalty 1702.635178 = -670769.497705 nChanged 457 SP:Iteration 5F (6770.286117 sec): 3 clusters Score: Raw -673056.083613 + Penalty 1702.635178 = -671353.448434 nChanged 394 SP:Iteration 6F (6770.341219 sec): 3 clusters Score: Raw -673503.272504 + Penalty 1702.635178 = -671800.637326 nChanged 287 SP:Iteration 7Q (6770.402876 sec): 3 clusters Score: Raw -673758.525070 + Penalty 1702.635178 = -672055.889891 nChanged 210 SP:Iteration 8Q (6770.450304 sec): 3 clusters Score: Raw -673897.073931 + Penalty 1702.635178 = -672194.438752 nChanged 142 SP:Iteration 9Q (6770.500614 sec): 3 clusters Score: Raw -673961.088698 + Penalty 1702.635178 = -672258.453520 nChanged 87 SP:Iteration 10Q (6770.566252 sec): 3 clusters Score: Raw -673991.283522 + Penalty 1702.635178 = -672288.648344 nChanged 60 SP:Iteration 11Q (6770.618691 sec): 3 clusters Score: Raw -674009.020449 + Penalty 1702.635178 = -672306.385270 nChanged 52 SP:Iteration 12Q (6770.661726 sec): 3 clusters Score: Raw -674024.364925 + Penalty 1702.635178 = -672321.729747 nChanged 41 SP:Iteration 13Q (6770.711609 sec): 3 clusters Score: Raw -674033.490094 + Penalty 1702.635178 = -672330.854916 nChanged 24 SP:Iteration 14Q (6770.764487 sec): 3 clusters Score: Raw -674038.094735 + Penalty 1702.635178 = -672335.459556 nChanged 14 SP:Iteration 15Q (6770.818017 sec): 3 clusters Score: Raw -674040.080161 + Penalty 1702.635178 = -672337.444983 nChanged 9 SP:Iteration 16Q (6770.873565 sec): 3 clusters Score: Raw -674041.184743 + Penalty 1702.635178 = -672338.549565 nChanged 5 SP:Iteration 17Q (6770.926182 sec): 3 clusters Score: Raw -674041.911286 + Penalty 1702.635178 = -672339.276108 nChanged 8 SP:Iteration 18Q (6770.980869 sec): 3 clusters Score: Raw -674042.889015 + Penalty 1702.635178 = -672340.253837 nChanged 6 SP:Iteration 19Q (6771.031846 sec): 3 clusters Score: Raw -674043.879528 + Penalty 1702.635178 = -672341.244350 nChanged 6 SP:Iteration 20F (6771.094212 sec): 3 clusters Score: Raw -674044.496702 + Penalty 1702.635178 = -672341.861523 nChanged 2 SP:Iteration 21Q (6771.146113 sec): 3 clusters Score: Raw -674044.667226 + Penalty 1702.635178 = -672342.032047 nChanged 2 SP:Iteration 22Q (6771.189874 sec): 3 clusters Score: Raw -674044.926105 + Penalty 1702.635178 = -672342.290927 nChanged 1 SP:Iteration 23Q (6771.252412 sec): 3 clusters Score: Raw -674044.995409 + Penalty 1702.635178 = -672342.360231 nChanged 0 SP:Iteration 24F (6771.308565 sec): 3 clusters Score: Raw -674044.995409 + Penalty 1702.635178 = -672342.360231 nChanged 0 Score: Raw -69529031.596935 + Penalty 49252.077531 = -69479779.519404 Splitting cluster 24 changes total score from -69462888.089973 to -69479779.519404 So it's getting split into cluster 38. Trying to split cluster 25 (8583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6786.793891 sec): 2 clusters Score: Raw -733142.039241 + Penalty 860.466184 = -732281.573057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6786.853933 sec): 3 clusters Score: Raw -728107.017012 + Penalty 1720.932369 = -726386.084644 nChanged 3846 SP:Iteration 1F (6786.903290 sec): 3 clusters Score: Raw -730346.464622 + Penalty 1720.932369 = -728625.532254 nChanged 591 SP:Iteration 2F (6786.962994 sec): 3 clusters Score: Raw -730685.379108 + Penalty 1720.932369 = -728964.446740 nChanged 558 SP:Iteration 3F (6787.022457 sec): 3 clusters Score: Raw -731081.457723 + Penalty 1720.932369 = -729360.525354 nChanged 579 SP:Iteration 4F (6787.082141 sec): 3 clusters Score: Raw -731510.564631 + Penalty 1720.932369 = -729789.632263 nChanged 511 SP:Iteration 5F (6787.151033 sec): 3 clusters Score: Raw -731914.229463 + Penalty 1720.932369 = -730193.297094 nChanged 436 SP:Iteration 6F (6787.163297 sec): 3 clusters Score: Raw -732285.063025 + Penalty 1720.932369 = -730564.130656 nChanged 374 SP:Iteration 7Q (6787.186536 sec): 3 clusters Score: Raw -732584.278876 + Penalty 1720.932369 = -730863.346508 nChanged 303 SP:Iteration 8Q (6787.209696 sec): 3 clusters Score: Raw -732796.428264 + Penalty 1720.932369 = -731075.495896 nChanged 264 SP:Iteration 9Q (6787.271487 sec): 3 clusters Score: Raw -732963.026708 + Penalty 1720.932369 = -731242.094340 nChanged 186 SP:Iteration 10Q (6787.329339 sec): 3 clusters Score: Raw -733077.474940 + Penalty 1720.932369 = -731356.542572 nChanged 146 SP:Iteration 11Q (6787.376599 sec): 3 clusters Score: Raw -733163.201290 + Penalty 1720.932369 = -731442.268922 nChanged 110 SP:Iteration 12Q (6787.440548 sec): 3 clusters Score: Raw -733213.016272 + Penalty 1720.932369 = -731492.083904 nChanged 101 SP:Iteration 13Q (6787.490076 sec): 3 clusters Score: Raw -733263.142947 + Penalty 1720.932369 = -731542.210579 nChanged 86 SP:Iteration 14Q (6787.530865 sec): 3 clusters Score: Raw -733300.639706 + Penalty 1720.932369 = -731579.707337 nChanged 63 SP:Iteration 15Q (6787.596524 sec): 3 clusters Score: Raw -733330.533242 + Penalty 1720.932369 = -731609.600873 nChanged 60 SP:Iteration 16Q (6787.653998 sec): 3 clusters Score: Raw -733357.144441 + Penalty 1720.932369 = -731636.212073 nChanged 46 SP:Iteration 17Q (6787.712782 sec): 3 clusters Score: Raw -733380.174227 + Penalty 1720.932369 = -731659.241859 nChanged 52 SP:Iteration 18Q (6787.761355 sec): 3 clusters Score: Raw -733407.144025 + Penalty 1720.932369 = -731686.211656 nChanged 53 SP:Iteration 19Q (6787.820388 sec): 3 clusters Score: Raw -733443.643808 + Penalty 1720.932369 = -731722.711440 nChanged 62 SP:Iteration 20F (6787.878060 sec): 3 clusters Score: Raw -733475.659760 + Penalty 1720.932369 = -731754.727392 nChanged 52 SP:Iteration 21Q (6787.935959 sec): 3 clusters Score: Raw -733502.412664 + Penalty 1720.932369 = -731781.480295 nChanged 56 SP:Iteration 22Q (6787.999152 sec): 3 clusters Score: Raw -733525.326869 + Penalty 1720.932369 = -731804.394500 nChanged 48 SP:Iteration 23Q (6788.052130 sec): 3 clusters Score: Raw -733557.085413 + Penalty 1720.932369 = -731836.153044 nChanged 64 SP:Iteration 24Q (6788.101756 sec): 3 clusters Score: Raw -733591.796310 + Penalty 1720.932369 = -731870.863942 nChanged 69 SP:Iteration 25Q (6788.158820 sec): 3 clusters Score: Raw -733628.587222 + Penalty 1720.932369 = -731907.654853 nChanged 80 SP:Iteration 26Q (6788.209314 sec): 3 clusters Score: Raw -733676.547474 + Penalty 1720.932369 = -731955.615105 nChanged 88 SP:Iteration 27Q (6788.274837 sec): 3 clusters Score: Raw -733739.184516 + Penalty 1720.932369 = -732018.252147 nChanged 103 SP:Iteration 28Q (6788.320809 sec): 3 clusters Score: Raw -733830.138247 + Penalty 1720.932369 = -732109.205878 nChanged 117 SP:Iteration 29Q (6788.383168 sec): 3 clusters Score: Raw -733925.882069 + Penalty 1720.932369 = -732204.949701 nChanged 116 SP:Iteration 30Q (6788.429538 sec): 3 clusters Score: Raw -734002.738889 + Penalty 1720.932369 = -732281.806521 nChanged 115 SP:Iteration 31Q (6788.498100 sec): 3 clusters Score: Raw -734057.241250 + Penalty 1720.932369 = -732336.308882 nChanged 75 SP:Iteration 32Q (6788.555906 sec): 3 clusters Score: Raw -734086.757152 + Penalty 1720.932369 = -732365.824783 nChanged 53 SP:Iteration 33Q (6788.612474 sec): 3 clusters Score: Raw -734110.442447 + Penalty 1720.932369 = -732389.510078 nChanged 48 SP:Iteration 34Q (6788.662046 sec): 3 clusters Score: Raw -734122.519771 + Penalty 1720.932369 = -732401.587403 nChanged 29 SP:Iteration 35Q (6788.719524 sec): 3 clusters Score: Raw -734133.297939 + Penalty 1720.932369 = -732412.365571 nChanged 32 SP:Iteration 36Q (6788.762024 sec): 3 clusters Score: Raw -734140.604461 + Penalty 1720.932369 = -732419.672092 nChanged 19 SP:Iteration 37Q (6788.824095 sec): 3 clusters Score: Raw -734147.131270 + Penalty 1720.932369 = -732426.198901 nChanged 19 SP:Iteration 38Q (6788.878737 sec): 3 clusters Score: Raw -734151.713681 + Penalty 1720.932369 = -732430.781313 nChanged 11 SP:Iteration 39Q (6788.932230 sec): 3 clusters Score: Raw -734152.737847 + Penalty 1720.932369 = -732431.805479 nChanged 5 SP:Iteration 40F (6788.986947 sec): 3 clusters Score: Raw -734181.375004 + Penalty 1720.932369 = -732460.442636 nChanged 33 SP:Iteration 41Q (6789.033055 sec): 3 clusters Score: Raw -734196.436916 + Penalty 1720.932369 = -732475.504548 nChanged 35 SP:Iteration 42Q (6789.090794 sec): 3 clusters Score: Raw -734206.732988 + Penalty 1720.932369 = -732485.800619 nChanged 34 SP:Iteration 43Q (6789.140452 sec): 3 clusters Score: Raw -734213.378974 + Penalty 1720.932369 = -732492.446605 nChanged 26 SP:Iteration 44Q (6789.196660 sec): 3 clusters Score: Raw -734218.478756 + Penalty 1720.932369 = -732497.546388 nChanged 22 SP:Iteration 45Q (6789.253674 sec): 3 clusters Score: Raw -734222.490255 + Penalty 1720.932369 = -732501.557887 nChanged 21 SP:Iteration 46Q (6789.311512 sec): 3 clusters Score: Raw -734225.650562 + Penalty 1720.932369 = -732504.718193 nChanged 16 SP:Iteration 47Q (6789.369134 sec): 3 clusters Score: Raw -734227.680982 + Penalty 1720.932369 = -732506.748614 nChanged 9 SP:Iteration 48Q (6789.426845 sec): 3 clusters Score: Raw -734228.808642 + Penalty 1720.932369 = -732507.876274 nChanged 6 SP:Iteration 49Q (6789.480739 sec): 3 clusters Score: Raw -734229.769616 + Penalty 1720.932369 = -732508.837248 nChanged 9 SP:Iteration 50Q (6789.538710 sec): 3 clusters Score: Raw -734231.199058 + Penalty 1720.932369 = -732510.266689 nChanged 8 SP:Iteration 51Q (6789.599816 sec): 3 clusters Score: Raw -734232.335421 + Penalty 1720.932369 = -732511.403052 nChanged 4 SP:Iteration 52Q (6789.637578 sec): 3 clusters Score: Raw -734232.724672 + Penalty 1720.932369 = -732511.792304 nChanged 3 SP:Iteration 53Q (6789.684983 sec): 3 clusters Score: Raw -734233.006092 + Penalty 1720.932369 = -732512.073724 nChanged 1 SP:Iteration 54Q (6789.742897 sec): 3 clusters Score: Raw -734233.273141 + Penalty 1720.932369 = -732512.340773 nChanged 0 SP:Iteration 55F (6789.803019 sec): 3 clusters Score: Raw -734233.273141 + Penalty 1720.932369 = -732512.340773 nChanged 0 Score: Raw -69530122.830835 + Penalty 50548.184834 = -69479574.646001 Splitting cluster 25 changes total score from -69462888.089973 to -69479574.646001 So it's getting split into cluster 39. Trying to split cluster 26 (75989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6806.296820 sec): 2 clusters Score: Raw -6718690.097706 + Penalty 1067.642668 = -6717622.455039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6806.435071 sec): 3 clusters Score: Raw -6668585.070954 + Penalty 2135.285336 = -6666449.785618 nChanged 36702 SP:Iteration 1F (6806.563189 sec): 3 clusters Score: Raw -6692238.177190 + Penalty 2135.285336 = -6690102.891855 nChanged 5114 SP:Iteration 2F (6806.698294 sec): 3 clusters Score: Raw -6695422.491607 + Penalty 2135.285336 = -6693287.206271 nChanged 6308 SP:Iteration 3F (6806.825784 sec): 3 clusters Score: Raw -6700466.733549 + Penalty 2135.285336 = -6698331.448213 nChanged 6548 SP:Iteration 4F (6806.949477 sec): 3 clusters Score: Raw -6706730.841678 + Penalty 2135.285336 = -6704595.556342 nChanged 5438 SP:Iteration 5F (6807.085511 sec): 3 clusters Score: Raw -6711892.020877 + Penalty 2135.285336 = -6709756.735541 nChanged 3661 SP:Iteration 6Q (6807.225063 sec): 3 clusters Score: Raw -6714612.325126 + Penalty 2135.285336 = -6712477.039790 nChanged 2207 SP:Iteration 7Q (6807.359125 sec): 3 clusters Score: Raw -6715901.591164 + Penalty 2135.285336 = -6713766.305828 nChanged 1417 SP:Iteration 8Q (6807.490032 sec): 3 clusters Score: Raw -6716931.844350 + Penalty 2135.285336 = -6714796.559014 nChanged 1156 SP:Iteration 9Q (6807.597212 sec): 3 clusters Score: Raw -6717871.616138 + Penalty 2135.285336 = -6715736.330803 nChanged 1069 SP:Iteration 10Q (6807.735616 sec): 3 clusters Score: Raw -6718670.031400 + Penalty 2135.285336 = -6716534.746064 nChanged 896 SP:Iteration 11Q (6807.874632 sec): 3 clusters Score: Raw -6719183.195656 + Penalty 2135.285336 = -6717047.910320 nChanged 773 SP:Iteration 12Q (6808.011580 sec): 3 clusters Score: Raw -6719492.874106 + Penalty 2135.285336 = -6717357.588771 nChanged 549 SP:Iteration 13Q (6808.143467 sec): 3 clusters Score: Raw -6719658.732556 + Penalty 2135.285336 = -6717523.447220 nChanged 441 SP:Iteration 14Q (6808.281269 sec): 3 clusters Score: Raw -6719768.571946 + Penalty 2135.285336 = -6717633.286610 nChanged 364 SP:Iteration 15Q (6808.420840 sec): 3 clusters Score: Raw -6719841.104511 + Penalty 2135.285336 = -6717705.819175 nChanged 297 SP:Iteration 16Q (6808.547298 sec): 3 clusters Score: Raw -6719891.215929 + Penalty 2135.285336 = -6717755.930593 nChanged 253 SP:Iteration 17Q (6808.678829 sec): 3 clusters Score: Raw -6719926.687090 + Penalty 2135.285336 = -6717791.401754 nChanged 204 SP:Iteration 18Q (6808.810681 sec): 3 clusters Score: Raw -6719953.833653 + Penalty 2135.285336 = -6717818.548317 nChanged 175 SP:Iteration 19Q (6808.938496 sec): 3 clusters Score: Raw -6719977.354373 + Penalty 2135.285336 = -6717842.069038 nChanged 171 SP:Iteration 20F (6809.085361 sec): 3 clusters Score: Raw -6719997.228734 + Penalty 2135.285336 = -6717861.943398 nChanged 148 SP:Iteration 21Q (6809.213164 sec): 3 clusters Score: Raw -6720011.947495 + Penalty 2135.285336 = -6717876.662159 nChanged 131 SP:Iteration 22Q (6809.342766 sec): 3 clusters Score: Raw -6720023.295216 + Penalty 2135.285336 = -6717888.009880 nChanged 101 SP:Iteration 23Q (6809.478280 sec): 3 clusters Score: Raw -6720030.591735 + Penalty 2135.285336 = -6717895.306399 nChanged 86 SP:Iteration 24Q (6809.601174 sec): 3 clusters Score: Raw -6720036.185825 + Penalty 2135.285336 = -6717900.900489 nChanged 71 SP:Iteration 25Q (6809.740624 sec): 3 clusters Score: Raw -6720040.366534 + Penalty 2135.285336 = -6717905.081198 nChanged 66 SP:Iteration 26Q (6809.872757 sec): 3 clusters Score: Raw -6720043.974471 + Penalty 2135.285336 = -6717908.689136 nChanged 53 SP:Iteration 27Q (6810.017404 sec): 3 clusters Score: Raw -6720046.932013 + Penalty 2135.285336 = -6717911.646677 nChanged 43 SP:Iteration 28Q (6810.152450 sec): 3 clusters Score: Raw -6720049.264047 + Penalty 2135.285336 = -6717913.978711 nChanged 42 SP:Iteration 29Q (6810.254659 sec): 3 clusters Score: Raw -6720051.672202 + Penalty 2135.285336 = -6717916.386866 nChanged 52 SP:Iteration 30Q (6810.358714 sec): 3 clusters Score: Raw -6720054.099957 + Penalty 2135.285336 = -6717918.814621 nChanged 45 SP:Iteration 31Q (6810.462542 sec): 3 clusters Score: Raw -6720056.020037 + Penalty 2135.285336 = -6717920.734701 nChanged 36 SP:Iteration 32Q (6810.598002 sec): 3 clusters Score: Raw -6720057.499582 + Penalty 2135.285336 = -6717922.214246 nChanged 29 SP:Iteration 33Q (6810.728976 sec): 3 clusters Score: Raw -6720058.750095 + Penalty 2135.285336 = -6717923.464759 nChanged 23 SP:Iteration 34Q (6810.875478 sec): 3 clusters Score: Raw -6720059.673340 + Penalty 2135.285336 = -6717924.388005 nChanged 24 SP:Iteration 35Q (6810.980683 sec): 3 clusters Score: Raw -6720060.529696 + Penalty 2135.285336 = -6717925.244361 nChanged 20 SP:Iteration 36Q (6811.115879 sec): 3 clusters Score: Raw -6720061.384067 + Penalty 2135.285336 = -6717926.098731 nChanged 25 SP:Iteration 37Q (6811.228732 sec): 3 clusters Score: Raw -6720062.355792 + Penalty 2135.285336 = -6717927.070456 nChanged 31 SP:Iteration 38Q (6811.356880 sec): 3 clusters Score: Raw -6720063.565126 + Penalty 2135.285336 = -6717928.279791 nChanged 23 SP:Iteration 39Q (6811.506985 sec): 3 clusters Score: Raw -6720064.302019 + Penalty 2135.285336 = -6717929.016684 nChanged 20 SP:Iteration 40F (6811.642744 sec): 3 clusters Score: Raw -6720065.240185 + Penalty 2135.285336 = -6717929.954850 nChanged 23 SP:Iteration 41Q (6811.779442 sec): 3 clusters Score: Raw -6720066.057477 + Penalty 2135.285336 = -6717930.772141 nChanged 19 SP:Iteration 42Q (6811.916832 sec): 3 clusters Score: Raw -6720066.661678 + Penalty 2135.285336 = -6717931.376343 nChanged 22 SP:Iteration 43Q (6812.066897 sec): 3 clusters Score: Raw -6720067.330556 + Penalty 2135.285336 = -6717932.045220 nChanged 20 SP:Iteration 44Q (6812.190691 sec): 3 clusters Score: Raw -6720068.071538 + Penalty 2135.285336 = -6717932.786203 nChanged 24 SP:Iteration 45Q (6812.312483 sec): 3 clusters Score: Raw -6720068.710355 + Penalty 2135.285336 = -6717933.425020 nChanged 17 SP:Iteration 46Q (6812.442122 sec): 3 clusters Score: Raw -6720069.214207 + Penalty 2135.285336 = -6717933.928872 nChanged 17 SP:Iteration 47Q (6812.567880 sec): 3 clusters Score: Raw -6720069.746503 + Penalty 2135.285336 = -6717934.461167 nChanged 17 SP:Iteration 48Q (6812.700568 sec): 3 clusters Score: Raw -6720070.159502 + Penalty 2135.285336 = -6717934.874167 nChanged 18 SP:Iteration 49Q (6812.833147 sec): 3 clusters Score: Raw -6720070.707914 + Penalty 2135.285336 = -6717935.422578 nChanged 19 SP:Iteration 50Q (6812.961304 sec): 3 clusters Score: Raw -6720071.378369 + Penalty 2135.285336 = -6717936.093034 nChanged 23 SP:Iteration 51Q (6813.088988 sec): 3 clusters Score: Raw -6720072.114769 + Penalty 2135.285336 = -6717936.829433 nChanged 21 SP:Iteration 52Q (6813.209127 sec): 3 clusters Score: Raw -6720072.721827 + Penalty 2135.285336 = -6717937.436491 nChanged 19 SP:Iteration 53Q (6813.337074 sec): 3 clusters Score: Raw -6720073.309308 + Penalty 2135.285336 = -6717938.023972 nChanged 18 SP:Iteration 54Q (6813.458929 sec): 3 clusters Score: Raw -6720074.010833 + Penalty 2135.285336 = -6717938.725497 nChanged 19 SP:Iteration 55Q (6813.588496 sec): 3 clusters Score: Raw -6720074.877568 + Penalty 2135.285336 = -6717939.592232 nChanged 30 SP:Iteration 56Q (6813.717437 sec): 3 clusters Score: Raw -6720076.090864 + Penalty 2135.285336 = -6717940.805529 nChanged 27 SP:Iteration 57Q (6813.836682 sec): 3 clusters Score: Raw -6720076.839258 + Penalty 2135.285336 = -6717941.553922 nChanged 25 SP:Iteration 58Q (6813.966579 sec): 3 clusters Score: Raw -6720077.664147 + Penalty 2135.285336 = -6717942.378811 nChanged 23 SP:Iteration 59Q (6814.105636 sec): 3 clusters Score: Raw -6720078.313549 + Penalty 2135.285336 = -6717943.028214 nChanged 21 SP:Iteration 60F (6814.241221 sec): 3 clusters Score: Raw -6720078.932004 + Penalty 2135.285336 = -6717943.646669 nChanged 20 SP:Iteration 61Q (6814.378388 sec): 3 clusters Score: Raw -6720079.672700 + Penalty 2135.285336 = -6717944.387365 nChanged 24 SP:Iteration 62Q (6814.517763 sec): 3 clusters Score: Raw -6720080.895268 + Penalty 2135.285336 = -6717945.609933 nChanged 27 SP:Iteration 63Q (6814.644320 sec): 3 clusters Score: Raw -6720082.308153 + Penalty 2135.285336 = -6717947.022817 nChanged 27 SP:Iteration 64Q (6814.784059 sec): 3 clusters Score: Raw -6720083.615090 + Penalty 2135.285336 = -6717948.329754 nChanged 29 SP:Iteration 65Q (6814.930073 sec): 3 clusters Score: Raw -6720084.765027 + Penalty 2135.285336 = -6717949.479692 nChanged 32 SP:Iteration 66Q (6815.060820 sec): 3 clusters Score: Raw -6720086.165460 + Penalty 2135.285336 = -6717950.880124 nChanged 28 SP:Iteration 67Q (6815.210700 sec): 3 clusters Score: Raw -6720087.045856 + Penalty 2135.285336 = -6717951.760520 nChanged 15 SP:Iteration 68Q (6815.339516 sec): 3 clusters Score: Raw -6720087.429895 + Penalty 2135.285336 = -6717952.144559 nChanged 8 SP:Iteration 69Q (6815.485772 sec): 3 clusters Score: Raw -6720087.736791 + Penalty 2135.285336 = -6717952.451455 nChanged 10 SP:Iteration 70Q (6815.613617 sec): 3 clusters Score: Raw -6720088.173014 + Penalty 2135.285336 = -6717952.887678 nChanged 19 SP:Iteration 71Q (6815.746599 sec): 3 clusters Score: Raw -6720089.274074 + Penalty 2135.285336 = -6717953.988738 nChanged 18 SP:Iteration 72Q (6815.888701 sec): 3 clusters Score: Raw -6720089.843117 + Penalty 2135.285336 = -6717954.557782 nChanged 13 SP:Iteration 73Q (6816.020572 sec): 3 clusters Score: Raw -6720090.256032 + Penalty 2135.285336 = -6717954.970696 nChanged 17 SP:Iteration 74Q (6816.155471 sec): 3 clusters Score: Raw -6720090.761340 + Penalty 2135.285336 = -6717955.476005 nChanged 16 SP:Iteration 75Q (6816.291259 sec): 3 clusters Score: Raw -6720091.157715 + Penalty 2135.285336 = -6717955.872379 nChanged 16 SP:Iteration 76Q (6816.424221 sec): 3 clusters Score: Raw -6720091.583984 + Penalty 2135.285336 = -6717956.298648 nChanged 13 SP:Iteration 77Q (6816.556369 sec): 3 clusters Score: Raw -6720091.965480 + Penalty 2135.285336 = -6717956.680144 nChanged 11 SP:Iteration 78Q (6816.697460 sec): 3 clusters Score: Raw -6720092.203214 + Penalty 2135.285336 = -6717956.917878 nChanged 6 SP:Iteration 79Q (6816.823652 sec): 3 clusters Score: Raw -6720092.362838 + Penalty 2135.285336 = -6717957.077502 nChanged 5 SP:Iteration 80F (6816.958175 sec): 3 clusters Score: Raw -6720092.518800 + Penalty 2135.285336 = -6717957.233465 nChanged 6 SP:Iteration 81Q (6817.090086 sec): 3 clusters Score: Raw -6720092.788969 + Penalty 2135.285336 = -6717957.503633 nChanged 10 SP:Iteration 82Q (6817.222280 sec): 3 clusters Score: Raw -6720093.138321 + Penalty 2135.285336 = -6717957.852985 nChanged 12 SP:Iteration 83Q (6817.352631 sec): 3 clusters Score: Raw -6720093.525315 + Penalty 2135.285336 = -6717958.239979 nChanged 11 SP:Iteration 84Q (6817.483820 sec): 3 clusters Score: Raw -6720093.842715 + Penalty 2135.285336 = -6717958.557380 nChanged 9 SP:Iteration 85Q (6817.586684 sec): 3 clusters Score: Raw -6720094.144621 + Penalty 2135.285336 = -6717958.859285 nChanged 6 SP:Iteration 86Q (6817.716278 sec): 3 clusters Score: Raw -6720094.320109 + Penalty 2135.285336 = -6717959.034773 nChanged 4 SP:Iteration 87Q (6817.852762 sec): 3 clusters Score: Raw -6720094.524439 + Penalty 2135.285336 = -6717959.239103 nChanged 7 SP:Iteration 88Q (6817.996147 sec): 3 clusters Score: Raw -6720094.737260 + Penalty 2135.285336 = -6717959.451924 nChanged 3 SP:Iteration 89Q (6818.135274 sec): 3 clusters Score: Raw -6720094.791095 + Penalty 2135.285336 = -6717959.505760 nChanged 1 SP:Iteration 90Q (6818.276277 sec): 3 clusters Score: Raw -6720094.797003 + Penalty 2135.285336 = -6717959.511667 nChanged 0 SP:Iteration 91F (6818.413365 sec): 3 clusters Score: Raw -6720094.797003 + Penalty 2135.285336 = -6717959.511667 nChanged 0 Score: Raw -69531527.530132 + Penalty 51844.292137 = -69479683.237994 Splitting cluster 26 changes total score from -69462888.089973 to -69479683.237994 So it's getting split into cluster 40. Trying to split cluster 27 (40823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6834.377940 sec): 2 clusters Score: Raw -3212818.314188 + Penalty 1008.615088 = -3211809.699100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6834.448397 sec): 3 clusters Score: Raw -3186658.407024 + Penalty 2017.230176 = -3184641.176848 nChanged 19298 SP:Iteration 1F (6834.541097 sec): 3 clusters Score: Raw -3198351.182905 + Penalty 2017.230176 = -3196333.952729 nChanged 2442 SP:Iteration 2F (6834.650306 sec): 3 clusters Score: Raw -3199463.815558 + Penalty 2017.230176 = -3197446.585382 nChanged 2560 SP:Iteration 3F (6834.747063 sec): 3 clusters Score: Raw -3200905.468774 + Penalty 2017.230176 = -3198888.238598 nChanged 2836 SP:Iteration 4F (6834.844458 sec): 3 clusters Score: Raw -3202710.635161 + Penalty 2017.230176 = -3200693.404984 nChanged 2800 SP:Iteration 5F (6834.933072 sec): 3 clusters Score: Raw -3204710.915373 + Penalty 2017.230176 = -3202693.685197 nChanged 2643 SP:Iteration 6F (6835.017885 sec): 3 clusters Score: Raw -3206747.960944 + Penalty 2017.230176 = -3204730.730768 nChanged 2225 SP:Iteration 7F (6835.112905 sec): 3 clusters Score: Raw -3208577.217332 + Penalty 2017.230176 = -3206559.987156 nChanged 1771 SP:Iteration 8Q (6835.210867 sec): 3 clusters Score: Raw -3210022.779731 + Penalty 2017.230176 = -3208005.549555 nChanged 1349 SP:Iteration 9Q (6835.310553 sec): 3 clusters Score: Raw -3211150.561480 + Penalty 2017.230176 = -3209133.331304 nChanged 936 SP:Iteration 10Q (6835.404500 sec): 3 clusters Score: Raw -3211918.703316 + Penalty 2017.230176 = -3209901.473140 nChanged 589 SP:Iteration 11Q (6835.484004 sec): 3 clusters Score: Raw -3212376.536967 + Penalty 2017.230176 = -3210359.306791 nChanged 332 SP:Iteration 12Q (6835.574040 sec): 3 clusters Score: Raw -3212632.275734 + Penalty 2017.230176 = -3210615.045558 nChanged 184 SP:Iteration 13Q (6835.663464 sec): 3 clusters Score: Raw -3212776.099984 + Penalty 2017.230176 = -3210758.869808 nChanged 97 SP:Iteration 14Q (6835.741883 sec): 3 clusters Score: Raw -3212856.071945 + Penalty 2017.230176 = -3210838.841769 nChanged 51 SP:Iteration 15Q (6835.820854 sec): 3 clusters Score: Raw -3212901.981330 + Penalty 2017.230176 = -3210884.751154 nChanged 23 SP:Iteration 16Q (6835.895726 sec): 3 clusters Score: Raw -3212924.896090 + Penalty 2017.230176 = -3210907.665914 nChanged 16 SP:Iteration 17Q (6835.982772 sec): 3 clusters Score: Raw -3212936.725577 + Penalty 2017.230176 = -3210919.495401 nChanged 6 SP:Iteration 18Q (6836.071172 sec): 3 clusters Score: Raw -3212943.424529 + Penalty 2017.230176 = -3210926.194353 nChanged 13 SP:Iteration 19Q (6836.153985 sec): 3 clusters Score: Raw -3212958.632489 + Penalty 2017.230176 = -3210941.402312 nChanged 5 SP:Iteration 20F (6836.239856 sec): 3 clusters Score: Raw -3212962.792157 + Penalty 2017.230176 = -3210945.561981 nChanged 3 SP:Iteration 21Q (6836.317222 sec): 3 clusters Score: Raw -3212965.122166 + Penalty 2017.230176 = -3210947.891990 nChanged 2 SP:Iteration 22Q (6836.397794 sec): 3 clusters Score: Raw -3212966.245104 + Penalty 2017.230176 = -3210949.014927 nChanged 0 SP:Iteration 23F (6836.483006 sec): 3 clusters Score: Raw -3212966.245104 + Penalty 2017.230176 = -3210949.014927 nChanged 0 Trying to split cluster 28 (7033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6836.507186 sec): 2 clusters Score: Raw -538679.110170 + Penalty 841.545020 = -537837.565150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6836.565266 sec): 3 clusters Score: Raw -534636.539540 + Penalty 1683.090041 = -532953.449499 nChanged 3093 SP:Iteration 1F (6836.610316 sec): 3 clusters Score: Raw -536605.318414 + Penalty 1683.090041 = -534922.228373 nChanged 515 SP:Iteration 2F (6836.666842 sec): 3 clusters Score: Raw -536939.143230 + Penalty 1683.090041 = -535256.053189 nChanged 462 SP:Iteration 3F (6836.720468 sec): 3 clusters Score: Raw -537274.069860 + Penalty 1683.090041 = -535590.979819 nChanged 434 SP:Iteration 4F (6836.773938 sec): 3 clusters Score: Raw -537582.160762 + Penalty 1683.090041 = -535899.070721 nChanged 424 SP:Iteration 5F (6836.825653 sec): 3 clusters Score: Raw -537853.249162 + Penalty 1683.090041 = -536170.159121 nChanged 342 SP:Iteration 6Q (6836.882540 sec): 3 clusters Score: Raw -538072.506196 + Penalty 1683.090041 = -536389.416155 nChanged 325 SP:Iteration 7Q (6836.934277 sec): 3 clusters Score: Raw -538293.636063 + Penalty 1683.090041 = -536610.546022 nChanged 289 SP:Iteration 8Q (6836.987606 sec): 3 clusters Score: Raw -538511.219728 + Penalty 1683.090041 = -536828.129687 nChanged 255 SP:Iteration 9Q (6837.044444 sec): 3 clusters Score: Raw -538738.754602 + Penalty 1683.090041 = -537055.664561 nChanged 213 SP:Iteration 10Q (6837.101248 sec): 3 clusters Score: Raw -538906.300410 + Penalty 1683.090041 = -537223.210369 nChanged 158 SP:Iteration 11Q (6837.147728 sec): 3 clusters Score: Raw -538995.446991 + Penalty 1683.090041 = -537312.356951 nChanged 116 SP:Iteration 12Q (6837.212653 sec): 3 clusters Score: Raw -539044.660525 + Penalty 1683.090041 = -537361.570484 nChanged 90 SP:Iteration 13Q (6837.246390 sec): 3 clusters Score: Raw -539080.631437 + Penalty 1683.090041 = -537397.541396 nChanged 70 SP:Iteration 14Q (6837.299417 sec): 3 clusters Score: Raw -539107.413786 + Penalty 1683.090041 = -537424.323745 nChanged 71 SP:Iteration 15Q (6837.355765 sec): 3 clusters Score: Raw -539133.131587 + Penalty 1683.090041 = -537450.041546 nChanged 51 SP:Iteration 16Q (6837.412770 sec): 3 clusters Score: Raw -539148.403803 + Penalty 1683.090041 = -537465.313762 nChanged 37 SP:Iteration 17Q (6837.466610 sec): 3 clusters Score: Raw -539157.606545 + Penalty 1683.090041 = -537474.516504 nChanged 29 SP:Iteration 18Q (6837.503970 sec): 3 clusters Score: Raw -539163.719873 + Penalty 1683.090041 = -537480.629832 nChanged 25 SP:Iteration 19Q (6837.566155 sec): 3 clusters Score: Raw -539168.457121 + Penalty 1683.090041 = -537485.367080 nChanged 27 SP:Iteration 20F (6837.624236 sec): 3 clusters Score: Raw -539174.678234 + Penalty 1683.090041 = -537491.588193 nChanged 23 SP:Iteration 21Q (6837.676567 sec): 3 clusters Score: Raw -539177.928842 + Penalty 1683.090041 = -537494.838801 nChanged 11 SP:Iteration 22Q (6837.729945 sec): 3 clusters Score: Raw -539179.014813 + Penalty 1683.090041 = -537495.924772 nChanged 5 SP:Iteration 23Q (6837.788112 sec): 3 clusters Score: Raw -539179.502566 + Penalty 1683.090041 = -537496.412525 nChanged 5 SP:Iteration 24Q (6837.836364 sec): 3 clusters Score: Raw -539179.864788 + Penalty 1683.090041 = -537496.774747 nChanged 1 SP:Iteration 25Q (6837.891702 sec): 3 clusters Score: Raw -539179.997499 + Penalty 1683.090041 = -537496.907458 nChanged 2 SP:Iteration 26Q (6837.941771 sec): 3 clusters Score: Raw -539180.228353 + Penalty 1683.090041 = -537497.138312 nChanged 2 SP:Iteration 27Q (6837.999169 sec): 3 clusters Score: Raw -539180.311093 + Penalty 1683.090041 = -537497.221052 nChanged 0 SP:Iteration 28F (6838.056840 sec): 3 clusters Score: Raw -539180.311093 + Penalty 1683.090041 = -537497.221052 nChanged 0 Trying to split cluster 29 (10357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6838.096182 sec): 2 clusters Score: Raw -817746.082720 + Penalty 878.314700 = -816867.768019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6838.157346 sec): 3 clusters Score: Raw -811546.033399 + Penalty 1756.629401 = -809789.403999 nChanged 4596 SP:Iteration 1F (6838.217135 sec): 3 clusters Score: Raw -814129.317720 + Penalty 1756.629401 = -812372.688319 nChanged 622 SP:Iteration 2F (6838.276177 sec): 3 clusters Score: Raw -814395.235881 + Penalty 1756.629401 = -812638.606480 nChanged 582 SP:Iteration 3F (6838.331021 sec): 3 clusters Score: Raw -814660.663382 + Penalty 1756.629401 = -812904.033982 nChanged 549 SP:Iteration 4F (6838.398166 sec): 3 clusters Score: Raw -814931.494133 + Penalty 1756.629401 = -813174.864733 nChanged 542 SP:Iteration 5F (6838.446099 sec): 3 clusters Score: Raw -815212.179394 + Penalty 1756.629401 = -813455.549993 nChanged 546 SP:Iteration 6F (6838.504043 sec): 3 clusters Score: Raw -815524.103198 + Penalty 1756.629401 = -813767.473797 nChanged 564 SP:Iteration 7F (6838.574795 sec): 3 clusters Score: Raw -815866.574826 + Penalty 1756.629401 = -814109.945425 nChanged 568 SP:Iteration 8F (6838.633886 sec): 3 clusters Score: Raw -816178.540008 + Penalty 1756.629401 = -814421.910608 nChanged 501 SP:Iteration 9Q (6838.685424 sec): 3 clusters Score: Raw -816448.576815 + Penalty 1756.629401 = -814691.947414 nChanged 441 SP:Iteration 10Q (6838.756521 sec): 3 clusters Score: Raw -816693.542591 + Penalty 1756.629401 = -814936.913191 nChanged 373 SP:Iteration 11Q (6838.820953 sec): 3 clusters Score: Raw -816917.527543 + Penalty 1756.629401 = -815160.898143 nChanged 333 SP:Iteration 12Q (6838.873505 sec): 3 clusters Score: Raw -817119.191847 + Penalty 1756.629401 = -815362.562446 nChanged 279 SP:Iteration 13Q (6838.941096 sec): 3 clusters Score: Raw -817260.364528 + Penalty 1756.629401 = -815503.735128 nChanged 209 SP:Iteration 14Q (6839.002310 sec): 3 clusters Score: Raw -817364.828837 + Penalty 1756.629401 = -815608.199437 nChanged 176 SP:Iteration 15Q (6839.052019 sec): 3 clusters Score: Raw -817440.793933 + Penalty 1756.629401 = -815684.164533 nChanged 148 SP:Iteration 16Q (6839.117278 sec): 3 clusters Score: Raw -817496.767080 + Penalty 1756.629401 = -815740.137679 nChanged 125 SP:Iteration 17Q (6839.175706 sec): 3 clusters Score: Raw -817550.062272 + Penalty 1756.629401 = -815793.432871 nChanged 118 SP:Iteration 18Q (6839.238814 sec): 3 clusters Score: Raw -817598.435307 + Penalty 1756.629401 = -815841.805907 nChanged 111 SP:Iteration 19Q (6839.297967 sec): 3 clusters Score: Raw -817645.086401 + Penalty 1756.629401 = -815888.457001 nChanged 102 SP:Iteration 20F (6839.360855 sec): 3 clusters Score: Raw -817690.195990 + Penalty 1756.629401 = -815933.566589 nChanged 101 SP:Iteration 21Q (6839.421349 sec): 3 clusters Score: Raw -817728.603209 + Penalty 1756.629401 = -815971.973808 nChanged 88 SP:Iteration 22Q (6839.470214 sec): 3 clusters Score: Raw -817768.971339 + Penalty 1756.629401 = -816012.341938 nChanged 83 SP:Iteration 23Q (6839.529378 sec): 3 clusters Score: Raw -817811.294374 + Penalty 1756.629401 = -816054.664974 nChanged 85 SP:Iteration 24Q (6839.593996 sec): 3 clusters Score: Raw -817847.880197 + Penalty 1756.629401 = -816091.250796 nChanged 83 SP:Iteration 25Q (6839.648343 sec): 3 clusters Score: Raw -817885.198531 + Penalty 1756.629401 = -816128.569131 nChanged 73 SP:Iteration 26Q (6839.708517 sec): 3 clusters Score: Raw -817922.247623 + Penalty 1756.629401 = -816165.618222 nChanged 71 SP:Iteration 27Q (6839.767850 sec): 3 clusters Score: Raw -817954.614290 + Penalty 1756.629401 = -816197.984889 nChanged 91 SP:Iteration 28Q (6839.826611 sec): 3 clusters Score: Raw -818004.382536 + Penalty 1756.629401 = -816247.753135 nChanged 87 SP:Iteration 29Q (6839.867359 sec): 3 clusters Score: Raw -818048.376773 + Penalty 1756.629401 = -816291.747373 nChanged 81 SP:Iteration 30Q (6839.934895 sec): 3 clusters Score: Raw -818080.765727 + Penalty 1756.629401 = -816324.136326 nChanged 66 SP:Iteration 31Q (6839.990939 sec): 3 clusters Score: Raw -818107.420629 + Penalty 1756.629401 = -816350.791228 nChanged 51 SP:Iteration 32Q (6840.040178 sec): 3 clusters Score: Raw -818124.586667 + Penalty 1756.629401 = -816367.957267 nChanged 35 SP:Iteration 33Q (6840.095727 sec): 3 clusters Score: Raw -818139.355752 + Penalty 1756.629401 = -816382.726351 nChanged 34 SP:Iteration 34Q (6840.157240 sec): 3 clusters Score: Raw -818150.544035 + Penalty 1756.629401 = -816393.914634 nChanged 36 SP:Iteration 35Q (6840.215014 sec): 3 clusters Score: Raw -818162.280397 + Penalty 1756.629401 = -816405.650996 nChanged 28 SP:Iteration 36Q (6840.259555 sec): 3 clusters Score: Raw -818169.130884 + Penalty 1756.629401 = -816412.501483 nChanged 17 SP:Iteration 37Q (6840.317680 sec): 3 clusters Score: Raw -818173.382963 + Penalty 1756.629401 = -816416.753563 nChanged 9 SP:Iteration 38Q (6840.369200 sec): 3 clusters Score: Raw -818174.857758 + Penalty 1756.629401 = -816418.228358 nChanged 16 SP:Iteration 39Q (6840.415746 sec): 3 clusters Score: Raw -818178.068578 + Penalty 1756.629401 = -816421.439178 nChanged 15 SP:Iteration 40F (6840.473480 sec): 3 clusters Score: Raw -818180.748636 + Penalty 1756.629401 = -816424.119235 nChanged 14 SP:Iteration 41Q (6840.532712 sec): 3 clusters Score: Raw -818183.386441 + Penalty 1756.629401 = -816426.757040 nChanged 15 SP:Iteration 42Q (6840.588740 sec): 3 clusters Score: Raw -818186.551732 + Penalty 1756.629401 = -816429.922331 nChanged 13 SP:Iteration 43Q (6840.636829 sec): 3 clusters Score: Raw -818189.540683 + Penalty 1756.629401 = -816432.911282 nChanged 7 SP:Iteration 44Q (6840.700132 sec): 3 clusters Score: Raw -818191.183119 + Penalty 1756.629401 = -816434.553718 nChanged 8 SP:Iteration 45Q (6840.753782 sec): 3 clusters Score: Raw -818192.679176 + Penalty 1756.629401 = -816436.049776 nChanged 6 SP:Iteration 46Q (6840.809321 sec): 3 clusters Score: Raw -818193.618705 + Penalty 1756.629401 = -816436.989305 nChanged 7 SP:Iteration 47Q (6840.859738 sec): 3 clusters Score: Raw -818195.165502 + Penalty 1756.629401 = -816438.536101 nChanged 7 SP:Iteration 48Q (6840.929887 sec): 3 clusters Score: Raw -818196.634598 + Penalty 1756.629401 = -816440.005198 nChanged 4 SP:Iteration 49Q (6840.990407 sec): 3 clusters Score: Raw -818197.599246 + Penalty 1756.629401 = -816440.969846 nChanged 3 SP:Iteration 50Q (6841.048935 sec): 3 clusters Score: Raw -818198.056399 + Penalty 1756.629401 = -816441.426998 nChanged 5 SP:Iteration 51Q (6841.097883 sec): 3 clusters Score: Raw -818198.677009 + Penalty 1756.629401 = -816442.047608 nChanged 3 SP:Iteration 52Q (6841.154625 sec): 3 clusters Score: Raw -818198.833698 + Penalty 1756.629401 = -816442.204297 nChanged 2 SP:Iteration 53Q (6841.205665 sec): 3 clusters Score: Raw -818199.045177 + Penalty 1756.629401 = -816442.415777 nChanged 1 SP:Iteration 54Q (6841.255694 sec): 3 clusters Score: Raw -818199.190603 + Penalty 1756.629401 = -816442.561203 nChanged 1 SP:Iteration 55Q (6841.317011 sec): 3 clusters Score: Raw -818199.285725 + Penalty 1756.629401 = -816442.656324 nChanged 1 SP:Iteration 56Q (6841.365802 sec): 3 clusters Score: Raw -818199.396525 + Penalty 1756.629401 = -816442.767125 nChanged 1 SP:Iteration 57Q (6841.423404 sec): 3 clusters Score: Raw -818199.536937 + Penalty 1756.629401 = -816442.907537 nChanged 1 SP:Iteration 58Q (6841.479440 sec): 3 clusters Score: Raw -818199.683791 + Penalty 1756.629401 = -816443.054390 nChanged 1 SP:Iteration 59Q (6841.534946 sec): 3 clusters Score: Raw -818199.828507 + Penalty 1756.629401 = -816443.199107 nChanged 1 SP:Iteration 60F (6841.581078 sec): 3 clusters Score: Raw -818199.912932 + Penalty 1756.629401 = -816443.283531 nChanged 0 Iteration 59Q (6852.417157 sec): 41 clusters Score: Raw -69539435.783090 + Penalty 51844.292137 = -69487591.490953 nChanged 16155 Iteration 60F (6869.434472 sec): 41 clusters Score: Raw -69548859.003525 + Penalty 51844.292137 = -69497014.711388 nChanged 12963 Iteration 61Q (6877.589793 sec): 41 clusters Score: Raw -69552857.257287 + Penalty 51844.292137 = -69501012.965149 nChanged 8255 Iteration 62Q (6886.114268 sec): 41 clusters Score: Raw -69554807.150828 + Penalty 51844.292137 = -69502962.858690 nChanged 6680 Iteration 63Q (6894.193899 sec): 41 clusters Score: Raw -69556292.447120 + Penalty 51844.292137 = -69504448.154982 nChanged 5814 Iteration 64Q (6901.675154 sec): 41 clusters Score: Raw -69557864.975733 + Penalty 51844.292137 = -69506020.683595 nChanged 5336 Iteration 65Q (6909.345762 sec): 41 clusters Score: Raw -69559056.106511 + Penalty 51844.292137 = -69507211.814373 nChanged 4912 Iteration 66Q (6917.662217 sec): 41 clusters Score: Raw -69559879.113640 + Penalty 51844.292137 = -69508034.821503 nChanged 4465 Iteration 67Q (6925.841032 sec): 41 clusters Score: Raw -69560580.827004 + Penalty 51844.292137 = -69508736.534866 nChanged 4108 Iteration 68Q (6933.745307 sec): 41 clusters Score: Raw -69561249.234647 + Penalty 51844.292137 = -69509404.942510 nChanged 3830 Iteration 69Q (6941.636650 sec): 41 clusters Score: Raw -69561878.619590 + Penalty 51844.292137 = -69510034.327453 nChanged 3578 Iteration 70Q (6950.065828 sec): 41 clusters Score: Raw -69562356.043518 + Penalty 51844.292137 = -69510511.751381 nChanged 3213 Iteration 71Q (6958.211674 sec): 41 clusters Score: Raw -69562760.539150 + Penalty 51844.292137 = -69510916.247012 nChanged 3008 Iteration 72Q (6966.135273 sec): 41 clusters Score: Raw -69563099.620083 + Penalty 51844.292137 = -69511255.327946 nChanged 2833 Iteration 73Q (6974.325226 sec): 41 clusters Score: Raw -69563387.603464 + Penalty 51844.292137 = -69511543.311327 nChanged 2569 Iteration 74Q (6982.632217 sec): 41 clusters Score: Raw -69563622.585342 + Penalty 51844.292137 = -69511778.293205 nChanged 2296 Iteration 75Q (6990.449221 sec): 41 clusters Score: Raw -69563818.048553 + Penalty 51844.292137 = -69511973.756415 nChanged 2161 Iteration 76Q (6998.178231 sec): 41 clusters Score: Raw -69564006.957882 + Penalty 51844.292137 = -69512162.665744 nChanged 2158 Iteration 77Q (7006.539711 sec): 41 clusters Score: Raw -69564187.437178 + Penalty 51844.292137 = -69512343.145040 nChanged 1986 Iteration 78Q (7014.873831 sec): 41 clusters Score: Raw -69564354.907433 + Penalty 51844.292137 = -69512510.615296 nChanged 1933 Iteration 79Q (7022.656796 sec): 41 clusters Score: Raw -69564523.557992 + Penalty 51844.292137 = -69512679.265854 nChanged 1869 Iteration 80F (7039.390394 sec): 41 clusters Score: Raw -69564896.546521 + Penalty 51844.292137 = -69513052.254384 nChanged 2158 Iteration 81Q (7047.274095 sec): 41 clusters Score: Raw -69565200.028088 + Penalty 51844.292137 = -69513355.735951 nChanged 2174 Iteration 82Q (7055.787096 sec): 41 clusters Score: Raw -69565427.346763 + Penalty 51844.292137 = -69513583.054626 nChanged 2036 Iteration 83Q (7064.195193 sec): 41 clusters Score: Raw -69565607.558420 + Penalty 51844.292137 = -69513763.266282 nChanged 1913 Iteration 84Q (7072.145755 sec): 41 clusters Score: Raw -69565756.567781 + Penalty 51844.292137 = -69513912.275644 nChanged 1823 Iteration 85Q (7080.163139 sec): 41 clusters Score: Raw -69565888.351823 + Penalty 51844.292137 = -69514044.059686 nChanged 1730 Iteration 86Q (7088.614312 sec): 41 clusters Score: Raw -69566007.962542 + Penalty 51844.292137 = -69514163.670405 nChanged 1665 Iteration 87Q (7096.719352 sec): 41 clusters Score: Raw -69566119.942702 + Penalty 51844.292137 = -69514275.650564 nChanged 1641 Iteration 88Q (7104.538540 sec): 41 clusters Score: Raw -69566225.372936 + Penalty 51844.292137 = -69514381.080799 nChanged 1509 Iteration 89Q (7112.659760 sec): 41 clusters Score: Raw -69566315.682050 + Penalty 51844.292137 = -69514471.389912 nChanged 1432 Iteration 90Q (7121.045299 sec): 41 clusters Score: Raw -69566401.674469 + Penalty 51844.292137 = -69514557.382332 nChanged 1418 Iteration 91Q (7129.142941 sec): 41 clusters Score: Raw -69566484.419886 + Penalty 51844.292137 = -69514640.127749 nChanged 1326 Iteration 92Q (7136.364736 sec): 41 clusters Score: Raw -69566554.605100 + Penalty 51844.292137 = -69514710.312963 nChanged 1213 Iteration 93Q (7144.023760 sec): 41 clusters Score: Raw -69566616.468065 + Penalty 51844.292137 = -69514772.175927 nChanged 1158 Iteration 94Q (7152.108467 sec): 41 clusters Score: Raw -69566678.288916 + Penalty 51844.292137 = -69514833.996778 nChanged 1187 Iteration 95Q (7160.413374 sec): 41 clusters Score: Raw -69566740.440607 + Penalty 51844.292137 = -69514896.148469 nChanged 1193 Iteration 96Q (7168.146995 sec): 41 clusters Score: Raw -69566799.305045 + Penalty 51844.292137 = -69514955.012908 nChanged 1098 Iteration 97Q (7176.088274 sec): 41 clusters Score: Raw -69566848.022565 + Penalty 51844.292137 = -69515003.730428 nChanged 986 Iteration 98Q (7184.403613 sec): 41 clusters Score: Raw -69566892.159373 + Penalty 51844.292137 = -69515047.867235 nChanged 952 Writing temp clu file Because OldScore, -69515003.730428, is greater than current (better) Score,-69515047.867235 Compute initial score before splitting: Score: Raw -69566892.159373 + Penalty 51844.292137 = -69515047.867235 Trying to split cluster 1 (3493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7184.659484 sec): 2 clusters Score: Raw -294461.454412 + Penalty 775.059043 = -293686.395369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7184.673489 sec): 3 clusters Score: Raw -292659.882001 + Penalty 1550.118087 = -291109.763915 nChanged 1468 SP:Iteration 1F (7184.686163 sec): 3 clusters Score: Raw -293804.533279 + Penalty 1550.118087 = -292254.415192 nChanged 393 SP:Iteration 2F (7184.698737 sec): 3 clusters Score: Raw -294261.881057 + Penalty 1550.118087 = -292711.762970 nChanged 315 SP:Iteration 3F (7184.711394 sec): 3 clusters Score: Raw -294594.031878 + Penalty 1550.118087 = -293043.913791 nChanged 204 SP:Iteration 4F (7184.724022 sec): 3 clusters Score: Raw -294803.319696 + Penalty 1550.118087 = -293253.201610 nChanged 154 SP:Iteration 5Q (7184.736609 sec): 3 clusters Score: Raw -294938.595741 + Penalty 1550.118087 = -293388.477654 nChanged 87 SP:Iteration 6Q (7184.749018 sec): 3 clusters Score: Raw -295012.803861 + Penalty 1550.118087 = -293462.685775 nChanged 66 SP:Iteration 7Q (7184.761459 sec): 3 clusters Score: Raw -295061.217281 + Penalty 1550.118087 = -293511.099194 nChanged 48 SP:Iteration 8Q (7184.803678 sec): 3 clusters Score: Raw -295089.195071 + Penalty 1550.118087 = -293539.076984 nChanged 25 SP:Iteration 9Q (7184.860476 sec): 3 clusters Score: Raw -295103.427631 + Penalty 1550.118087 = -293553.309544 nChanged 20 SP:Iteration 10Q (7184.915048 sec): 3 clusters Score: Raw -295117.286863 + Penalty 1550.118087 = -293567.168776 nChanged 15 SP:Iteration 11Q (7184.960621 sec): 3 clusters Score: Raw -295128.077899 + Penalty 1550.118087 = -293577.959813 nChanged 9 SP:Iteration 12Q (7185.002089 sec): 3 clusters Score: Raw -295133.709054 + Penalty 1550.118087 = -293583.590968 nChanged 7 SP:Iteration 13Q (7185.048489 sec): 3 clusters Score: Raw -295135.757516 + Penalty 1550.118087 = -293585.639429 nChanged 3 SP:Iteration 14Q (7185.099681 sec): 3 clusters Score: Raw -295136.957426 + Penalty 1550.118087 = -293586.839339 nChanged 3 SP:Iteration 15Q (7185.150710 sec): 3 clusters Score: Raw -295138.687970 + Penalty 1550.118087 = -293588.569883 nChanged 3 SP:Iteration 16Q (7185.195586 sec): 3 clusters Score: Raw -295139.208686 + Penalty 1550.118087 = -293589.090600 nChanged 0 SP:Iteration 17F (7185.242048 sec): 3 clusters Score: Raw -295139.208686 + Penalty 1550.118087 = -293589.090600 nChanged 0 Trying to split cluster 2 (1299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7185.277730 sec): 2 clusters Score: Raw -107307.475319 + Penalty 681.088252 = -106626.387068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7185.323283 sec): 3 clusters Score: Raw -106720.698068 + Penalty 1362.176503 = -105358.521564 nChanged 483 SP:Iteration 1F (7185.358340 sec): 3 clusters Score: Raw -107078.394623 + Penalty 1362.176503 = -105716.218120 nChanged 114 SP:Iteration 2F (7185.411115 sec): 3 clusters Score: Raw -107166.781846 + Penalty 1362.176503 = -105804.605342 nChanged 76 SP:Iteration 3F (7185.451011 sec): 3 clusters Score: Raw -107218.220293 + Penalty 1362.176503 = -105856.043790 nChanged 58 SP:Iteration 4Q (7185.498545 sec): 3 clusters Score: Raw -107254.615085 + Penalty 1362.176503 = -105892.438582 nChanged 50 SP:Iteration 5Q (7185.547687 sec): 3 clusters Score: Raw -107287.457143 + Penalty 1362.176503 = -105925.280640 nChanged 34 SP:Iteration 6Q (7185.593450 sec): 3 clusters Score: Raw -107317.739283 + Penalty 1362.176503 = -105955.562780 nChanged 24 SP:Iteration 7Q (7185.633753 sec): 3 clusters Score: Raw -107332.233367 + Penalty 1362.176503 = -105970.056864 nChanged 21 SP:Iteration 8Q (7185.689483 sec): 3 clusters Score: Raw -107354.172727 + Penalty 1362.176503 = -105991.996224 nChanged 25 SP:Iteration 9Q (7185.737253 sec): 3 clusters Score: Raw -107372.781024 + Penalty 1362.176503 = -106010.604521 nChanged 20 SP:Iteration 10Q (7185.762639 sec): 3 clusters Score: Raw -107390.258831 + Penalty 1362.176503 = -106028.082328 nChanged 16 SP:Iteration 11Q (7185.768104 sec): 3 clusters Score: Raw -107404.195872 + Penalty 1362.176503 = -106042.019369 nChanged 19 SP:Iteration 12Q (7185.773120 sec): 3 clusters Score: Raw -107416.547045 + Penalty 1362.176503 = -106054.370542 nChanged 9 SP:Iteration 13Q (7185.778075 sec): 3 clusters Score: Raw -107422.247603 + Penalty 1362.176503 = -106060.071100 nChanged 5 SP:Iteration 14Q (7185.783270 sec): 3 clusters Score: Raw -107424.969580 + Penalty 1362.176503 = -106062.793077 nChanged 4 SP:Iteration 15Q (7185.788318 sec): 3 clusters Score: Raw -107429.118510 + Penalty 1362.176503 = -106066.942007 nChanged 7 SP:Iteration 16Q (7185.793311 sec): 3 clusters Score: Raw -107433.366677 + Penalty 1362.176503 = -106071.190174 nChanged 5 SP:Iteration 17Q (7185.798299 sec): 3 clusters Score: Raw -107436.988676 + Penalty 1362.176503 = -106074.812172 nChanged 7 SP:Iteration 18Q (7185.803287 sec): 3 clusters Score: Raw -107440.712685 + Penalty 1362.176503 = -106078.536182 nChanged 4 SP:Iteration 19Q (7185.808298 sec): 3 clusters Score: Raw -107443.749203 + Penalty 1362.176503 = -106081.572700 nChanged 6 SP:Iteration 20F (7185.813341 sec): 3 clusters Score: Raw -107445.986392 + Penalty 1362.176503 = -106083.809888 nChanged 2 SP:Iteration 21Q (7185.818315 sec): 3 clusters Score: Raw -107446.468112 + Penalty 1362.176503 = -106084.291609 nChanged 1 SP:Iteration 22Q (7185.823264 sec): 3 clusters Score: Raw -107446.588534 + Penalty 1362.176503 = -106084.412031 nChanged 0 SP:Iteration 23F (7185.828298 sec): 3 clusters Score: Raw -107446.588534 + Penalty 1362.176503 = -106084.412031 nChanged 0 Trying to split cluster 3 (9852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7185.869725 sec): 2 clusters Score: Raw -829934.777544 + Penalty 873.565827 = -829061.211717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7185.924972 sec): 3 clusters Score: Raw -824054.535788 + Penalty 1747.131654 = -822307.404133 nChanged 4381 SP:Iteration 1F (7185.994751 sec): 3 clusters Score: Raw -826610.421175 + Penalty 1747.131654 = -824863.289521 nChanged 661 SP:Iteration 2F (7186.047720 sec): 3 clusters Score: Raw -826980.618070 + Penalty 1747.131654 = -825233.486416 nChanged 720 SP:Iteration 3F (7186.108518 sec): 3 clusters Score: Raw -827481.036204 + Penalty 1747.131654 = -825733.904550 nChanged 788 SP:Iteration 4F (7186.156280 sec): 3 clusters Score: Raw -828093.338890 + Penalty 1747.131654 = -826346.207236 nChanged 750 SP:Iteration 5F (7186.214084 sec): 3 clusters Score: Raw -828663.311801 + Penalty 1747.131654 = -826916.180146 nChanged 605 SP:Iteration 6F (7186.270133 sec): 3 clusters Score: Raw -829115.990261 + Penalty 1747.131654 = -827368.858607 nChanged 459 SP:Iteration 7Q (7186.332169 sec): 3 clusters Score: Raw -829453.917397 + Penalty 1747.131654 = -827706.785743 nChanged 333 SP:Iteration 8Q (7186.399956 sec): 3 clusters Score: Raw -829705.828690 + Penalty 1747.131654 = -827958.697036 nChanged 245 SP:Iteration 9Q (7186.461435 sec): 3 clusters Score: Raw -829884.014061 + Penalty 1747.131654 = -828136.882407 nChanged 198 SP:Iteration 10Q (7186.518660 sec): 3 clusters Score: Raw -830028.260277 + Penalty 1747.131654 = -828281.128623 nChanged 148 SP:Iteration 11Q (7186.568972 sec): 3 clusters Score: Raw -830117.084531 + Penalty 1747.131654 = -828369.952877 nChanged 110 SP:Iteration 12Q (7186.631808 sec): 3 clusters Score: Raw -830186.048041 + Penalty 1747.131654 = -828438.916387 nChanged 98 SP:Iteration 13Q (7186.687338 sec): 3 clusters Score: Raw -830248.834629 + Penalty 1747.131654 = -828501.702974 nChanged 72 SP:Iteration 14Q (7186.739374 sec): 3 clusters Score: Raw -830289.982356 + Penalty 1747.131654 = -828542.850701 nChanged 59 SP:Iteration 15Q (7186.788308 sec): 3 clusters Score: Raw -830325.885775 + Penalty 1747.131654 = -828578.754121 nChanged 48 SP:Iteration 16Q (7186.845415 sec): 3 clusters Score: Raw -830345.957962 + Penalty 1747.131654 = -828598.826308 nChanged 34 SP:Iteration 17Q (7186.906364 sec): 3 clusters Score: Raw -830353.878234 + Penalty 1747.131654 = -828606.746580 nChanged 19 SP:Iteration 18Q (7186.963703 sec): 3 clusters Score: Raw -830358.268272 + Penalty 1747.131654 = -828611.136618 nChanged 14 SP:Iteration 19Q (7187.014115 sec): 3 clusters Score: Raw -830360.703224 + Penalty 1747.131654 = -828613.571570 nChanged 8 SP:Iteration 20F (7187.073284 sec): 3 clusters Score: Raw -830361.940184 + Penalty 1747.131654 = -828614.808530 nChanged 11 SP:Iteration 21Q (7187.133174 sec): 3 clusters Score: Raw -830364.169404 + Penalty 1747.131654 = -828617.037750 nChanged 13 SP:Iteration 22Q (7187.203015 sec): 3 clusters Score: Raw -830366.398946 + Penalty 1747.131654 = -828619.267291 nChanged 8 SP:Iteration 23Q (7187.251544 sec): 3 clusters Score: Raw -830368.525988 + Penalty 1747.131654 = -828621.394333 nChanged 5 SP:Iteration 24Q (7187.312237 sec): 3 clusters Score: Raw -830369.732093 + Penalty 1747.131654 = -828622.600439 nChanged 6 SP:Iteration 25Q (7187.360985 sec): 3 clusters Score: Raw -830370.942625 + Penalty 1747.131654 = -828623.810971 nChanged 5 SP:Iteration 26Q (7187.420032 sec): 3 clusters Score: Raw -830372.210106 + Penalty 1747.131654 = -828625.078452 nChanged 5 SP:Iteration 27Q (7187.470789 sec): 3 clusters Score: Raw -830372.805995 + Penalty 1747.131654 = -828625.674341 nChanged 2 SP:Iteration 28Q (7187.520911 sec): 3 clusters Score: Raw -830372.901799 + Penalty 1747.131654 = -828625.770145 nChanged 0 SP:Iteration 29F (7187.571472 sec): 3 clusters Score: Raw -830372.901799 + Penalty 1747.131654 = -828625.770145 nChanged 0 Trying to split cluster 4 (23244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7187.619973 sec): 2 clusters Score: Raw -2017650.076681 + Penalty 955.111220 = -2016694.965461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7187.685801 sec): 3 clusters Score: Raw -2003028.226279 + Penalty 1910.222440 = -2001118.003840 nChanged 10892 SP:Iteration 1F (7187.760940 sec): 3 clusters Score: Raw -2009177.974284 + Penalty 1910.222440 = -2007267.751845 nChanged 1008 SP:Iteration 2Q (7187.837710 sec): 3 clusters Score: Raw -2009485.225598 + Penalty 1910.222440 = -2007575.003158 nChanged 960 SP:Iteration 3Q (7187.919083 sec): 3 clusters Score: Raw -2009785.572328 + Penalty 1910.222440 = -2007875.349888 nChanged 930 SP:Iteration 4Q (7188.002447 sec): 3 clusters Score: Raw -2010121.280102 + Penalty 1910.222440 = -2008211.057663 nChanged 958 SP:Iteration 5Q (7188.073775 sec): 3 clusters Score: Raw -2010511.727030 + Penalty 1910.222440 = -2008601.504591 nChanged 1049 SP:Iteration 6Q (7188.152712 sec): 3 clusters Score: Raw -2011083.110145 + Penalty 1910.222440 = -2009172.887705 nChanged 1248 SP:Iteration 7F (7188.229396 sec): 3 clusters Score: Raw -2011888.265882 + Penalty 1910.222440 = -2009978.043443 nChanged 1329 SP:Iteration 8F (7188.306518 sec): 3 clusters Score: Raw -2012866.930689 + Penalty 1910.222440 = -2010956.708250 nChanged 1337 SP:Iteration 9F (7188.381372 sec): 3 clusters Score: Raw -2013864.681260 + Penalty 1910.222440 = -2011954.458821 nChanged 1178 SP:Iteration 10F (7188.457811 sec): 3 clusters Score: Raw -2014586.843437 + Penalty 1910.222440 = -2012676.620997 nChanged 821 SP:Iteration 11Q (7188.533585 sec): 3 clusters Score: Raw -2014961.666260 + Penalty 1910.222440 = -2013051.443820 nChanged 561 SP:Iteration 12Q (7188.597396 sec): 3 clusters Score: Raw -2015204.106534 + Penalty 1910.222440 = -2013293.884095 nChanged 472 SP:Iteration 13Q (7188.657949 sec): 3 clusters Score: Raw -2015397.969104 + Penalty 1910.222440 = -2013487.746665 nChanged 427 SP:Iteration 14Q (7188.717722 sec): 3 clusters Score: Raw -2015576.277896 + Penalty 1910.222440 = -2013666.055456 nChanged 405 SP:Iteration 15Q (7188.778302 sec): 3 clusters Score: Raw -2015746.042888 + Penalty 1910.222440 = -2013835.820449 nChanged 354 SP:Iteration 16Q (7188.855146 sec): 3 clusters Score: Raw -2015882.728160 + Penalty 1910.222440 = -2013972.505721 nChanged 348 SP:Iteration 17Q (7188.922418 sec): 3 clusters Score: Raw -2016017.689781 + Penalty 1910.222440 = -2014107.467341 nChanged 351 SP:Iteration 18Q (7188.995337 sec): 3 clusters Score: Raw -2016157.991521 + Penalty 1910.222440 = -2014247.769081 nChanged 343 SP:Iteration 19Q (7189.071345 sec): 3 clusters Score: Raw -2016280.582212 + Penalty 1910.222440 = -2014370.359773 nChanged 301 SP:Iteration 20F (7189.142117 sec): 3 clusters Score: Raw -2016378.004581 + Penalty 1910.222440 = -2014467.782141 nChanged 284 SP:Iteration 21Q (7189.218073 sec): 3 clusters Score: Raw -2016482.119134 + Penalty 1910.222440 = -2014571.896694 nChanged 288 SP:Iteration 22Q (7189.295185 sec): 3 clusters Score: Raw -2016575.983678 + Penalty 1910.222440 = -2014665.761238 nChanged 265 SP:Iteration 23Q (7189.368393 sec): 3 clusters Score: Raw -2016654.443636 + Penalty 1910.222440 = -2014744.221196 nChanged 237 SP:Iteration 24Q (7189.437129 sec): 3 clusters Score: Raw -2016727.487787 + Penalty 1910.222440 = -2014817.265347 nChanged 241 SP:Iteration 25Q (7189.512547 sec): 3 clusters Score: Raw -2016792.412527 + Penalty 1910.222440 = -2014882.190087 nChanged 196 SP:Iteration 26Q (7189.591738 sec): 3 clusters Score: Raw -2016844.724659 + Penalty 1910.222440 = -2014934.502219 nChanged 190 SP:Iteration 27Q (7189.663797 sec): 3 clusters Score: Raw -2016894.949490 + Penalty 1910.222440 = -2014984.727050 nChanged 164 SP:Iteration 28Q (7189.741724 sec): 3 clusters Score: Raw -2016931.616821 + Penalty 1910.222440 = -2015021.394382 nChanged 156 SP:Iteration 29Q (7189.817695 sec): 3 clusters Score: Raw -2016965.711294 + Penalty 1910.222440 = -2015055.488854 nChanged 130 SP:Iteration 30Q (7189.894562 sec): 3 clusters Score: Raw -2016992.385349 + Penalty 1910.222440 = -2015082.162910 nChanged 137 SP:Iteration 31Q (7189.962348 sec): 3 clusters Score: Raw -2017020.962119 + Penalty 1910.222440 = -2015110.739680 nChanged 131 SP:Iteration 32Q (7190.042765 sec): 3 clusters Score: Raw -2017047.035910 + Penalty 1910.222440 = -2015136.813471 nChanged 117 SP:Iteration 33Q (7190.115699 sec): 3 clusters Score: Raw -2017066.588427 + Penalty 1910.222440 = -2015156.365987 nChanged 104 SP:Iteration 34Q (7190.176615 sec): 3 clusters Score: Raw -2017083.952372 + Penalty 1910.222440 = -2015173.729932 nChanged 96 SP:Iteration 35Q (7190.257441 sec): 3 clusters Score: Raw -2017097.612117 + Penalty 1910.222440 = -2015187.389678 nChanged 91 SP:Iteration 36Q (7190.322010 sec): 3 clusters Score: Raw -2017109.432545 + Penalty 1910.222440 = -2015199.210105 nChanged 81 SP:Iteration 37Q (7190.395768 sec): 3 clusters Score: Raw -2017120.001712 + Penalty 1910.222440 = -2015209.779273 nChanged 84 SP:Iteration 38Q (7190.471775 sec): 3 clusters Score: Raw -2017130.885622 + Penalty 1910.222440 = -2015220.663182 nChanged 74 SP:Iteration 39Q (7190.543267 sec): 3 clusters Score: Raw -2017141.665675 + Penalty 1910.222440 = -2015231.443236 nChanged 75 SP:Iteration 40F (7190.609918 sec): 3 clusters Score: Raw -2017151.588093 + Penalty 1910.222440 = -2015241.365654 nChanged 70 SP:Iteration 41Q (7190.683175 sec): 3 clusters Score: Raw -2017161.195060 + Penalty 1910.222440 = -2015250.972621 nChanged 87 SP:Iteration 42Q (7190.760440 sec): 3 clusters Score: Raw -2017173.039138 + Penalty 1910.222440 = -2015262.816699 nChanged 76 SP:Iteration 43Q (7190.838979 sec): 3 clusters Score: Raw -2017183.869500 + Penalty 1910.222440 = -2015273.647061 nChanged 82 SP:Iteration 44Q (7190.910985 sec): 3 clusters Score: Raw -2017196.212805 + Penalty 1910.222440 = -2015285.990365 nChanged 78 SP:Iteration 45Q (7190.989940 sec): 3 clusters Score: Raw -2017206.534071 + Penalty 1910.222440 = -2015296.311631 nChanged 75 SP:Iteration 46Q (7191.027924 sec): 3 clusters Score: Raw -2017215.879322 + Penalty 1910.222440 = -2015305.656883 nChanged 58 SP:Iteration 47Q (7191.105675 sec): 3 clusters Score: Raw -2017222.553174 + Penalty 1910.222440 = -2015312.330735 nChanged 53 SP:Iteration 48Q (7191.183849 sec): 3 clusters Score: Raw -2017228.203400 + Penalty 1910.222440 = -2015317.980960 nChanged 65 SP:Iteration 49Q (7191.266138 sec): 3 clusters Score: Raw -2017236.405276 + Penalty 1910.222440 = -2015326.182837 nChanged 66 SP:Iteration 50Q (7191.349773 sec): 3 clusters Score: Raw -2017245.064817 + Penalty 1910.222440 = -2015334.842377 nChanged 65 SP:Iteration 51Q (7191.426794 sec): 3 clusters Score: Raw -2017253.005083 + Penalty 1910.222440 = -2015342.782643 nChanged 63 SP:Iteration 52Q (7191.504581 sec): 3 clusters Score: Raw -2017261.971504 + Penalty 1910.222440 = -2015351.749065 nChanged 71 SP:Iteration 53Q (7191.581519 sec): 3 clusters Score: Raw -2017272.750008 + Penalty 1910.222440 = -2015362.527568 nChanged 78 SP:Iteration 54Q (7191.659718 sec): 3 clusters Score: Raw -2017283.952701 + Penalty 1910.222440 = -2015373.730261 nChanged 66 SP:Iteration 55Q (7191.727376 sec): 3 clusters Score: Raw -2017291.926781 + Penalty 1910.222440 = -2015381.704342 nChanged 69 SP:Iteration 56Q (7191.806887 sec): 3 clusters Score: Raw -2017301.578375 + Penalty 1910.222440 = -2015391.355936 nChanged 81 SP:Iteration 57Q (7191.885974 sec): 3 clusters Score: Raw -2017315.362554 + Penalty 1910.222440 = -2015405.140114 nChanged 77 SP:Iteration 58Q (7191.962456 sec): 3 clusters Score: Raw -2017328.099106 + Penalty 1910.222440 = -2015417.876667 nChanged 67 SP:Iteration 59Q (7192.037512 sec): 3 clusters Score: Raw -2017337.287368 + Penalty 1910.222440 = -2015427.064929 nChanged 63 SP:Iteration 60F (7192.115811 sec): 3 clusters Score: Raw -2017345.428906 + Penalty 1910.222440 = -2015435.206466 nChanged 72 SP:Iteration 61Q (7192.190712 sec): 3 clusters Score: Raw -2017354.482523 + Penalty 1910.222440 = -2015444.260083 nChanged 65 SP:Iteration 62Q (7192.251928 sec): 3 clusters Score: Raw -2017361.671449 + Penalty 1910.222440 = -2015451.449010 nChanged 51 SP:Iteration 63Q (7192.328671 sec): 3 clusters Score: Raw -2017368.207468 + Penalty 1910.222440 = -2015457.985028 nChanged 53 SP:Iteration 64Q (7192.410420 sec): 3 clusters Score: Raw -2017375.386825 + Penalty 1910.222440 = -2015465.164386 nChanged 56 SP:Iteration 65Q (7192.479718 sec): 3 clusters Score: Raw -2017381.636130 + Penalty 1910.222440 = -2015471.413691 nChanged 43 SP:Iteration 66Q (7192.553866 sec): 3 clusters Score: Raw -2017386.623306 + Penalty 1910.222440 = -2015476.400866 nChanged 51 SP:Iteration 67Q (7192.629894 sec): 3 clusters Score: Raw -2017393.476792 + Penalty 1910.222440 = -2015483.254353 nChanged 53 SP:Iteration 68Q (7192.705476 sec): 3 clusters Score: Raw -2017399.286080 + Penalty 1910.222440 = -2015489.063641 nChanged 49 SP:Iteration 69Q (7192.779890 sec): 3 clusters Score: Raw -2017404.115908 + Penalty 1910.222440 = -2015493.893468 nChanged 29 SP:Iteration 70Q (7192.856174 sec): 3 clusters Score: Raw -2017406.717695 + Penalty 1910.222440 = -2015496.495256 nChanged 34 SP:Iteration 71Q (7192.927405 sec): 3 clusters Score: Raw -2017410.373915 + Penalty 1910.222440 = -2015500.151475 nChanged 42 SP:Iteration 72Q (7192.985317 sec): 3 clusters Score: Raw -2017415.922421 + Penalty 1910.222440 = -2015505.699981 nChanged 44 SP:Iteration 73Q (7193.066417 sec): 3 clusters Score: Raw -2017421.078731 + Penalty 1910.222440 = -2015510.856292 nChanged 39 SP:Iteration 74Q (7193.142061 sec): 3 clusters Score: Raw -2017425.801034 + Penalty 1910.222440 = -2015515.578595 nChanged 38 SP:Iteration 75Q (7193.210550 sec): 3 clusters Score: Raw -2017430.091607 + Penalty 1910.222440 = -2015519.869168 nChanged 38 SP:Iteration 76Q (7193.296247 sec): 3 clusters Score: Raw -2017434.408889 + Penalty 1910.222440 = -2015524.186449 nChanged 41 SP:Iteration 77Q (7193.374043 sec): 3 clusters Score: Raw -2017439.284143 + Penalty 1910.222440 = -2015529.061704 nChanged 36 SP:Iteration 78Q (7193.443333 sec): 3 clusters Score: Raw -2017443.215518 + Penalty 1910.222440 = -2015532.993078 nChanged 41 SP:Iteration 79Q (7193.514439 sec): 3 clusters Score: Raw -2017448.710348 + Penalty 1910.222440 = -2015538.487908 nChanged 42 SP:Iteration 80F (7193.574512 sec): 3 clusters Score: Raw -2017455.620124 + Penalty 1910.222440 = -2015545.397685 nChanged 44 SP:Iteration 81Q (7193.657395 sec): 3 clusters Score: Raw -2017460.938585 + Penalty 1910.222440 = -2015550.716145 nChanged 38 SP:Iteration 82Q (7193.730935 sec): 3 clusters Score: Raw -2017466.342566 + Penalty 1910.222440 = -2015556.120126 nChanged 35 SP:Iteration 83Q (7193.804788 sec): 3 clusters Score: Raw -2017471.585111 + Penalty 1910.222440 = -2015561.362672 nChanged 37 SP:Iteration 84Q (7193.865818 sec): 3 clusters Score: Raw -2017475.463747 + Penalty 1910.222440 = -2015565.241307 nChanged 33 SP:Iteration 85Q (7193.931254 sec): 3 clusters Score: Raw -2017478.392253 + Penalty 1910.222440 = -2015568.169814 nChanged 39 SP:Iteration 86Q (7194.000528 sec): 3 clusters Score: Raw -2017482.327857 + Penalty 1910.222440 = -2015572.105417 nChanged 29 SP:Iteration 87Q (7194.069450 sec): 3 clusters Score: Raw -2017485.177940 + Penalty 1910.222440 = -2015574.955501 nChanged 32 SP:Iteration 88Q (7194.133125 sec): 3 clusters Score: Raw -2017488.613624 + Penalty 1910.222440 = -2015578.391184 nChanged 30 SP:Iteration 89Q (7194.210697 sec): 3 clusters Score: Raw -2017491.889207 + Penalty 1910.222440 = -2015581.666767 nChanged 41 SP:Iteration 90Q (7194.292163 sec): 3 clusters Score: Raw -2017497.624792 + Penalty 1910.222440 = -2015587.402353 nChanged 47 SP:Iteration 91Q (7194.352381 sec): 3 clusters Score: Raw -2017506.083423 + Penalty 1910.222440 = -2015595.860984 nChanged 68 SP:Iteration 92Q (7194.391228 sec): 3 clusters Score: Raw -2017518.805287 + Penalty 1910.222440 = -2015608.582848 nChanged 63 SP:Iteration 93Q (7194.430787 sec): 3 clusters Score: Raw -2017528.524268 + Penalty 1910.222440 = -2015618.301828 nChanged 61 SP:Iteration 94Q (7194.469967 sec): 3 clusters Score: Raw -2017537.197120 + Penalty 1910.222440 = -2015626.974680 nChanged 54 SP:Iteration 95Q (7194.555654 sec): 3 clusters Score: Raw -2017544.843231 + Penalty 1910.222440 = -2015634.620791 nChanged 58 SP:Iteration 96Q (7194.632899 sec): 3 clusters Score: Raw -2017553.810936 + Penalty 1910.222440 = -2015643.588496 nChanged 52 SP:Iteration 97Q (7194.700405 sec): 3 clusters Score: Raw -2017560.831923 + Penalty 1910.222440 = -2015650.609483 nChanged 39 SP:Iteration 98Q (7194.781360 sec): 3 clusters Score: Raw -2017566.968127 + Penalty 1910.222440 = -2015656.745688 nChanged 52 SP:Iteration 99Q (7194.854552 sec): 3 clusters Score: Raw -2017575.951063 + Penalty 1910.222440 = -2015665.728624 nChanged 47 SP:Iteration 100F (7194.931464 sec): 3 clusters Score: Raw -2017585.446318 + Penalty 1910.222440 = -2015675.223878 nChanged 55 SP:Iteration 101Q (7194.994897 sec): 3 clusters Score: Raw -2017595.824397 + Penalty 1910.222440 = -2015685.601957 nChanged 45 SP:Iteration 102Q (7195.072824 sec): 3 clusters Score: Raw -2017604.140839 + Penalty 1910.222440 = -2015693.918400 nChanged 50 SP:Iteration 103Q (7195.139987 sec): 3 clusters Score: Raw -2017611.941470 + Penalty 1910.222440 = -2015701.719031 nChanged 42 SP:Iteration 104Q (7195.217045 sec): 3 clusters Score: Raw -2017619.293563 + Penalty 1910.222440 = -2015709.071124 nChanged 46 SP:Iteration 105Q (7195.285332 sec): 3 clusters Score: Raw -2017625.902123 + Penalty 1910.222440 = -2015715.679683 nChanged 31 SP:Iteration 106Q (7195.360075 sec): 3 clusters Score: Raw -2017630.475212 + Penalty 1910.222440 = -2015720.252772 nChanged 26 SP:Iteration 107Q (7195.441962 sec): 3 clusters Score: Raw -2017633.880896 + Penalty 1910.222440 = -2015723.658457 nChanged 29 SP:Iteration 108Q (7195.503441 sec): 3 clusters Score: Raw -2017637.480210 + Penalty 1910.222440 = -2015727.257771 nChanged 28 SP:Iteration 109Q (7195.578708 sec): 3 clusters Score: Raw -2017640.969200 + Penalty 1910.222440 = -2015730.746760 nChanged 28 SP:Iteration 110Q (7195.652437 sec): 3 clusters Score: Raw -2017644.316102 + Penalty 1910.222440 = -2015734.093662 nChanged 17 SP:Iteration 111Q (7195.726646 sec): 3 clusters Score: Raw -2017645.988236 + Penalty 1910.222440 = -2015735.765796 nChanged 14 SP:Iteration 112Q (7195.799405 sec): 3 clusters Score: Raw -2017647.909351 + Penalty 1910.222440 = -2015737.686911 nChanged 11 SP:Iteration 113Q (7195.873082 sec): 3 clusters Score: Raw -2017649.263930 + Penalty 1910.222440 = -2015739.041490 nChanged 14 SP:Iteration 114Q (7195.942558 sec): 3 clusters Score: Raw -2017651.303788 + Penalty 1910.222440 = -2015741.081349 nChanged 13 SP:Iteration 115Q (7196.017022 sec): 3 clusters Score: Raw -2017652.786053 + Penalty 1910.222440 = -2015742.563614 nChanged 10 SP:Iteration 116Q (7196.101692 sec): 3 clusters Score: Raw -2017653.668422 + Penalty 1910.222440 = -2015743.445982 nChanged 8 SP:Iteration 117Q (7196.170562 sec): 3 clusters Score: Raw -2017654.452943 + Penalty 1910.222440 = -2015744.230503 nChanged 9 SP:Iteration 118Q (7196.241255 sec): 3 clusters Score: Raw -2017655.216945 + Penalty 1910.222440 = -2015744.994505 nChanged 6 SP:Iteration 119Q (7196.314848 sec): 3 clusters Score: Raw -2017655.847858 + Penalty 1910.222440 = -2015745.625419 nChanged 8 SP:Iteration 120F (7196.393196 sec): 3 clusters Score: Raw -2017656.610362 + Penalty 1910.222440 = -2015746.387923 nChanged 7 SP:Iteration 121Q (7196.460621 sec): 3 clusters Score: Raw -2017657.122385 + Penalty 1910.222440 = -2015746.899945 nChanged 5 SP:Iteration 122Q (7196.532155 sec): 3 clusters Score: Raw -2017657.425513 + Penalty 1910.222440 = -2015747.203073 nChanged 3 SP:Iteration 123Q (7196.600904 sec): 3 clusters Score: Raw -2017657.725355 + Penalty 1910.222440 = -2015747.502916 nChanged 1 SP:Iteration 124Q (7196.662731 sec): 3 clusters Score: Raw -2017657.760281 + Penalty 1910.222440 = -2015747.537842 nChanged 0 SP:Iteration 125F (7196.740001 sec): 3 clusters Score: Raw -2017657.760281 + Penalty 1910.222440 = -2015747.537842 nChanged 0 Trying to split cluster 5 (11063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7196.772214 sec): 2 clusters Score: Raw -937218.852528 + Penalty 884.579341 = -936334.273187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7196.830253 sec): 3 clusters Score: Raw -930609.799090 + Penalty 1769.158682 = -928840.640408 nChanged 4973 SP:Iteration 1F (7196.890095 sec): 3 clusters Score: Raw -933361.328269 + Penalty 1769.158682 = -931592.169587 nChanged 656 SP:Iteration 2F (7196.944612 sec): 3 clusters Score: Raw -933654.706595 + Penalty 1769.158682 = -931885.547912 nChanged 630 SP:Iteration 3F (7197.006032 sec): 3 clusters Score: Raw -933950.463170 + Penalty 1769.158682 = -932181.304487 nChanged 639 SP:Iteration 4F (7197.067307 sec): 3 clusters Score: Raw -934320.954720 + Penalty 1769.158682 = -932551.796038 nChanged 686 SP:Iteration 5F (7197.128245 sec): 3 clusters Score: Raw -934785.268057 + Penalty 1769.158682 = -933016.109375 nChanged 668 SP:Iteration 6F (7197.189334 sec): 3 clusters Score: Raw -935264.231283 + Penalty 1769.158682 = -933495.072601 nChanged 599 SP:Iteration 7F (7197.234683 sec): 3 clusters Score: Raw -935709.949174 + Penalty 1769.158682 = -933940.790491 nChanged 536 SP:Iteration 8Q (7197.290724 sec): 3 clusters Score: Raw -936147.951208 + Penalty 1769.158682 = -934378.792526 nChanged 450 SP:Iteration 9Q (7197.352323 sec): 3 clusters Score: Raw -936489.448919 + Penalty 1769.158682 = -934720.290237 nChanged 352 SP:Iteration 10Q (7197.414378 sec): 3 clusters Score: Raw -936757.826362 + Penalty 1769.158682 = -934988.667679 nChanged 291 SP:Iteration 11Q (7197.465322 sec): 3 clusters Score: Raw -936958.112372 + Penalty 1769.158682 = -935188.953690 nChanged 200 SP:Iteration 12Q (7197.512595 sec): 3 clusters Score: Raw -937105.075638 + Penalty 1769.158682 = -935335.916955 nChanged 162 SP:Iteration 13Q (7197.573093 sec): 3 clusters Score: Raw -937209.139718 + Penalty 1769.158682 = -935439.981036 nChanged 132 SP:Iteration 14Q (7197.628419 sec): 3 clusters Score: Raw -937291.478355 + Penalty 1769.158682 = -935522.319672 nChanged 90 SP:Iteration 15Q (7197.688683 sec): 3 clusters Score: Raw -937340.329095 + Penalty 1769.158682 = -935571.170413 nChanged 66 SP:Iteration 16Q (7197.737244 sec): 3 clusters Score: Raw -937373.078834 + Penalty 1769.158682 = -935603.920151 nChanged 65 SP:Iteration 17Q (7197.796918 sec): 3 clusters Score: Raw -937402.651453 + Penalty 1769.158682 = -935633.492770 nChanged 61 SP:Iteration 18Q (7197.850333 sec): 3 clusters Score: Raw -937425.017269 + Penalty 1769.158682 = -935655.858587 nChanged 42 SP:Iteration 19Q (7197.898953 sec): 3 clusters Score: Raw -937437.781472 + Penalty 1769.158682 = -935668.622790 nChanged 27 SP:Iteration 20F (7197.959012 sec): 3 clusters Score: Raw -937444.895665 + Penalty 1769.158682 = -935675.736983 nChanged 25 SP:Iteration 21Q (7198.019391 sec): 3 clusters Score: Raw -937451.774064 + Penalty 1769.158682 = -935682.615382 nChanged 20 SP:Iteration 22Q (7198.079099 sec): 3 clusters Score: Raw -937455.903419 + Penalty 1769.158682 = -935686.744737 nChanged 20 SP:Iteration 23Q (7198.136144 sec): 3 clusters Score: Raw -937461.146219 + Penalty 1769.158682 = -935691.987537 nChanged 16 SP:Iteration 24Q (7198.195828 sec): 3 clusters Score: Raw -937467.145814 + Penalty 1769.158682 = -935697.987132 nChanged 24 SP:Iteration 25Q (7198.251713 sec): 3 clusters Score: Raw -937474.025631 + Penalty 1769.158682 = -935704.866949 nChanged 19 SP:Iteration 26Q (7198.275436 sec): 3 clusters Score: Raw -937478.341535 + Penalty 1769.158682 = -935709.182852 nChanged 15 SP:Iteration 27Q (7198.335843 sec): 3 clusters Score: Raw -937482.037353 + Penalty 1769.158682 = -935712.878671 nChanged 11 SP:Iteration 28Q (7198.389590 sec): 3 clusters Score: Raw -937483.621540 + Penalty 1769.158682 = -935714.462857 nChanged 4 SP:Iteration 29Q (7198.451233 sec): 3 clusters Score: Raw -937485.005884 + Penalty 1769.158682 = -935715.847202 nChanged 8 SP:Iteration 30Q (7198.510020 sec): 3 clusters Score: Raw -937487.275133 + Penalty 1769.158682 = -935718.116450 nChanged 10 SP:Iteration 31Q (7198.567570 sec): 3 clusters Score: Raw -937489.166241 + Penalty 1769.158682 = -935720.007559 nChanged 10 SP:Iteration 32Q (7198.621853 sec): 3 clusters Score: Raw -937492.893227 + Penalty 1769.158682 = -935723.734545 nChanged 17 SP:Iteration 33Q (7198.674507 sec): 3 clusters Score: Raw -937497.385384 + Penalty 1769.158682 = -935728.226702 nChanged 14 SP:Iteration 34Q (7198.727408 sec): 3 clusters Score: Raw -937500.763365 + Penalty 1769.158682 = -935731.604682 nChanged 11 SP:Iteration 35Q (7198.785602 sec): 3 clusters Score: Raw -937504.865709 + Penalty 1769.158682 = -935735.707027 nChanged 9 SP:Iteration 36Q (7198.852514 sec): 3 clusters Score: Raw -937507.514251 + Penalty 1769.158682 = -935738.355568 nChanged 7 SP:Iteration 37Q (7198.903270 sec): 3 clusters Score: Raw -937509.115912 + Penalty 1769.158682 = -935739.957229 nChanged 5 SP:Iteration 38Q (7198.973173 sec): 3 clusters Score: Raw -937509.801234 + Penalty 1769.158682 = -935740.642551 nChanged 1 SP:Iteration 39Q (7199.028937 sec): 3 clusters Score: Raw -937510.267906 + Penalty 1769.158682 = -935741.109223 nChanged 2 SP:Iteration 40F (7199.087999 sec): 3 clusters Score: Raw -937510.587703 + Penalty 1769.158682 = -935741.429020 nChanged 2 SP:Iteration 41Q (7199.141457 sec): 3 clusters Score: Raw -937511.317145 + Penalty 1769.158682 = -935742.158463 nChanged 3 SP:Iteration 42Q (7199.163927 sec): 3 clusters Score: Raw -937511.789167 + Penalty 1769.158682 = -935742.630484 nChanged 0 SP:Iteration 43F (7199.225829 sec): 3 clusters Score: Raw -937511.789167 + Penalty 1769.158682 = -935742.630484 nChanged 0 Trying to split cluster 6 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7199.250684 sec): 2 clusters Score: Raw -32662.512233 + Penalty 584.711519 = -32077.800714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7199.292762 sec): 3 clusters Score: Raw -32545.739339 + Penalty 1169.423038 = -31376.316301 nChanged 148 SP:Iteration 1F (7199.327599 sec): 3 clusters Score: Raw -32755.534397 + Penalty 1169.423038 = -31586.111359 nChanged 60 SP:Iteration 2F (7199.379724 sec): 3 clusters Score: Raw -32969.544792 + Penalty 1169.423038 = -31800.121755 nChanged 35 SP:Iteration 3F (7199.415216 sec): 3 clusters Score: Raw -33124.654040 + Penalty 1169.423038 = -31955.231002 nChanged 26 SP:Iteration 4F (7199.449722 sec): 3 clusters Score: Raw -33225.891463 + Penalty 1169.423038 = -32056.468425 nChanged 21 SP:Iteration 5Q (7199.452159 sec): 3 clusters Score: Raw -33317.175564 + Penalty 1169.423038 = -32147.752527 nChanged 26 SP:Iteration 6F (7199.454341 sec): 3 clusters Score: Raw -33436.416778 + Penalty 1169.423038 = -32266.993740 nChanged 13 SP:Iteration 7Q (7199.456419 sec): 3 clusters Score: Raw -33490.670870 + Penalty 1169.423038 = -32321.247832 nChanged 8 SP:Iteration 8Q (7199.458514 sec): 3 clusters Score: Raw -33521.603992 + Penalty 1169.423038 = -32352.180954 nChanged 6 SP:Iteration 9Q (7199.460585 sec): 3 clusters Score: Raw -33535.475708 + Penalty 1169.423038 = -32366.052670 nChanged 5 SP:Iteration 10Q (7199.462669 sec): 3 clusters Score: Raw -33548.601954 + Penalty 1169.423038 = -32379.178916 nChanged 4 SP:Iteration 11Q (7199.464751 sec): 3 clusters Score: Raw -33556.929407 + Penalty 1169.423038 = -32387.506369 nChanged 4 SP:Iteration 12Q (7199.466830 sec): 3 clusters Score: Raw -33564.100667 + Penalty 1169.423038 = -32394.677629 nChanged 2 SP:Iteration 13Q (7199.478782 sec): 3 clusters Score: Raw -33570.987104 + Penalty 1169.423038 = -32401.564066 nChanged 2 SP:Iteration 14Q (7199.480850 sec): 3 clusters Score: Raw -33572.708130 + Penalty 1169.423038 = -32403.285092 nChanged 0 SP:Iteration 15F (7199.483002 sec): 3 clusters Score: Raw -33572.708130 + Penalty 1169.423038 = -32403.285092 nChanged 0 Score: Raw -69567828.463393 + Penalty 53140.399441 = -69514688.063952 Splitting cluster 6 changes total score from -69515047.867235 to -69514688.063952 So it's not getting split. Trying to split cluster 7 (16665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7215.835174 sec): 2 clusters Score: Raw -1433361.745154 + Penalty 923.501269 = -1432438.243885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7215.906661 sec): 3 clusters Score: Raw -1423168.317602 + Penalty 1847.002538 = -1421321.315064 nChanged 7582 SP:Iteration 1F (7215.967117 sec): 3 clusters Score: Raw -1427565.124034 + Penalty 1847.002538 = -1425718.121496 nChanged 970 SP:Iteration 2F (7216.038865 sec): 3 clusters Score: Raw -1428042.748574 + Penalty 1847.002538 = -1426195.746036 nChanged 977 SP:Iteration 3F (7216.097968 sec): 3 clusters Score: Raw -1428570.888586 + Penalty 1847.002538 = -1426723.886048 nChanged 1064 SP:Iteration 4F (7216.160504 sec): 3 clusters Score: Raw -1429213.427336 + Penalty 1847.002538 = -1427366.424798 nChanged 1066 SP:Iteration 5F (7216.235636 sec): 3 clusters Score: Raw -1429879.851595 + Penalty 1847.002538 = -1428032.849057 nChanged 1030 SP:Iteration 6F (7216.305589 sec): 3 clusters Score: Raw -1430489.292951 + Penalty 1847.002538 = -1428642.290413 nChanged 895 SP:Iteration 7F (7216.374171 sec): 3 clusters Score: Raw -1431005.667105 + Penalty 1847.002538 = -1429158.664567 nChanged 796 SP:Iteration 8Q (7216.437688 sec): 3 clusters Score: Raw -1431490.461436 + Penalty 1847.002538 = -1429643.458898 nChanged 711 SP:Iteration 9Q (7216.516655 sec): 3 clusters Score: Raw -1431892.894214 + Penalty 1847.002538 = -1430045.891676 nChanged 555 SP:Iteration 10Q (7216.580727 sec): 3 clusters Score: Raw -1432201.748351 + Penalty 1847.002538 = -1430354.745813 nChanged 469 SP:Iteration 11Q (7216.639154 sec): 3 clusters Score: Raw -1432434.402293 + Penalty 1847.002538 = -1430587.399755 nChanged 393 SP:Iteration 12Q (7216.715190 sec): 3 clusters Score: Raw -1432600.386779 + Penalty 1847.002538 = -1430753.384241 nChanged 338 SP:Iteration 13Q (7216.757949 sec): 3 clusters Score: Raw -1432759.918438 + Penalty 1847.002538 = -1430912.915899 nChanged 294 SP:Iteration 14Q (7216.837728 sec): 3 clusters Score: Raw -1432887.352035 + Penalty 1847.002538 = -1431040.349496 nChanged 248 SP:Iteration 15Q (7216.901761 sec): 3 clusters Score: Raw -1432985.012247 + Penalty 1847.002538 = -1431138.009709 nChanged 208 SP:Iteration 16Q (7216.970454 sec): 3 clusters Score: Raw -1433049.040710 + Penalty 1847.002538 = -1431202.038172 nChanged 174 SP:Iteration 17Q (7217.044963 sec): 3 clusters Score: Raw -1433088.359150 + Penalty 1847.002538 = -1431241.356612 nChanged 130 SP:Iteration 18Q (7217.110531 sec): 3 clusters Score: Raw -1433115.007570 + Penalty 1847.002538 = -1431268.005032 nChanged 112 SP:Iteration 19Q (7217.182521 sec): 3 clusters Score: Raw -1433136.810842 + Penalty 1847.002538 = -1431289.808304 nChanged 98 SP:Iteration 20F (7217.242075 sec): 3 clusters Score: Raw -1433152.795485 + Penalty 1847.002538 = -1431305.792946 nChanged 67 SP:Iteration 21Q (7217.318020 sec): 3 clusters Score: Raw -1433161.647980 + Penalty 1847.002538 = -1431314.645441 nChanged 58 SP:Iteration 22Q (7217.388173 sec): 3 clusters Score: Raw -1433167.741768 + Penalty 1847.002538 = -1431320.739230 nChanged 38 SP:Iteration 23Q (7217.457873 sec): 3 clusters Score: Raw -1433171.515306 + Penalty 1847.002538 = -1431324.512767 nChanged 42 SP:Iteration 24Q (7217.528679 sec): 3 clusters Score: Raw -1433174.990025 + Penalty 1847.002538 = -1431327.987487 nChanged 31 SP:Iteration 25Q (7217.600480 sec): 3 clusters Score: Raw -1433177.134607 + Penalty 1847.002538 = -1431330.132068 nChanged 28 SP:Iteration 26Q (7217.660145 sec): 3 clusters Score: Raw -1433179.327190 + Penalty 1847.002538 = -1431332.324652 nChanged 20 SP:Iteration 27Q (7217.730242 sec): 3 clusters Score: Raw -1433180.705939 + Penalty 1847.002538 = -1431333.703401 nChanged 13 SP:Iteration 28Q (7217.806310 sec): 3 clusters Score: Raw -1433181.417165 + Penalty 1847.002538 = -1431334.414627 nChanged 14 SP:Iteration 29Q (7217.862003 sec): 3 clusters Score: Raw -1433182.374694 + Penalty 1847.002538 = -1431335.372156 nChanged 11 SP:Iteration 30Q (7217.930763 sec): 3 clusters Score: Raw -1433182.904313 + Penalty 1847.002538 = -1431335.901774 nChanged 11 SP:Iteration 31Q (7217.994737 sec): 3 clusters Score: Raw -1433183.529592 + Penalty 1847.002538 = -1431336.527054 nChanged 9 SP:Iteration 32Q (7218.072738 sec): 3 clusters Score: Raw -1433184.047536 + Penalty 1847.002538 = -1431337.044998 nChanged 10 SP:Iteration 33Q (7218.143841 sec): 3 clusters Score: Raw -1433184.687176 + Penalty 1847.002538 = -1431337.684637 nChanged 6 SP:Iteration 34Q (7218.201076 sec): 3 clusters Score: Raw -1433184.982134 + Penalty 1847.002538 = -1431337.979595 nChanged 4 SP:Iteration 35Q (7218.280810 sec): 3 clusters Score: Raw -1433185.247707 + Penalty 1847.002538 = -1431338.245169 nChanged 5 SP:Iteration 36Q (7218.344102 sec): 3 clusters Score: Raw -1433185.427438 + Penalty 1847.002538 = -1431338.424900 nChanged 4 SP:Iteration 37Q (7218.422280 sec): 3 clusters Score: Raw -1433185.556061 + Penalty 1847.002538 = -1431338.553523 nChanged 3 SP:Iteration 38Q (7218.486706 sec): 3 clusters Score: Raw -1433185.699418 + Penalty 1847.002538 = -1431338.696880 nChanged 8 SP:Iteration 39Q (7218.556923 sec): 3 clusters Score: Raw -1433185.983549 + Penalty 1847.002538 = -1431338.981011 nChanged 6 SP:Iteration 40F (7218.626311 sec): 3 clusters Score: Raw -1433186.305289 + Penalty 1847.002538 = -1431339.302751 nChanged 9 SP:Iteration 41Q (7218.696815 sec): 3 clusters Score: Raw -1433186.747996 + Penalty 1847.002538 = -1431339.745458 nChanged 7 SP:Iteration 42Q (7218.759355 sec): 3 clusters Score: Raw -1433187.168521 + Penalty 1847.002538 = -1431340.165983 nChanged 10 SP:Iteration 43Q (7218.837377 sec): 3 clusters Score: Raw -1433187.682857 + Penalty 1847.002538 = -1431340.680319 nChanged 9 SP:Iteration 44Q (7218.892860 sec): 3 clusters Score: Raw -1433188.114197 + Penalty 1847.002538 = -1431341.111658 nChanged 8 SP:Iteration 45Q (7218.950752 sec): 3 clusters Score: Raw -1433188.375518 + Penalty 1847.002538 = -1431341.372980 nChanged 5 SP:Iteration 46Q (7219.018553 sec): 3 clusters Score: Raw -1433188.527270 + Penalty 1847.002538 = -1431341.524731 nChanged 2 SP:Iteration 47Q (7219.082353 sec): 3 clusters Score: Raw -1433188.592654 + Penalty 1847.002538 = -1431341.590115 nChanged 5 SP:Iteration 48Q (7219.147710 sec): 3 clusters Score: Raw -1433188.758641 + Penalty 1847.002538 = -1431341.756103 nChanged 3 SP:Iteration 49Q (7219.225658 sec): 3 clusters Score: Raw -1433188.955844 + Penalty 1847.002538 = -1431341.953306 nChanged 3 SP:Iteration 50Q (7219.288107 sec): 3 clusters Score: Raw -1433189.128674 + Penalty 1847.002538 = -1431342.126136 nChanged 3 SP:Iteration 51Q (7219.350483 sec): 3 clusters Score: Raw -1433189.228932 + Penalty 1847.002538 = -1431342.226394 nChanged 4 SP:Iteration 52Q (7219.412774 sec): 3 clusters Score: Raw -1433189.524193 + Penalty 1847.002538 = -1431342.521654 nChanged 6 SP:Iteration 53Q (7219.489763 sec): 3 clusters Score: Raw -1433189.727265 + Penalty 1847.002538 = -1431342.724726 nChanged 4 SP:Iteration 54Q (7219.549459 sec): 3 clusters Score: Raw -1433189.778067 + Penalty 1847.002538 = -1431342.775529 nChanged 2 SP:Iteration 55Q (7219.616145 sec): 3 clusters Score: Raw -1433189.823435 + Penalty 1847.002538 = -1431342.820897 nChanged 0 SP:Iteration 56F (7219.684054 sec): 3 clusters Score: Raw -1433189.823435 + Penalty 1847.002538 = -1431342.820897 nChanged 0 Trying to split cluster 8 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7219.708291 sec): 2 clusters Score: Raw -124324.055559 + Penalty 696.263905 = -123627.791654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7219.758840 sec): 3 clusters Score: Raw -123656.309568 + Penalty 1392.527810 = -122263.781758 nChanged 558 SP:Iteration 1F (7219.809071 sec): 3 clusters Score: Raw -124071.063030 + Penalty 1392.527810 = -122678.535220 nChanged 151 SP:Iteration 2F (7219.860098 sec): 3 clusters Score: Raw -124243.107845 + Penalty 1392.527810 = -122850.580035 nChanged 110 SP:Iteration 3F (7219.904515 sec): 3 clusters Score: Raw -124405.234016 + Penalty 1392.527810 = -123012.706206 nChanged 110 SP:Iteration 4F (7219.954817 sec): 3 clusters Score: Raw -124530.665055 + Penalty 1392.527810 = -123138.137245 nChanged 78 SP:Iteration 5F (7220.005772 sec): 3 clusters Score: Raw -124613.052254 + Penalty 1392.527810 = -123220.524444 nChanged 52 SP:Iteration 6Q (7220.056722 sec): 3 clusters Score: Raw -124664.967779 + Penalty 1392.527810 = -123272.439969 nChanged 50 SP:Iteration 7Q (7220.106964 sec): 3 clusters Score: Raw -124706.941902 + Penalty 1392.527810 = -123314.414093 nChanged 33 SP:Iteration 8Q (7220.149273 sec): 3 clusters Score: Raw -124728.727693 + Penalty 1392.527810 = -123336.199883 nChanged 20 SP:Iteration 9Q (7220.199407 sec): 3 clusters Score: Raw -124742.092519 + Penalty 1392.527810 = -123349.564709 nChanged 12 SP:Iteration 10Q (7220.249745 sec): 3 clusters Score: Raw -124747.205213 + Penalty 1392.527810 = -123354.677403 nChanged 9 SP:Iteration 11Q (7220.299988 sec): 3 clusters Score: Raw -124751.474035 + Penalty 1392.527810 = -123358.946225 nChanged 3 SP:Iteration 12Q (7220.342254 sec): 3 clusters Score: Raw -124753.947384 + Penalty 1392.527810 = -123361.419574 nChanged 6 SP:Iteration 13Q (7220.387486 sec): 3 clusters Score: Raw -124756.669062 + Penalty 1392.527810 = -123364.141253 nChanged 4 SP:Iteration 14Q (7220.437594 sec): 3 clusters Score: Raw -124758.477588 + Penalty 1392.527810 = -123365.949778 nChanged 3 SP:Iteration 15Q (7220.484099 sec): 3 clusters Score: Raw -124760.040003 + Penalty 1392.527810 = -123367.512193 nChanged 7 SP:Iteration 16Q (7220.527636 sec): 3 clusters Score: Raw -124762.780293 + Penalty 1392.527810 = -123370.252483 nChanged 1 SP:Iteration 17Q (7220.567745 sec): 3 clusters Score: Raw -124763.613936 + Penalty 1392.527810 = -123371.086126 nChanged 2 SP:Iteration 18Q (7220.606611 sec): 3 clusters Score: Raw -124764.556969 + Penalty 1392.527810 = -123372.029160 nChanged 0 SP:Iteration 19F (7220.639309 sec): 3 clusters Score: Raw -124764.556969 + Penalty 1392.527810 = -123372.029160 nChanged 0 Trying to split cluster 9 (3958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7220.681514 sec): 2 clusters Score: Raw -329486.639488 + Penalty 786.931942 = -328699.707546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7220.721816 sec): 3 clusters Score: Raw -327320.294749 + Penalty 1573.863884 = -325746.430865 nChanged 1652 SP:Iteration 1F (7220.774381 sec): 3 clusters Score: Raw -328224.224905 + Penalty 1573.863884 = -326650.361021 nChanged 294 SP:Iteration 2F (7220.819781 sec): 3 clusters Score: Raw -328380.171246 + Penalty 1573.863884 = -326806.307362 nChanged 221 SP:Iteration 3F (7220.873170 sec): 3 clusters Score: Raw -328492.650357 + Penalty 1573.863884 = -326918.786473 nChanged 185 SP:Iteration 4Q (7220.927202 sec): 3 clusters Score: Raw -328581.468197 + Penalty 1573.863884 = -327007.604313 nChanged 171 SP:Iteration 5Q (7220.981415 sec): 3 clusters Score: Raw -328678.318514 + Penalty 1573.863884 = -327104.454630 nChanged 156 SP:Iteration 6Q (7221.032948 sec): 3 clusters Score: Raw -328754.249645 + Penalty 1573.863884 = -327180.385761 nChanged 145 SP:Iteration 7Q (7221.086032 sec): 3 clusters Score: Raw -328830.591898 + Penalty 1573.863884 = -327256.728014 nChanged 140 SP:Iteration 8Q (7221.129022 sec): 3 clusters Score: Raw -328907.150061 + Penalty 1573.863884 = -327333.286177 nChanged 135 SP:Iteration 9Q (7221.182112 sec): 3 clusters Score: Raw -328979.205729 + Penalty 1573.863884 = -327405.341845 nChanged 114 SP:Iteration 10Q (7221.235585 sec): 3 clusters Score: Raw -329047.790609 + Penalty 1573.863884 = -327473.926725 nChanged 113 SP:Iteration 11Q (7221.288647 sec): 3 clusters Score: Raw -329109.232560 + Penalty 1573.863884 = -327535.368676 nChanged 85 SP:Iteration 12Q (7221.341281 sec): 3 clusters Score: Raw -329157.592220 + Penalty 1573.863884 = -327583.728337 nChanged 90 SP:Iteration 13Q (7221.387906 sec): 3 clusters Score: Raw -329212.554965 + Penalty 1573.863884 = -327638.691081 nChanged 78 SP:Iteration 14Q (7221.444769 sec): 3 clusters Score: Raw -329253.707625 + Penalty 1573.863884 = -327679.843741 nChanged 67 SP:Iteration 15Q (7221.505238 sec): 3 clusters Score: Raw -329295.795228 + Penalty 1573.863884 = -327721.931344 nChanged 50 SP:Iteration 16Q (7221.546620 sec): 3 clusters Score: Raw -329325.389794 + Penalty 1573.863884 = -327751.525910 nChanged 49 SP:Iteration 17Q (7221.598728 sec): 3 clusters Score: Raw -329358.434183 + Penalty 1573.863884 = -327784.570299 nChanged 48 SP:Iteration 18Q (7221.648132 sec): 3 clusters Score: Raw -329389.045193 + Penalty 1573.863884 = -327815.181309 nChanged 49 SP:Iteration 19Q (7221.700411 sec): 3 clusters Score: Raw -329418.178215 + Penalty 1573.863884 = -327844.314331 nChanged 37 SP:Iteration 20F (7221.753899 sec): 3 clusters Score: Raw -329442.763823 + Penalty 1573.863884 = -327868.899939 nChanged 34 SP:Iteration 21Q (7221.794923 sec): 3 clusters Score: Raw -329460.484201 + Penalty 1573.863884 = -327886.620317 nChanged 30 SP:Iteration 22Q (7221.852614 sec): 3 clusters Score: Raw -329477.230384 + Penalty 1573.863884 = -327903.366500 nChanged 33 SP:Iteration 23Q (7221.896423 sec): 3 clusters Score: Raw -329497.170323 + Penalty 1573.863884 = -327923.306439 nChanged 32 SP:Iteration 24Q (7221.948425 sec): 3 clusters Score: Raw -329512.677221 + Penalty 1573.863884 = -327938.813337 nChanged 19 SP:Iteration 25Q (7222.000309 sec): 3 clusters Score: Raw -329522.101173 + Penalty 1573.863884 = -327948.237289 nChanged 16 SP:Iteration 26Q (7222.040576 sec): 3 clusters Score: Raw -329528.106615 + Penalty 1573.863884 = -327954.242731 nChanged 18 SP:Iteration 27Q (7222.092410 sec): 3 clusters Score: Raw -329537.062312 + Penalty 1573.863884 = -327963.198428 nChanged 11 SP:Iteration 28Q (7222.141537 sec): 3 clusters Score: Raw -329540.747439 + Penalty 1573.863884 = -327966.883555 nChanged 5 SP:Iteration 29Q (7222.181878 sec): 3 clusters Score: Raw -329542.523046 + Penalty 1573.863884 = -327968.659162 nChanged 5 SP:Iteration 30Q (7222.233469 sec): 3 clusters Score: Raw -329544.056851 + Penalty 1573.863884 = -327970.192967 nChanged 3 SP:Iteration 31Q (7222.285075 sec): 3 clusters Score: Raw -329544.721965 + Penalty 1573.863884 = -327970.858082 nChanged 5 SP:Iteration 32Q (7222.336956 sec): 3 clusters Score: Raw -329545.891607 + Penalty 1573.863884 = -327972.027723 nChanged 6 SP:Iteration 33Q (7222.388108 sec): 3 clusters Score: Raw -329547.630173 + Penalty 1573.863884 = -327973.766289 nChanged 5 SP:Iteration 34Q (7222.440013 sec): 3 clusters Score: Raw -329548.958951 + Penalty 1573.863884 = -327975.095067 nChanged 2 SP:Iteration 35Q (7222.491975 sec): 3 clusters Score: Raw -329549.774054 + Penalty 1573.863884 = -327975.910170 nChanged 1 SP:Iteration 36Q (7222.545360 sec): 3 clusters Score: Raw -329549.944221 + Penalty 1573.863884 = -327976.080337 nChanged 1 SP:Iteration 37Q (7222.597196 sec): 3 clusters Score: Raw -329550.279894 + Penalty 1573.863884 = -327976.416010 nChanged 0 SP:Iteration 38F (7222.661541 sec): 3 clusters Score: Raw -329550.279894 + Penalty 1573.863884 = -327976.416010 nChanged 0 Trying to split cluster 10 (69835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7222.753432 sec): 2 clusters Score: Raw -6175419.753657 + Penalty 1059.619607 = -6174360.134050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7222.889716 sec): 3 clusters Score: Raw -6129773.259956 + Penalty 2119.239213 = -6127654.020743 nChanged 33602 SP:Iteration 1F (7223.021244 sec): 3 clusters Score: Raw -6150515.872147 + Penalty 2119.239213 = -6148396.632934 nChanged 3281 SP:Iteration 2Q (7223.167935 sec): 3 clusters Score: Raw -6151843.428883 + Penalty 2119.239213 = -6149724.189670 nChanged 3712 SP:Iteration 3F (7223.305270 sec): 3 clusters Score: Raw -6153828.552245 + Penalty 2119.239213 = -6151709.313032 nChanged 4248 SP:Iteration 4F (7223.445465 sec): 3 clusters Score: Raw -6156746.874501 + Penalty 2119.239213 = -6154627.635288 nChanged 4632 SP:Iteration 5F (7223.574096 sec): 3 clusters Score: Raw -6160299.880628 + Penalty 2119.239213 = -6158180.641415 nChanged 4381 SP:Iteration 6F (7223.714439 sec): 3 clusters Score: Raw -6163460.241272 + Penalty 2119.239213 = -6161341.002059 nChanged 3492 SP:Iteration 7F (7223.850118 sec): 3 clusters Score: Raw -6165331.707498 + Penalty 2119.239213 = -6163212.468285 nChanged 2401 SP:Iteration 8Q (7223.982348 sec): 3 clusters Score: Raw -6166265.404105 + Penalty 2119.239213 = -6164146.164892 nChanged 1639 SP:Iteration 9Q (7224.108432 sec): 3 clusters Score: Raw -6166802.377682 + Penalty 2119.239213 = -6164683.138469 nChanged 1311 SP:Iteration 10Q (7224.224591 sec): 3 clusters Score: Raw -6167236.025445 + Penalty 2119.239213 = -6165116.786232 nChanged 1240 SP:Iteration 11Q (7224.331390 sec): 3 clusters Score: Raw -6167647.764145 + Penalty 2119.239213 = -6165528.524932 nChanged 1209 SP:Iteration 12Q (7224.462590 sec): 3 clusters Score: Raw -6168070.249836 + Penalty 2119.239213 = -6165951.010623 nChanged 1194 SP:Iteration 13Q (7224.598754 sec): 3 clusters Score: Raw -6168491.126837 + Penalty 2119.239213 = -6166371.887624 nChanged 1220 SP:Iteration 14Q (7224.704496 sec): 3 clusters Score: Raw -6168923.238047 + Penalty 2119.239213 = -6166803.998834 nChanged 1185 SP:Iteration 15Q (7224.829894 sec): 3 clusters Score: Raw -6169354.689577 + Penalty 2119.239213 = -6167235.450364 nChanged 1153 SP:Iteration 16Q (7224.958451 sec): 3 clusters Score: Raw -6169803.802600 + Penalty 2119.239213 = -6167684.563387 nChanged 1235 SP:Iteration 17Q (7225.096916 sec): 3 clusters Score: Raw -6170333.190577 + Penalty 2119.239213 = -6168213.951364 nChanged 1216 SP:Iteration 18Q (7225.228836 sec): 3 clusters Score: Raw -6170873.193249 + Penalty 2119.239213 = -6168753.954036 nChanged 1167 SP:Iteration 19Q (7225.361112 sec): 3 clusters Score: Raw -6171393.905211 + Penalty 2119.239213 = -6169274.665998 nChanged 1092 SP:Iteration 20F (7225.492081 sec): 3 clusters Score: Raw -6171890.771503 + Penalty 2119.239213 = -6169771.532290 nChanged 1031 SP:Iteration 21Q (7225.590695 sec): 3 clusters Score: Raw -6172383.367074 + Penalty 2119.239213 = -6170264.127861 nChanged 971 SP:Iteration 22Q (7225.699290 sec): 3 clusters Score: Raw -6172849.287074 + Penalty 2119.239213 = -6170730.047861 nChanged 897 SP:Iteration 23Q (7225.818385 sec): 3 clusters Score: Raw -6173301.911321 + Penalty 2119.239213 = -6171182.672108 nChanged 832 SP:Iteration 24Q (7225.946808 sec): 3 clusters Score: Raw -6173734.014792 + Penalty 2119.239213 = -6171614.775579 nChanged 745 SP:Iteration 25Q (7226.086216 sec): 3 clusters Score: Raw -6174113.622590 + Penalty 2119.239213 = -6171994.383377 nChanged 622 SP:Iteration 26Q (7226.205665 sec): 3 clusters Score: Raw -6174446.709779 + Penalty 2119.239213 = -6172327.470566 nChanged 573 SP:Iteration 27Q (7226.321106 sec): 3 clusters Score: Raw -6174764.036990 + Penalty 2119.239213 = -6172644.797776 nChanged 401 SP:Iteration 28Q (7226.443579 sec): 3 clusters Score: Raw -6174982.425839 + Penalty 2119.239213 = -6172863.186626 nChanged 312 SP:Iteration 29Q (7226.553761 sec): 3 clusters Score: Raw -6175158.653533 + Penalty 2119.239213 = -6173039.414320 nChanged 250 SP:Iteration 30Q (7226.679329 sec): 3 clusters Score: Raw -6175296.444895 + Penalty 2119.239213 = -6173177.205682 nChanged 210 SP:Iteration 31Q (7226.793015 sec): 3 clusters Score: Raw -6175410.538242 + Penalty 2119.239213 = -6173291.299029 nChanged 157 SP:Iteration 32Q (7226.910979 sec): 3 clusters Score: Raw -6175488.053837 + Penalty 2119.239213 = -6173368.814624 nChanged 114 SP:Iteration 33Q (7227.034505 sec): 3 clusters Score: Raw -6175543.892442 + Penalty 2119.239213 = -6173424.653229 nChanged 87 SP:Iteration 34Q (7227.151509 sec): 3 clusters Score: Raw -6175588.538875 + Penalty 2119.239213 = -6173469.299661 nChanged 72 SP:Iteration 35Q (7227.268561 sec): 3 clusters Score: Raw -6175622.812114 + Penalty 2119.239213 = -6173503.572901 nChanged 60 SP:Iteration 36Q (7227.379615 sec): 3 clusters Score: Raw -6175647.578966 + Penalty 2119.239213 = -6173528.339753 nChanged 50 SP:Iteration 37Q (7227.492984 sec): 3 clusters Score: Raw -6175665.687613 + Penalty 2119.239213 = -6173546.448399 nChanged 34 SP:Iteration 38Q (7227.612067 sec): 3 clusters Score: Raw -6175678.576016 + Penalty 2119.239213 = -6173559.336803 nChanged 32 SP:Iteration 39Q (7227.730406 sec): 3 clusters Score: Raw -6175691.731758 + Penalty 2119.239213 = -6173572.492544 nChanged 34 SP:Iteration 40F (7227.833821 sec): 3 clusters Score: Raw -6175705.397290 + Penalty 2119.239213 = -6173586.158077 nChanged 32 SP:Iteration 41Q (7227.957603 sec): 3 clusters Score: Raw -6175717.428909 + Penalty 2119.239213 = -6173598.189696 nChanged 29 SP:Iteration 42Q (7228.077445 sec): 3 clusters Score: Raw -6175726.683702 + Penalty 2119.239213 = -6173607.444489 nChanged 19 SP:Iteration 43Q (7228.202222 sec): 3 clusters Score: Raw -6175733.213742 + Penalty 2119.239213 = -6173613.974529 nChanged 19 SP:Iteration 44Q (7228.325946 sec): 3 clusters Score: Raw -6175739.842955 + Penalty 2119.239213 = -6173620.603742 nChanged 17 SP:Iteration 45Q (7228.459745 sec): 3 clusters Score: Raw -6175744.449069 + Penalty 2119.239213 = -6173625.209856 nChanged 14 SP:Iteration 46Q (7228.581264 sec): 3 clusters Score: Raw -6175747.399671 + Penalty 2119.239213 = -6173628.160458 nChanged 13 SP:Iteration 47Q (7228.704478 sec): 3 clusters Score: Raw -6175750.940149 + Penalty 2119.239213 = -6173631.700936 nChanged 10 SP:Iteration 48Q (7228.826670 sec): 3 clusters Score: Raw -6175752.988828 + Penalty 2119.239213 = -6173633.749614 nChanged 7 SP:Iteration 49Q (7228.942085 sec): 3 clusters Score: Raw -6175754.371183 + Penalty 2119.239213 = -6173635.131970 nChanged 3 SP:Iteration 50Q (7229.055209 sec): 3 clusters Score: Raw -6175754.844440 + Penalty 2119.239213 = -6173635.605227 nChanged 2 SP:Iteration 51Q (7229.171230 sec): 3 clusters Score: Raw -6175755.341744 + Penalty 2119.239213 = -6173636.102531 nChanged 6 SP:Iteration 52Q (7229.290475 sec): 3 clusters Score: Raw -6175756.626885 + Penalty 2119.239213 = -6173637.387672 nChanged 4 SP:Iteration 53Q (7229.413491 sec): 3 clusters Score: Raw -6175757.905493 + Penalty 2119.239213 = -6173638.666280 nChanged 9 SP:Iteration 54Q (7229.535778 sec): 3 clusters Score: Raw -6175760.148687 + Penalty 2119.239213 = -6173640.909474 nChanged 9 SP:Iteration 55Q (7229.650838 sec): 3 clusters Score: Raw -6175762.429074 + Penalty 2119.239213 = -6173643.189861 nChanged 4 SP:Iteration 56Q (7229.774895 sec): 3 clusters Score: Raw -6175763.135376 + Penalty 2119.239213 = -6173643.896163 nChanged 4 SP:Iteration 57Q (7229.889600 sec): 3 clusters Score: Raw -6175764.330533 + Penalty 2119.239213 = -6173645.091320 nChanged 6 SP:Iteration 58Q (7230.013896 sec): 3 clusters Score: Raw -6175765.803893 + Penalty 2119.239213 = -6173646.564680 nChanged 6 SP:Iteration 59Q (7230.139359 sec): 3 clusters Score: Raw -6175766.908204 + Penalty 2119.239213 = -6173647.668991 nChanged 4 SP:Iteration 60F (7230.270093 sec): 3 clusters Score: Raw -6175767.774554 + Penalty 2119.239213 = -6173648.535340 nChanged 2 SP:Iteration 61Q (7230.391769 sec): 3 clusters Score: Raw -6175768.061007 + Penalty 2119.239213 = -6173648.821794 nChanged 2 SP:Iteration 62Q (7230.512503 sec): 3 clusters Score: Raw -6175768.481168 + Penalty 2119.239213 = -6173649.241954 nChanged 3 SP:Iteration 63Q (7230.627843 sec): 3 clusters Score: Raw -6175768.990323 + Penalty 2119.239213 = -6173649.751110 nChanged 0 SP:Iteration 64F (7230.764240 sec): 3 clusters Score: Raw -6175768.990323 + Penalty 2119.239213 = -6173649.751110 nChanged 0 Trying to split cluster 11 (4294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7230.799970 sec): 2 clusters Score: Raw -369650.258810 + Penalty 794.672528 = -368855.586282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7230.845802 sec): 3 clusters Score: Raw -367269.789422 + Penalty 1589.345056 = -365680.444366 nChanged 1826 SP:Iteration 1F (7230.897865 sec): 3 clusters Score: Raw -368369.669630 + Penalty 1589.345056 = -366780.324574 nChanged 341 SP:Iteration 2F (7230.945392 sec): 3 clusters Score: Raw -368624.014894 + Penalty 1589.345056 = -367034.669838 nChanged 287 SP:Iteration 3F (7230.983486 sec): 3 clusters Score: Raw -368857.589285 + Penalty 1589.345056 = -367268.244229 nChanged 261 SP:Iteration 4F (7231.036070 sec): 3 clusters Score: Raw -369063.326880 + Penalty 1589.345056 = -367473.981824 nChanged 241 SP:Iteration 5F (7231.083443 sec): 3 clusters Score: Raw -369224.344113 + Penalty 1589.345056 = -367634.999057 nChanged 197 SP:Iteration 6Q (7231.137213 sec): 3 clusters Score: Raw -369344.071168 + Penalty 1589.345056 = -367754.726112 nChanged 167 SP:Iteration 7Q (7231.189843 sec): 3 clusters Score: Raw -369421.433455 + Penalty 1589.345056 = -367832.088399 nChanged 118 SP:Iteration 8Q (7231.226418 sec): 3 clusters Score: Raw -369483.517556 + Penalty 1589.345056 = -367894.172500 nChanged 125 SP:Iteration 9Q (7231.284229 sec): 3 clusters Score: Raw -369542.503366 + Penalty 1589.345056 = -367953.158310 nChanged 110 SP:Iteration 10Q (7231.320629 sec): 3 clusters Score: Raw -369586.265412 + Penalty 1589.345056 = -367996.920356 nChanged 86 SP:Iteration 11Q (7231.367675 sec): 3 clusters Score: Raw -369616.983147 + Penalty 1589.345056 = -368027.638091 nChanged 73 SP:Iteration 12Q (7231.411426 sec): 3 clusters Score: Raw -369645.191153 + Penalty 1589.345056 = -368055.846097 nChanged 62 SP:Iteration 13Q (7231.461621 sec): 3 clusters Score: Raw -369666.293516 + Penalty 1589.345056 = -368076.948460 nChanged 47 SP:Iteration 14Q (7231.508231 sec): 3 clusters Score: Raw -369680.892030 + Penalty 1589.345056 = -368091.546974 nChanged 42 SP:Iteration 15Q (7231.558057 sec): 3 clusters Score: Raw -369693.009838 + Penalty 1589.345056 = -368103.664782 nChanged 40 SP:Iteration 16Q (7231.609365 sec): 3 clusters Score: Raw -369705.371089 + Penalty 1589.345056 = -368116.026033 nChanged 40 SP:Iteration 17Q (7231.658733 sec): 3 clusters Score: Raw -369715.126164 + Penalty 1589.345056 = -368125.781108 nChanged 37 SP:Iteration 18Q (7231.706906 sec): 3 clusters Score: Raw -369722.842498 + Penalty 1589.345056 = -368133.497442 nChanged 27 SP:Iteration 19Q (7231.757443 sec): 3 clusters Score: Raw -369730.355216 + Penalty 1589.345056 = -368141.010160 nChanged 24 SP:Iteration 20F (7231.807735 sec): 3 clusters Score: Raw -369736.205816 + Penalty 1589.345056 = -368146.860760 nChanged 16 SP:Iteration 21Q (7231.855047 sec): 3 clusters Score: Raw -369739.245320 + Penalty 1589.345056 = -368149.900264 nChanged 9 SP:Iteration 22Q (7231.910768 sec): 3 clusters Score: Raw -369741.014676 + Penalty 1589.345056 = -368151.669621 nChanged 9 SP:Iteration 23Q (7231.961450 sec): 3 clusters Score: Raw -369743.221512 + Penalty 1589.345056 = -368153.876456 nChanged 14 SP:Iteration 24Q (7232.007765 sec): 3 clusters Score: Raw -369746.371674 + Penalty 1589.345056 = -368157.026618 nChanged 14 SP:Iteration 25Q (7232.050127 sec): 3 clusters Score: Raw -369748.502934 + Penalty 1589.345056 = -368159.157878 nChanged 6 SP:Iteration 26Q (7232.105305 sec): 3 clusters Score: Raw -369749.552801 + Penalty 1589.345056 = -368160.207745 nChanged 6 SP:Iteration 27Q (7232.160686 sec): 3 clusters Score: Raw -369750.777785 + Penalty 1589.345056 = -368161.432729 nChanged 7 SP:Iteration 28Q (7232.213487 sec): 3 clusters Score: Raw -369752.171093 + Penalty 1589.345056 = -368162.826037 nChanged 9 SP:Iteration 29Q (7232.262083 sec): 3 clusters Score: Raw -369753.553157 + Penalty 1589.345056 = -368164.208101 nChanged 4 SP:Iteration 30Q (7232.301047 sec): 3 clusters Score: Raw -369754.094633 + Penalty 1589.345056 = -368164.749577 nChanged 2 SP:Iteration 31Q (7232.349057 sec): 3 clusters Score: Raw -369754.267690 + Penalty 1589.345056 = -368164.922634 nChanged 1 SP:Iteration 32Q (7232.401915 sec): 3 clusters Score: Raw -369754.443872 + Penalty 1589.345056 = -368165.098816 nChanged 2 SP:Iteration 33Q (7232.453576 sec): 3 clusters Score: Raw -369754.678346 + Penalty 1589.345056 = -368165.333290 nChanged 2 SP:Iteration 34Q (7232.501890 sec): 3 clusters Score: Raw -369754.900660 + Penalty 1589.345056 = -368165.555604 nChanged 1 SP:Iteration 35Q (7232.552776 sec): 3 clusters Score: Raw -369754.971787 + Penalty 1589.345056 = -368165.626731 nChanged 1 SP:Iteration 36Q (7232.603993 sec): 3 clusters Score: Raw -369755.036397 + Penalty 1589.345056 = -368165.691341 nChanged 2 SP:Iteration 37Q (7232.654573 sec): 3 clusters Score: Raw -369755.211413 + Penalty 1589.345056 = -368165.866357 nChanged 1 SP:Iteration 38Q (7232.707164 sec): 3 clusters Score: Raw -369755.406669 + Penalty 1589.345056 = -368166.061613 nChanged 0 SP:Iteration 39F (7232.759600 sec): 3 clusters Score: Raw -369755.406669 + Penalty 1589.345056 = -368166.061613 nChanged 0 Trying to split cluster 12 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7232.780524 sec): 2 clusters Score: Raw -127453.250330 + Penalty 697.502514 = -126755.747816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7232.787198 sec): 3 clusters Score: Raw -126774.839814 + Penalty 1395.005029 = -125379.834785 nChanged 573 SP:Iteration 1F (7232.793571 sec): 3 clusters Score: Raw -127204.842124 + Penalty 1395.005029 = -125809.837095 nChanged 143 SP:Iteration 2F (7232.799684 sec): 3 clusters Score: Raw -127323.563474 + Penalty 1395.005029 = -125928.558445 nChanged 89 SP:Iteration 3F (7232.805768 sec): 3 clusters Score: Raw -127372.673103 + Penalty 1395.005029 = -125977.668074 nChanged 51 SP:Iteration 4Q (7232.811806 sec): 3 clusters Score: Raw -127402.940470 + Penalty 1395.005029 = -126007.935442 nChanged 43 SP:Iteration 5Q (7232.817843 sec): 3 clusters Score: Raw -127429.535952 + Penalty 1395.005029 = -126034.530923 nChanged 39 SP:Iteration 6Q (7232.823897 sec): 3 clusters Score: Raw -127457.720361 + Penalty 1395.005029 = -126062.715333 nChanged 36 SP:Iteration 7Q (7232.829945 sec): 3 clusters Score: Raw -127493.092270 + Penalty 1395.005029 = -126098.087241 nChanged 38 SP:Iteration 8Q (7232.835906 sec): 3 clusters Score: Raw -127534.067182 + Penalty 1395.005029 = -126139.062153 nChanged 31 SP:Iteration 9Q (7232.841843 sec): 3 clusters Score: Raw -127563.252387 + Penalty 1395.005029 = -126168.247358 nChanged 15 SP:Iteration 10Q (7232.884413 sec): 3 clusters Score: Raw -127573.752413 + Penalty 1395.005029 = -126178.747385 nChanged 13 SP:Iteration 11Q (7232.931143 sec): 3 clusters Score: Raw -127581.362248 + Penalty 1395.005029 = -126186.357219 nChanged 10 SP:Iteration 12Q (7232.983812 sec): 3 clusters Score: Raw -127589.098137 + Penalty 1395.005029 = -126194.093108 nChanged 8 SP:Iteration 13Q (7233.029771 sec): 3 clusters Score: Raw -127594.392672 + Penalty 1395.005029 = -126199.387643 nChanged 9 SP:Iteration 14Q (7233.078035 sec): 3 clusters Score: Raw -127601.059449 + Penalty 1395.005029 = -126206.054420 nChanged 7 SP:Iteration 15Q (7233.119152 sec): 3 clusters Score: Raw -127608.288602 + Penalty 1395.005029 = -126213.283574 nChanged 5 SP:Iteration 16Q (7233.156605 sec): 3 clusters Score: Raw -127616.124735 + Penalty 1395.005029 = -126221.119706 nChanged 5 SP:Iteration 17Q (7233.209934 sec): 3 clusters Score: Raw -127621.756428 + Penalty 1395.005029 = -126226.751399 nChanged 5 SP:Iteration 18Q (7233.255636 sec): 3 clusters Score: Raw -127624.145295 + Penalty 1395.005029 = -126229.140266 nChanged 3 SP:Iteration 19Q (7233.302852 sec): 3 clusters Score: Raw -127626.393505 + Penalty 1395.005029 = -126231.388476 nChanged 3 SP:Iteration 20F (7233.345022 sec): 3 clusters Score: Raw -127628.442443 + Penalty 1395.005029 = -126233.437415 nChanged 1 SP:Iteration 21Q (7233.402507 sec): 3 clusters Score: Raw -127629.042526 + Penalty 1395.005029 = -126234.037498 nChanged 0 SP:Iteration 22F (7233.452106 sec): 3 clusters Score: Raw -127629.042526 + Penalty 1395.005029 = -126234.037498 nChanged 0 Trying to split cluster 13 (4376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7233.482274 sec): 2 clusters Score: Raw -382681.285713 + Penalty 796.469583 = -381884.816130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7233.536939 sec): 3 clusters Score: Raw -380280.532890 + Penalty 1592.939165 = -378687.593725 nChanged 1845 SP:Iteration 1F (7233.588638 sec): 3 clusters Score: Raw -381288.609619 + Penalty 1592.939165 = -379695.670454 nChanged 282 SP:Iteration 2F (7233.639891 sec): 3 clusters Score: Raw -381413.397017 + Penalty 1592.939165 = -379820.457852 nChanged 214 SP:Iteration 3Q (7233.692725 sec): 3 clusters Score: Raw -381505.597817 + Penalty 1592.939165 = -379912.658651 nChanged 174 SP:Iteration 4Q (7233.735792 sec): 3 clusters Score: Raw -381584.453909 + Penalty 1592.939165 = -379991.514744 nChanged 177 SP:Iteration 5Q (7233.790948 sec): 3 clusters Score: Raw -381670.894663 + Penalty 1592.939165 = -380077.955497 nChanged 185 SP:Iteration 6Q (7233.837720 sec): 3 clusters Score: Raw -381775.045313 + Penalty 1592.939165 = -380182.106148 nChanged 184 SP:Iteration 7Q (7233.879182 sec): 3 clusters Score: Raw -381880.363002 + Penalty 1592.939165 = -380287.423836 nChanged 185 SP:Iteration 8Q (7233.929397 sec): 3 clusters Score: Raw -381986.234416 + Penalty 1592.939165 = -380393.295250 nChanged 173 SP:Iteration 9Q (7233.982540 sec): 3 clusters Score: Raw -382090.257267 + Penalty 1592.939165 = -380497.318101 nChanged 156 SP:Iteration 10Q (7234.018884 sec): 3 clusters Score: Raw -382183.659880 + Penalty 1592.939165 = -380590.720715 nChanged 144 SP:Iteration 11Q (7234.073462 sec): 3 clusters Score: Raw -382277.778156 + Penalty 1592.939165 = -380684.838990 nChanged 135 SP:Iteration 12Q (7234.114492 sec): 3 clusters Score: Raw -382366.377670 + Penalty 1592.939165 = -380773.438505 nChanged 120 SP:Iteration 13Q (7234.156503 sec): 3 clusters Score: Raw -382454.469517 + Penalty 1592.939165 = -380861.530351 nChanged 98 SP:Iteration 14Q (7234.211973 sec): 3 clusters Score: Raw -382534.912695 + Penalty 1592.939165 = -380941.973530 nChanged 77 SP:Iteration 15Q (7234.262651 sec): 3 clusters Score: Raw -382598.657470 + Penalty 1592.939165 = -381005.718305 nChanged 52 SP:Iteration 16Q (7234.313074 sec): 3 clusters Score: Raw -382646.962549 + Penalty 1592.939165 = -381054.023384 nChanged 42 SP:Iteration 17Q (7234.361529 sec): 3 clusters Score: Raw -382683.834463 + Penalty 1592.939165 = -381090.895298 nChanged 28 SP:Iteration 18Q (7234.405109 sec): 3 clusters Score: Raw -382707.382620 + Penalty 1592.939165 = -381114.443455 nChanged 21 SP:Iteration 19Q (7234.462715 sec): 3 clusters Score: Raw -382725.939793 + Penalty 1592.939165 = -381133.000627 nChanged 14 SP:Iteration 20F (7234.506034 sec): 3 clusters Score: Raw -382742.993137 + Penalty 1592.939165 = -381150.053972 nChanged 9 SP:Iteration 21Q (7234.556506 sec): 3 clusters Score: Raw -382753.031570 + Penalty 1592.939165 = -381160.092405 nChanged 6 SP:Iteration 22Q (7234.609267 sec): 3 clusters Score: Raw -382760.711866 + Penalty 1592.939165 = -381167.772701 nChanged 4 SP:Iteration 23Q (7234.661813 sec): 3 clusters Score: Raw -382766.046771 + Penalty 1592.939165 = -381173.107605 nChanged 6 SP:Iteration 24Q (7234.714545 sec): 3 clusters Score: Raw -382772.605322 + Penalty 1592.939165 = -381179.666156 nChanged 7 SP:Iteration 25Q (7234.763195 sec): 3 clusters Score: Raw -382778.592720 + Penalty 1592.939165 = -381185.653554 nChanged 5 SP:Iteration 26Q (7234.815425 sec): 3 clusters Score: Raw -382784.104363 + Penalty 1592.939165 = -381191.165197 nChanged 4 SP:Iteration 27Q (7234.861381 sec): 3 clusters Score: Raw -382788.947252 + Penalty 1592.939165 = -381196.008086 nChanged 3 SP:Iteration 28Q (7234.913569 sec): 3 clusters Score: Raw -382792.444640 + Penalty 1592.939165 = -381199.505474 nChanged 4 SP:Iteration 29Q (7234.956919 sec): 3 clusters Score: Raw -382794.362787 + Penalty 1592.939165 = -381201.423622 nChanged 2 SP:Iteration 30Q (7235.009284 sec): 3 clusters Score: Raw -382795.846662 + Penalty 1592.939165 = -381202.907496 nChanged 0 SP:Iteration 31F (7235.062502 sec): 3 clusters Score: Raw -382795.846662 + Penalty 1592.939165 = -381202.907496 nChanged 0 Trying to split cluster 14 (2755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7235.090381 sec): 2 clusters Score: Raw -225843.175423 + Penalty 752.511409 = -225090.664014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7235.137393 sec): 3 clusters Score: Raw -224490.743972 + Penalty 1505.022817 = -222985.721155 nChanged 1085 SP:Iteration 1F (7235.188162 sec): 3 clusters Score: Raw -225133.297989 + Penalty 1505.022817 = -223628.275172 nChanged 208 SP:Iteration 2F (7235.239401 sec): 3 clusters Score: Raw -225278.946628 + Penalty 1505.022817 = -223773.923811 nChanged 171 SP:Iteration 3F (7235.284010 sec): 3 clusters Score: Raw -225393.989234 + Penalty 1505.022817 = -223888.966417 nChanged 130 SP:Iteration 4Q (7235.335193 sec): 3 clusters Score: Raw -225487.942994 + Penalty 1505.022817 = -223982.920177 nChanged 115 SP:Iteration 5Q (7235.397256 sec): 3 clusters Score: Raw -225561.555343 + Penalty 1505.022817 = -224056.532526 nChanged 104 SP:Iteration 6Q (7235.431972 sec): 3 clusters Score: Raw -225622.158412 + Penalty 1505.022817 = -224117.135595 nChanged 85 SP:Iteration 7Q (7235.483650 sec): 3 clusters Score: Raw -225666.522630 + Penalty 1505.022817 = -224161.499813 nChanged 74 SP:Iteration 8Q (7235.526934 sec): 3 clusters Score: Raw -225703.432710 + Penalty 1505.022817 = -224198.409893 nChanged 51 SP:Iteration 9Q (7235.567865 sec): 3 clusters Score: Raw -225729.087292 + Penalty 1505.022817 = -224224.064475 nChanged 45 SP:Iteration 10Q (7235.618928 sec): 3 clusters Score: Raw -225749.631353 + Penalty 1505.022817 = -224244.608536 nChanged 31 SP:Iteration 11Q (7235.666192 sec): 3 clusters Score: Raw -225762.000311 + Penalty 1505.022817 = -224256.977494 nChanged 28 SP:Iteration 12Q (7235.718365 sec): 3 clusters Score: Raw -225771.132144 + Penalty 1505.022817 = -224266.109327 nChanged 22 SP:Iteration 13Q (7235.770184 sec): 3 clusters Score: Raw -225780.768594 + Penalty 1505.022817 = -224275.745777 nChanged 22 SP:Iteration 14Q (7235.818695 sec): 3 clusters Score: Raw -225788.474343 + Penalty 1505.022817 = -224283.451526 nChanged 27 SP:Iteration 15Q (7235.869032 sec): 3 clusters Score: Raw -225797.771972 + Penalty 1505.022817 = -224292.749155 nChanged 19 SP:Iteration 16Q (7235.914607 sec): 3 clusters Score: Raw -225803.385765 + Penalty 1505.022817 = -224298.362948 nChanged 16 SP:Iteration 17Q (7235.965949 sec): 3 clusters Score: Raw -225809.100921 + Penalty 1505.022817 = -224304.078104 nChanged 15 SP:Iteration 18Q (7236.016969 sec): 3 clusters Score: Raw -225813.095984 + Penalty 1505.022817 = -224308.073167 nChanged 8 SP:Iteration 19Q (7236.063394 sec): 3 clusters Score: Raw -225815.280680 + Penalty 1505.022817 = -224310.257863 nChanged 10 SP:Iteration 20F (7236.109780 sec): 3 clusters Score: Raw -225817.914423 + Penalty 1505.022817 = -224312.891606 nChanged 15 SP:Iteration 21Q (7236.150877 sec): 3 clusters Score: Raw -225823.207984 + Penalty 1505.022817 = -224318.185167 nChanged 15 SP:Iteration 22Q (7236.201827 sec): 3 clusters Score: Raw -225828.314847 + Penalty 1505.022817 = -224323.292030 nChanged 18 SP:Iteration 23Q (7236.248012 sec): 3 clusters Score: Raw -225835.070335 + Penalty 1505.022817 = -224330.047518 nChanged 16 SP:Iteration 24Q (7236.299191 sec): 3 clusters Score: Raw -225841.369875 + Penalty 1505.022817 = -224336.347058 nChanged 15 SP:Iteration 25Q (7236.350128 sec): 3 clusters Score: Raw -225845.493632 + Penalty 1505.022817 = -224340.470815 nChanged 12 SP:Iteration 26Q (7236.400885 sec): 3 clusters Score: Raw -225848.391184 + Penalty 1505.022817 = -224343.368367 nChanged 10 SP:Iteration 27Q (7236.447098 sec): 3 clusters Score: Raw -225851.894316 + Penalty 1505.022817 = -224346.871499 nChanged 11 SP:Iteration 28Q (7236.499675 sec): 3 clusters Score: Raw -225856.273370 + Penalty 1505.022817 = -224351.250553 nChanged 13 SP:Iteration 29Q (7236.551819 sec): 3 clusters Score: Raw -225860.410216 + Penalty 1505.022817 = -224355.387399 nChanged 17 SP:Iteration 30Q (7236.604246 sec): 3 clusters Score: Raw -225866.773820 + Penalty 1505.022817 = -224361.751003 nChanged 19 SP:Iteration 31Q (7236.656632 sec): 3 clusters Score: Raw -225873.922061 + Penalty 1505.022817 = -224368.899244 nChanged 16 SP:Iteration 32Q (7236.708792 sec): 3 clusters Score: Raw -225879.696847 + Penalty 1505.022817 = -224374.674030 nChanged 14 SP:Iteration 33Q (7236.760426 sec): 3 clusters Score: Raw -225882.578286 + Penalty 1505.022817 = -224377.555469 nChanged 9 SP:Iteration 34Q (7236.802723 sec): 3 clusters Score: Raw -225884.821868 + Penalty 1505.022817 = -224379.799051 nChanged 4 SP:Iteration 35Q (7236.853557 sec): 3 clusters Score: Raw -225885.423804 + Penalty 1505.022817 = -224380.400987 nChanged 4 SP:Iteration 36Q (7236.899476 sec): 3 clusters Score: Raw -225886.214868 + Penalty 1505.022817 = -224381.192051 nChanged 4 SP:Iteration 37Q (7236.944471 sec): 3 clusters Score: Raw -225886.911878 + Penalty 1505.022817 = -224381.889061 nChanged 3 SP:Iteration 38Q (7236.995227 sec): 3 clusters Score: Raw -225887.368309 + Penalty 1505.022817 = -224382.345492 nChanged 0 SP:Iteration 39F (7237.046044 sec): 3 clusters Score: Raw -225887.368309 + Penalty 1505.022817 = -224382.345492 nChanged 0 Trying to split cluster 15 (8484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7237.081292 sec): 2 clusters Score: Raw -630453.153038 + Penalty 859.364045 = -629593.788993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7237.141857 sec): 3 clusters Score: Raw -625400.983167 + Penalty 1718.728090 = -623682.255077 nChanged 3797 SP:Iteration 1F (7237.200581 sec): 3 clusters Score: Raw -627885.591525 + Penalty 1718.728090 = -626166.863435 nChanged 796 SP:Iteration 2F (7237.249642 sec): 3 clusters Score: Raw -628599.484443 + Penalty 1718.728090 = -626880.756353 nChanged 842 SP:Iteration 3F (7237.305683 sec): 3 clusters Score: Raw -629448.112539 + Penalty 1718.728090 = -627729.384449 nChanged 737 SP:Iteration 4F (7237.365425 sec): 3 clusters Score: Raw -630122.705914 + Penalty 1718.728090 = -628403.977824 nChanged 602 SP:Iteration 5F (7237.424643 sec): 3 clusters Score: Raw -630617.441800 + Penalty 1718.728090 = -628898.713710 nChanged 423 SP:Iteration 6Q (7237.484148 sec): 3 clusters Score: Raw -630885.252383 + Penalty 1718.728090 = -629166.524293 nChanged 286 SP:Iteration 7Q (7237.544023 sec): 3 clusters Score: Raw -631045.798192 + Penalty 1718.728090 = -629327.070102 nChanged 184 SP:Iteration 8Q (7237.599092 sec): 3 clusters Score: Raw -631125.189981 + Penalty 1718.728090 = -629406.461891 nChanged 135 SP:Iteration 9Q (7237.659082 sec): 3 clusters Score: Raw -631173.393945 + Penalty 1718.728090 = -629454.665855 nChanged 94 SP:Iteration 10Q (7237.709131 sec): 3 clusters Score: Raw -631197.142778 + Penalty 1718.728090 = -629478.414688 nChanged 61 SP:Iteration 11Q (7237.767343 sec): 3 clusters Score: Raw -631210.034231 + Penalty 1718.728090 = -629491.306141 nChanged 44 SP:Iteration 12Q (7237.827319 sec): 3 clusters Score: Raw -631219.210201 + Penalty 1718.728090 = -629500.482111 nChanged 39 SP:Iteration 13Q (7237.886745 sec): 3 clusters Score: Raw -631227.246059 + Penalty 1718.728090 = -629508.517969 nChanged 32 SP:Iteration 14Q (7237.946718 sec): 3 clusters Score: Raw -631234.038461 + Penalty 1718.728090 = -629515.310371 nChanged 34 SP:Iteration 15Q (7237.995987 sec): 3 clusters Score: Raw -631241.158268 + Penalty 1718.728090 = -629522.430178 nChanged 24 SP:Iteration 16Q (7238.055648 sec): 3 clusters Score: Raw -631245.302341 + Penalty 1718.728090 = -629526.574251 nChanged 20 SP:Iteration 17Q (7238.115274 sec): 3 clusters Score: Raw -631247.573176 + Penalty 1718.728090 = -629528.845086 nChanged 17 SP:Iteration 18Q (7238.169452 sec): 3 clusters Score: Raw -631249.394453 + Penalty 1718.728090 = -629530.666363 nChanged 15 SP:Iteration 19Q (7238.229111 sec): 3 clusters Score: Raw -631251.187434 + Penalty 1718.728090 = -629532.459344 nChanged 7 SP:Iteration 20F (7238.285106 sec): 3 clusters Score: Raw -631251.721246 + Penalty 1718.728090 = -629532.993156 nChanged 6 SP:Iteration 21Q (7238.335552 sec): 3 clusters Score: Raw -631252.404153 + Penalty 1718.728090 = -629533.676063 nChanged 3 SP:Iteration 22Q (7238.394791 sec): 3 clusters Score: Raw -631253.186432 + Penalty 1718.728090 = -629534.458342 nChanged 2 SP:Iteration 23Q (7238.456534 sec): 3 clusters Score: Raw -631253.496606 + Penalty 1718.728090 = -629534.768516 nChanged 1 SP:Iteration 24Q (7238.502720 sec): 3 clusters Score: Raw -631253.571850 + Penalty 1718.728090 = -629534.843760 nChanged 1 SP:Iteration 25Q (7238.560165 sec): 3 clusters Score: Raw -631253.768343 + Penalty 1718.728090 = -629535.040253 nChanged 2 SP:Iteration 26Q (7238.618002 sec): 3 clusters Score: Raw -631253.961394 + Penalty 1718.728090 = -629535.233304 nChanged 3 SP:Iteration 27Q (7238.687364 sec): 3 clusters Score: Raw -631254.626967 + Penalty 1718.728090 = -629535.898877 nChanged 4 SP:Iteration 28Q (7238.747934 sec): 3 clusters Score: Raw -631255.385263 + Penalty 1718.728090 = -629536.657173 nChanged 8 SP:Iteration 29Q (7238.794134 sec): 3 clusters Score: Raw -631256.254523 + Penalty 1718.728090 = -629537.526433 nChanged 7 SP:Iteration 30Q (7238.851678 sec): 3 clusters Score: Raw -631257.343077 + Penalty 1718.728090 = -629538.614988 nChanged 2 SP:Iteration 31Q (7238.914981 sec): 3 clusters Score: Raw -631257.567824 + Penalty 1718.728090 = -629538.839734 nChanged 2 SP:Iteration 32Q (7238.961883 sec): 3 clusters Score: Raw -631257.715393 + Penalty 1718.728090 = -629538.987303 nChanged 2 SP:Iteration 33Q (7239.022508 sec): 3 clusters Score: Raw -631257.875054 + Penalty 1718.728090 = -629539.146964 nChanged 1 SP:Iteration 34Q (7239.084656 sec): 3 clusters Score: Raw -631257.897463 + Penalty 1718.728090 = -629539.169373 nChanged 1 SP:Iteration 35Q (7239.144119 sec): 3 clusters Score: Raw -631257.920224 + Penalty 1718.728090 = -629539.192134 nChanged 0 SP:Iteration 36F (7239.200513 sec): 3 clusters Score: Raw -631257.920224 + Penalty 1718.728090 = -629539.192134 nChanged 0 Trying to split cluster 16 (2842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7239.227593 sec): 2 clusters Score: Raw -240781.008459 + Penalty 755.465014 = -240025.543445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7239.265598 sec): 3 clusters Score: Raw -239326.741287 + Penalty 1510.930029 = -237815.811259 nChanged 1138 SP:Iteration 1F (7239.315529 sec): 3 clusters Score: Raw -239927.149899 + Penalty 1510.930029 = -238416.219870 nChanged 211 SP:Iteration 2F (7239.376820 sec): 3 clusters Score: Raw -240048.019113 + Penalty 1510.930029 = -238537.089084 nChanged 155 SP:Iteration 3F (7239.425338 sec): 3 clusters Score: Raw -240144.042882 + Penalty 1510.930029 = -238633.112853 nChanged 146 SP:Iteration 4F (7239.476742 sec): 3 clusters Score: Raw -240225.060113 + Penalty 1510.930029 = -238714.130084 nChanged 110 SP:Iteration 5Q (7239.527187 sec): 3 clusters Score: Raw -240298.659445 + Penalty 1510.930029 = -238787.729416 nChanged 121 SP:Iteration 6Q (7239.572177 sec): 3 clusters Score: Raw -240382.766148 + Penalty 1510.930029 = -238871.836120 nChanged 124 SP:Iteration 7Q (7239.614741 sec): 3 clusters Score: Raw -240461.614693 + Penalty 1510.930029 = -238950.684664 nChanged 118 SP:Iteration 8Q (7239.656347 sec): 3 clusters Score: Raw -240545.269764 + Penalty 1510.930029 = -239034.339735 nChanged 101 SP:Iteration 9Q (7239.704917 sec): 3 clusters Score: Raw -240609.423144 + Penalty 1510.930029 = -239098.493116 nChanged 102 SP:Iteration 10Q (7239.744107 sec): 3 clusters Score: Raw -240694.720030 + Penalty 1510.930029 = -239183.790002 nChanged 106 SP:Iteration 11Q (7239.790317 sec): 3 clusters Score: Raw -240782.969725 + Penalty 1510.930029 = -239272.039696 nChanged 81 SP:Iteration 12Q (7239.842116 sec): 3 clusters Score: Raw -240839.585719 + Penalty 1510.930029 = -239328.655690 nChanged 62 SP:Iteration 13Q (7239.891718 sec): 3 clusters Score: Raw -240877.607876 + Penalty 1510.930029 = -239366.677847 nChanged 51 SP:Iteration 14Q (7239.943033 sec): 3 clusters Score: Raw -240905.669294 + Penalty 1510.930029 = -239394.739266 nChanged 33 SP:Iteration 15Q (7239.994411 sec): 3 clusters Score: Raw -240921.673085 + Penalty 1510.930029 = -239410.743056 nChanged 20 SP:Iteration 16Q (7240.044448 sec): 3 clusters Score: Raw -240933.019783 + Penalty 1510.930029 = -239422.089755 nChanged 13 SP:Iteration 17Q (7240.094502 sec): 3 clusters Score: Raw -240940.413464 + Penalty 1510.930029 = -239429.483435 nChanged 17 SP:Iteration 18Q (7240.145172 sec): 3 clusters Score: Raw -240949.963906 + Penalty 1510.930029 = -239439.033878 nChanged 16 SP:Iteration 19Q (7240.195360 sec): 3 clusters Score: Raw -240956.490467 + Penalty 1510.930029 = -239445.560438 nChanged 15 SP:Iteration 20F (7240.245848 sec): 3 clusters Score: Raw -240964.348823 + Penalty 1510.930029 = -239453.418795 nChanged 13 SP:Iteration 21Q (7240.295347 sec): 3 clusters Score: Raw -240970.564035 + Penalty 1510.930029 = -239459.634006 nChanged 10 SP:Iteration 22Q (7240.343880 sec): 3 clusters Score: Raw -240975.812614 + Penalty 1510.930029 = -239464.882585 nChanged 8 SP:Iteration 23Q (7240.388322 sec): 3 clusters Score: Raw -240979.315250 + Penalty 1510.930029 = -239468.385222 nChanged 7 SP:Iteration 24Q (7240.443125 sec): 3 clusters Score: Raw -240982.711629 + Penalty 1510.930029 = -239471.781600 nChanged 5 SP:Iteration 25Q (7240.494785 sec): 3 clusters Score: Raw -240984.216842 + Penalty 1510.930029 = -239473.286813 nChanged 8 SP:Iteration 26Q (7240.533034 sec): 3 clusters Score: Raw -240989.098744 + Penalty 1510.930029 = -239478.168715 nChanged 7 SP:Iteration 27Q (7240.582630 sec): 3 clusters Score: Raw -240992.977405 + Penalty 1510.930029 = -239482.047377 nChanged 5 SP:Iteration 28Q (7240.641951 sec): 3 clusters Score: Raw -240994.757231 + Penalty 1510.930029 = -239483.827203 nChanged 5 SP:Iteration 29Q (7240.690137 sec): 3 clusters Score: Raw -240996.238181 + Penalty 1510.930029 = -239485.308152 nChanged 3 SP:Iteration 30Q (7240.729948 sec): 3 clusters Score: Raw -240996.867013 + Penalty 1510.930029 = -239485.936985 nChanged 1 SP:Iteration 31Q (7240.772609 sec): 3 clusters Score: Raw -240996.971408 + Penalty 1510.930029 = -239486.041380 nChanged 1 SP:Iteration 32Q (7240.819880 sec): 3 clusters Score: Raw -240997.257041 + Penalty 1510.930029 = -239486.327013 nChanged 1 SP:Iteration 33Q (7240.870598 sec): 3 clusters Score: Raw -240997.622039 + Penalty 1510.930029 = -239486.692011 nChanged 1 SP:Iteration 34Q (7240.921906 sec): 3 clusters Score: Raw -240997.900169 + Penalty 1510.930029 = -239486.970141 nChanged 0 SP:Iteration 35F (7240.970141 sec): 3 clusters Score: Raw -240997.900169 + Penalty 1510.930029 = -239486.970141 nChanged 0 Trying to split cluster 17 (132267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7241.147935 sec): 2 clusters Score: Raw -11518806.169053 + Penalty 1120.294899 = -11517685.874154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7241.373075 sec): 3 clusters Score: Raw -11431285.174593 + Penalty 2240.589798 = -11429044.584795 nChanged 64160 SP:Iteration 1F (7241.584738 sec): 3 clusters Score: Raw -11472634.728980 + Penalty 2240.589798 = -11470394.139182 nChanged 7935 SP:Iteration 2F (7241.794662 sec): 3 clusters Score: Raw -11476551.867892 + Penalty 2240.589798 = -11474311.278093 nChanged 9127 SP:Iteration 3F (7242.001477 sec): 3 clusters Score: Raw -11481901.752542 + Penalty 2240.589798 = -11479661.162743 nChanged 9705 SP:Iteration 4F (7242.210865 sec): 3 clusters Score: Raw -11488581.142506 + Penalty 2240.589798 = -11486340.552708 nChanged 9324 SP:Iteration 5F (7242.407173 sec): 3 clusters Score: Raw -11496060.984026 + Penalty 2240.589798 = -11493820.394227 nChanged 8201 SP:Iteration 6F (7242.600898 sec): 3 clusters Score: Raw -11503714.256143 + Penalty 2240.589798 = -11501473.666345 nChanged 6118 SP:Iteration 7Q (7242.815189 sec): 3 clusters Score: Raw -11509792.630714 + Penalty 2240.589798 = -11507552.040916 nChanged 3986 SP:Iteration 8Q (7243.019378 sec): 3 clusters Score: Raw -11513478.376985 + Penalty 2240.589798 = -11511237.787186 nChanged 2568 SP:Iteration 9Q (7243.209444 sec): 3 clusters Score: Raw -11515384.575141 + Penalty 2240.589798 = -11513143.985343 nChanged 1771 SP:Iteration 10Q (7243.401799 sec): 3 clusters Score: Raw -11516467.807585 + Penalty 2240.589798 = -11514227.217787 nChanged 1348 SP:Iteration 11Q (7243.574933 sec): 3 clusters Score: Raw -11517211.471808 + Penalty 2240.589798 = -11514970.882010 nChanged 1086 SP:Iteration 12Q (7243.756367 sec): 3 clusters Score: Raw -11517735.825360 + Penalty 2240.589798 = -11515495.235562 nChanged 879 SP:Iteration 13Q (7243.938254 sec): 3 clusters Score: Raw -11518151.568479 + Penalty 2240.589798 = -11515910.978680 nChanged 725 SP:Iteration 14Q (7244.108290 sec): 3 clusters Score: Raw -11518491.665657 + Penalty 2240.589798 = -11516251.075858 nChanged 557 SP:Iteration 15Q (7244.285417 sec): 3 clusters Score: Raw -11518720.283157 + Penalty 2240.589798 = -11516479.693358 nChanged 454 SP:Iteration 16Q (7244.461120 sec): 3 clusters Score: Raw -11518911.019614 + Penalty 2240.589798 = -11516670.429816 nChanged 345 SP:Iteration 17Q (7244.644241 sec): 3 clusters Score: Raw -11519051.712439 + Penalty 2240.589798 = -11516811.122640 nChanged 260 SP:Iteration 18Q (7244.830598 sec): 3 clusters Score: Raw -11519159.838102 + Penalty 2240.589798 = -11516919.248303 nChanged 230 SP:Iteration 19Q (7245.013644 sec): 3 clusters Score: Raw -11519252.109132 + Penalty 2240.589798 = -11517011.519334 nChanged 214 SP:Iteration 20F (7245.221042 sec): 3 clusters Score: Raw -11519322.845350 + Penalty 2240.589798 = -11517082.255551 nChanged 155 SP:Iteration 21Q (7245.401245 sec): 3 clusters Score: Raw -11519371.069983 + Penalty 2240.589798 = -11517130.480185 nChanged 127 SP:Iteration 22Q (7245.586456 sec): 3 clusters Score: Raw -11519404.853375 + Penalty 2240.589798 = -11517164.263576 nChanged 107 SP:Iteration 23Q (7245.769875 sec): 3 clusters Score: Raw -11519430.722199 + Penalty 2240.589798 = -11517190.132400 nChanged 87 SP:Iteration 24Q (7245.951634 sec): 3 clusters Score: Raw -11519453.957327 + Penalty 2240.589798 = -11517213.367529 nChanged 92 SP:Iteration 25Q (7246.134651 sec): 3 clusters Score: Raw -11519477.298141 + Penalty 2240.589798 = -11517236.708342 nChanged 81 SP:Iteration 26Q (7246.311080 sec): 3 clusters Score: Raw -11519496.942752 + Penalty 2240.589798 = -11517256.352954 nChanged 67 SP:Iteration 27Q (7246.502498 sec): 3 clusters Score: Raw -11519513.570377 + Penalty 2240.589798 = -11517272.980579 nChanged 46 SP:Iteration 28Q (7246.690575 sec): 3 clusters Score: Raw -11519523.626291 + Penalty 2240.589798 = -11517283.036492 nChanged 58 SP:Iteration 29Q (7246.876806 sec): 3 clusters Score: Raw -11519537.438706 + Penalty 2240.589798 = -11517296.848908 nChanged 59 SP:Iteration 30Q (7247.057884 sec): 3 clusters Score: Raw -11519549.582542 + Penalty 2240.589798 = -11517308.992744 nChanged 64 SP:Iteration 31Q (7247.238993 sec): 3 clusters Score: Raw -11519562.087818 + Penalty 2240.589798 = -11517321.498019 nChanged 61 SP:Iteration 32Q (7247.424278 sec): 3 clusters Score: Raw -11519575.206858 + Penalty 2240.589798 = -11517334.617059 nChanged 60 SP:Iteration 33Q (7247.607461 sec): 3 clusters Score: Raw -11519589.888036 + Penalty 2240.589798 = -11517349.298237 nChanged 68 SP:Iteration 34Q (7247.798570 sec): 3 clusters Score: Raw -11519606.625457 + Penalty 2240.589798 = -11517366.035659 nChanged 67 SP:Iteration 35Q (7247.983277 sec): 3 clusters Score: Raw -11519623.211658 + Penalty 2240.589798 = -11517382.621860 nChanged 76 SP:Iteration 36Q (7248.161112 sec): 3 clusters Score: Raw -11519645.761026 + Penalty 2240.589798 = -11517405.171228 nChanged 85 SP:Iteration 37Q (7248.351989 sec): 3 clusters Score: Raw -11519673.874855 + Penalty 2240.589798 = -11517433.285057 nChanged 89 SP:Iteration 38Q (7248.536344 sec): 3 clusters Score: Raw -11519705.710577 + Penalty 2240.589798 = -11517465.120779 nChanged 100 SP:Iteration 39Q (7248.707939 sec): 3 clusters Score: Raw -11519743.810874 + Penalty 2240.589798 = -11517503.221075 nChanged 114 SP:Iteration 40F (7248.902000 sec): 3 clusters Score: Raw -11519790.542911 + Penalty 2240.589798 = -11517549.953113 nChanged 133 SP:Iteration 41Q (7249.082496 sec): 3 clusters Score: Raw -11519838.398975 + Penalty 2240.589798 = -11517597.809177 nChanged 113 SP:Iteration 42Q (7249.271822 sec): 3 clusters Score: Raw -11519878.795188 + Penalty 2240.589798 = -11517638.205389 nChanged 128 SP:Iteration 43Q (7249.443213 sec): 3 clusters Score: Raw -11519925.555148 + Penalty 2240.589798 = -11517684.965350 nChanged 131 SP:Iteration 44Q (7249.613897 sec): 3 clusters Score: Raw -11519967.535287 + Penalty 2240.589798 = -11517726.945488 nChanged 129 SP:Iteration 45Q (7249.780221 sec): 3 clusters Score: Raw -11520007.426675 + Penalty 2240.589798 = -11517766.836877 nChanged 144 SP:Iteration 46Q (7249.951991 sec): 3 clusters Score: Raw -11520053.640533 + Penalty 2240.589798 = -11517813.050735 nChanged 128 SP:Iteration 47Q (7250.123208 sec): 3 clusters Score: Raw -11520089.070460 + Penalty 2240.589798 = -11517848.480662 nChanged 119 SP:Iteration 48Q (7250.290600 sec): 3 clusters Score: Raw -11520122.212195 + Penalty 2240.589798 = -11517881.622397 nChanged 126 SP:Iteration 49Q (7250.469415 sec): 3 clusters Score: Raw -11520153.408859 + Penalty 2240.589798 = -11517912.819060 nChanged 116 SP:Iteration 50Q (7250.653533 sec): 3 clusters Score: Raw -11520179.125984 + Penalty 2240.589798 = -11517938.536186 nChanged 111 SP:Iteration 51Q (7250.838140 sec): 3 clusters Score: Raw -11520201.413509 + Penalty 2240.589798 = -11517960.823711 nChanged 96 SP:Iteration 52Q (7251.026100 sec): 3 clusters Score: Raw -11520218.101729 + Penalty 2240.589798 = -11517977.511931 nChanged 93 SP:Iteration 53Q (7251.195537 sec): 3 clusters Score: Raw -11520232.022597 + Penalty 2240.589798 = -11517991.432799 nChanged 85 SP:Iteration 54Q (7251.381793 sec): 3 clusters Score: Raw -11520243.699587 + Penalty 2240.589798 = -11518003.109788 nChanged 78 SP:Iteration 55Q (7251.565728 sec): 3 clusters Score: Raw -11520252.668840 + Penalty 2240.589798 = -11518012.079042 nChanged 54 SP:Iteration 56Q (7251.746804 sec): 3 clusters Score: Raw -11520259.370514 + Penalty 2240.589798 = -11518018.780716 nChanged 52 SP:Iteration 57Q (7251.930526 sec): 3 clusters Score: Raw -11520264.519206 + Penalty 2240.589798 = -11518023.929408 nChanged 51 SP:Iteration 58Q (7252.110696 sec): 3 clusters Score: Raw -11520269.579832 + Penalty 2240.589798 = -11518028.990033 nChanged 48 SP:Iteration 59Q (7252.265863 sec): 3 clusters Score: Raw -11520275.758106 + Penalty 2240.589798 = -11518035.168308 nChanged 33 SP:Iteration 60F (7252.456230 sec): 3 clusters Score: Raw -11520314.612443 + Penalty 2240.589798 = -11518074.022645 nChanged 79 SP:Iteration 61Q (7252.642031 sec): 3 clusters Score: Raw -11520338.609384 + Penalty 2240.589798 = -11518098.019586 nChanged 97 SP:Iteration 62Q (7252.798973 sec): 3 clusters Score: Raw -11520359.611405 + Penalty 2240.589798 = -11518119.021606 nChanged 90 SP:Iteration 63Q (7252.984148 sec): 3 clusters Score: Raw -11520377.627766 + Penalty 2240.589798 = -11518137.037967 nChanged 123 SP:Iteration 64Q (7253.168490 sec): 3 clusters Score: Raw -11520401.790291 + Penalty 2240.589798 = -11518161.200492 nChanged 121 SP:Iteration 65Q (7253.344122 sec): 3 clusters Score: Raw -11520424.837786 + Penalty 2240.589798 = -11518184.247988 nChanged 133 SP:Iteration 66Q (7253.525757 sec): 3 clusters Score: Raw -11520453.552067 + Penalty 2240.589798 = -11518212.962268 nChanged 143 SP:Iteration 67Q (7253.705630 sec): 3 clusters Score: Raw -11520483.138020 + Penalty 2240.589798 = -11518242.548222 nChanged 134 SP:Iteration 68Q (7253.897957 sec): 3 clusters Score: Raw -11520505.523108 + Penalty 2240.589798 = -11518264.933310 nChanged 107 SP:Iteration 69Q (7254.076046 sec): 3 clusters Score: Raw -11520522.173104 + Penalty 2240.589798 = -11518281.583305 nChanged 102 SP:Iteration 70Q (7254.250728 sec): 3 clusters Score: Raw -11520536.426631 + Penalty 2240.589798 = -11518295.836833 nChanged 109 SP:Iteration 71Q (7254.431633 sec): 3 clusters Score: Raw -11520549.689113 + Penalty 2240.589798 = -11518309.099315 nChanged 97 SP:Iteration 72Q (7254.617304 sec): 3 clusters Score: Raw -11520560.711000 + Penalty 2240.589798 = -11518320.121202 nChanged 76 SP:Iteration 73Q (7254.791832 sec): 3 clusters Score: Raw -11520567.919258 + Penalty 2240.589798 = -11518327.329460 nChanged 63 SP:Iteration 74Q (7254.961175 sec): 3 clusters Score: Raw -11520574.587336 + Penalty 2240.589798 = -11518333.997538 nChanged 69 SP:Iteration 75Q (7255.129947 sec): 3 clusters Score: Raw -11520581.656685 + Penalty 2240.589798 = -11518341.066886 nChanged 67 SP:Iteration 76Q (7255.303075 sec): 3 clusters Score: Raw -11520589.850021 + Penalty 2240.589798 = -11518349.260223 nChanged 71 SP:Iteration 77Q (7255.478299 sec): 3 clusters Score: Raw -11520598.853153 + Penalty 2240.589798 = -11518358.263354 nChanged 64 SP:Iteration 78Q (7255.644745 sec): 3 clusters Score: Raw -11520606.346210 + Penalty 2240.589798 = -11518365.756411 nChanged 50 SP:Iteration 79Q (7255.828192 sec): 3 clusters Score: Raw -11520610.111015 + Penalty 2240.589798 = -11518369.521217 nChanged 33 SP:Iteration 80F (7256.044465 sec): 3 clusters Score: Raw -11520621.072687 + Penalty 2240.589798 = -11518380.482889 nChanged 48 SP:Iteration 81Q (7256.230788 sec): 3 clusters Score: Raw -11520627.975330 + Penalty 2240.589798 = -11518387.385531 nChanged 54 SP:Iteration 82Q (7256.416393 sec): 3 clusters Score: Raw -11520634.462800 + Penalty 2240.589798 = -11518393.873002 nChanged 46 SP:Iteration 83Q (7256.611657 sec): 3 clusters Score: Raw -11520638.817191 + Penalty 2240.589798 = -11518398.227393 nChanged 50 SP:Iteration 84Q (7256.806219 sec): 3 clusters Score: Raw -11520642.870426 + Penalty 2240.589798 = -11518402.280627 nChanged 47 SP:Iteration 85Q (7257.000570 sec): 3 clusters Score: Raw -11520646.517541 + Penalty 2240.589798 = -11518405.927742 nChanged 46 SP:Iteration 86Q (7257.185555 sec): 3 clusters Score: Raw -11520650.163239 + Penalty 2240.589798 = -11518409.573440 nChanged 42 SP:Iteration 87Q (7257.375607 sec): 3 clusters Score: Raw -11520653.105934 + Penalty 2240.589798 = -11518412.516136 nChanged 27 SP:Iteration 88Q (7257.556544 sec): 3 clusters Score: Raw -11520654.471027 + Penalty 2240.589798 = -11518413.881229 nChanged 19 SP:Iteration 89Q (7257.755580 sec): 3 clusters Score: Raw -11520655.344065 + Penalty 2240.589798 = -11518414.754267 nChanged 20 SP:Iteration 90Q (7257.942304 sec): 3 clusters Score: Raw -11520656.404607 + Penalty 2240.589798 = -11518415.814809 nChanged 19 SP:Iteration 91Q (7258.129086 sec): 3 clusters Score: Raw -11520657.465769 + Penalty 2240.589798 = -11518416.875971 nChanged 21 SP:Iteration 92Q (7258.307860 sec): 3 clusters Score: Raw -11520658.730684 + Penalty 2240.589798 = -11518418.140886 nChanged 20 SP:Iteration 93Q (7258.467836 sec): 3 clusters Score: Raw -11520659.724178 + Penalty 2240.589798 = -11518419.134380 nChanged 23 SP:Iteration 94Q (7258.661071 sec): 3 clusters Score: Raw -11520660.718999 + Penalty 2240.589798 = -11518420.129201 nChanged 26 SP:Iteration 95Q (7258.851991 sec): 3 clusters Score: Raw -11520662.007370 + Penalty 2240.589798 = -11518421.417572 nChanged 19 SP:Iteration 96Q (7259.040126 sec): 3 clusters Score: Raw -11520662.874904 + Penalty 2240.589798 = -11518422.285105 nChanged 10 SP:Iteration 97Q (7259.198957 sec): 3 clusters Score: Raw -11520663.472804 + Penalty 2240.589798 = -11518422.883005 nChanged 7 SP:Iteration 98Q (7259.390844 sec): 3 clusters Score: Raw -11520664.008859 + Penalty 2240.589798 = -11518423.419060 nChanged 10 SP:Iteration 99Q (7259.571947 sec): 3 clusters Score: Raw -11520664.627350 + Penalty 2240.589798 = -11518424.037551 nChanged 13 SP:Iteration 100F (7259.764036 sec): 3 clusters Score: Raw -11520665.495362 + Penalty 2240.589798 = -11518424.905564 nChanged 17 SP:Iteration 101Q (7259.941400 sec): 3 clusters Score: Raw -11520666.525007 + Penalty 2240.589798 = -11518425.935209 nChanged 22 SP:Iteration 102Q (7260.136344 sec): 3 clusters Score: Raw -11520668.026226 + Penalty 2240.589798 = -11518427.436427 nChanged 23 SP:Iteration 103Q (7260.312429 sec): 3 clusters Score: Raw -11520669.344727 + Penalty 2240.589798 = -11518428.754929 nChanged 23 SP:Iteration 104Q (7260.488425 sec): 3 clusters Score: Raw -11520670.328080 + Penalty 2240.589798 = -11518429.738281 nChanged 18 SP:Iteration 105Q (7260.654625 sec): 3 clusters Score: Raw -11520671.663149 + Penalty 2240.589798 = -11518431.073350 nChanged 18 SP:Iteration 106Q (7260.822363 sec): 3 clusters Score: Raw -11520672.670254 + Penalty 2240.589798 = -11518432.080456 nChanged 16 SP:Iteration 107Q (7260.999120 sec): 3 clusters Score: Raw -11520673.614936 + Penalty 2240.589798 = -11518433.025138 nChanged 12 SP:Iteration 108Q (7261.173088 sec): 3 clusters Score: Raw -11520674.152625 + Penalty 2240.589798 = -11518433.562827 nChanged 10 SP:Iteration 109Q (7261.355986 sec): 3 clusters Score: Raw -11520674.428669 + Penalty 2240.589798 = -11518433.838871 nChanged 8 SP:Iteration 110Q (7261.547947 sec): 3 clusters Score: Raw -11520674.685554 + Penalty 2240.589798 = -11518434.095756 nChanged 7 SP:Iteration 111Q (7261.745602 sec): 3 clusters Score: Raw -11520674.949804 + Penalty 2240.589798 = -11518434.360006 nChanged 3 SP:Iteration 112Q (7261.933578 sec): 3 clusters Score: Raw -11520675.019036 + Penalty 2240.589798 = -11518434.429238 nChanged 2 SP:Iteration 113Q (7262.114266 sec): 3 clusters Score: Raw -11520675.048301 + Penalty 2240.589798 = -11518434.458503 nChanged 2 SP:Iteration 114Q (7262.300731 sec): 3 clusters Score: Raw -11520675.071174 + Penalty 2240.589798 = -11518434.481376 nChanged 0 SP:Iteration 115F (7262.514336 sec): 3 clusters Score: Raw -11520675.071174 + Penalty 2240.589798 = -11518434.481376 nChanged 0 Score: Raw -69568787.169617 + Penalty 53140.399441 = -69515646.770176 Splitting cluster 17 changes total score from -69515047.867235 to -69515646.770176 So it's getting split into cluster 41. Trying to split cluster 18 (38691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7279.071477 sec): 2 clusters Score: Raw -3197338.237489 + Penalty 1003.519418 = -3196334.718071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7279.171282 sec): 3 clusters Score: Raw -3172424.103150 + Penalty 2007.038836 = -3170417.064314 nChanged 18467 SP:Iteration 1F (7279.267177 sec): 3 clusters Score: Raw -3183688.137020 + Penalty 2007.038836 = -3181681.098184 nChanged 1878 SP:Iteration 2Q (7279.368637 sec): 3 clusters Score: Raw -3184512.755637 + Penalty 2007.038836 = -3182505.716802 nChanged 2057 SP:Iteration 3F (7279.462026 sec): 3 clusters Score: Raw -3185539.590388 + Penalty 2007.038836 = -3183532.551553 nChanged 2188 SP:Iteration 4F (7279.557193 sec): 3 clusters Score: Raw -3186765.007506 + Penalty 2007.038836 = -3184757.968670 nChanged 2280 SP:Iteration 5F (7279.652955 sec): 3 clusters Score: Raw -3188239.851552 + Penalty 2007.038836 = -3186232.812716 nChanged 2286 SP:Iteration 6F (7279.753410 sec): 3 clusters Score: Raw -3189893.971293 + Penalty 2007.038836 = -3187886.932457 nChanged 2139 SP:Iteration 7F (7279.840194 sec): 3 clusters Score: Raw -3191455.616839 + Penalty 2007.038836 = -3189448.578003 nChanged 1815 SP:Iteration 8Q (7279.938537 sec): 3 clusters Score: Raw -3192483.325275 + Penalty 2007.038836 = -3190476.286439 nChanged 1210 SP:Iteration 9Q (7280.042805 sec): 3 clusters Score: Raw -3192964.941920 + Penalty 2007.038836 = -3190957.903084 nChanged 825 SP:Iteration 10Q (7280.141360 sec): 3 clusters Score: Raw -3193228.568511 + Penalty 2007.038836 = -3191221.529675 nChanged 621 SP:Iteration 11Q (7280.238574 sec): 3 clusters Score: Raw -3193397.817273 + Penalty 2007.038836 = -3191390.778438 nChanged 496 SP:Iteration 12Q (7280.323672 sec): 3 clusters Score: Raw -3193522.608812 + Penalty 2007.038836 = -3191515.569976 nChanged 436 SP:Iteration 13Q (7280.413895 sec): 3 clusters Score: Raw -3193629.468023 + Penalty 2007.038836 = -3191622.429187 nChanged 397 SP:Iteration 14Q (7280.511373 sec): 3 clusters Score: Raw -3193725.437657 + Penalty 2007.038836 = -3191718.398821 nChanged 382 SP:Iteration 15Q (7280.610761 sec): 3 clusters Score: Raw -3193810.480397 + Penalty 2007.038836 = -3191803.441561 nChanged 352 SP:Iteration 16Q (7280.705611 sec): 3 clusters Score: Raw -3193883.636858 + Penalty 2007.038836 = -3191876.598022 nChanged 317 SP:Iteration 17Q (7280.761828 sec): 3 clusters Score: Raw -3193941.620770 + Penalty 2007.038836 = -3191934.581934 nChanged 329 SP:Iteration 18Q (7280.851870 sec): 3 clusters Score: Raw -3194001.172211 + Penalty 2007.038836 = -3191994.133375 nChanged 309 SP:Iteration 19Q (7280.949458 sec): 3 clusters Score: Raw -3194055.764966 + Penalty 2007.038836 = -3192048.726130 nChanged 311 SP:Iteration 20F (7281.048673 sec): 3 clusters Score: Raw -3194117.259312 + Penalty 2007.038836 = -3192110.220476 nChanged 329 SP:Iteration 21Q (7281.144980 sec): 3 clusters Score: Raw -3194187.270639 + Penalty 2007.038836 = -3192180.231803 nChanged 338 SP:Iteration 22Q (7281.240536 sec): 3 clusters Score: Raw -3194265.785978 + Penalty 2007.038836 = -3192258.747142 nChanged 368 SP:Iteration 23Q (7281.335747 sec): 3 clusters Score: Raw -3194350.823523 + Penalty 2007.038836 = -3192343.784687 nChanged 398 SP:Iteration 24Q (7281.419501 sec): 3 clusters Score: Raw -3194445.324459 + Penalty 2007.038836 = -3192438.285623 nChanged 388 SP:Iteration 25Q (7281.516028 sec): 3 clusters Score: Raw -3194531.485998 + Penalty 2007.038836 = -3192524.447163 nChanged 350 SP:Iteration 26Q (7281.612050 sec): 3 clusters Score: Raw -3194612.150364 + Penalty 2007.038836 = -3192605.111528 nChanged 374 SP:Iteration 27Q (7281.709276 sec): 3 clusters Score: Raw -3194708.023102 + Penalty 2007.038836 = -3192700.984267 nChanged 395 SP:Iteration 28Q (7281.804018 sec): 3 clusters Score: Raw -3194813.922592 + Penalty 2007.038836 = -3192806.883756 nChanged 397 SP:Iteration 29Q (7281.881309 sec): 3 clusters Score: Raw -3194931.701844 + Penalty 2007.038836 = -3192924.663008 nChanged 434 SP:Iteration 30Q (7281.966988 sec): 3 clusters Score: Raw -3195075.453286 + Penalty 2007.038836 = -3193068.414450 nChanged 445 SP:Iteration 31Q (7282.041180 sec): 3 clusters Score: Raw -3195230.180214 + Penalty 2007.038836 = -3193223.141378 nChanged 447 SP:Iteration 32Q (7282.131952 sec): 3 clusters Score: Raw -3195382.631420 + Penalty 2007.038836 = -3193375.592584 nChanged 441 SP:Iteration 33Q (7282.221825 sec): 3 clusters Score: Raw -3195541.015479 + Penalty 2007.038836 = -3193533.976643 nChanged 448 SP:Iteration 34Q (7282.314273 sec): 3 clusters Score: Raw -3195708.551614 + Penalty 2007.038836 = -3193701.512778 nChanged 436 SP:Iteration 35Q (7282.405013 sec): 3 clusters Score: Raw -3195878.631100 + Penalty 2007.038836 = -3193871.592264 nChanged 417 SP:Iteration 36Q (7282.494358 sec): 3 clusters Score: Raw -3196054.886031 + Penalty 2007.038836 = -3194047.847195 nChanged 399 SP:Iteration 37Q (7282.590273 sec): 3 clusters Score: Raw -3196237.138613 + Penalty 2007.038836 = -3194230.099778 nChanged 388 SP:Iteration 38Q (7282.679326 sec): 3 clusters Score: Raw -3196410.987396 + Penalty 2007.038836 = -3194403.948561 nChanged 350 SP:Iteration 39Q (7282.770308 sec): 3 clusters Score: Raw -3196579.729906 + Penalty 2007.038836 = -3194572.691070 nChanged 338 SP:Iteration 40F (7282.852293 sec): 3 clusters Score: Raw -3196746.357806 + Penalty 2007.038836 = -3194739.318970 nChanged 315 SP:Iteration 41Q (7282.938123 sec): 3 clusters Score: Raw -3196893.512365 + Penalty 2007.038836 = -3194886.473529 nChanged 266 SP:Iteration 42Q (7283.024143 sec): 3 clusters Score: Raw -3197030.750668 + Penalty 2007.038836 = -3195023.711832 nChanged 240 SP:Iteration 43Q (7283.101049 sec): 3 clusters Score: Raw -3197149.586713 + Penalty 2007.038836 = -3195142.547877 nChanged 206 SP:Iteration 44Q (7283.181904 sec): 3 clusters Score: Raw -3197231.424932 + Penalty 2007.038836 = -3195224.386096 nChanged 145 SP:Iteration 45Q (7283.262374 sec): 3 clusters Score: Raw -3197284.896241 + Penalty 2007.038836 = -3195277.857405 nChanged 128 SP:Iteration 46Q (7283.338297 sec): 3 clusters Score: Raw -3197334.507552 + Penalty 2007.038836 = -3195327.468716 nChanged 107 SP:Iteration 47Q (7283.416067 sec): 3 clusters Score: Raw -3197381.086962 + Penalty 2007.038836 = -3195374.048126 nChanged 100 SP:Iteration 48Q (7283.491499 sec): 3 clusters Score: Raw -3197428.599187 + Penalty 2007.038836 = -3195421.560352 nChanged 94 SP:Iteration 49Q (7283.574991 sec): 3 clusters Score: Raw -3197474.361621 + Penalty 2007.038836 = -3195467.322785 nChanged 89 SP:Iteration 50Q (7283.659884 sec): 3 clusters Score: Raw -3197515.545112 + Penalty 2007.038836 = -3195508.506277 nChanged 80 SP:Iteration 51Q (7283.734214 sec): 3 clusters Score: Raw -3197556.661396 + Penalty 2007.038836 = -3195549.622560 nChanged 61 SP:Iteration 52Q (7283.817775 sec): 3 clusters Score: Raw -3197586.147083 + Penalty 2007.038836 = -3195579.108247 nChanged 47 SP:Iteration 53Q (7283.891091 sec): 3 clusters Score: Raw -3197605.845188 + Penalty 2007.038836 = -3195598.806352 nChanged 33 SP:Iteration 54Q (7283.978236 sec): 3 clusters Score: Raw -3197613.772698 + Penalty 2007.038836 = -3195606.733862 nChanged 27 SP:Iteration 55Q (7284.053649 sec): 3 clusters Score: Raw -3197619.808262 + Penalty 2007.038836 = -3195612.769427 nChanged 17 SP:Iteration 56Q (7284.144806 sec): 3 clusters Score: Raw -3197623.261080 + Penalty 2007.038836 = -3195616.222244 nChanged 13 SP:Iteration 57Q (7284.232454 sec): 3 clusters Score: Raw -3197626.724824 + Penalty 2007.038836 = -3195619.685988 nChanged 13 SP:Iteration 58Q (7284.320904 sec): 3 clusters Score: Raw -3197630.286223 + Penalty 2007.038836 = -3195623.247387 nChanged 14 SP:Iteration 59Q (7284.402460 sec): 3 clusters Score: Raw -3197633.579411 + Penalty 2007.038836 = -3195626.540576 nChanged 15 SP:Iteration 60F (7284.484480 sec): 3 clusters Score: Raw -3197637.876829 + Penalty 2007.038836 = -3195630.837993 nChanged 13 SP:Iteration 61Q (7284.559362 sec): 3 clusters Score: Raw -3197642.046271 + Penalty 2007.038836 = -3195635.007435 nChanged 16 SP:Iteration 62Q (7284.652803 sec): 3 clusters Score: Raw -3197646.244978 + Penalty 2007.038836 = -3195639.206142 nChanged 11 SP:Iteration 63Q (7284.740260 sec): 3 clusters Score: Raw -3197649.342184 + Penalty 2007.038836 = -3195642.303349 nChanged 8 SP:Iteration 64Q (7284.827823 sec): 3 clusters Score: Raw -3197652.693020 + Penalty 2007.038836 = -3195645.654184 nChanged 12 SP:Iteration 65Q (7284.913577 sec): 3 clusters Score: Raw -3197656.918948 + Penalty 2007.038836 = -3195649.880112 nChanged 13 SP:Iteration 66Q (7285.000840 sec): 3 clusters Score: Raw -3197661.978417 + Penalty 2007.038836 = -3195654.939581 nChanged 14 SP:Iteration 67Q (7285.089850 sec): 3 clusters Score: Raw -3197667.249527 + Penalty 2007.038836 = -3195660.210691 nChanged 15 SP:Iteration 68Q (7285.177020 sec): 3 clusters Score: Raw -3197672.530695 + Penalty 2007.038836 = -3195665.491859 nChanged 15 SP:Iteration 69Q (7285.265899 sec): 3 clusters Score: Raw -3197679.714390 + Penalty 2007.038836 = -3195672.675554 nChanged 17 SP:Iteration 70Q (7285.354301 sec): 3 clusters Score: Raw -3197686.130565 + Penalty 2007.038836 = -3195679.091729 nChanged 9 SP:Iteration 71Q (7285.442131 sec): 3 clusters Score: Raw -3197687.875732 + Penalty 2007.038836 = -3195680.836896 nChanged 9 SP:Iteration 72Q (7285.530914 sec): 3 clusters Score: Raw -3197689.709341 + Penalty 2007.038836 = -3195682.670505 nChanged 6 SP:Iteration 73Q (7285.617831 sec): 3 clusters Score: Raw -3197692.954148 + Penalty 2007.038836 = -3195685.915312 nChanged 12 SP:Iteration 74Q (7285.694936 sec): 3 clusters Score: Raw -3197698.542607 + Penalty 2007.038836 = -3195691.503771 nChanged 10 SP:Iteration 75Q (7285.785636 sec): 3 clusters Score: Raw -3197701.952678 + Penalty 2007.038836 = -3195694.913842 nChanged 10 SP:Iteration 76Q (7285.872629 sec): 3 clusters Score: Raw -3197705.734579 + Penalty 2007.038836 = -3195698.695744 nChanged 11 SP:Iteration 77Q (7285.961274 sec): 3 clusters Score: Raw -3197708.637234 + Penalty 2007.038836 = -3195701.598399 nChanged 8 SP:Iteration 78Q (7286.049806 sec): 3 clusters Score: Raw -3197711.194893 + Penalty 2007.038836 = -3195704.156058 nChanged 9 SP:Iteration 79Q (7286.127887 sec): 3 clusters Score: Raw -3197714.903777 + Penalty 2007.038836 = -3195707.864941 nChanged 9 SP:Iteration 80F (7286.226856 sec): 3 clusters Score: Raw -3197718.576347 + Penalty 2007.038836 = -3195711.537511 nChanged 12 SP:Iteration 81Q (7286.317144 sec): 3 clusters Score: Raw -3197722.158682 + Penalty 2007.038836 = -3195715.119846 nChanged 9 SP:Iteration 82Q (7286.405515 sec): 3 clusters Score: Raw -3197724.765513 + Penalty 2007.038836 = -3195717.726677 nChanged 4 SP:Iteration 83Q (7286.493883 sec): 3 clusters Score: Raw -3197725.231916 + Penalty 2007.038836 = -3195718.193080 nChanged 4 SP:Iteration 84Q (7286.582497 sec): 3 clusters Score: Raw -3197725.894311 + Penalty 2007.038836 = -3195718.855475 nChanged 3 SP:Iteration 85Q (7286.666880 sec): 3 clusters Score: Raw -3197726.266304 + Penalty 2007.038836 = -3195719.227468 nChanged 3 SP:Iteration 86Q (7286.716128 sec): 3 clusters Score: Raw -3197726.732201 + Penalty 2007.038836 = -3195719.693365 nChanged 2 SP:Iteration 87Q (7286.780147 sec): 3 clusters Score: Raw -3197727.284878 + Penalty 2007.038836 = -3195720.246042 nChanged 5 SP:Iteration 88Q (7286.832146 sec): 3 clusters Score: Raw -3197728.633738 + Penalty 2007.038836 = -3195721.594902 nChanged 6 SP:Iteration 89Q (7286.881858 sec): 3 clusters Score: Raw -3197730.476736 + Penalty 2007.038836 = -3195723.437901 nChanged 3 SP:Iteration 90Q (7286.933117 sec): 3 clusters Score: Raw -3197731.277242 + Penalty 2007.038836 = -3195724.238406 nChanged 5 SP:Iteration 91Q (7286.984555 sec): 3 clusters Score: Raw -3197733.296246 + Penalty 2007.038836 = -3195726.257410 nChanged 2 SP:Iteration 92Q (7287.035786 sec): 3 clusters Score: Raw -3197734.177202 + Penalty 2007.038836 = -3195727.138366 nChanged 2 SP:Iteration 93Q (7287.086823 sec): 3 clusters Score: Raw -3197734.607122 + Penalty 2007.038836 = -3195727.568286 nChanged 1 SP:Iteration 94Q (7287.137045 sec): 3 clusters Score: Raw -3197734.668582 + Penalty 2007.038836 = -3195727.629746 nChanged 0 SP:Iteration 95F (7287.230676 sec): 3 clusters Score: Raw -3197734.668582 + Penalty 2007.038836 = -3195727.629746 nChanged 0 Trying to split cluster 19 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7287.265627 sec): 2 clusters Score: Raw -149793.019709 + Penalty 719.387784 = -149073.631926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7287.319052 sec): 3 clusters Score: Raw -148895.040696 + Penalty 1438.775567 = -147456.265129 nChanged 731 SP:Iteration 1F (7287.370098 sec): 3 clusters Score: Raw -149457.079454 + Penalty 1438.775567 = -148018.303887 nChanged 199 SP:Iteration 2F (7287.420461 sec): 3 clusters Score: Raw -149632.113508 + Penalty 1438.775567 = -148193.337940 nChanged 157 SP:Iteration 3F (7287.458192 sec): 3 clusters Score: Raw -149792.462225 + Penalty 1438.775567 = -148353.686658 nChanged 139 SP:Iteration 4F (7287.499502 sec): 3 clusters Score: Raw -149930.964986 + Penalty 1438.775567 = -148492.189418 nChanged 103 SP:Iteration 5F (7287.548118 sec): 3 clusters Score: Raw -150053.388519 + Penalty 1438.775567 = -148614.612952 nChanged 82 SP:Iteration 6Q (7287.591157 sec): 3 clusters Score: Raw -150144.159459 + Penalty 1438.775567 = -148705.383892 nChanged 60 SP:Iteration 7Q (7287.647287 sec): 3 clusters Score: Raw -150196.348121 + Penalty 1438.775567 = -148757.572554 nChanged 48 SP:Iteration 8Q (7287.698127 sec): 3 clusters Score: Raw -150225.967453 + Penalty 1438.775567 = -148787.191886 nChanged 41 SP:Iteration 9Q (7287.741457 sec): 3 clusters Score: Raw -150247.017892 + Penalty 1438.775567 = -148808.242325 nChanged 28 SP:Iteration 10Q (7287.792101 sec): 3 clusters Score: Raw -150260.298027 + Penalty 1438.775567 = -148821.522460 nChanged 28 SP:Iteration 11Q (7287.833458 sec): 3 clusters Score: Raw -150276.002691 + Penalty 1438.775567 = -148837.227124 nChanged 24 SP:Iteration 12Q (7287.861997 sec): 3 clusters Score: Raw -150286.038483 + Penalty 1438.775567 = -148847.262915 nChanged 22 SP:Iteration 13Q (7287.906649 sec): 3 clusters Score: Raw -150294.014150 + Penalty 1438.775567 = -148855.238583 nChanged 19 SP:Iteration 14Q (7287.965862 sec): 3 clusters Score: Raw -150301.527823 + Penalty 1438.775567 = -148862.752256 nChanged 22 SP:Iteration 15Q (7288.012550 sec): 3 clusters Score: Raw -150308.511795 + Penalty 1438.775567 = -148869.736228 nChanged 8 SP:Iteration 16Q (7288.059423 sec): 3 clusters Score: Raw -150311.159204 + Penalty 1438.775567 = -148872.383636 nChanged 7 SP:Iteration 17Q (7288.106290 sec): 3 clusters Score: Raw -150312.916385 + Penalty 1438.775567 = -148874.140818 nChanged 2 SP:Iteration 18Q (7288.156055 sec): 3 clusters Score: Raw -150313.470526 + Penalty 1438.775567 = -148874.694959 nChanged 2 SP:Iteration 19Q (7288.205929 sec): 3 clusters Score: Raw -150313.847871 + Penalty 1438.775567 = -148875.072303 nChanged 0 SP:Iteration 20F (7288.254422 sec): 3 clusters Score: Raw -150313.847871 + Penalty 1438.775567 = -148875.072303 nChanged 0 Trying to split cluster 20 (26771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7288.308698 sec): 2 clusters Score: Raw -2294105.956363 + Penalty 968.532077 = -2293137.424287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7288.390777 sec): 3 clusters Score: Raw -2277096.627840 + Penalty 1937.064153 = -2275159.563687 nChanged 12682 SP:Iteration 1F (7288.471266 sec): 3 clusters Score: Raw -2284854.769226 + Penalty 1937.064153 = -2282917.705072 nChanged 1623 SP:Iteration 2F (7288.551946 sec): 3 clusters Score: Raw -2285818.099487 + Penalty 1937.064153 = -2283881.035334 nChanged 1825 SP:Iteration 3F (7288.634571 sec): 3 clusters Score: Raw -2287105.433229 + Penalty 1937.064153 = -2285168.369076 nChanged 1923 SP:Iteration 4F (7288.714550 sec): 3 clusters Score: Raw -2288648.765414 + Penalty 1937.064153 = -2286711.701260 nChanged 1913 SP:Iteration 5F (7288.783809 sec): 3 clusters Score: Raw -2290281.198774 + Penalty 1937.064153 = -2288344.134621 nChanged 1703 SP:Iteration 6F (7288.862628 sec): 3 clusters Score: Raw -2291522.627652 + Penalty 1937.064153 = -2289585.563499 nChanged 1254 SP:Iteration 7Q (7288.938320 sec): 3 clusters Score: Raw -2292219.603834 + Penalty 1937.064153 = -2290282.539680 nChanged 912 SP:Iteration 8Q (7289.018031 sec): 3 clusters Score: Raw -2292664.719065 + Penalty 1937.064153 = -2290727.654911 nChanged 708 SP:Iteration 9Q (7289.090684 sec): 3 clusters Score: Raw -2293021.976357 + Penalty 1937.064153 = -2291084.912204 nChanged 652 SP:Iteration 10Q (7289.163195 sec): 3 clusters Score: Raw -2293353.678034 + Penalty 1937.064153 = -2291416.613881 nChanged 584 SP:Iteration 11Q (7289.244133 sec): 3 clusters Score: Raw -2293668.623897 + Penalty 1937.064153 = -2291731.559743 nChanged 535 SP:Iteration 12Q (7289.318000 sec): 3 clusters Score: Raw -2293950.967849 + Penalty 1937.064153 = -2292013.903695 nChanged 505 SP:Iteration 13Q (7289.395308 sec): 3 clusters Score: Raw -2294196.166456 + Penalty 1937.064153 = -2292259.102302 nChanged 399 SP:Iteration 14Q (7289.475775 sec): 3 clusters Score: Raw -2294375.720401 + Penalty 1937.064153 = -2292438.656248 nChanged 337 SP:Iteration 15Q (7289.554910 sec): 3 clusters Score: Raw -2294504.683018 + Penalty 1937.064153 = -2292567.618864 nChanged 271 SP:Iteration 16Q (7289.636545 sec): 3 clusters Score: Raw -2294591.092029 + Penalty 1937.064153 = -2292654.027876 nChanged 226 SP:Iteration 17Q (7289.714020 sec): 3 clusters Score: Raw -2294649.343032 + Penalty 1937.064153 = -2292712.278879 nChanged 170 SP:Iteration 18Q (7289.782525 sec): 3 clusters Score: Raw -2294683.456021 + Penalty 1937.064153 = -2292746.391868 nChanged 138 SP:Iteration 19Q (7289.869111 sec): 3 clusters Score: Raw -2294708.929933 + Penalty 1937.064153 = -2292771.865780 nChanged 144 SP:Iteration 20F (7289.950517 sec): 3 clusters Score: Raw -2294734.510757 + Penalty 1937.064153 = -2292797.446603 nChanged 124 SP:Iteration 21Q (7290.012836 sec): 3 clusters Score: Raw -2294755.760212 + Penalty 1937.064153 = -2292818.696059 nChanged 133 SP:Iteration 22Q (7290.086223 sec): 3 clusters Score: Raw -2294776.072867 + Penalty 1937.064153 = -2292839.008714 nChanged 110 SP:Iteration 23Q (7290.161624 sec): 3 clusters Score: Raw -2294793.201978 + Penalty 1937.064153 = -2292856.137825 nChanged 117 SP:Iteration 24Q (7290.239395 sec): 3 clusters Score: Raw -2294806.794614 + Penalty 1937.064153 = -2292869.730461 nChanged 89 SP:Iteration 25Q (7290.317530 sec): 3 clusters Score: Raw -2294815.418841 + Penalty 1937.064153 = -2292878.354688 nChanged 63 SP:Iteration 26Q (7290.395238 sec): 3 clusters Score: Raw -2294820.573160 + Penalty 1937.064153 = -2292883.509006 nChanged 59 SP:Iteration 27Q (7290.462096 sec): 3 clusters Score: Raw -2294825.853434 + Penalty 1937.064153 = -2292888.789281 nChanged 59 SP:Iteration 28Q (7290.539301 sec): 3 clusters Score: Raw -2294830.713004 + Penalty 1937.064153 = -2292893.648851 nChanged 51 SP:Iteration 29Q (7290.615912 sec): 3 clusters Score: Raw -2294833.971798 + Penalty 1937.064153 = -2292896.907644 nChanged 39 SP:Iteration 30Q (7290.680352 sec): 3 clusters Score: Raw -2294836.511416 + Penalty 1937.064153 = -2292899.447262 nChanged 39 SP:Iteration 31Q (7290.745528 sec): 3 clusters Score: Raw -2294838.622821 + Penalty 1937.064153 = -2292901.558668 nChanged 31 SP:Iteration 32Q (7290.822726 sec): 3 clusters Score: Raw -2294840.276648 + Penalty 1937.064153 = -2292903.212495 nChanged 26 SP:Iteration 33Q (7290.893573 sec): 3 clusters Score: Raw -2294841.861988 + Penalty 1937.064153 = -2292904.797835 nChanged 25 SP:Iteration 34Q (7290.966461 sec): 3 clusters Score: Raw -2294842.815293 + Penalty 1937.064153 = -2292905.751140 nChanged 17 SP:Iteration 35Q (7291.044292 sec): 3 clusters Score: Raw -2294843.540778 + Penalty 1937.064153 = -2292906.476625 nChanged 13 SP:Iteration 36Q (7291.109430 sec): 3 clusters Score: Raw -2294844.088532 + Penalty 1937.064153 = -2292907.024378 nChanged 10 SP:Iteration 37Q (7291.175758 sec): 3 clusters Score: Raw -2294844.325154 + Penalty 1937.064153 = -2292907.261001 nChanged 4 SP:Iteration 38Q (7291.241776 sec): 3 clusters Score: Raw -2294844.542249 + Penalty 1937.064153 = -2292907.478095 nChanged 11 SP:Iteration 39Q (7291.317267 sec): 3 clusters Score: Raw -2294845.383840 + Penalty 1937.064153 = -2292908.319687 nChanged 19 SP:Iteration 40F (7291.392007 sec): 3 clusters Score: Raw -2294846.543724 + Penalty 1937.064153 = -2292909.479571 nChanged 24 SP:Iteration 41Q (7291.470137 sec): 3 clusters Score: Raw -2294848.069967 + Penalty 1937.064153 = -2292911.005814 nChanged 24 SP:Iteration 42Q (7291.548533 sec): 3 clusters Score: Raw -2294849.401872 + Penalty 1937.064153 = -2292912.337718 nChanged 29 SP:Iteration 43Q (7291.612811 sec): 3 clusters Score: Raw -2294851.387579 + Penalty 1937.064153 = -2292914.323426 nChanged 28 SP:Iteration 44Q (7291.694729 sec): 3 clusters Score: Raw -2294852.884189 + Penalty 1937.064153 = -2292915.820036 nChanged 24 SP:Iteration 45Q (7291.761604 sec): 3 clusters Score: Raw -2294854.032687 + Penalty 1937.064153 = -2292916.968534 nChanged 19 SP:Iteration 46Q (7291.847291 sec): 3 clusters Score: Raw -2294854.703769 + Penalty 1937.064153 = -2292917.639616 nChanged 16 SP:Iteration 47Q (7291.916631 sec): 3 clusters Score: Raw -2294855.202848 + Penalty 1937.064153 = -2292918.138695 nChanged 12 SP:Iteration 48Q (7292.003634 sec): 3 clusters Score: Raw -2294855.555682 + Penalty 1937.064153 = -2292918.491529 nChanged 12 SP:Iteration 49Q (7292.078777 sec): 3 clusters Score: Raw -2294856.056560 + Penalty 1937.064153 = -2292918.992406 nChanged 11 SP:Iteration 50Q (7292.156575 sec): 3 clusters Score: Raw -2294856.567341 + Penalty 1937.064153 = -2292919.503187 nChanged 17 SP:Iteration 51Q (7292.236141 sec): 3 clusters Score: Raw -2294857.417467 + Penalty 1937.064153 = -2292920.353314 nChanged 12 SP:Iteration 52Q (7292.306939 sec): 3 clusters Score: Raw -2294857.843718 + Penalty 1937.064153 = -2292920.779565 nChanged 13 SP:Iteration 53Q (7292.388303 sec): 3 clusters Score: Raw -2294858.363782 + Penalty 1937.064153 = -2292921.299629 nChanged 12 SP:Iteration 54Q (7292.467398 sec): 3 clusters Score: Raw -2294858.755997 + Penalty 1937.064153 = -2292921.691844 nChanged 10 SP:Iteration 55Q (7292.549418 sec): 3 clusters Score: Raw -2294859.138996 + Penalty 1937.064153 = -2292922.074842 nChanged 5 SP:Iteration 56Q (7292.635421 sec): 3 clusters Score: Raw -2294859.447133 + Penalty 1937.064153 = -2292922.382980 nChanged 11 SP:Iteration 57Q (7292.715153 sec): 3 clusters Score: Raw -2294860.132726 + Penalty 1937.064153 = -2292923.068573 nChanged 11 SP:Iteration 58Q (7292.776596 sec): 3 clusters Score: Raw -2294860.538967 + Penalty 1937.064153 = -2292923.474813 nChanged 10 SP:Iteration 59Q (7292.864443 sec): 3 clusters Score: Raw -2294860.825607 + Penalty 1937.064153 = -2292923.761454 nChanged 9 SP:Iteration 60F (7292.943886 sec): 3 clusters Score: Raw -2294861.093824 + Penalty 1937.064153 = -2292924.029671 nChanged 9 SP:Iteration 61Q (7293.024260 sec): 3 clusters Score: Raw -2294861.353222 + Penalty 1937.064153 = -2292924.289068 nChanged 5 SP:Iteration 62Q (7293.096846 sec): 3 clusters Score: Raw -2294861.452879 + Penalty 1937.064153 = -2292924.388725 nChanged 5 SP:Iteration 63Q (7293.167981 sec): 3 clusters Score: Raw -2294861.578864 + Penalty 1937.064153 = -2292924.514710 nChanged 10 SP:Iteration 64Q (7293.246090 sec): 3 clusters Score: Raw -2294861.892453 + Penalty 1937.064153 = -2292924.828300 nChanged 12 SP:Iteration 65Q (7293.321058 sec): 3 clusters Score: Raw -2294862.378566 + Penalty 1937.064153 = -2292925.314412 nChanged 14 SP:Iteration 66Q (7293.399798 sec): 3 clusters Score: Raw -2294862.899908 + Penalty 1937.064153 = -2292925.835755 nChanged 14 SP:Iteration 67Q (7293.483715 sec): 3 clusters Score: Raw -2294863.481155 + Penalty 1937.064153 = -2292926.417002 nChanged 16 SP:Iteration 68Q (7293.563993 sec): 3 clusters Score: Raw -2294864.089962 + Penalty 1937.064153 = -2292927.025808 nChanged 16 SP:Iteration 69Q (7293.638028 sec): 3 clusters Score: Raw -2294864.822352 + Penalty 1937.064153 = -2292927.758198 nChanged 14 SP:Iteration 70Q (7293.718825 sec): 3 clusters Score: Raw -2294865.448795 + Penalty 1937.064153 = -2292928.384642 nChanged 10 SP:Iteration 71Q (7293.800611 sec): 3 clusters Score: Raw -2294865.936089 + Penalty 1937.064153 = -2292928.871935 nChanged 9 SP:Iteration 72Q (7293.881671 sec): 3 clusters Score: Raw -2294866.320196 + Penalty 1937.064153 = -2292929.256042 nChanged 10 SP:Iteration 73Q (7293.953720 sec): 3 clusters Score: Raw -2294866.722175 + Penalty 1937.064153 = -2292929.658022 nChanged 9 SP:Iteration 74Q (7293.995411 sec): 3 clusters Score: Raw -2294867.196114 + Penalty 1937.064153 = -2292930.131960 nChanged 15 SP:Iteration 75Q (7294.038121 sec): 3 clusters Score: Raw -2294867.935811 + Penalty 1937.064153 = -2292930.871658 nChanged 11 SP:Iteration 76Q (7294.080694 sec): 3 clusters Score: Raw -2294868.330847 + Penalty 1937.064153 = -2292931.266693 nChanged 10 SP:Iteration 77Q (7294.123060 sec): 3 clusters Score: Raw -2294868.702061 + Penalty 1937.064153 = -2292931.637907 nChanged 11 SP:Iteration 78Q (7294.165407 sec): 3 clusters Score: Raw -2294869.114030 + Penalty 1937.064153 = -2292932.049877 nChanged 8 SP:Iteration 79Q (7294.248183 sec): 3 clusters Score: Raw -2294869.360486 + Penalty 1937.064153 = -2292932.296333 nChanged 8 SP:Iteration 80F (7294.328349 sec): 3 clusters Score: Raw -2294869.687629 + Penalty 1937.064153 = -2292932.623475 nChanged 13 SP:Iteration 81Q (7294.407877 sec): 3 clusters Score: Raw -2294870.213130 + Penalty 1937.064153 = -2292933.148977 nChanged 7 SP:Iteration 82Q (7294.484057 sec): 3 clusters Score: Raw -2294870.548572 + Penalty 1937.064153 = -2292933.484418 nChanged 5 SP:Iteration 83Q (7294.564180 sec): 3 clusters Score: Raw -2294870.755406 + Penalty 1937.064153 = -2292933.691253 nChanged 4 SP:Iteration 84Q (7294.651422 sec): 3 clusters Score: Raw -2294870.876591 + Penalty 1937.064153 = -2292933.812438 nChanged 5 SP:Iteration 85Q (7294.728507 sec): 3 clusters Score: Raw -2294871.056115 + Penalty 1937.064153 = -2292933.991961 nChanged 7 SP:Iteration 86Q (7294.796084 sec): 3 clusters Score: Raw -2294871.519815 + Penalty 1937.064153 = -2292934.455662 nChanged 10 SP:Iteration 87Q (7294.881307 sec): 3 clusters Score: Raw -2294871.938068 + Penalty 1937.064153 = -2292934.873915 nChanged 11 SP:Iteration 88Q (7294.954660 sec): 3 clusters Score: Raw -2294872.278749 + Penalty 1937.064153 = -2292935.214595 nChanged 7 SP:Iteration 89Q (7295.037698 sec): 3 clusters Score: Raw -2294872.494080 + Penalty 1937.064153 = -2292935.429927 nChanged 8 SP:Iteration 90Q (7295.117352 sec): 3 clusters Score: Raw -2294873.058670 + Penalty 1937.064153 = -2292935.994517 nChanged 9 SP:Iteration 91Q (7295.196141 sec): 3 clusters Score: Raw -2294873.339815 + Penalty 1937.064153 = -2292936.275661 nChanged 2 SP:Iteration 92Q (7295.284275 sec): 3 clusters Score: Raw -2294873.375653 + Penalty 1937.064153 = -2292936.311500 nChanged 1 SP:Iteration 93Q (7295.362219 sec): 3 clusters Score: Raw -2294873.401873 + Penalty 1937.064153 = -2292936.337720 nChanged 2 SP:Iteration 94Q (7295.430357 sec): 3 clusters Score: Raw -2294873.463075 + Penalty 1937.064153 = -2292936.398921 nChanged 1 SP:Iteration 95Q (7295.513264 sec): 3 clusters Score: Raw -2294873.494606 + Penalty 1937.064153 = -2292936.430452 nChanged 1 SP:Iteration 96Q (7295.593278 sec): 3 clusters Score: Raw -2294873.546872 + Penalty 1937.064153 = -2292936.482719 nChanged 0 SP:Iteration 97F (7295.674471 sec): 3 clusters Score: Raw -2294873.546872 + Penalty 1937.064153 = -2292936.482719 nChanged 0 Trying to split cluster 21 (75497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7295.780329 sec): 2 clusters Score: Raw -6258815.606710 + Penalty 1067.025579 = -6257748.581131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7295.923409 sec): 3 clusters Score: Raw -6209325.530859 + Penalty 2134.051158 = -6207191.479702 nChanged 36405 SP:Iteration 1F (7296.070542 sec): 3 clusters Score: Raw -6231457.959239 + Penalty 2134.051158 = -6229323.908081 nChanged 3438 SP:Iteration 2Q (7296.216087 sec): 3 clusters Score: Raw -6232759.704353 + Penalty 2134.051158 = -6230625.653195 nChanged 3889 SP:Iteration 3F (7296.369811 sec): 3 clusters Score: Raw -6234609.013690 + Penalty 2134.051158 = -6232474.962532 nChanged 4428 SP:Iteration 4F (7296.517115 sec): 3 clusters Score: Raw -6237218.525673 + Penalty 2134.051158 = -6235084.474515 nChanged 4927 SP:Iteration 5F (7296.662928 sec): 3 clusters Score: Raw -6240758.749918 + Penalty 2134.051158 = -6238624.698760 nChanged 4797 SP:Iteration 6F (7296.800265 sec): 3 clusters Score: Raw -6244624.551442 + Penalty 2134.051158 = -6242490.500284 nChanged 4243 SP:Iteration 7F (7296.937931 sec): 3 clusters Score: Raw -6248045.902294 + Penalty 2134.051158 = -6245911.851136 nChanged 3352 SP:Iteration 8Q (7297.097905 sec): 3 clusters Score: Raw -6250380.708761 + Penalty 2134.051158 = -6248246.657603 nChanged 2400 SP:Iteration 9Q (7297.239128 sec): 3 clusters Score: Raw -6251771.879271 + Penalty 2134.051158 = -6249637.828113 nChanged 1816 SP:Iteration 10Q (7297.385303 sec): 3 clusters Score: Raw -6252766.000676 + Penalty 2134.051158 = -6250631.949518 nChanged 1619 SP:Iteration 11Q (7297.529051 sec): 3 clusters Score: Raw -6253610.561760 + Penalty 2134.051158 = -6251476.510602 nChanged 1501 SP:Iteration 12Q (7297.672758 sec): 3 clusters Score: Raw -6254404.852360 + Penalty 2134.051158 = -6252270.801202 nChanged 1336 SP:Iteration 13Q (7297.818853 sec): 3 clusters Score: Raw -6255086.172749 + Penalty 2134.051158 = -6252952.121591 nChanged 1197 SP:Iteration 14Q (7297.932148 sec): 3 clusters Score: Raw -6255641.964136 + Penalty 2134.051158 = -6253507.912978 nChanged 1045 SP:Iteration 15Q (7298.044147 sec): 3 clusters Score: Raw -6256106.016985 + Penalty 2134.051158 = -6253971.965827 nChanged 975 SP:Iteration 16Q (7298.177609 sec): 3 clusters Score: Raw -6256517.939819 + Penalty 2134.051158 = -6254383.888661 nChanged 914 SP:Iteration 17Q (7298.305198 sec): 3 clusters Score: Raw -6256925.191933 + Penalty 2134.051158 = -6254791.140775 nChanged 840 SP:Iteration 18Q (7298.400531 sec): 3 clusters Score: Raw -6257308.614079 + Penalty 2134.051158 = -6255174.562921 nChanged 792 SP:Iteration 19Q (7298.539858 sec): 3 clusters Score: Raw -6257659.978818 + Penalty 2134.051158 = -6255525.927660 nChanged 636 SP:Iteration 20F (7298.689299 sec): 3 clusters Score: Raw -6257927.380333 + Penalty 2134.051158 = -6255793.329175 nChanged 561 SP:Iteration 21Q (7298.816578 sec): 3 clusters Score: Raw -6258163.694582 + Penalty 2134.051158 = -6256029.643424 nChanged 490 SP:Iteration 22Q (7298.947577 sec): 3 clusters Score: Raw -6258355.741263 + Penalty 2134.051158 = -6256221.690105 nChanged 398 SP:Iteration 23Q (7299.069923 sec): 3 clusters Score: Raw -6258503.565762 + Penalty 2134.051158 = -6256369.514604 nChanged 342 SP:Iteration 24Q (7299.202071 sec): 3 clusters Score: Raw -6258626.225961 + Penalty 2134.051158 = -6256492.174803 nChanged 300 SP:Iteration 25Q (7299.334024 sec): 3 clusters Score: Raw -6258740.061750 + Penalty 2134.051158 = -6256606.010592 nChanged 247 SP:Iteration 26Q (7299.465258 sec): 3 clusters Score: Raw -6258829.294293 + Penalty 2134.051158 = -6256695.243135 nChanged 208 SP:Iteration 27Q (7299.590789 sec): 3 clusters Score: Raw -6258899.917204 + Penalty 2134.051158 = -6256765.866046 nChanged 171 SP:Iteration 28Q (7299.718590 sec): 3 clusters Score: Raw -6258959.424431 + Penalty 2134.051158 = -6256825.373273 nChanged 135 SP:Iteration 29Q (7299.837091 sec): 3 clusters Score: Raw -6259012.573765 + Penalty 2134.051158 = -6256878.522607 nChanged 134 SP:Iteration 30Q (7299.964704 sec): 3 clusters Score: Raw -6259059.550582 + Penalty 2134.051158 = -6256925.499424 nChanged 106 SP:Iteration 31Q (7300.076508 sec): 3 clusters Score: Raw -6259095.957497 + Penalty 2134.051158 = -6256961.906340 nChanged 81 SP:Iteration 32Q (7300.205886 sec): 3 clusters Score: Raw -6259116.243487 + Penalty 2134.051158 = -6256982.192329 nChanged 63 SP:Iteration 33Q (7300.308879 sec): 3 clusters Score: Raw -6259129.777955 + Penalty 2134.051158 = -6256995.726797 nChanged 51 SP:Iteration 34Q (7300.436019 sec): 3 clusters Score: Raw -6259141.316312 + Penalty 2134.051158 = -6257007.265154 nChanged 41 SP:Iteration 35Q (7300.566763 sec): 3 clusters Score: Raw -6259151.542857 + Penalty 2134.051158 = -6257017.491699 nChanged 39 SP:Iteration 36Q (7300.696078 sec): 3 clusters Score: Raw -6259159.578578 + Penalty 2134.051158 = -6257025.527420 nChanged 35 SP:Iteration 37Q (7300.815790 sec): 3 clusters Score: Raw -6259165.712500 + Penalty 2134.051158 = -6257031.661342 nChanged 21 SP:Iteration 38Q (7300.931718 sec): 3 clusters Score: Raw -6259169.000751 + Penalty 2134.051158 = -6257034.949593 nChanged 15 SP:Iteration 39Q (7301.064916 sec): 3 clusters Score: Raw -6259172.387929 + Penalty 2134.051158 = -6257038.336771 nChanged 17 SP:Iteration 40F (7301.203309 sec): 3 clusters Score: Raw -6259175.789724 + Penalty 2134.051158 = -6257041.738566 nChanged 17 SP:Iteration 41Q (7301.330512 sec): 3 clusters Score: Raw -6259179.561816 + Penalty 2134.051158 = -6257045.510658 nChanged 19 SP:Iteration 42Q (7301.459784 sec): 3 clusters Score: Raw -6259182.937627 + Penalty 2134.051158 = -6257048.886469 nChanged 18 SP:Iteration 43Q (7301.575936 sec): 3 clusters Score: Raw -6259186.695483 + Penalty 2134.051158 = -6257052.644325 nChanged 17 SP:Iteration 44Q (7301.702452 sec): 3 clusters Score: Raw -6259190.050948 + Penalty 2134.051158 = -6257055.999790 nChanged 20 SP:Iteration 45Q (7301.819553 sec): 3 clusters Score: Raw -6259195.028808 + Penalty 2134.051158 = -6257060.977650 nChanged 10 SP:Iteration 46Q (7301.956236 sec): 3 clusters Score: Raw -6259196.750469 + Penalty 2134.051158 = -6257062.699311 nChanged 9 SP:Iteration 47Q (7302.078744 sec): 3 clusters Score: Raw -6259198.024222 + Penalty 2134.051158 = -6257063.973064 nChanged 5 SP:Iteration 48Q (7302.192451 sec): 3 clusters Score: Raw -6259199.671711 + Penalty 2134.051158 = -6257065.620553 nChanged 11 SP:Iteration 49Q (7302.310496 sec): 3 clusters Score: Raw -6259201.984161 + Penalty 2134.051158 = -6257067.933003 nChanged 9 SP:Iteration 50Q (7302.405689 sec): 3 clusters Score: Raw -6259204.549498 + Penalty 2134.051158 = -6257070.498340 nChanged 10 SP:Iteration 51Q (7302.500653 sec): 3 clusters Score: Raw -6259207.331823 + Penalty 2134.051158 = -6257073.280666 nChanged 16 SP:Iteration 52Q (7302.595598 sec): 3 clusters Score: Raw -6259210.849202 + Penalty 2134.051158 = -6257076.798044 nChanged 9 SP:Iteration 53Q (7302.725160 sec): 3 clusters Score: Raw -6259212.572143 + Penalty 2134.051158 = -6257078.520985 nChanged 10 SP:Iteration 54Q (7302.846270 sec): 3 clusters Score: Raw -6259214.470148 + Penalty 2134.051158 = -6257080.418990 nChanged 12 SP:Iteration 55Q (7302.976859 sec): 3 clusters Score: Raw -6259217.268960 + Penalty 2134.051158 = -6257083.217802 nChanged 11 SP:Iteration 56Q (7303.105280 sec): 3 clusters Score: Raw -6259219.806293 + Penalty 2134.051158 = -6257085.755135 nChanged 7 SP:Iteration 57Q (7303.230723 sec): 3 clusters Score: Raw -6259221.371192 + Penalty 2134.051158 = -6257087.320034 nChanged 7 SP:Iteration 58Q (7303.360279 sec): 3 clusters Score: Raw -6259222.406553 + Penalty 2134.051158 = -6257088.355395 nChanged 4 SP:Iteration 59Q (7303.480562 sec): 3 clusters Score: Raw -6259223.160818 + Penalty 2134.051158 = -6257089.109660 nChanged 6 SP:Iteration 60F (7303.627718 sec): 3 clusters Score: Raw -6259224.226524 + Penalty 2134.051158 = -6257090.175367 nChanged 6 SP:Iteration 61Q (7303.763728 sec): 3 clusters Score: Raw -6259225.392407 + Penalty 2134.051158 = -6257091.341249 nChanged 5 SP:Iteration 62Q (7303.879417 sec): 3 clusters Score: Raw -6259226.162980 + Penalty 2134.051158 = -6257092.111822 nChanged 4 SP:Iteration 63Q (7303.987706 sec): 3 clusters Score: Raw -6259226.923978 + Penalty 2134.051158 = -6257092.872820 nChanged 8 SP:Iteration 64Q (7304.100395 sec): 3 clusters Score: Raw -6259228.036747 + Penalty 2134.051158 = -6257093.985589 nChanged 8 SP:Iteration 65Q (7304.220473 sec): 3 clusters Score: Raw -6259229.270962 + Penalty 2134.051158 = -6257095.219804 nChanged 4 SP:Iteration 66Q (7304.342449 sec): 3 clusters Score: Raw -6259230.581149 + Penalty 2134.051158 = -6257096.529991 nChanged 4 SP:Iteration 67Q (7304.468769 sec): 3 clusters Score: Raw -6259232.361632 + Penalty 2134.051158 = -6257098.310474 nChanged 9 SP:Iteration 68Q (7304.588413 sec): 3 clusters Score: Raw -6259234.142671 + Penalty 2134.051158 = -6257100.091513 nChanged 5 SP:Iteration 69Q (7304.699750 sec): 3 clusters Score: Raw -6259234.924511 + Penalty 2134.051158 = -6257100.873353 nChanged 8 SP:Iteration 70Q (7304.809865 sec): 3 clusters Score: Raw -6259236.047873 + Penalty 2134.051158 = -6257101.996715 nChanged 6 SP:Iteration 71Q (7304.919692 sec): 3 clusters Score: Raw -6259237.594140 + Penalty 2134.051158 = -6257103.542982 nChanged 9 SP:Iteration 72Q (7305.044088 sec): 3 clusters Score: Raw -6259239.357916 + Penalty 2134.051158 = -6257105.306758 nChanged 8 SP:Iteration 73Q (7305.164945 sec): 3 clusters Score: Raw -6259240.388121 + Penalty 2134.051158 = -6257106.336963 nChanged 1 SP:Iteration 74Q (7305.284581 sec): 3 clusters Score: Raw -6259240.653488 + Penalty 2134.051158 = -6257106.602331 nChanged 3 SP:Iteration 75Q (7305.392073 sec): 3 clusters Score: Raw -6259241.102507 + Penalty 2134.051158 = -6257107.051349 nChanged 1 SP:Iteration 76Q (7305.507072 sec): 3 clusters Score: Raw -6259241.176481 + Penalty 2134.051158 = -6257107.125323 nChanged 0 SP:Iteration 77F (7305.645872 sec): 3 clusters Score: Raw -6259241.176481 + Penalty 2134.051158 = -6257107.125323 nChanged 0 Trying to split cluster 22 (10761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7305.674676 sec): 2 clusters Score: Raw -922619.860503 + Penalty 881.949958 = -921737.910545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7305.732456 sec): 3 clusters Score: Raw -916211.179351 + Penalty 1763.899916 = -914447.279435 nChanged 4821 SP:Iteration 1F (7305.792827 sec): 3 clusters Score: Raw -918863.335643 + Penalty 1763.899916 = -917099.435727 nChanged 626 SP:Iteration 2F (7305.842956 sec): 3 clusters Score: Raw -919195.830942 + Penalty 1763.899916 = -917431.931026 nChanged 706 SP:Iteration 3F (7305.892374 sec): 3 clusters Score: Raw -919671.082894 + Penalty 1763.899916 = -917907.182978 nChanged 787 SP:Iteration 4F (7305.953246 sec): 3 clusters Score: Raw -920245.224431 + Penalty 1763.899916 = -918481.324515 nChanged 739 SP:Iteration 5F (7306.014146 sec): 3 clusters Score: Raw -920810.870368 + Penalty 1763.899916 = -919046.970453 nChanged 717 SP:Iteration 6F (7306.074969 sec): 3 clusters Score: Raw -921322.928776 + Penalty 1763.899916 = -919559.028860 nChanged 590 SP:Iteration 7F (7306.133513 sec): 3 clusters Score: Raw -921702.891461 + Penalty 1763.899916 = -919938.991546 nChanged 445 SP:Iteration 8Q (7306.194389 sec): 3 clusters Score: Raw -921957.046677 + Penalty 1763.899916 = -920193.146761 nChanged 305 SP:Iteration 9Q (7306.243314 sec): 3 clusters Score: Raw -922093.449049 + Penalty 1763.899916 = -920329.549134 nChanged 200 SP:Iteration 10Q (7306.305332 sec): 3 clusters Score: Raw -922171.468275 + Penalty 1763.899916 = -920407.568359 nChanged 146 SP:Iteration 11Q (7306.355923 sec): 3 clusters Score: Raw -922227.015726 + Penalty 1763.899916 = -920463.115811 nChanged 137 SP:Iteration 12Q (7306.416388 sec): 3 clusters Score: Raw -922274.568525 + Penalty 1763.899916 = -920510.668610 nChanged 123 SP:Iteration 13Q (7306.477221 sec): 3 clusters Score: Raw -922314.905244 + Penalty 1763.899916 = -920551.005328 nChanged 103 SP:Iteration 14Q (7306.535258 sec): 3 clusters Score: Raw -922342.286612 + Penalty 1763.899916 = -920578.386696 nChanged 86 SP:Iteration 15Q (7306.588044 sec): 3 clusters Score: Raw -922360.380596 + Penalty 1763.899916 = -920596.480680 nChanged 68 SP:Iteration 16Q (7306.646739 sec): 3 clusters Score: Raw -922373.561133 + Penalty 1763.899916 = -920609.661217 nChanged 53 SP:Iteration 17Q (7306.711397 sec): 3 clusters Score: Raw -922384.909090 + Penalty 1763.899916 = -920621.009174 nChanged 75 SP:Iteration 18Q (7306.773179 sec): 3 clusters Score: Raw -922401.278947 + Penalty 1763.899916 = -920637.379031 nChanged 61 SP:Iteration 19Q (7306.831660 sec): 3 clusters Score: Raw -922413.952605 + Penalty 1763.899916 = -920650.052690 nChanged 58 SP:Iteration 20F (7306.883355 sec): 3 clusters Score: Raw -922423.172235 + Penalty 1763.899916 = -920659.272320 nChanged 39 SP:Iteration 21Q (7306.949979 sec): 3 clusters Score: Raw -922428.573142 + Penalty 1763.899916 = -920664.673226 nChanged 36 SP:Iteration 22Q (7307.007974 sec): 3 clusters Score: Raw -922434.795139 + Penalty 1763.899916 = -920670.895224 nChanged 29 SP:Iteration 23Q (7307.064867 sec): 3 clusters Score: Raw -922438.160969 + Penalty 1763.899916 = -920674.261053 nChanged 24 SP:Iteration 24Q (7307.124778 sec): 3 clusters Score: Raw -922440.772586 + Penalty 1763.899916 = -920676.872670 nChanged 22 SP:Iteration 25Q (7307.184541 sec): 3 clusters Score: Raw -922443.163373 + Penalty 1763.899916 = -920679.263458 nChanged 23 SP:Iteration 26Q (7307.234993 sec): 3 clusters Score: Raw -922446.300219 + Penalty 1763.899916 = -920682.400303 nChanged 23 SP:Iteration 27Q (7307.305717 sec): 3 clusters Score: Raw -922449.432631 + Penalty 1763.899916 = -920685.532716 nChanged 25 SP:Iteration 28Q (7307.365779 sec): 3 clusters Score: Raw -922453.504782 + Penalty 1763.899916 = -920689.604866 nChanged 31 SP:Iteration 29Q (7307.416102 sec): 3 clusters Score: Raw -922458.874982 + Penalty 1763.899916 = -920694.975066 nChanged 32 SP:Iteration 30Q (7307.481033 sec): 3 clusters Score: Raw -922463.740551 + Penalty 1763.899916 = -920699.840636 nChanged 35 SP:Iteration 31Q (7307.542718 sec): 3 clusters Score: Raw -922469.930599 + Penalty 1763.899916 = -920706.030683 nChanged 40 SP:Iteration 32Q (7307.603159 sec): 3 clusters Score: Raw -922477.663180 + Penalty 1763.899916 = -920713.763265 nChanged 51 SP:Iteration 33Q (7307.663036 sec): 3 clusters Score: Raw -922487.701001 + Penalty 1763.899916 = -920723.801085 nChanged 49 SP:Iteration 34Q (7307.724498 sec): 3 clusters Score: Raw -922495.828477 + Penalty 1763.899916 = -920731.928562 nChanged 55 SP:Iteration 35Q (7307.780139 sec): 3 clusters Score: Raw -922507.635282 + Penalty 1763.899916 = -920743.735367 nChanged 60 SP:Iteration 36Q (7307.844610 sec): 3 clusters Score: Raw -922522.480533 + Penalty 1763.899916 = -920758.580618 nChanged 61 SP:Iteration 37Q (7307.890295 sec): 3 clusters Score: Raw -922535.469518 + Penalty 1763.899916 = -920771.569603 nChanged 44 SP:Iteration 38Q (7307.952084 sec): 3 clusters Score: Raw -922543.782961 + Penalty 1763.899916 = -920779.883046 nChanged 41 SP:Iteration 39Q (7308.012627 sec): 3 clusters Score: Raw -922552.496330 + Penalty 1763.899916 = -920788.596414 nChanged 51 SP:Iteration 40F (7308.063135 sec): 3 clusters Score: Raw -922566.607396 + Penalty 1763.899916 = -920802.707480 nChanged 52 SP:Iteration 41Q (7308.116802 sec): 3 clusters Score: Raw -922582.185527 + Penalty 1763.899916 = -920818.285612 nChanged 56 SP:Iteration 42Q (7308.177986 sec): 3 clusters Score: Raw -922596.494291 + Penalty 1763.899916 = -920832.594375 nChanged 52 SP:Iteration 43Q (7308.231136 sec): 3 clusters Score: Raw -922611.347676 + Penalty 1763.899916 = -920847.447761 nChanged 55 SP:Iteration 44Q (7308.291736 sec): 3 clusters Score: Raw -922625.927332 + Penalty 1763.899916 = -920862.027417 nChanged 59 SP:Iteration 45Q (7308.344854 sec): 3 clusters Score: Raw -922644.065405 + Penalty 1763.899916 = -920880.165490 nChanged 62 SP:Iteration 46Q (7308.410818 sec): 3 clusters Score: Raw -922666.111737 + Penalty 1763.899916 = -920902.211821 nChanged 62 SP:Iteration 47Q (7308.468314 sec): 3 clusters Score: Raw -922686.324369 + Penalty 1763.899916 = -920922.424454 nChanged 53 SP:Iteration 48Q (7308.521807 sec): 3 clusters Score: Raw -922705.324196 + Penalty 1763.899916 = -920941.424280 nChanged 59 SP:Iteration 49Q (7308.575867 sec): 3 clusters Score: Raw -922732.618075 + Penalty 1763.899916 = -920968.718159 nChanged 57 SP:Iteration 50Q (7308.636677 sec): 3 clusters Score: Raw -922758.706480 + Penalty 1763.899916 = -920994.806564 nChanged 44 SP:Iteration 51Q (7308.706120 sec): 3 clusters Score: Raw -922774.789270 + Penalty 1763.899916 = -921010.889354 nChanged 40 SP:Iteration 52Q (7308.756397 sec): 3 clusters Score: Raw -922791.366058 + Penalty 1763.899916 = -921027.466143 nChanged 32 SP:Iteration 53Q (7308.824141 sec): 3 clusters Score: Raw -922803.789680 + Penalty 1763.899916 = -921039.889764 nChanged 30 SP:Iteration 54Q (7308.886815 sec): 3 clusters Score: Raw -922815.386234 + Penalty 1763.899916 = -921051.486318 nChanged 31 SP:Iteration 55Q (7308.947137 sec): 3 clusters Score: Raw -922831.450785 + Penalty 1763.899916 = -921067.550870 nChanged 32 SP:Iteration 56Q (7308.990100 sec): 3 clusters Score: Raw -922843.065658 + Penalty 1763.899916 = -921079.165743 nChanged 42 SP:Iteration 57Q (7309.054457 sec): 3 clusters Score: Raw -922856.544800 + Penalty 1763.899916 = -921092.644884 nChanged 27 SP:Iteration 58Q (7309.104370 sec): 3 clusters Score: Raw -922867.531991 + Penalty 1763.899916 = -921103.632075 nChanged 32 SP:Iteration 59Q (7309.159247 sec): 3 clusters Score: Raw -922879.836001 + Penalty 1763.899916 = -921115.936085 nChanged 33 SP:Iteration 60F (7309.213539 sec): 3 clusters Score: Raw -922888.901248 + Penalty 1763.899916 = -921125.001332 nChanged 22 SP:Iteration 61Q (7309.274598 sec): 3 clusters Score: Raw -922895.354588 + Penalty 1763.899916 = -921131.454672 nChanged 21 SP:Iteration 62Q (7309.327801 sec): 3 clusters Score: Raw -922901.779546 + Penalty 1763.899916 = -921137.879631 nChanged 18 SP:Iteration 63Q (7309.384613 sec): 3 clusters Score: Raw -922906.134276 + Penalty 1763.899916 = -921142.234361 nChanged 12 SP:Iteration 64Q (7309.435490 sec): 3 clusters Score: Raw -922908.967810 + Penalty 1763.899916 = -921145.067895 nChanged 13 SP:Iteration 65Q (7309.493970 sec): 3 clusters Score: Raw -922912.367228 + Penalty 1763.899916 = -921148.467312 nChanged 10 SP:Iteration 66Q (7309.552966 sec): 3 clusters Score: Raw -922915.394536 + Penalty 1763.899916 = -921151.494620 nChanged 6 SP:Iteration 67Q (7309.621045 sec): 3 clusters Score: Raw -922918.016977 + Penalty 1763.899916 = -921154.117062 nChanged 9 SP:Iteration 68Q (7309.667453 sec): 3 clusters Score: Raw -922919.610777 + Penalty 1763.899916 = -921155.710861 nChanged 8 SP:Iteration 69Q (7309.714497 sec): 3 clusters Score: Raw -922920.635284 + Penalty 1763.899916 = -921156.735369 nChanged 6 SP:Iteration 70Q (7309.764785 sec): 3 clusters Score: Raw -922921.436250 + Penalty 1763.899916 = -921157.536335 nChanged 6 SP:Iteration 71Q (7309.816851 sec): 3 clusters Score: Raw -922922.289476 + Penalty 1763.899916 = -921158.389560 nChanged 4 SP:Iteration 72Q (7309.882682 sec): 3 clusters Score: Raw -922922.881037 + Penalty 1763.899916 = -921158.981122 nChanged 3 SP:Iteration 73Q (7309.927932 sec): 3 clusters Score: Raw -922923.216592 + Penalty 1763.899916 = -921159.316677 nChanged 4 SP:Iteration 74Q (7309.992419 sec): 3 clusters Score: Raw -922924.084312 + Penalty 1763.899916 = -921160.184396 nChanged 4 SP:Iteration 75Q (7310.036757 sec): 3 clusters Score: Raw -922924.634765 + Penalty 1763.899916 = -921160.734849 nChanged 1 SP:Iteration 76Q (7310.097432 sec): 3 clusters Score: Raw -922924.744040 + Penalty 1763.899916 = -921160.844124 nChanged 1 SP:Iteration 77Q (7310.163052 sec): 3 clusters Score: Raw -922924.817242 + Penalty 1763.899916 = -921160.917326 nChanged 1 SP:Iteration 78Q (7310.222296 sec): 3 clusters Score: Raw -922925.127739 + Penalty 1763.899916 = -921161.227823 nChanged 2 SP:Iteration 79Q (7310.281035 sec): 3 clusters Score: Raw -922925.597768 + Penalty 1763.899916 = -921161.697853 nChanged 5 SP:Iteration 80F (7310.338180 sec): 3 clusters Score: Raw -922926.996898 + Penalty 1763.899916 = -921163.096982 nChanged 5 SP:Iteration 81Q (7310.395675 sec): 3 clusters Score: Raw -922929.690244 + Penalty 1763.899916 = -921165.790328 nChanged 8 SP:Iteration 82Q (7310.456241 sec): 3 clusters Score: Raw -922931.494504 + Penalty 1763.899916 = -921167.594588 nChanged 6 SP:Iteration 83Q (7310.504827 sec): 3 clusters Score: Raw -922933.399804 + Penalty 1763.899916 = -921169.499888 nChanged 8 SP:Iteration 84Q (7310.550168 sec): 3 clusters Score: Raw -922935.166191 + Penalty 1763.899916 = -921171.266275 nChanged 5 SP:Iteration 85Q (7310.616837 sec): 3 clusters Score: Raw -922935.814544 + Penalty 1763.899916 = -921171.914629 nChanged 4 SP:Iteration 86Q (7310.674426 sec): 3 clusters Score: Raw -922936.597605 + Penalty 1763.899916 = -921172.697689 nChanged 5 SP:Iteration 87Q (7310.731683 sec): 3 clusters Score: Raw -922938.089604 + Penalty 1763.899916 = -921174.189688 nChanged 10 SP:Iteration 88Q (7310.793582 sec): 3 clusters Score: Raw -922941.124759 + Penalty 1763.899916 = -921177.224843 nChanged 11 SP:Iteration 89Q (7310.853219 sec): 3 clusters Score: Raw -922944.672104 + Penalty 1763.899916 = -921180.772188 nChanged 10 SP:Iteration 90Q (7310.866065 sec): 3 clusters Score: Raw -922946.665587 + Penalty 1763.899916 = -921182.765672 nChanged 7 SP:Iteration 91Q (7310.889713 sec): 3 clusters Score: Raw -922948.219936 + Penalty 1763.899916 = -921184.320020 nChanged 4 SP:Iteration 92Q (7310.913219 sec): 3 clusters Score: Raw -922948.776165 + Penalty 1763.899916 = -921184.876249 nChanged 4 SP:Iteration 93Q (7310.982202 sec): 3 clusters Score: Raw -922949.019821 + Penalty 1763.899916 = -921185.119905 nChanged 0 SP:Iteration 94F (7311.039150 sec): 3 clusters Score: Raw -922949.019821 + Penalty 1763.899916 = -921185.119905 nChanged 0 Trying to split cluster 23 (1881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7311.068944 sec): 2 clusters Score: Raw -158085.593483 + Penalty 716.258089 = -157369.335394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7311.112298 sec): 3 clusters Score: Raw -157147.537270 + Penalty 1432.516178 = -155715.021093 nChanged 718 SP:Iteration 1F (7311.158975 sec): 3 clusters Score: Raw -157579.416601 + Penalty 1432.516178 = -156146.900423 nChanged 165 SP:Iteration 2F (7311.195555 sec): 3 clusters Score: Raw -157732.196429 + Penalty 1432.516178 = -156299.680252 nChanged 153 SP:Iteration 3F (7311.238980 sec): 3 clusters Score: Raw -157896.529016 + Penalty 1432.516178 = -156464.012838 nChanged 124 SP:Iteration 4F (7311.286495 sec): 3 clusters Score: Raw -158015.309425 + Penalty 1432.516178 = -156582.793248 nChanged 112 SP:Iteration 5F (7311.336189 sec): 3 clusters Score: Raw -158126.624175 + Penalty 1432.516178 = -156694.107998 nChanged 89 SP:Iteration 6Q (7311.384849 sec): 3 clusters Score: Raw -158210.409581 + Penalty 1432.516178 = -156777.893403 nChanged 61 SP:Iteration 7Q (7311.431907 sec): 3 clusters Score: Raw -158276.413746 + Penalty 1432.516178 = -156843.897568 nChanged 61 SP:Iteration 8Q (7311.477052 sec): 3 clusters Score: Raw -158333.871335 + Penalty 1432.516178 = -156901.355158 nChanged 42 SP:Iteration 9Q (7311.523636 sec): 3 clusters Score: Raw -158373.918550 + Penalty 1432.516178 = -156941.402373 nChanged 34 SP:Iteration 10Q (7311.566917 sec): 3 clusters Score: Raw -158397.452076 + Penalty 1432.516178 = -156964.935898 nChanged 28 SP:Iteration 11Q (7311.614268 sec): 3 clusters Score: Raw -158418.026934 + Penalty 1432.516178 = -156985.510757 nChanged 28 SP:Iteration 12Q (7311.659111 sec): 3 clusters Score: Raw -158433.259206 + Penalty 1432.516178 = -157000.743028 nChanged 25 SP:Iteration 13Q (7311.701643 sec): 3 clusters Score: Raw -158447.212954 + Penalty 1432.516178 = -157014.696777 nChanged 20 SP:Iteration 14Q (7311.750684 sec): 3 clusters Score: Raw -158456.035531 + Penalty 1432.516178 = -157023.519354 nChanged 5 SP:Iteration 15Q (7311.800921 sec): 3 clusters Score: Raw -158457.621509 + Penalty 1432.516178 = -157025.105332 nChanged 4 SP:Iteration 16Q (7311.851739 sec): 3 clusters Score: Raw -158458.480358 + Penalty 1432.516178 = -157025.964180 nChanged 3 SP:Iteration 17Q (7311.892669 sec): 3 clusters Score: Raw -158459.632702 + Penalty 1432.516178 = -157027.116525 nChanged 1 SP:Iteration 18Q (7311.943720 sec): 3 clusters Score: Raw -158459.832617 + Penalty 1432.516178 = -157027.316439 nChanged 1 SP:Iteration 19Q (7311.977715 sec): 3 clusters Score: Raw -158459.982398 + Penalty 1432.516178 = -157027.466221 nChanged 0 SP:Iteration 20F (7312.024360 sec): 3 clusters Score: Raw -158459.982398 + Penalty 1432.516178 = -157027.466221 nChanged 0 Trying to split cluster 24 (7301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7312.056670 sec): 2 clusters Score: Raw -618375.108021 + Penalty 845.097827 = -617530.010193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7312.114531 sec): 3 clusters Score: Raw -614187.289643 + Penalty 1690.195655 = -612497.093988 nChanged 3197 SP:Iteration 1F (7312.171789 sec): 3 clusters Score: Raw -616120.538082 + Penalty 1690.195655 = -614430.342427 nChanged 512 SP:Iteration 2F (7312.228604 sec): 3 clusters Score: Raw -616428.395788 + Penalty 1690.195655 = -614738.200133 nChanged 456 SP:Iteration 3F (7312.281696 sec): 3 clusters Score: Raw -616733.387286 + Penalty 1690.195655 = -615043.191631 nChanged 431 SP:Iteration 4F (7312.338614 sec): 3 clusters Score: Raw -617035.210000 + Penalty 1690.195655 = -615345.014345 nChanged 418 SP:Iteration 5F (7312.397136 sec): 3 clusters Score: Raw -617322.182268 + Penalty 1690.195655 = -615631.986613 nChanged 380 SP:Iteration 6F (7312.443062 sec): 3 clusters Score: Raw -617566.401196 + Penalty 1690.195655 = -615876.205541 nChanged 287 SP:Iteration 7Q (7312.499789 sec): 3 clusters Score: Raw -617741.254102 + Penalty 1690.195655 = -616051.058447 nChanged 234 SP:Iteration 8Q (7312.556210 sec): 3 clusters Score: Raw -617870.097404 + Penalty 1690.195655 = -616179.901749 nChanged 186 SP:Iteration 9Q (7312.604023 sec): 3 clusters Score: Raw -617975.721679 + Penalty 1690.195655 = -616285.526025 nChanged 163 SP:Iteration 10Q (7312.658992 sec): 3 clusters Score: Raw -618068.927846 + Penalty 1690.195655 = -616378.732191 nChanged 144 SP:Iteration 11Q (7312.715864 sec): 3 clusters Score: Raw -618140.096716 + Penalty 1690.195655 = -616449.901061 nChanged 123 SP:Iteration 12Q (7312.777830 sec): 3 clusters Score: Raw -618200.213936 + Penalty 1690.195655 = -616510.018282 nChanged 113 SP:Iteration 13Q (7312.835841 sec): 3 clusters Score: Raw -618250.205947 + Penalty 1690.195655 = -616560.010293 nChanged 108 SP:Iteration 14Q (7312.893654 sec): 3 clusters Score: Raw -618294.348179 + Penalty 1690.195655 = -616604.152524 nChanged 92 SP:Iteration 15Q (7312.959491 sec): 3 clusters Score: Raw -618326.608888 + Penalty 1690.195655 = -616636.413233 nChanged 82 SP:Iteration 16Q (7313.004913 sec): 3 clusters Score: Raw -618365.855030 + Penalty 1690.195655 = -616675.659375 nChanged 83 SP:Iteration 17Q (7313.060865 sec): 3 clusters Score: Raw -618408.282048 + Penalty 1690.195655 = -616718.086393 nChanged 86 SP:Iteration 18Q (7313.116870 sec): 3 clusters Score: Raw -618455.464925 + Penalty 1690.195655 = -616765.269270 nChanged 91 SP:Iteration 19Q (7313.172560 sec): 3 clusters Score: Raw -618501.899577 + Penalty 1690.195655 = -616811.703922 nChanged 77 SP:Iteration 20F (7313.224605 sec): 3 clusters Score: Raw -618532.648993 + Penalty 1690.195655 = -616842.453338 nChanged 67 SP:Iteration 21Q (7313.281130 sec): 3 clusters Score: Raw -618560.382545 + Penalty 1690.195655 = -616870.186890 nChanged 57 SP:Iteration 22Q (7313.336435 sec): 3 clusters Score: Raw -618587.612706 + Penalty 1690.195655 = -616897.417051 nChanged 59 SP:Iteration 23Q (7313.392615 sec): 3 clusters Score: Raw -618608.255457 + Penalty 1690.195655 = -616918.059802 nChanged 39 SP:Iteration 24Q (7313.446017 sec): 3 clusters Score: Raw -618618.089572 + Penalty 1690.195655 = -616927.893917 nChanged 28 SP:Iteration 25Q (7313.510737 sec): 3 clusters Score: Raw -618625.959035 + Penalty 1690.195655 = -616935.763380 nChanged 28 SP:Iteration 26Q (7313.555623 sec): 3 clusters Score: Raw -618633.875508 + Penalty 1690.195655 = -616943.679854 nChanged 23 SP:Iteration 27Q (7313.610730 sec): 3 clusters Score: Raw -618642.278004 + Penalty 1690.195655 = -616952.082350 nChanged 20 SP:Iteration 28Q (7313.665717 sec): 3 clusters Score: Raw -618648.807156 + Penalty 1690.195655 = -616958.611502 nChanged 17 SP:Iteration 29Q (7313.720994 sec): 3 clusters Score: Raw -618656.050304 + Penalty 1690.195655 = -616965.854650 nChanged 18 SP:Iteration 30Q (7313.787812 sec): 3 clusters Score: Raw -618662.032803 + Penalty 1690.195655 = -616971.837148 nChanged 13 SP:Iteration 31Q (7313.840287 sec): 3 clusters Score: Raw -618666.262732 + Penalty 1690.195655 = -616976.067077 nChanged 13 SP:Iteration 32Q (7313.874816 sec): 3 clusters Score: Raw -618669.433566 + Penalty 1690.195655 = -616979.237911 nChanged 9 SP:Iteration 33Q (7313.930492 sec): 3 clusters Score: Raw -618671.643919 + Penalty 1690.195655 = -616981.448264 nChanged 9 SP:Iteration 34Q (7313.981453 sec): 3 clusters Score: Raw -618673.740915 + Penalty 1690.195655 = -616983.545261 nChanged 10 SP:Iteration 35Q (7314.034935 sec): 3 clusters Score: Raw -618676.770195 + Penalty 1690.195655 = -616986.574540 nChanged 8 SP:Iteration 36Q (7314.090191 sec): 3 clusters Score: Raw -618678.101866 + Penalty 1690.195655 = -616987.906211 nChanged 6 SP:Iteration 37Q (7314.140488 sec): 3 clusters Score: Raw -618679.753825 + Penalty 1690.195655 = -616989.558170 nChanged 9 SP:Iteration 38Q (7314.196931 sec): 3 clusters Score: Raw -618682.561783 + Penalty 1690.195655 = -616992.366128 nChanged 12 SP:Iteration 39Q (7314.252969 sec): 3 clusters Score: Raw -618686.877671 + Penalty 1690.195655 = -616996.682016 nChanged 11 SP:Iteration 40F (7314.309032 sec): 3 clusters Score: Raw -618690.270180 + Penalty 1690.195655 = -617000.074525 nChanged 9 SP:Iteration 41Q (7314.360859 sec): 3 clusters Score: Raw -618694.027819 + Penalty 1690.195655 = -617003.832164 nChanged 11 SP:Iteration 42Q (7314.413102 sec): 3 clusters Score: Raw -618697.169519 + Penalty 1690.195655 = -617006.973864 nChanged 6 SP:Iteration 43Q (7314.469453 sec): 3 clusters Score: Raw -618698.342720 + Penalty 1690.195655 = -617008.147065 nChanged 3 SP:Iteration 44Q (7314.518076 sec): 3 clusters Score: Raw -618699.068411 + Penalty 1690.195655 = -617008.872756 nChanged 3 SP:Iteration 45Q (7314.582496 sec): 3 clusters Score: Raw -618699.849456 + Penalty 1690.195655 = -617009.653802 nChanged 3 SP:Iteration 46Q (7314.627497 sec): 3 clusters Score: Raw -618700.670693 + Penalty 1690.195655 = -617010.475038 nChanged 3 SP:Iteration 47Q (7314.682702 sec): 3 clusters Score: Raw -618701.479250 + Penalty 1690.195655 = -617011.283595 nChanged 2 SP:Iteration 48Q (7314.735163 sec): 3 clusters Score: Raw -618702.336844 + Penalty 1690.195655 = -617012.141189 nChanged 2 SP:Iteration 49Q (7314.790478 sec): 3 clusters Score: Raw -618702.887267 + Penalty 1690.195655 = -617012.691612 nChanged 2 SP:Iteration 50Q (7314.845538 sec): 3 clusters Score: Raw -618703.281172 + Penalty 1690.195655 = -617013.085517 nChanged 4 SP:Iteration 51Q (7314.898532 sec): 3 clusters Score: Raw -618703.872699 + Penalty 1690.195655 = -617013.677044 nChanged 1 SP:Iteration 52Q (7314.952303 sec): 3 clusters Score: Raw -618704.057186 + Penalty 1690.195655 = -617013.861532 nChanged 2 SP:Iteration 53Q (7315.018801 sec): 3 clusters Score: Raw -618704.575846 + Penalty 1690.195655 = -617014.380191 nChanged 2 SP:Iteration 54Q (7315.064028 sec): 3 clusters Score: Raw -618704.857245 + Penalty 1690.195655 = -617014.661591 nChanged 1 SP:Iteration 55Q (7315.119049 sec): 3 clusters Score: Raw -618705.181669 + Penalty 1690.195655 = -617014.986014 nChanged 1 SP:Iteration 56Q (7315.174543 sec): 3 clusters Score: Raw -618705.394869 + Penalty 1690.195655 = -617015.199214 nChanged 1 SP:Iteration 57Q (7315.230462 sec): 3 clusters Score: Raw -618705.556233 + Penalty 1690.195655 = -617015.360578 nChanged 0 SP:Iteration 58F (7315.287089 sec): 3 clusters Score: Raw -618705.556233 + Penalty 1690.195655 = -617015.360578 nChanged 0 Trying to split cluster 25 (6746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7315.327979 sec): 2 clusters Score: Raw -584841.215356 + Penalty 837.586976 = -584003.628379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7315.370764 sec): 3 clusters Score: Raw -580962.196204 + Penalty 1675.173953 = -579287.022251 nChanged 2961 SP:Iteration 1F (7315.432694 sec): 3 clusters Score: Raw -582869.711756 + Penalty 1675.173953 = -581194.537803 nChanged 553 SP:Iteration 2F (7315.485334 sec): 3 clusters Score: Raw -583254.239338 + Penalty 1675.173953 = -581579.065385 nChanged 493 SP:Iteration 3F (7315.546309 sec): 3 clusters Score: Raw -583587.373428 + Penalty 1675.173953 = -581912.199475 nChanged 443 SP:Iteration 4F (7315.603142 sec): 3 clusters Score: Raw -583873.639217 + Penalty 1675.173953 = -582198.465264 nChanged 373 SP:Iteration 5F (7315.663543 sec): 3 clusters Score: Raw -584111.917619 + Penalty 1675.173953 = -582436.743666 nChanged 305 SP:Iteration 6Q (7315.707303 sec): 3 clusters Score: Raw -584295.485752 + Penalty 1675.173953 = -582620.311799 nChanged 244 SP:Iteration 7Q (7315.772173 sec): 3 clusters Score: Raw -584419.135408 + Penalty 1675.173953 = -582743.961455 nChanged 187 SP:Iteration 8Q (7315.820355 sec): 3 clusters Score: Raw -584491.379160 + Penalty 1675.173953 = -582816.205207 nChanged 141 SP:Iteration 9Q (7315.871442 sec): 3 clusters Score: Raw -584538.891938 + Penalty 1675.173953 = -582863.717985 nChanged 98 SP:Iteration 10Q (7315.927985 sec): 3 clusters Score: Raw -584573.873712 + Penalty 1675.173953 = -582898.699759 nChanged 79 SP:Iteration 11Q (7315.997271 sec): 3 clusters Score: Raw -584600.275312 + Penalty 1675.173953 = -582925.101359 nChanged 75 SP:Iteration 12Q (7316.044126 sec): 3 clusters Score: Raw -584623.170134 + Penalty 1675.173953 = -582947.996181 nChanged 71 SP:Iteration 13Q (7316.102889 sec): 3 clusters Score: Raw -584644.509375 + Penalty 1675.173953 = -582969.335422 nChanged 60 SP:Iteration 14Q (7316.162155 sec): 3 clusters Score: Raw -584663.250713 + Penalty 1675.173953 = -582988.076760 nChanged 53 SP:Iteration 15Q (7316.203345 sec): 3 clusters Score: Raw -584677.693999 + Penalty 1675.173953 = -583002.520046 nChanged 55 SP:Iteration 16Q (7316.212454 sec): 3 clusters Score: Raw -584693.070590 + Penalty 1675.173953 = -583017.896637 nChanged 62 SP:Iteration 17Q (7316.232753 sec): 3 clusters Score: Raw -584711.584564 + Penalty 1675.173953 = -583036.410611 nChanged 65 SP:Iteration 18Q (7316.253109 sec): 3 clusters Score: Raw -584730.235718 + Penalty 1675.173953 = -583055.061765 nChanged 49 SP:Iteration 19Q (7316.286925 sec): 3 clusters Score: Raw -584743.460186 + Penalty 1675.173953 = -583068.286233 nChanged 42 SP:Iteration 20F (7316.306284 sec): 3 clusters Score: Raw -584753.306821 + Penalty 1675.173953 = -583078.132868 nChanged 44 SP:Iteration 21Q (7316.326543 sec): 3 clusters Score: Raw -584763.384735 + Penalty 1675.173953 = -583088.210782 nChanged 41 SP:Iteration 22Q (7316.346616 sec): 3 clusters Score: Raw -584772.493331 + Penalty 1675.173953 = -583097.319378 nChanged 32 SP:Iteration 23Q (7316.381910 sec): 3 clusters Score: Raw -584777.686654 + Penalty 1675.173953 = -583102.512701 nChanged 29 SP:Iteration 24Q (7316.401943 sec): 3 clusters Score: Raw -584783.044137 + Penalty 1675.173953 = -583107.870184 nChanged 33 SP:Iteration 25Q (7316.422159 sec): 3 clusters Score: Raw -584788.774942 + Penalty 1675.173953 = -583113.600989 nChanged 29 SP:Iteration 26Q (7316.442396 sec): 3 clusters Score: Raw -584793.751868 + Penalty 1675.173953 = -583118.577915 nChanged 27 SP:Iteration 27Q (7316.476467 sec): 3 clusters Score: Raw -584797.852393 + Penalty 1675.173953 = -583122.678440 nChanged 22 SP:Iteration 28Q (7316.496502 sec): 3 clusters Score: Raw -584802.217618 + Penalty 1675.173953 = -583127.043665 nChanged 31 SP:Iteration 29Q (7316.516694 sec): 3 clusters Score: Raw -584808.048714 + Penalty 1675.173953 = -583132.874761 nChanged 29 SP:Iteration 30Q (7316.536827 sec): 3 clusters Score: Raw -584812.961315 + Penalty 1675.173953 = -583137.787362 nChanged 24 SP:Iteration 31Q (7316.570790 sec): 3 clusters Score: Raw -584816.978591 + Penalty 1675.173953 = -583141.804638 nChanged 26 SP:Iteration 32Q (7316.590674 sec): 3 clusters Score: Raw -584820.679913 + Penalty 1675.173953 = -583145.505960 nChanged 22 SP:Iteration 33Q (7316.610938 sec): 3 clusters Score: Raw -584825.278579 + Penalty 1675.173953 = -583150.104626 nChanged 27 SP:Iteration 34Q (7316.630955 sec): 3 clusters Score: Raw -584831.558181 + Penalty 1675.173953 = -583156.384228 nChanged 28 SP:Iteration 35Q (7316.665079 sec): 3 clusters Score: Raw -584835.945351 + Penalty 1675.173953 = -583160.771398 nChanged 25 SP:Iteration 36Q (7316.684868 sec): 3 clusters Score: Raw -584840.755109 + Penalty 1675.173953 = -583165.581156 nChanged 32 SP:Iteration 37Q (7316.704958 sec): 3 clusters Score: Raw -584846.171344 + Penalty 1675.173953 = -583170.997391 nChanged 23 SP:Iteration 38Q (7316.724983 sec): 3 clusters Score: Raw -584849.271195 + Penalty 1675.173953 = -583174.097242 nChanged 13 SP:Iteration 39Q (7316.759342 sec): 3 clusters Score: Raw -584850.517995 + Penalty 1675.173953 = -583175.344042 nChanged 12 SP:Iteration 40F (7316.797914 sec): 3 clusters Score: Raw -584852.170437 + Penalty 1675.173953 = -583176.996484 nChanged 16 SP:Iteration 41Q (7316.817567 sec): 3 clusters Score: Raw -584854.381036 + Penalty 1675.173953 = -583179.207083 nChanged 13 SP:Iteration 42Q (7316.837885 sec): 3 clusters Score: Raw -584856.364587 + Penalty 1675.173953 = -583181.190634 nChanged 14 SP:Iteration 43Q (7316.858038 sec): 3 clusters Score: Raw -584858.695309 + Penalty 1675.173953 = -583183.521356 nChanged 11 SP:Iteration 44Q (7316.892176 sec): 3 clusters Score: Raw -584861.225636 + Penalty 1675.173953 = -583186.051683 nChanged 13 SP:Iteration 45Q (7316.912132 sec): 3 clusters Score: Raw -584863.311202 + Penalty 1675.173953 = -583188.137249 nChanged 10 SP:Iteration 46Q (7316.932212 sec): 3 clusters Score: Raw -584865.164207 + Penalty 1675.173953 = -583189.990254 nChanged 9 SP:Iteration 47Q (7316.952262 sec): 3 clusters Score: Raw -584866.850338 + Penalty 1675.173953 = -583191.676385 nChanged 7 SP:Iteration 48Q (7316.986329 sec): 3 clusters Score: Raw -584867.937211 + Penalty 1675.173953 = -583192.763258 nChanged 7 SP:Iteration 49Q (7317.006199 sec): 3 clusters Score: Raw -584868.560288 + Penalty 1675.173953 = -583193.386335 nChanged 5 SP:Iteration 50Q (7317.026291 sec): 3 clusters Score: Raw -584869.014485 + Penalty 1675.173953 = -583193.840532 nChanged 3 SP:Iteration 51Q (7317.046282 sec): 3 clusters Score: Raw -584869.241146 + Penalty 1675.173953 = -583194.067193 nChanged 1 SP:Iteration 52Q (7317.080648 sec): 3 clusters Score: Raw -584869.368927 + Penalty 1675.173953 = -583194.194974 nChanged 3 SP:Iteration 53Q (7317.100575 sec): 3 clusters Score: Raw -584869.683862 + Penalty 1675.173953 = -583194.509909 nChanged 4 SP:Iteration 54Q (7317.120603 sec): 3 clusters Score: Raw -584870.204363 + Penalty 1675.173953 = -583195.030410 nChanged 2 SP:Iteration 55Q (7317.140560 sec): 3 clusters Score: Raw -584870.742760 + Penalty 1675.173953 = -583195.568807 nChanged 5 SP:Iteration 56Q (7317.192408 sec): 3 clusters Score: Raw -584871.247067 + Penalty 1675.173953 = -583196.073114 nChanged 4 SP:Iteration 57Q (7317.239081 sec): 3 clusters Score: Raw -584871.856534 + Penalty 1675.173953 = -583196.682581 nChanged 7 SP:Iteration 58Q (7317.306357 sec): 3 clusters Score: Raw -584872.559177 + Penalty 1675.173953 = -583197.385224 nChanged 9 SP:Iteration 59Q (7317.353862 sec): 3 clusters Score: Raw -584873.942805 + Penalty 1675.173953 = -583198.768853 nChanged 12 SP:Iteration 60F (7317.383195 sec): 3 clusters Score: Raw -584875.918101 + Penalty 1675.173953 = -583200.744148 nChanged 8 SP:Iteration 61Q (7317.449887 sec): 3 clusters Score: Raw -584877.010359 + Penalty 1675.173953 = -583201.836406 nChanged 11 SP:Iteration 62Q (7317.507530 sec): 3 clusters Score: Raw -584879.200541 + Penalty 1675.173953 = -583204.026588 nChanged 16 SP:Iteration 63Q (7317.553655 sec): 3 clusters Score: Raw -584881.386981 + Penalty 1675.173953 = -583206.213028 nChanged 10 SP:Iteration 64Q (7317.609957 sec): 3 clusters Score: Raw -584882.633194 + Penalty 1675.173953 = -583207.459241 nChanged 5 SP:Iteration 65Q (7317.667618 sec): 3 clusters Score: Raw -584883.580821 + Penalty 1675.173953 = -583208.406869 nChanged 5 SP:Iteration 66Q (7317.723573 sec): 3 clusters Score: Raw -584884.411923 + Penalty 1675.173953 = -583209.237970 nChanged 4 SP:Iteration 67Q (7317.779319 sec): 3 clusters Score: Raw -584885.128293 + Penalty 1675.173953 = -583209.954340 nChanged 3 SP:Iteration 68Q (7317.837261 sec): 3 clusters Score: Raw -584885.576267 + Penalty 1675.173953 = -583210.402314 nChanged 3 SP:Iteration 69Q (7317.894057 sec): 3 clusters Score: Raw -584885.807699 + Penalty 1675.173953 = -583210.633746 nChanged 2 SP:Iteration 70Q (7317.951612 sec): 3 clusters Score: Raw -584886.100475 + Penalty 1675.173953 = -583210.926522 nChanged 2 SP:Iteration 71Q (7318.016788 sec): 3 clusters Score: Raw -584886.361418 + Penalty 1675.173953 = -583211.187465 nChanged 0 SP:Iteration 72F (7318.063590 sec): 3 clusters Score: Raw -584886.361418 + Penalty 1675.173953 = -583211.187465 nChanged 0 Trying to split cluster 26 (69266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7318.177758 sec): 2 clusters Score: Raw -6140644.281709 + Penalty 1058.842397 = -6139585.439312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7318.311775 sec): 3 clusters Score: Raw -6095218.307608 + Penalty 2117.684794 = -6093100.622814 nChanged 33136 SP:Iteration 1F (7318.453990 sec): 3 clusters Score: Raw -6115425.576376 + Penalty 2117.684794 = -6113307.891582 nChanged 3417 SP:Iteration 2Q (7318.601819 sec): 3 clusters Score: Raw -6116791.975352 + Penalty 2117.684794 = -6114674.290558 nChanged 3649 SP:Iteration 3F (7318.744301 sec): 3 clusters Score: Raw -6118677.714344 + Penalty 2117.684794 = -6116560.029549 nChanged 4148 SP:Iteration 4F (7318.886520 sec): 3 clusters Score: Raw -6121300.641005 + Penalty 2117.684794 = -6119182.956211 nChanged 4473 SP:Iteration 5F (7319.029351 sec): 3 clusters Score: Raw -6124420.788700 + Penalty 2117.684794 = -6122303.103906 nChanged 4394 SP:Iteration 6F (7319.174217 sec): 3 clusters Score: Raw -6127429.038710 + Penalty 2117.684794 = -6125311.353915 nChanged 3778 SP:Iteration 7F (7319.301637 sec): 3 clusters Score: Raw -6129694.403225 + Penalty 2117.684794 = -6127576.718431 nChanged 2879 SP:Iteration 8Q (7319.439770 sec): 3 clusters Score: Raw -6131066.464345 + Penalty 2117.684794 = -6128948.779550 nChanged 2108 SP:Iteration 9Q (7319.547852 sec): 3 clusters Score: Raw -6131853.492516 + Penalty 2117.684794 = -6129735.807721 nChanged 1576 SP:Iteration 10Q (7319.655295 sec): 3 clusters Score: Raw -6132383.469279 + Penalty 2117.684794 = -6130265.784485 nChanged 1292 SP:Iteration 11Q (7319.761630 sec): 3 clusters Score: Raw -6132806.974300 + Penalty 2117.684794 = -6130689.289506 nChanged 1155 SP:Iteration 12Q (7319.879753 sec): 3 clusters Score: Raw -6133182.422943 + Penalty 2117.684794 = -6131064.738149 nChanged 1119 SP:Iteration 13Q (7320.011678 sec): 3 clusters Score: Raw -6133550.569617 + Penalty 2117.684794 = -6131432.884822 nChanged 1084 SP:Iteration 14Q (7320.161179 sec): 3 clusters Score: Raw -6133913.855477 + Penalty 2117.684794 = -6131796.170683 nChanged 1104 SP:Iteration 15Q (7320.291484 sec): 3 clusters Score: Raw -6134303.988361 + Penalty 2117.684794 = -6132186.303566 nChanged 1099 SP:Iteration 16Q (7320.440510 sec): 3 clusters Score: Raw -6134706.413824 + Penalty 2117.684794 = -6132588.729030 nChanged 1157 SP:Iteration 17Q (7320.584912 sec): 3 clusters Score: Raw -6135153.238926 + Penalty 2117.684794 = -6133035.554131 nChanged 1121 SP:Iteration 18Q (7320.723588 sec): 3 clusters Score: Raw -6135595.463556 + Penalty 2117.684794 = -6133477.778761 nChanged 1177 SP:Iteration 19Q (7320.863692 sec): 3 clusters Score: Raw -6136079.324326 + Penalty 2117.684794 = -6133961.639531 nChanged 1147 SP:Iteration 20F (7320.995777 sec): 3 clusters Score: Raw -6136552.994598 + Penalty 2117.684794 = -6134435.309803 nChanged 1122 SP:Iteration 21Q (7321.143595 sec): 3 clusters Score: Raw -6137050.652274 + Penalty 2117.684794 = -6134932.967479 nChanged 1097 SP:Iteration 22Q (7321.276022 sec): 3 clusters Score: Raw -6137529.601055 + Penalty 2117.684794 = -6135411.916260 nChanged 1015 SP:Iteration 23Q (7321.408254 sec): 3 clusters Score: Raw -6137974.682099 + Penalty 2117.684794 = -6135856.997305 nChanged 976 SP:Iteration 24Q (7321.531470 sec): 3 clusters Score: Raw -6138410.524495 + Penalty 2117.684794 = -6136292.839701 nChanged 889 SP:Iteration 25Q (7321.671982 sec): 3 clusters Score: Raw -6138818.567296 + Penalty 2117.684794 = -6136700.882502 nChanged 777 SP:Iteration 26Q (7321.784587 sec): 3 clusters Score: Raw -6139167.561698 + Penalty 2117.684794 = -6137049.876904 nChanged 698 SP:Iteration 27Q (7321.921274 sec): 3 clusters Score: Raw -6139496.801550 + Penalty 2117.684794 = -6137379.116756 nChanged 630 SP:Iteration 28Q (7322.044038 sec): 3 clusters Score: Raw -6139796.703923 + Penalty 2117.684794 = -6137679.019128 nChanged 525 SP:Iteration 29Q (7322.166048 sec): 3 clusters Score: Raw -6140025.124216 + Penalty 2117.684794 = -6137907.439421 nChanged 459 SP:Iteration 30Q (7322.298338 sec): 3 clusters Score: Raw -6140209.419267 + Penalty 2117.684794 = -6138091.734473 nChanged 341 SP:Iteration 31Q (7322.439064 sec): 3 clusters Score: Raw -6140343.593487 + Penalty 2117.684794 = -6138225.908693 nChanged 317 SP:Iteration 32Q (7322.556778 sec): 3 clusters Score: Raw -6140467.358852 + Penalty 2117.684794 = -6138349.674058 nChanged 264 SP:Iteration 33Q (7322.686205 sec): 3 clusters Score: Raw -6140571.938821 + Penalty 2117.684794 = -6138454.254027 nChanged 208 SP:Iteration 34Q (7322.815712 sec): 3 clusters Score: Raw -6140652.299807 + Penalty 2117.684794 = -6138534.615012 nChanged 171 SP:Iteration 35Q (7322.944111 sec): 3 clusters Score: Raw -6140716.143466 + Penalty 2117.684794 = -6138598.458671 nChanged 124 SP:Iteration 36Q (7323.080246 sec): 3 clusters Score: Raw -6140755.889811 + Penalty 2117.684794 = -6138638.205017 nChanged 107 SP:Iteration 37Q (7323.197293 sec): 3 clusters Score: Raw -6140790.818549 + Penalty 2117.684794 = -6138673.133754 nChanged 92 SP:Iteration 38Q (7323.327174 sec): 3 clusters Score: Raw -6140818.885603 + Penalty 2117.684794 = -6138701.200809 nChanged 84 SP:Iteration 39Q (7323.454831 sec): 3 clusters Score: Raw -6140848.048232 + Penalty 2117.684794 = -6138730.363437 nChanged 81 SP:Iteration 40F (7323.592231 sec): 3 clusters Score: Raw -6140873.860255 + Penalty 2117.684794 = -6138756.175461 nChanged 65 SP:Iteration 41Q (7323.721968 sec): 3 clusters Score: Raw -6140893.705984 + Penalty 2117.684794 = -6138776.021190 nChanged 44 SP:Iteration 42Q (7323.849634 sec): 3 clusters Score: Raw -6140909.912774 + Penalty 2117.684794 = -6138792.227979 nChanged 48 SP:Iteration 43Q (7323.961679 sec): 3 clusters Score: Raw -6140926.081092 + Penalty 2117.684794 = -6138808.396298 nChanged 46 SP:Iteration 44Q (7324.084283 sec): 3 clusters Score: Raw -6140942.139297 + Penalty 2117.684794 = -6138824.454503 nChanged 47 SP:Iteration 45Q (7324.213968 sec): 3 clusters Score: Raw -6140958.141812 + Penalty 2117.684794 = -6138840.457018 nChanged 40 SP:Iteration 46Q (7324.338989 sec): 3 clusters Score: Raw -6140972.057830 + Penalty 2117.684794 = -6138854.373035 nChanged 24 SP:Iteration 47Q (7324.469352 sec): 3 clusters Score: Raw -6140979.812369 + Penalty 2117.684794 = -6138862.127575 nChanged 23 SP:Iteration 48Q (7324.596683 sec): 3 clusters Score: Raw -6140987.492835 + Penalty 2117.684794 = -6138869.808041 nChanged 33 SP:Iteration 49Q (7324.720415 sec): 3 clusters Score: Raw -6140999.080920 + Penalty 2117.684794 = -6138881.396126 nChanged 41 SP:Iteration 50Q (7324.838129 sec): 3 clusters Score: Raw -6141012.123852 + Penalty 2117.684794 = -6138894.439057 nChanged 31 SP:Iteration 51Q (7324.957033 sec): 3 clusters Score: Raw -6141023.323348 + Penalty 2117.684794 = -6138905.638554 nChanged 28 SP:Iteration 52Q (7325.072806 sec): 3 clusters Score: Raw -6141031.814357 + Penalty 2117.684794 = -6138914.129562 nChanged 26 SP:Iteration 53Q (7325.192589 sec): 3 clusters Score: Raw -6141040.833945 + Penalty 2117.684794 = -6138923.149151 nChanged 27 SP:Iteration 54Q (7325.326681 sec): 3 clusters Score: Raw -6141051.703365 + Penalty 2117.684794 = -6138934.018571 nChanged 24 SP:Iteration 55Q (7325.443420 sec): 3 clusters Score: Raw -6141060.854950 + Penalty 2117.684794 = -6138943.170155 nChanged 28 SP:Iteration 56Q (7325.574874 sec): 3 clusters Score: Raw -6141072.306071 + Penalty 2117.684794 = -6138954.621277 nChanged 24 SP:Iteration 57Q (7325.697210 sec): 3 clusters Score: Raw -6141081.068672 + Penalty 2117.684794 = -6138963.383878 nChanged 26 SP:Iteration 58Q (7325.830082 sec): 3 clusters Score: Raw -6141091.749905 + Penalty 2117.684794 = -6138974.065111 nChanged 26 SP:Iteration 59Q (7325.952771 sec): 3 clusters Score: Raw -6141100.973720 + Penalty 2117.684794 = -6138983.288926 nChanged 26 SP:Iteration 60F (7326.093397 sec): 3 clusters Score: Raw -6141111.218336 + Penalty 2117.684794 = -6138993.533542 nChanged 19 SP:Iteration 61Q (7326.217432 sec): 3 clusters Score: Raw -6141117.067495 + Penalty 2117.684794 = -6138999.382700 nChanged 11 SP:Iteration 62Q (7326.333617 sec): 3 clusters Score: Raw -6141119.731821 + Penalty 2117.684794 = -6139002.047027 nChanged 8 SP:Iteration 63Q (7326.449131 sec): 3 clusters Score: Raw -6141121.455464 + Penalty 2117.684794 = -6139003.770670 nChanged 6 SP:Iteration 64Q (7326.573726 sec): 3 clusters Score: Raw -6141123.017075 + Penalty 2117.684794 = -6139005.332280 nChanged 11 SP:Iteration 65Q (7326.701707 sec): 3 clusters Score: Raw -6141126.223959 + Penalty 2117.684794 = -6139008.539164 nChanged 8 SP:Iteration 66Q (7326.838286 sec): 3 clusters Score: Raw -6141128.588418 + Penalty 2117.684794 = -6139010.903624 nChanged 5 SP:Iteration 67Q (7326.962487 sec): 3 clusters Score: Raw -6141129.971511 + Penalty 2117.684794 = -6139012.286716 nChanged 9 SP:Iteration 68Q (7327.088995 sec): 3 clusters Score: Raw -6141132.243627 + Penalty 2117.684794 = -6139014.558833 nChanged 3 SP:Iteration 69Q (7327.204409 sec): 3 clusters Score: Raw -6141133.602691 + Penalty 2117.684794 = -6139015.917896 nChanged 4 SP:Iteration 70Q (7327.317076 sec): 3 clusters Score: Raw -6141134.762152 + Penalty 2117.684794 = -6139017.077358 nChanged 4 SP:Iteration 71Q (7327.438834 sec): 3 clusters Score: Raw -6141136.185881 + Penalty 2117.684794 = -6139018.501087 nChanged 8 SP:Iteration 72Q (7327.558179 sec): 3 clusters Score: Raw -6141138.341819 + Penalty 2117.684794 = -6139020.657025 nChanged 4 SP:Iteration 73Q (7327.681503 sec): 3 clusters Score: Raw -6141139.120504 + Penalty 2117.684794 = -6139021.435709 nChanged 2 SP:Iteration 74Q (7327.789991 sec): 3 clusters Score: Raw -6141140.128762 + Penalty 2117.684794 = -6139022.443967 nChanged 5 SP:Iteration 75Q (7327.906924 sec): 3 clusters Score: Raw -6141142.028817 + Penalty 2117.684794 = -6139024.344023 nChanged 9 SP:Iteration 76Q (7328.016635 sec): 3 clusters Score: Raw -6141144.203537 + Penalty 2117.684794 = -6139026.518743 nChanged 6 SP:Iteration 77Q (7328.134190 sec): 3 clusters Score: Raw -6141145.583808 + Penalty 2117.684794 = -6139027.899014 nChanged 6 SP:Iteration 78Q (7328.245518 sec): 3 clusters Score: Raw -6141147.306738 + Penalty 2117.684794 = -6139029.621943 nChanged 8 SP:Iteration 79Q (7328.363635 sec): 3 clusters Score: Raw -6141150.000752 + Penalty 2117.684794 = -6139032.315957 nChanged 7 SP:Iteration 80F (7328.496180 sec): 3 clusters Score: Raw -6141152.150405 + Penalty 2117.684794 = -6139034.465611 nChanged 7 SP:Iteration 81Q (7328.610127 sec): 3 clusters Score: Raw -6141153.930649 + Penalty 2117.684794 = -6139036.245854 nChanged 5 SP:Iteration 82Q (7328.725840 sec): 3 clusters Score: Raw -6141155.106411 + Penalty 2117.684794 = -6139037.421616 nChanged 5 SP:Iteration 83Q (7328.839863 sec): 3 clusters Score: Raw -6141156.931298 + Penalty 2117.684794 = -6139039.246503 nChanged 2 SP:Iteration 84Q (7328.956899 sec): 3 clusters Score: Raw -6141157.968730 + Penalty 2117.684794 = -6139040.283935 nChanged 5 SP:Iteration 85Q (7329.069284 sec): 3 clusters Score: Raw -6141159.061490 + Penalty 2117.684794 = -6139041.376695 nChanged 0 SP:Iteration 86F (7329.193654 sec): 3 clusters Score: Raw -6141159.061490 + Penalty 2117.684794 = -6139041.376695 nChanged 0 Trying to split cluster 27 (40490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7329.238401 sec): 2 clusters Score: Raw -3196759.750317 + Penalty 1007.836979 = -3195751.913338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7329.330276 sec): 3 clusters Score: Raw -3170802.199133 + Penalty 2015.673959 = -3168786.525174 nChanged 19349 SP:Iteration 1F (7329.424936 sec): 3 clusters Score: Raw -3182120.933338 + Penalty 2015.673959 = -3180105.259379 nChanged 2023 SP:Iteration 2Q (7329.514774 sec): 3 clusters Score: Raw -3182984.513313 + Penalty 2015.673959 = -3180968.839354 nChanged 2165 SP:Iteration 3F (7329.604825 sec): 3 clusters Score: Raw -3183976.937428 + Penalty 2015.673959 = -3181961.263470 nChanged 2310 SP:Iteration 4F (7329.696706 sec): 3 clusters Score: Raw -3185167.592228 + Penalty 2015.673959 = -3183151.918269 nChanged 2433 SP:Iteration 5F (7329.796551 sec): 3 clusters Score: Raw -3186568.771056 + Penalty 2015.673959 = -3184553.097097 nChanged 2445 SP:Iteration 6F (7329.894207 sec): 3 clusters Score: Raw -3188138.320924 + Penalty 2015.673959 = -3186122.646965 nChanged 2332 SP:Iteration 7F (7329.993144 sec): 3 clusters Score: Raw -3189741.881252 + Penalty 2015.673959 = -3187726.207294 nChanged 2037 SP:Iteration 8F (7330.088304 sec): 3 clusters Score: Raw -3191181.346293 + Penalty 2015.673959 = -3189165.672335 nChanged 1650 SP:Iteration 9Q (7330.184608 sec): 3 clusters Score: Raw -3192188.804959 + Penalty 2015.673959 = -3190173.131000 nChanged 1230 SP:Iteration 10Q (7330.276778 sec): 3 clusters Score: Raw -3192725.949981 + Penalty 2015.673959 = -3190710.276023 nChanged 920 SP:Iteration 11Q (7330.370697 sec): 3 clusters Score: Raw -3193048.258184 + Penalty 2015.673959 = -3191032.584225 nChanged 700 SP:Iteration 12Q (7330.475466 sec): 3 clusters Score: Raw -3193297.270154 + Penalty 2015.673959 = -3191281.596195 nChanged 649 SP:Iteration 13Q (7330.576832 sec): 3 clusters Score: Raw -3193520.369963 + Penalty 2015.673959 = -3191504.696005 nChanged 615 SP:Iteration 14Q (7330.677538 sec): 3 clusters Score: Raw -3193736.929139 + Penalty 2015.673959 = -3191721.255181 nChanged 610 SP:Iteration 15Q (7330.778248 sec): 3 clusters Score: Raw -3193938.282566 + Penalty 2015.673959 = -3191922.608607 nChanged 607 SP:Iteration 16Q (7330.872692 sec): 3 clusters Score: Raw -3194138.603741 + Penalty 2015.673959 = -3192122.929782 nChanged 559 SP:Iteration 17Q (7330.971035 sec): 3 clusters Score: Raw -3194319.880947 + Penalty 2015.673959 = -3192304.206988 nChanged 542 SP:Iteration 18Q (7331.055447 sec): 3 clusters Score: Raw -3194494.196215 + Penalty 2015.673959 = -3192478.522257 nChanged 512 SP:Iteration 19Q (7331.148428 sec): 3 clusters Score: Raw -3194662.092120 + Penalty 2015.673959 = -3192646.418161 nChanged 532 SP:Iteration 20F (7331.239484 sec): 3 clusters Score: Raw -3194841.163095 + Penalty 2015.673959 = -3192825.489137 nChanged 519 SP:Iteration 21Q (7331.332556 sec): 3 clusters Score: Raw -3195020.216108 + Penalty 2015.673959 = -3193004.542149 nChanged 514 SP:Iteration 22Q (7331.418700 sec): 3 clusters Score: Raw -3195195.170812 + Penalty 2015.673959 = -3193179.496853 nChanged 452 SP:Iteration 23Q (7331.508945 sec): 3 clusters Score: Raw -3195354.949752 + Penalty 2015.673959 = -3193339.275793 nChanged 477 SP:Iteration 24Q (7331.608399 sec): 3 clusters Score: Raw -3195519.157452 + Penalty 2015.673959 = -3193503.483493 nChanged 462 SP:Iteration 25Q (7331.703361 sec): 3 clusters Score: Raw -3195681.286773 + Penalty 2015.673959 = -3193665.612814 nChanged 470 SP:Iteration 26Q (7331.798764 sec): 3 clusters Score: Raw -3195847.426326 + Penalty 2015.673959 = -3193831.752367 nChanged 470 SP:Iteration 27Q (7331.886971 sec): 3 clusters Score: Raw -3196005.403658 + Penalty 2015.673959 = -3193989.729699 nChanged 441 SP:Iteration 28Q (7331.970698 sec): 3 clusters Score: Raw -3196144.129651 + Penalty 2015.673959 = -3194128.455692 nChanged 410 SP:Iteration 29Q (7332.055115 sec): 3 clusters Score: Raw -3196276.269961 + Penalty 2015.673959 = -3194260.596002 nChanged 387 SP:Iteration 30Q (7332.152771 sec): 3 clusters Score: Raw -3196400.798822 + Penalty 2015.673959 = -3194385.124864 nChanged 349 SP:Iteration 31Q (7332.248746 sec): 3 clusters Score: Raw -3196517.209280 + Penalty 2015.673959 = -3194501.535321 nChanged 336 SP:Iteration 32Q (7332.340969 sec): 3 clusters Score: Raw -3196633.312083 + Penalty 2015.673959 = -3194617.638124 nChanged 323 SP:Iteration 33Q (7332.432741 sec): 3 clusters Score: Raw -3196752.206309 + Penalty 2015.673959 = -3194736.532350 nChanged 298 SP:Iteration 34Q (7332.526556 sec): 3 clusters Score: Raw -3196849.925091 + Penalty 2015.673959 = -3194834.251132 nChanged 260 SP:Iteration 35Q (7332.619089 sec): 3 clusters Score: Raw -3196933.257721 + Penalty 2015.673959 = -3194917.583762 nChanged 237 SP:Iteration 36Q (7332.713816 sec): 3 clusters Score: Raw -3197018.449249 + Penalty 2015.673959 = -3195002.775291 nChanged 234 SP:Iteration 37Q (7332.795776 sec): 3 clusters Score: Raw -3197107.869107 + Penalty 2015.673959 = -3195092.195149 nChanged 203 SP:Iteration 38Q (7332.900618 sec): 3 clusters Score: Raw -3197178.188174 + Penalty 2015.673959 = -3195162.514216 nChanged 169 SP:Iteration 39Q (7332.986573 sec): 3 clusters Score: Raw -3197237.918378 + Penalty 2015.673959 = -3195222.244419 nChanged 152 SP:Iteration 40F (7333.082482 sec): 3 clusters Score: Raw -3197287.478978 + Penalty 2015.673959 = -3195271.805020 nChanged 130 SP:Iteration 41Q (7333.168670 sec): 3 clusters Score: Raw -3197327.854953 + Penalty 2015.673959 = -3195312.180994 nChanged 108 SP:Iteration 42Q (7333.267653 sec): 3 clusters Score: Raw -3197360.282408 + Penalty 2015.673959 = -3195344.608450 nChanged 92 SP:Iteration 43Q (7333.350807 sec): 3 clusters Score: Raw -3197388.693418 + Penalty 2015.673959 = -3195373.019459 nChanged 91 SP:Iteration 44Q (7333.452641 sec): 3 clusters Score: Raw -3197420.540889 + Penalty 2015.673959 = -3195404.866930 nChanged 81 SP:Iteration 45Q (7333.535409 sec): 3 clusters Score: Raw -3197442.116788 + Penalty 2015.673959 = -3195426.442829 nChanged 54 SP:Iteration 46Q (7333.612296 sec): 3 clusters Score: Raw -3197457.513921 + Penalty 2015.673959 = -3195441.839963 nChanged 47 SP:Iteration 47Q (7333.711519 sec): 3 clusters Score: Raw -3197470.667049 + Penalty 2015.673959 = -3195454.993090 nChanged 41 SP:Iteration 48Q (7333.799903 sec): 3 clusters Score: Raw -3197479.659811 + Penalty 2015.673959 = -3195463.985852 nChanged 29 SP:Iteration 49Q (7333.883895 sec): 3 clusters Score: Raw -3197485.863711 + Penalty 2015.673959 = -3195470.189753 nChanged 29 SP:Iteration 50Q (7333.983528 sec): 3 clusters Score: Raw -3197493.024659 + Penalty 2015.673959 = -3195477.350700 nChanged 37 SP:Iteration 51Q (7334.075098 sec): 3 clusters Score: Raw -3197501.243710 + Penalty 2015.673959 = -3195485.569751 nChanged 33 SP:Iteration 52Q (7334.156786 sec): 3 clusters Score: Raw -3197511.017552 + Penalty 2015.673959 = -3195495.343594 nChanged 27 SP:Iteration 53Q (7334.251632 sec): 3 clusters Score: Raw -3197520.364022 + Penalty 2015.673959 = -3195504.690064 nChanged 31 SP:Iteration 54Q (7334.337190 sec): 3 clusters Score: Raw -3197528.083032 + Penalty 2015.673959 = -3195512.409073 nChanged 25 SP:Iteration 55Q (7334.429027 sec): 3 clusters Score: Raw -3197533.715159 + Penalty 2015.673959 = -3195518.041200 nChanged 23 SP:Iteration 56Q (7334.527674 sec): 3 clusters Score: Raw -3197538.517932 + Penalty 2015.673959 = -3195522.843974 nChanged 20 SP:Iteration 57Q (7334.611159 sec): 3 clusters Score: Raw -3197541.761812 + Penalty 2015.673959 = -3195526.087853 nChanged 6 SP:Iteration 58Q (7334.714230 sec): 3 clusters Score: Raw -3197542.655953 + Penalty 2015.673959 = -3195526.981994 nChanged 5 SP:Iteration 59Q (7334.788161 sec): 3 clusters Score: Raw -3197543.597697 + Penalty 2015.673959 = -3195527.923739 nChanged 4 SP:Iteration 60F (7334.881088 sec): 3 clusters Score: Raw -3197544.615880 + Penalty 2015.673959 = -3195528.941922 nChanged 6 SP:Iteration 61Q (7334.972852 sec): 3 clusters Score: Raw -3197545.917999 + Penalty 2015.673959 = -3195530.244040 nChanged 5 SP:Iteration 62Q (7335.065656 sec): 3 clusters Score: Raw -3197546.639888 + Penalty 2015.673959 = -3195530.965930 nChanged 3 SP:Iteration 63Q (7335.153680 sec): 3 clusters Score: Raw -3197546.862425 + Penalty 2015.673959 = -3195531.188467 nChanged 2 SP:Iteration 64Q (7335.239915 sec): 3 clusters Score: Raw -3197547.016065 + Penalty 2015.673959 = -3195531.342107 nChanged 2 SP:Iteration 65Q (7335.326218 sec): 3 clusters Score: Raw -3197547.165437 + Penalty 2015.673959 = -3195531.491478 nChanged 3 SP:Iteration 66Q (7335.417997 sec): 3 clusters Score: Raw -3197547.410581 + Penalty 2015.673959 = -3195531.736622 nChanged 1 SP:Iteration 67Q (7335.514178 sec): 3 clusters Score: Raw -3197547.658228 + Penalty 2015.673959 = -3195531.984269 nChanged 2 SP:Iteration 68Q (7335.596011 sec): 3 clusters Score: Raw -3197547.968106 + Penalty 2015.673959 = -3195532.294148 nChanged 3 SP:Iteration 69Q (7335.675951 sec): 3 clusters Score: Raw -3197548.815735 + Penalty 2015.673959 = -3195533.141776 nChanged 7 SP:Iteration 70Q (7335.759564 sec): 3 clusters Score: Raw -3197550.114896 + Penalty 2015.673959 = -3195534.440937 nChanged 4 SP:Iteration 71Q (7335.846204 sec): 3 clusters Score: Raw -3197550.956005 + Penalty 2015.673959 = -3195535.282047 nChanged 1 SP:Iteration 72Q (7335.930201 sec): 3 clusters Score: Raw -3197551.039533 + Penalty 2015.673959 = -3195535.365574 nChanged 0 SP:Iteration 73F (7336.026864 sec): 3 clusters Score: Raw -3197551.039533 + Penalty 2015.673959 = -3195535.365574 nChanged 0 Trying to split cluster 28 (6457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7336.051924 sec): 2 clusters Score: Raw -493282.542410 + Penalty 833.427409 = -492449.115001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7336.101448 sec): 3 clusters Score: Raw -489582.279048 + Penalty 1666.854818 = -487915.424230 nChanged 2807 SP:Iteration 1F (7336.167987 sec): 3 clusters Score: Raw -491607.597529 + Penalty 1666.854818 = -489940.742711 nChanged 623 SP:Iteration 2F (7336.215935 sec): 3 clusters Score: Raw -492149.682875 + Penalty 1666.854818 = -490482.828057 nChanged 525 SP:Iteration 3F (7336.280323 sec): 3 clusters Score: Raw -492579.848444 + Penalty 1666.854818 = -490912.993627 nChanged 417 SP:Iteration 4F (7336.329532 sec): 3 clusters Score: Raw -492887.373053 + Penalty 1666.854818 = -491220.518235 nChanged 330 SP:Iteration 5F (7336.381711 sec): 3 clusters Score: Raw -493085.683118 + Penalty 1666.854818 = -491418.828300 nChanged 247 SP:Iteration 6Q (7336.439858 sec): 3 clusters Score: Raw -493209.621081 + Penalty 1666.854818 = -491542.766263 nChanged 177 SP:Iteration 7Q (7336.493160 sec): 3 clusters Score: Raw -493280.232374 + Penalty 1666.854818 = -491613.377556 nChanged 132 SP:Iteration 8Q (7336.540861 sec): 3 clusters Score: Raw -493335.744406 + Penalty 1666.854818 = -491668.889588 nChanged 101 SP:Iteration 9Q (7336.597805 sec): 3 clusters Score: Raw -493363.489880 + Penalty 1666.854818 = -491696.635063 nChanged 67 SP:Iteration 10Q (7336.652799 sec): 3 clusters Score: Raw -493374.280631 + Penalty 1666.854818 = -491707.425814 nChanged 45 SP:Iteration 11Q (7336.699768 sec): 3 clusters Score: Raw -493380.755532 + Penalty 1666.854818 = -491713.900714 nChanged 30 SP:Iteration 12Q (7336.754704 sec): 3 clusters Score: Raw -493384.962914 + Penalty 1666.854818 = -491718.108097 nChanged 22 SP:Iteration 13Q (7336.810255 sec): 3 clusters Score: Raw -493388.680695 + Penalty 1666.854818 = -491721.825877 nChanged 28 SP:Iteration 14Q (7336.865690 sec): 3 clusters Score: Raw -493393.792099 + Penalty 1666.854818 = -491726.937282 nChanged 23 SP:Iteration 15Q (7336.921379 sec): 3 clusters Score: Raw -493397.320598 + Penalty 1666.854818 = -491730.465781 nChanged 13 SP:Iteration 16Q (7336.977088 sec): 3 clusters Score: Raw -493399.124477 + Penalty 1666.854818 = -491732.269659 nChanged 11 SP:Iteration 17Q (7337.032649 sec): 3 clusters Score: Raw -493401.316219 + Penalty 1666.854818 = -491734.461402 nChanged 15 SP:Iteration 18Q (7337.087939 sec): 3 clusters Score: Raw -493403.403254 + Penalty 1666.854818 = -491736.548436 nChanged 23 SP:Iteration 19Q (7337.141875 sec): 3 clusters Score: Raw -493408.891181 + Penalty 1666.854818 = -491742.036364 nChanged 24 SP:Iteration 20F (7337.197421 sec): 3 clusters Score: Raw -493415.890674 + Penalty 1666.854818 = -491749.035857 nChanged 28 SP:Iteration 21Q (7337.239647 sec): 3 clusters Score: Raw -493420.145909 + Penalty 1666.854818 = -491753.291091 nChanged 22 SP:Iteration 22Q (7337.295090 sec): 3 clusters Score: Raw -493424.469381 + Penalty 1666.854818 = -491757.614563 nChanged 25 SP:Iteration 23Q (7337.350148 sec): 3 clusters Score: Raw -493429.231613 + Penalty 1666.854818 = -491762.376796 nChanged 24 SP:Iteration 24Q (7337.405640 sec): 3 clusters Score: Raw -493434.503205 + Penalty 1666.854818 = -491767.648387 nChanged 23 SP:Iteration 25Q (7337.460925 sec): 3 clusters Score: Raw -493438.689636 + Penalty 1666.854818 = -491771.834819 nChanged 24 SP:Iteration 26Q (7337.527619 sec): 3 clusters Score: Raw -493442.204573 + Penalty 1666.854818 = -491775.349756 nChanged 19 SP:Iteration 27Q (7337.564486 sec): 3 clusters Score: Raw -493445.035445 + Penalty 1666.854818 = -491778.180627 nChanged 16 SP:Iteration 28Q (7337.618698 sec): 3 clusters Score: Raw -493447.172106 + Penalty 1666.854818 = -491780.317288 nChanged 11 SP:Iteration 29Q (7337.673679 sec): 3 clusters Score: Raw -493449.035191 + Penalty 1666.854818 = -491782.180373 nChanged 15 SP:Iteration 30Q (7337.726187 sec): 3 clusters Score: Raw -493451.098215 + Penalty 1666.854818 = -491784.243397 nChanged 14 SP:Iteration 31Q (7337.783424 sec): 3 clusters Score: Raw -493452.221478 + Penalty 1666.854818 = -491785.366661 nChanged 11 SP:Iteration 32Q (7337.829074 sec): 3 clusters Score: Raw -493453.288531 + Penalty 1666.854818 = -491786.433714 nChanged 8 SP:Iteration 33Q (7337.864168 sec): 3 clusters Score: Raw -493454.237939 + Penalty 1666.854818 = -491787.383121 nChanged 3 SP:Iteration 34Q (7337.920635 sec): 3 clusters Score: Raw -493454.493158 + Penalty 1666.854818 = -491787.638340 nChanged 3 SP:Iteration 35Q (7337.987428 sec): 3 clusters Score: Raw -493454.872749 + Penalty 1666.854818 = -491788.017931 nChanged 3 SP:Iteration 36Q (7338.034031 sec): 3 clusters Score: Raw -493455.160394 + Penalty 1666.854818 = -491788.305576 nChanged 3 SP:Iteration 37Q (7338.078759 sec): 3 clusters Score: Raw -493455.439922 + Penalty 1666.854818 = -491788.585105 nChanged 9 SP:Iteration 38Q (7338.133946 sec): 3 clusters Score: Raw -493456.477669 + Penalty 1666.854818 = -491789.622851 nChanged 6 SP:Iteration 39Q (7338.189017 sec): 3 clusters Score: Raw -493457.173180 + Penalty 1666.854818 = -491790.318362 nChanged 6 SP:Iteration 40F (7338.244301 sec): 3 clusters Score: Raw -493457.961994 + Penalty 1666.854818 = -491791.107176 nChanged 6 SP:Iteration 41Q (7338.299427 sec): 3 clusters Score: Raw -493458.712085 + Penalty 1666.854818 = -491791.857267 nChanged 7 SP:Iteration 42Q (7338.366334 sec): 3 clusters Score: Raw -493459.880382 + Penalty 1666.854818 = -491793.025564 nChanged 11 SP:Iteration 43Q (7338.422542 sec): 3 clusters Score: Raw -493461.113282 + Penalty 1666.854818 = -491794.258464 nChanged 11 SP:Iteration 44Q (7338.464263 sec): 3 clusters Score: Raw -493462.265194 + Penalty 1666.854818 = -491795.410377 nChanged 13 SP:Iteration 45Q (7338.516538 sec): 3 clusters Score: Raw -493464.002851 + Penalty 1666.854818 = -491797.148033 nChanged 11 SP:Iteration 46Q (7338.574240 sec): 3 clusters Score: Raw -493464.735176 + Penalty 1666.854818 = -491797.880358 nChanged 5 SP:Iteration 47Q (7338.623429 sec): 3 clusters Score: Raw -493465.117692 + Penalty 1666.854818 = -491798.262874 nChanged 6 SP:Iteration 48Q (7338.677919 sec): 3 clusters Score: Raw -493466.070501 + Penalty 1666.854818 = -491799.215683 nChanged 17 SP:Iteration 49Q (7338.734889 sec): 3 clusters Score: Raw -493468.974664 + Penalty 1666.854818 = -491802.119847 nChanged 21 SP:Iteration 50Q (7338.784998 sec): 3 clusters Score: Raw -493472.954317 + Penalty 1666.854818 = -491806.099500 nChanged 21 SP:Iteration 51Q (7338.838490 sec): 3 clusters Score: Raw -493475.616008 + Penalty 1666.854818 = -491808.761191 nChanged 17 SP:Iteration 52Q (7338.885821 sec): 3 clusters Score: Raw -493477.923460 + Penalty 1666.854818 = -491811.068642 nChanged 14 SP:Iteration 53Q (7338.941803 sec): 3 clusters Score: Raw -493479.997803 + Penalty 1666.854818 = -491813.142985 nChanged 17 SP:Iteration 54Q (7338.989981 sec): 3 clusters Score: Raw -493483.281571 + Penalty 1666.854818 = -491816.426754 nChanged 23 SP:Iteration 55Q (7339.057632 sec): 3 clusters Score: Raw -493487.319248 + Penalty 1666.854818 = -491820.464431 nChanged 23 SP:Iteration 56Q (7339.098158 sec): 3 clusters Score: Raw -493491.175193 + Penalty 1666.854818 = -491824.320376 nChanged 23 SP:Iteration 57Q (7339.165783 sec): 3 clusters Score: Raw -493494.840531 + Penalty 1666.854818 = -491827.985714 nChanged 21 SP:Iteration 58Q (7339.210370 sec): 3 clusters Score: Raw -493498.195392 + Penalty 1666.854818 = -491831.340575 nChanged 22 SP:Iteration 59Q (7339.278250 sec): 3 clusters Score: Raw -493502.039581 + Penalty 1666.854818 = -491835.184763 nChanged 36 SP:Iteration 60F (7339.323382 sec): 3 clusters Score: Raw -493510.258195 + Penalty 1666.854818 = -491843.403378 nChanged 36 SP:Iteration 61Q (7339.381628 sec): 3 clusters Score: Raw -493516.905651 + Penalty 1666.854818 = -491850.050834 nChanged 37 SP:Iteration 62Q (7339.438117 sec): 3 clusters Score: Raw -493524.184874 + Penalty 1666.854818 = -491857.330056 nChanged 32 SP:Iteration 63Q (7339.481976 sec): 3 clusters Score: Raw -493529.782242 + Penalty 1666.854818 = -491862.927424 nChanged 32 SP:Iteration 64Q (7339.545219 sec): 3 clusters Score: Raw -493535.060391 + Penalty 1666.854818 = -491868.205574 nChanged 21 SP:Iteration 65Q (7339.591067 sec): 3 clusters Score: Raw -493537.933382 + Penalty 1666.854818 = -491871.078564 nChanged 18 SP:Iteration 66Q (7339.633118 sec): 3 clusters Score: Raw -493540.027284 + Penalty 1666.854818 = -491873.172466 nChanged 18 SP:Iteration 67Q (7339.689766 sec): 3 clusters Score: Raw -493542.044954 + Penalty 1666.854818 = -491875.190136 nChanged 8 SP:Iteration 68Q (7339.740732 sec): 3 clusters Score: Raw -493542.866557 + Penalty 1666.854818 = -491876.011739 nChanged 7 SP:Iteration 69Q (7339.799401 sec): 3 clusters Score: Raw -493543.449513 + Penalty 1666.854818 = -491876.594695 nChanged 7 SP:Iteration 70Q (7339.840438 sec): 3 clusters Score: Raw -493544.065758 + Penalty 1666.854818 = -491877.210940 nChanged 7 SP:Iteration 71Q (7339.892744 sec): 3 clusters Score: Raw -493545.016616 + Penalty 1666.854818 = -491878.161798 nChanged 5 SP:Iteration 72Q (7339.937850 sec): 3 clusters Score: Raw -493545.441725 + Penalty 1666.854818 = -491878.586907 nChanged 4 SP:Iteration 73Q (7339.990124 sec): 3 clusters Score: Raw -493545.879989 + Penalty 1666.854818 = -491879.025171 nChanged 5 SP:Iteration 74Q (7340.048813 sec): 3 clusters Score: Raw -493546.286943 + Penalty 1666.854818 = -491879.432125 nChanged 5 SP:Iteration 75Q (7340.095619 sec): 3 clusters Score: Raw -493546.588156 + Penalty 1666.854818 = -491879.733338 nChanged 8 SP:Iteration 76Q (7340.149887 sec): 3 clusters Score: Raw -493547.290267 + Penalty 1666.854818 = -491880.435449 nChanged 8 SP:Iteration 77Q (7340.197617 sec): 3 clusters Score: Raw -493547.914628 + Penalty 1666.854818 = -491881.059810 nChanged 3 SP:Iteration 78Q (7340.249315 sec): 3 clusters Score: Raw -493548.277587 + Penalty 1666.854818 = -491881.422769 nChanged 2 SP:Iteration 79Q (7340.304431 sec): 3 clusters Score: Raw -493548.416565 + Penalty 1666.854818 = -491881.561747 nChanged 1 SP:Iteration 80F (7340.356389 sec): 3 clusters Score: Raw -493548.473716 + Penalty 1666.854818 = -491881.618899 nChanged 1 SP:Iteration 81Q (7340.401644 sec): 3 clusters Score: Raw -493548.550044 + Penalty 1666.854818 = -491881.695226 nChanged 1 SP:Iteration 82Q (7340.451958 sec): 3 clusters Score: Raw -493548.640407 + Penalty 1666.854818 = -491881.785590 nChanged 3 SP:Iteration 83Q (7340.512559 sec): 3 clusters Score: Raw -493548.923904 + Penalty 1666.854818 = -491882.069087 nChanged 1 SP:Iteration 84Q (7340.567064 sec): 3 clusters Score: Raw -493548.964273 + Penalty 1666.854818 = -491882.109456 nChanged 1 SP:Iteration 85Q (7340.618740 sec): 3 clusters Score: Raw -493549.070495 + Penalty 1666.854818 = -491882.215677 nChanged 2 SP:Iteration 86Q (7340.673432 sec): 3 clusters Score: Raw -493549.358128 + Penalty 1666.854818 = -491882.503311 nChanged 1 SP:Iteration 87Q (7340.722755 sec): 3 clusters Score: Raw -493549.696029 + Penalty 1666.854818 = -491882.841211 nChanged 1 SP:Iteration 88Q (7340.775645 sec): 3 clusters Score: Raw -493549.737771 + Penalty 1666.854818 = -491882.882954 nChanged 1 SP:Iteration 89Q (7340.830169 sec): 3 clusters Score: Raw -493549.793592 + Penalty 1666.854818 = -491882.938774 nChanged 1 SP:Iteration 90Q (7340.874304 sec): 3 clusters Score: Raw -493549.951783 + Penalty 1666.854818 = -491883.096965 nChanged 0 SP:Iteration 91F (7340.928530 sec): 3 clusters Score: Raw -493549.951783 + Penalty 1666.854818 = -491883.096965 nChanged 0 Trying to split cluster 29 (11160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7340.974667 sec): 2 clusters Score: Raw -880720.006346 + Penalty 885.408667 = -879834.597679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7341.032129 sec): 3 clusters Score: Raw -874021.474577 + Penalty 1770.817335 = -872250.657242 nChanged 5072 SP:Iteration 1F (7341.082492 sec): 3 clusters Score: Raw -876811.938227 + Penalty 1770.817335 = -875041.120893 nChanged 630 SP:Iteration 2F (7341.139818 sec): 3 clusters Score: Raw -877122.821245 + Penalty 1770.817335 = -875352.003911 nChanged 665 SP:Iteration 3F (7341.208240 sec): 3 clusters Score: Raw -877474.282125 + Penalty 1770.817335 = -875703.464790 nChanged 688 SP:Iteration 4F (7341.270018 sec): 3 clusters Score: Raw -877918.612180 + Penalty 1770.817335 = -876147.794845 nChanged 788 SP:Iteration 5F (7341.330503 sec): 3 clusters Score: Raw -878504.567379 + Penalty 1770.817335 = -876733.750044 nChanged 870 SP:Iteration 6F (7341.385638 sec): 3 clusters Score: Raw -879162.226460 + Penalty 1770.817335 = -877391.409125 nChanged 749 SP:Iteration 7F (7341.448761 sec): 3 clusters Score: Raw -879729.481884 + Penalty 1770.817335 = -877958.664549 nChanged 550 SP:Iteration 8Q (7341.511610 sec): 3 clusters Score: Raw -880138.705354 + Penalty 1770.817335 = -878367.888019 nChanged 395 SP:Iteration 9Q (7341.570414 sec): 3 clusters Score: Raw -880405.295873 + Penalty 1770.817335 = -878634.478538 nChanged 273 SP:Iteration 10Q (7341.632895 sec): 3 clusters Score: Raw -880551.398249 + Penalty 1770.817335 = -878780.580914 nChanged 173 SP:Iteration 11Q (7341.696869 sec): 3 clusters Score: Raw -880627.814415 + Penalty 1770.817335 = -878856.997080 nChanged 129 SP:Iteration 12Q (7341.755398 sec): 3 clusters Score: Raw -880697.135318 + Penalty 1770.817335 = -878926.317983 nChanged 131 SP:Iteration 13Q (7341.818005 sec): 3 clusters Score: Raw -880775.208614 + Penalty 1770.817335 = -879004.391280 nChanged 115 SP:Iteration 14Q (7341.868148 sec): 3 clusters Score: Raw -880845.078722 + Penalty 1770.817335 = -879074.261387 nChanged 111 SP:Iteration 15Q (7341.931120 sec): 3 clusters Score: Raw -880896.894104 + Penalty 1770.817335 = -879126.076769 nChanged 99 SP:Iteration 16Q (7341.980132 sec): 3 clusters Score: Raw -880957.392455 + Penalty 1770.817335 = -879186.575120 nChanged 80 SP:Iteration 17Q (7342.044827 sec): 3 clusters Score: Raw -881008.042124 + Penalty 1770.817335 = -879237.224789 nChanged 83 SP:Iteration 18Q (7342.105791 sec): 3 clusters Score: Raw -881062.549883 + Penalty 1770.817335 = -879291.732548 nChanged 83 SP:Iteration 19Q (7342.156586 sec): 3 clusters Score: Raw -881105.845224 + Penalty 1770.817335 = -879335.027889 nChanged 69 SP:Iteration 20F (7342.227124 sec): 3 clusters Score: Raw -881132.828797 + Penalty 1770.817335 = -879362.011463 nChanged 48 SP:Iteration 21Q (7342.277098 sec): 3 clusters Score: Raw -881152.079542 + Penalty 1770.817335 = -879381.262207 nChanged 48 SP:Iteration 22Q (7342.340145 sec): 3 clusters Score: Raw -881167.821557 + Penalty 1770.817335 = -879397.004223 nChanged 37 SP:Iteration 23Q (7342.394048 sec): 3 clusters Score: Raw -881178.370817 + Penalty 1770.817335 = -879407.553482 nChanged 31 SP:Iteration 24Q (7342.466352 sec): 3 clusters Score: Raw -881189.215446 + Penalty 1770.817335 = -879418.398111 nChanged 36 SP:Iteration 25Q (7342.523623 sec): 3 clusters Score: Raw -881199.815226 + Penalty 1770.817335 = -879428.997891 nChanged 24 SP:Iteration 26Q (7342.586197 sec): 3 clusters Score: Raw -881205.251690 + Penalty 1770.817335 = -879434.434355 nChanged 21 SP:Iteration 27Q (7342.632796 sec): 3 clusters Score: Raw -881210.193102 + Penalty 1770.817335 = -879439.375768 nChanged 17 SP:Iteration 28Q (7342.692827 sec): 3 clusters Score: Raw -881212.735172 + Penalty 1770.817335 = -879441.917837 nChanged 10 SP:Iteration 29Q (7342.764531 sec): 3 clusters Score: Raw -881214.651989 + Penalty 1770.817335 = -879443.834654 nChanged 7 SP:Iteration 30Q (7342.817056 sec): 3 clusters Score: Raw -881216.340793 + Penalty 1770.817335 = -879445.523458 nChanged 8 SP:Iteration 31Q (7342.889680 sec): 3 clusters Score: Raw -881218.258932 + Penalty 1770.817335 = -879447.441597 nChanged 10 SP:Iteration 32Q (7342.940917 sec): 3 clusters Score: Raw -881219.744046 + Penalty 1770.817335 = -879448.926712 nChanged 9 SP:Iteration 33Q (7343.001853 sec): 3 clusters Score: Raw -881221.278601 + Penalty 1770.817335 = -879450.461266 nChanged 8 SP:Iteration 34Q (7343.066899 sec): 3 clusters Score: Raw -881222.463775 + Penalty 1770.817335 = -879451.646440 nChanged 6 SP:Iteration 35Q (7343.080869 sec): 3 clusters Score: Raw -881223.159881 + Penalty 1770.817335 = -879452.342546 nChanged 5 SP:Iteration 36Q (7343.150361 sec): 3 clusters Score: Raw -881223.606604 + Penalty 1770.817335 = -879452.789269 nChanged 5 SP:Iteration 37Q (7343.196205 sec): 3 clusters Score: Raw -881224.215016 + Penalty 1770.817335 = -879453.397681 nChanged 1 SP:Iteration 38Q (7343.220531 sec): 3 clusters Score: Raw -881224.251722 + Penalty 1770.817335 = -879453.434387 nChanged 1 SP:Iteration 39Q (7343.283705 sec): 3 clusters Score: Raw -881224.314808 + Penalty 1770.817335 = -879453.497473 nChanged 0 SP:Iteration 40F (7343.347852 sec): 3 clusters Score: Raw -881224.314808 + Penalty 1770.817335 = -879453.497473 nChanged 0 Trying to split cluster 30 (3050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7343.384050 sec): 2 clusters Score: Raw -264738.506519 + Penalty 762.175203 = -263976.331316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7343.437571 sec): 3 clusters Score: Raw -263135.538086 + Penalty 1524.350405 = -261611.187681 nChanged 1271 SP:Iteration 1F (7343.489053 sec): 3 clusters Score: Raw -263851.902084 + Penalty 1524.350405 = -262327.551679 nChanged 226 SP:Iteration 2F (7343.540524 sec): 3 clusters Score: Raw -263985.259970 + Penalty 1524.350405 = -262460.909565 nChanged 168 SP:Iteration 3F (7343.591712 sec): 3 clusters Score: Raw -264094.958177 + Penalty 1524.350405 = -262570.607771 nChanged 159 SP:Iteration 4F (7343.641534 sec): 3 clusters Score: Raw -264198.928833 + Penalty 1524.350405 = -262674.578428 nChanged 134 SP:Iteration 5Q (7343.689514 sec): 3 clusters Score: Raw -264293.659360 + Penalty 1524.350405 = -262769.308954 nChanged 124 SP:Iteration 6Q (7343.738878 sec): 3 clusters Score: Raw -264407.350487 + Penalty 1524.350405 = -262883.000082 nChanged 143 SP:Iteration 7Q (7343.777325 sec): 3 clusters Score: Raw -264533.763138 + Penalty 1524.350405 = -263009.412733 nChanged 135 SP:Iteration 8Q (7343.821897 sec): 3 clusters Score: Raw -264640.652484 + Penalty 1524.350405 = -263116.302079 nChanged 110 SP:Iteration 9Q (7343.866560 sec): 3 clusters Score: Raw -264713.628939 + Penalty 1524.350405 = -263189.278534 nChanged 84 SP:Iteration 10Q (7343.917211 sec): 3 clusters Score: Raw -264758.733390 + Penalty 1524.350405 = -263234.382985 nChanged 66 SP:Iteration 11Q (7343.968849 sec): 3 clusters Score: Raw -264792.139468 + Penalty 1524.350405 = -263267.789063 nChanged 39 SP:Iteration 12Q (7344.014298 sec): 3 clusters Score: Raw -264812.489457 + Penalty 1524.350405 = -263288.139051 nChanged 39 SP:Iteration 13Q (7344.065812 sec): 3 clusters Score: Raw -264831.086223 + Penalty 1524.350405 = -263306.735818 nChanged 37 SP:Iteration 14Q (7344.117416 sec): 3 clusters Score: Raw -264844.324317 + Penalty 1524.350405 = -263319.973911 nChanged 19 SP:Iteration 15Q (7344.167953 sec): 3 clusters Score: Raw -264850.551971 + Penalty 1524.350405 = -263326.201566 nChanged 18 SP:Iteration 16Q (7344.219005 sec): 3 clusters Score: Raw -264857.135423 + Penalty 1524.350405 = -263332.785018 nChanged 20 SP:Iteration 17Q (7344.264755 sec): 3 clusters Score: Raw -264863.613618 + Penalty 1524.350405 = -263339.263212 nChanged 21 SP:Iteration 18Q (7344.314837 sec): 3 clusters Score: Raw -264870.955948 + Penalty 1524.350405 = -263346.605543 nChanged 18 SP:Iteration 19Q (7344.358526 sec): 3 clusters Score: Raw -264877.419004 + Penalty 1524.350405 = -263353.068599 nChanged 19 SP:Iteration 20F (7344.410098 sec): 3 clusters Score: Raw -264883.708770 + Penalty 1524.350405 = -263359.358364 nChanged 17 SP:Iteration 21Q (7344.458276 sec): 3 clusters Score: Raw -264888.689173 + Penalty 1524.350405 = -263364.338768 nChanged 16 SP:Iteration 22Q (7344.491150 sec): 3 clusters Score: Raw -264892.897688 + Penalty 1524.350405 = -263368.547283 nChanged 14 SP:Iteration 23Q (7344.539147 sec): 3 clusters Score: Raw -264899.201279 + Penalty 1524.350405 = -263374.850873 nChanged 20 SP:Iteration 24Q (7344.583133 sec): 3 clusters Score: Raw -264905.989858 + Penalty 1524.350405 = -263381.639453 nChanged 13 SP:Iteration 25Q (7344.635010 sec): 3 clusters Score: Raw -264908.798611 + Penalty 1524.350405 = -263384.448205 nChanged 6 SP:Iteration 26Q (7344.679871 sec): 3 clusters Score: Raw -264910.176730 + Penalty 1524.350405 = -263385.826325 nChanged 5 SP:Iteration 27Q (7344.732107 sec): 3 clusters Score: Raw -264910.985184 + Penalty 1524.350405 = -263386.634779 nChanged 4 SP:Iteration 28Q (7344.785165 sec): 3 clusters Score: Raw -264911.461506 + Penalty 1524.350405 = -263387.111100 nChanged 1 SP:Iteration 29Q (7344.820742 sec): 3 clusters Score: Raw -264911.827098 + Penalty 1524.350405 = -263387.476692 nChanged 4 SP:Iteration 30Q (7344.865765 sec): 3 clusters Score: Raw -264913.251135 + Penalty 1524.350405 = -263388.900730 nChanged 5 SP:Iteration 31Q (7344.917426 sec): 3 clusters Score: Raw -264914.219827 + Penalty 1524.350405 = -263389.869422 nChanged 4 SP:Iteration 32Q (7344.969328 sec): 3 clusters Score: Raw -264914.833601 + Penalty 1524.350405 = -263390.483196 nChanged 1 SP:Iteration 33Q (7345.021463 sec): 3 clusters Score: Raw -264915.276434 + Penalty 1524.350405 = -263390.926028 nChanged 3 SP:Iteration 34Q (7345.065846 sec): 3 clusters Score: Raw -264916.078994 + Penalty 1524.350405 = -263391.728589 nChanged 7 SP:Iteration 35Q (7345.118294 sec): 3 clusters Score: Raw -264918.313488 + Penalty 1524.350405 = -263393.963083 nChanged 11 SP:Iteration 36Q (7345.169362 sec): 3 clusters Score: Raw -264921.932011 + Penalty 1524.350405 = -263397.581606 nChanged 10 SP:Iteration 37Q (7345.217457 sec): 3 clusters Score: Raw -264925.280180 + Penalty 1524.350405 = -263400.929775 nChanged 10 SP:Iteration 38Q (7345.268937 sec): 3 clusters Score: Raw -264927.175582 + Penalty 1524.350405 = -263402.825177 nChanged 8 SP:Iteration 39Q (7345.314298 sec): 3 clusters Score: Raw -264928.929602 + Penalty 1524.350405 = -263404.579197 nChanged 7 SP:Iteration 40F (7345.365897 sec): 3 clusters Score: Raw -264931.302784 + Penalty 1524.350405 = -263406.952379 nChanged 7 SP:Iteration 41Q (7345.414895 sec): 3 clusters Score: Raw -264932.816758 + Penalty 1524.350405 = -263408.466352 nChanged 4 SP:Iteration 42Q (7345.466138 sec): 3 clusters Score: Raw -264934.174092 + Penalty 1524.350405 = -263409.823687 nChanged 6 SP:Iteration 43Q (7345.513487 sec): 3 clusters Score: Raw -264935.899356 + Penalty 1524.350405 = -263411.548951 nChanged 7 SP:Iteration 44Q (7345.564732 sec): 3 clusters Score: Raw -264937.761114 + Penalty 1524.350405 = -263413.410708 nChanged 12 SP:Iteration 45Q (7345.615948 sec): 3 clusters Score: Raw -264942.484986 + Penalty 1524.350405 = -263418.134581 nChanged 13 SP:Iteration 46Q (7345.661159 sec): 3 clusters Score: Raw -264949.360163 + Penalty 1524.350405 = -263425.009758 nChanged 13 SP:Iteration 47Q (7345.712337 sec): 3 clusters Score: Raw -264954.883847 + Penalty 1524.350405 = -263430.533442 nChanged 18 SP:Iteration 48Q (7345.759530 sec): 3 clusters Score: Raw -264960.901836 + Penalty 1524.350405 = -263436.551431 nChanged 13 SP:Iteration 49Q (7345.802992 sec): 3 clusters Score: Raw -264965.364913 + Penalty 1524.350405 = -263441.014508 nChanged 20 SP:Iteration 50Q (7345.854180 sec): 3 clusters Score: Raw -264973.934728 + Penalty 1524.350405 = -263449.584323 nChanged 17 SP:Iteration 51Q (7345.905486 sec): 3 clusters Score: Raw -264982.585209 + Penalty 1524.350405 = -263458.234804 nChanged 19 SP:Iteration 52Q (7345.956502 sec): 3 clusters Score: Raw -264990.308467 + Penalty 1524.350405 = -263465.958062 nChanged 24 SP:Iteration 53Q (7345.995996 sec): 3 clusters Score: Raw -265001.998157 + Penalty 1524.350405 = -263477.647752 nChanged 20 SP:Iteration 54Q (7346.047088 sec): 3 clusters Score: Raw -265011.178727 + Penalty 1524.350405 = -263486.828322 nChanged 19 SP:Iteration 55Q (7346.094040 sec): 3 clusters Score: Raw -265020.384024 + Penalty 1524.350405 = -263496.033619 nChanged 18 SP:Iteration 56Q (7346.124195 sec): 3 clusters Score: Raw -265029.328815 + Penalty 1524.350405 = -263504.978410 nChanged 21 SP:Iteration 57Q (7346.163221 sec): 3 clusters Score: Raw -265041.098016 + Penalty 1524.350405 = -263516.747611 nChanged 22 SP:Iteration 58Q (7346.212142 sec): 3 clusters Score: Raw -265050.626577 + Penalty 1524.350405 = -263526.276171 nChanged 16 SP:Iteration 59Q (7346.255423 sec): 3 clusters Score: Raw -265057.124278 + Penalty 1524.350405 = -263532.773873 nChanged 21 SP:Iteration 60F (7346.305204 sec): 3 clusters Score: Raw -265063.408166 + Penalty 1524.350405 = -263539.057761 nChanged 13 SP:Iteration 61Q (7346.356210 sec): 3 clusters Score: Raw -265066.368433 + Penalty 1524.350405 = -263542.018028 nChanged 11 SP:Iteration 62Q (7346.407226 sec): 3 clusters Score: Raw -265070.742222 + Penalty 1524.350405 = -263546.391817 nChanged 16 SP:Iteration 63Q (7346.458155 sec): 3 clusters Score: Raw -265075.373351 + Penalty 1524.350405 = -263551.022946 nChanged 11 SP:Iteration 64Q (7346.505067 sec): 3 clusters Score: Raw -265079.035297 + Penalty 1524.350405 = -263554.684892 nChanged 12 SP:Iteration 65Q (7346.556670 sec): 3 clusters Score: Raw -265082.560410 + Penalty 1524.350405 = -263558.210005 nChanged 11 SP:Iteration 66Q (7346.606881 sec): 3 clusters Score: Raw -265085.544019 + Penalty 1524.350405 = -263561.193614 nChanged 5 SP:Iteration 67Q (7346.651412 sec): 3 clusters Score: Raw -265086.811882 + Penalty 1524.350405 = -263562.461477 nChanged 6 SP:Iteration 68Q (7346.702477 sec): 3 clusters Score: Raw -265088.347938 + Penalty 1524.350405 = -263563.997533 nChanged 3 SP:Iteration 69Q (7346.753567 sec): 3 clusters Score: Raw -265089.611370 + Penalty 1524.350405 = -263565.260965 nChanged 6 SP:Iteration 70Q (7346.804541 sec): 3 clusters Score: Raw -265093.091099 + Penalty 1524.350405 = -263568.740694 nChanged 10 SP:Iteration 71Q (7346.855617 sec): 3 clusters Score: Raw -265097.552417 + Penalty 1524.350405 = -263573.202012 nChanged 11 SP:Iteration 72Q (7346.903005 sec): 3 clusters Score: Raw -265101.499052 + Penalty 1524.350405 = -263577.148647 nChanged 5 SP:Iteration 73Q (7346.955904 sec): 3 clusters Score: Raw -265103.043664 + Penalty 1524.350405 = -263578.693259 nChanged 6 SP:Iteration 74Q (7347.008556 sec): 3 clusters Score: Raw -265105.150164 + Penalty 1524.350405 = -263580.799758 nChanged 5 SP:Iteration 75Q (7347.060131 sec): 3 clusters Score: Raw -265105.981803 + Penalty 1524.350405 = -263581.631398 nChanged 3 SP:Iteration 76Q (7347.112325 sec): 3 clusters Score: Raw -265106.809001 + Penalty 1524.350405 = -263582.458596 nChanged 5 SP:Iteration 77Q (7347.164616 sec): 3 clusters Score: Raw -265108.298643 + Penalty 1524.350405 = -263583.948238 nChanged 5 SP:Iteration 78Q (7347.216867 sec): 3 clusters Score: Raw -265109.227688 + Penalty 1524.350405 = -263584.877283 nChanged 2 SP:Iteration 79Q (7347.263255 sec): 3 clusters Score: Raw -265109.568972 + Penalty 1524.350405 = -263585.218567 nChanged 1 SP:Iteration 80F (7347.315198 sec): 3 clusters Score: Raw -265110.196094 + Penalty 1524.350405 = -263585.845689 nChanged 3 SP:Iteration 81Q (7347.378309 sec): 3 clusters Score: Raw -265110.792454 + Penalty 1524.350405 = -263586.442048 nChanged 2 SP:Iteration 82Q (7347.411243 sec): 3 clusters Score: Raw -265111.091701 + Penalty 1524.350405 = -263586.741296 nChanged 2 SP:Iteration 83Q (7347.462596 sec): 3 clusters Score: Raw -265111.469112 + Penalty 1524.350405 = -263587.118706 nChanged 0 SP:Iteration 84F (7347.515605 sec): 3 clusters Score: Raw -265111.469112 + Penalty 1524.350405 = -263587.118706 nChanged 0 Trying to split cluster 31 (1963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7347.549274 sec): 2 clusters Score: Raw -178799.294397 + Penalty 720.311773 = -178078.982624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7347.588765 sec): 3 clusters Score: Raw -177880.948106 + Penalty 1440.623547 = -176440.324559 nChanged 733 SP:Iteration 1F (7347.640494 sec): 3 clusters Score: Raw -178374.136905 + Penalty 1440.623547 = -176933.513358 nChanged 175 SP:Iteration 2F (7347.690977 sec): 3 clusters Score: Raw -178536.455312 + Penalty 1440.623547 = -177095.831765 nChanged 142 SP:Iteration 3F (7347.741617 sec): 3 clusters Score: Raw -178685.741945 + Penalty 1440.623547 = -177245.118398 nChanged 128 SP:Iteration 4F (7347.785194 sec): 3 clusters Score: Raw -178827.043008 + Penalty 1440.623547 = -177386.419461 nChanged 118 SP:Iteration 5F (7347.843093 sec): 3 clusters Score: Raw -178953.667981 + Penalty 1440.623547 = -177513.044434 nChanged 89 SP:Iteration 6Q (7347.891937 sec): 3 clusters Score: Raw -179026.945476 + Penalty 1440.623547 = -177586.321929 nChanged 72 SP:Iteration 7Q (7347.930137 sec): 3 clusters Score: Raw -179097.581026 + Penalty 1440.623547 = -177656.957479 nChanged 53 SP:Iteration 8Q (7347.970395 sec): 3 clusters Score: Raw -179137.034980 + Penalty 1440.623547 = -177696.411433 nChanged 32 SP:Iteration 9Q (7348.014884 sec): 3 clusters Score: Raw -179152.732748 + Penalty 1440.623547 = -177712.109202 nChanged 21 SP:Iteration 10Q (7348.064169 sec): 3 clusters Score: Raw -179161.220499 + Penalty 1440.623547 = -177720.596952 nChanged 12 SP:Iteration 11Q (7348.097702 sec): 3 clusters Score: Raw -179165.511537 + Penalty 1440.623547 = -177724.887990 nChanged 7 SP:Iteration 12Q (7348.149398 sec): 3 clusters Score: Raw -179167.809370 + Penalty 1440.623547 = -177727.185823 nChanged 8 SP:Iteration 13Q (7348.153667 sec): 3 clusters Score: Raw -179170.564031 + Penalty 1440.623547 = -177729.940484 nChanged 9 SP:Iteration 14Q (7348.160936 sec): 3 clusters Score: Raw -179172.880693 + Penalty 1440.623547 = -177732.257146 nChanged 2 SP:Iteration 15Q (7348.168248 sec): 3 clusters Score: Raw -179173.693444 + Penalty 1440.623547 = -177733.069897 nChanged 2 SP:Iteration 16Q (7348.175444 sec): 3 clusters Score: Raw -179174.114904 + Penalty 1440.623547 = -177733.491357 nChanged 1 SP:Iteration 17Q (7348.182747 sec): 3 clusters Score: Raw -179174.861380 + Penalty 1440.623547 = -177734.237833 nChanged 1 SP:Iteration 18Q (7348.190097 sec): 3 clusters Score: Raw -179174.970661 + Penalty 1440.623547 = -177734.347114 nChanged 1 SP:Iteration 19Q (7348.197385 sec): 3 clusters Score: Raw -179175.256506 + Penalty 1440.623547 = -177734.632959 nChanged 0 SP:Iteration 20F (7348.204796 sec): 3 clusters Score: Raw -179175.256506 + Penalty 1440.623547 = -177734.632959 nChanged 0 Trying to split cluster 32 (177795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7348.431737 sec): 2 clusters Score: Raw -15270081.465990 + Penalty 1148.396716 = -15268933.069274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7348.701196 sec): 3 clusters Score: Raw -15151935.660864 + Penalty 2296.793431 = -15149638.867433 nChanged 86341 SP:Iteration 1F (7348.977521 sec): 3 clusters Score: Raw -15205097.616399 + Penalty 2296.793431 = -15202800.822968 nChanged 7169 SP:Iteration 2Q (7349.264452 sec): 3 clusters Score: Raw -15207849.218445 + Penalty 2296.793431 = -15205552.425014 nChanged 8451 SP:Iteration 3Q (7349.554998 sec): 3 clusters Score: Raw -15212023.396047 + Penalty 2296.793431 = -15209726.602616 nChanged 10073 SP:Iteration 4F (7349.826493 sec): 3 clusters Score: Raw -15218247.209801 + Penalty 2296.793431 = -15215950.416370 nChanged 11522 SP:Iteration 5F (7350.101176 sec): 3 clusters Score: Raw -15226620.394059 + Penalty 2296.793431 = -15224323.600628 nChanged 12092 SP:Iteration 6F (7350.368217 sec): 3 clusters Score: Raw -15235626.862971 + Penalty 2296.793431 = -15233330.069540 nChanged 11182 SP:Iteration 7F (7350.636742 sec): 3 clusters Score: Raw -15243021.266186 + Penalty 2296.793431 = -15240724.472755 nChanged 8777 SP:Iteration 8Q (7350.928568 sec): 3 clusters Score: Raw -15247349.543706 + Penalty 2296.793431 = -15245052.750275 nChanged 6091 SP:Iteration 9Q (7351.205792 sec): 3 clusters Score: Raw -15249389.787379 + Penalty 2296.793431 = -15247092.993947 nChanged 4000 SP:Iteration 10Q (7351.492990 sec): 3 clusters Score: Raw -15250395.783352 + Penalty 2296.793431 = -15248098.989921 nChanged 2829 SP:Iteration 11Q (7351.768956 sec): 3 clusters Score: Raw -15251045.569640 + Penalty 2296.793431 = -15248748.776209 nChanged 2431 SP:Iteration 12Q (7352.049768 sec): 3 clusters Score: Raw -15251632.985006 + Penalty 2296.793431 = -15249336.191574 nChanged 2390 SP:Iteration 13Q (7352.342552 sec): 3 clusters Score: Raw -15252224.063174 + Penalty 2296.793431 = -15249927.269743 nChanged 2348 SP:Iteration 14Q (7352.620368 sec): 3 clusters Score: Raw -15252819.696338 + Penalty 2296.793431 = -15250522.902907 nChanged 2401 SP:Iteration 15Q (7352.897570 sec): 3 clusters Score: Raw -15253489.055450 + Penalty 2296.793431 = -15251192.262019 nChanged 2531 SP:Iteration 16Q (7353.170665 sec): 3 clusters Score: Raw -15254242.338361 + Penalty 2296.793431 = -15251945.544930 nChanged 2551 SP:Iteration 17Q (7353.450721 sec): 3 clusters Score: Raw -15255045.360466 + Penalty 2296.793431 = -15252748.567035 nChanged 2596 SP:Iteration 18Q (7353.717099 sec): 3 clusters Score: Raw -15255886.470355 + Penalty 2296.793431 = -15253589.676924 nChanged 2616 SP:Iteration 19Q (7353.977080 sec): 3 clusters Score: Raw -15256752.464039 + Penalty 2296.793431 = -15254455.670608 nChanged 2737 SP:Iteration 20F (7354.241612 sec): 3 clusters Score: Raw -15257708.184353 + Penalty 2296.793431 = -15255411.390922 nChanged 2756 SP:Iteration 21Q (7354.511137 sec): 3 clusters Score: Raw -15258679.898872 + Penalty 2296.793431 = -15256383.105441 nChanged 2798 SP:Iteration 22Q (7354.768734 sec): 3 clusters Score: Raw -15259674.741012 + Penalty 2296.793431 = -15257377.947581 nChanged 2735 SP:Iteration 23Q (7355.030156 sec): 3 clusters Score: Raw -15260653.646461 + Penalty 2296.793431 = -15258356.853029 nChanged 2695 SP:Iteration 24Q (7355.286852 sec): 3 clusters Score: Raw -15261678.118235 + Penalty 2296.793431 = -15259381.324804 nChanged 2710 SP:Iteration 25Q (7355.548530 sec): 3 clusters Score: Raw -15262747.688262 + Penalty 2296.793431 = -15260450.894831 nChanged 2610 SP:Iteration 26Q (7355.799059 sec): 3 clusters Score: Raw -15263795.559327 + Penalty 2296.793431 = -15261498.765896 nChanged 2542 SP:Iteration 27Q (7356.052154 sec): 3 clusters Score: Raw -15264812.389846 + Penalty 2296.793431 = -15262515.596415 nChanged 2292 SP:Iteration 28Q (7356.301766 sec): 3 clusters Score: Raw -15265732.344467 + Penalty 2296.793431 = -15263435.551036 nChanged 2189 SP:Iteration 29Q (7356.550505 sec): 3 clusters Score: Raw -15266617.449097 + Penalty 2296.793431 = -15264320.655666 nChanged 1927 SP:Iteration 30Q (7356.798251 sec): 3 clusters Score: Raw -15267375.093717 + Penalty 2296.793431 = -15265078.300286 nChanged 1710 SP:Iteration 31Q (7357.041042 sec): 3 clusters Score: Raw -15268051.027221 + Penalty 2296.793431 = -15265754.233790 nChanged 1469 SP:Iteration 32Q (7357.285931 sec): 3 clusters Score: Raw -15268631.499346 + Penalty 2296.793431 = -15266334.705914 nChanged 1202 SP:Iteration 33Q (7357.518369 sec): 3 clusters Score: Raw -15269091.359582 + Penalty 2296.793431 = -15266794.566151 nChanged 963 SP:Iteration 34Q (7357.744246 sec): 3 clusters Score: Raw -15269443.226772 + Penalty 2296.793431 = -15267146.433341 nChanged 758 SP:Iteration 35Q (7357.992612 sec): 3 clusters Score: Raw -15269730.282289 + Penalty 2296.793431 = -15267433.488858 nChanged 600 SP:Iteration 36Q (7358.212782 sec): 3 clusters Score: Raw -15269946.138908 + Penalty 2296.793431 = -15267649.345477 nChanged 477 SP:Iteration 37Q (7358.433945 sec): 3 clusters Score: Raw -15270115.239071 + Penalty 2296.793431 = -15267818.445640 nChanged 359 SP:Iteration 38Q (7358.653729 sec): 3 clusters Score: Raw -15270234.778240 + Penalty 2296.793431 = -15267937.984809 nChanged 301 SP:Iteration 39Q (7358.873589 sec): 3 clusters Score: Raw -15270333.443314 + Penalty 2296.793431 = -15268036.649883 nChanged 255 SP:Iteration 40F (7359.139835 sec): 3 clusters Score: Raw -15270411.124901 + Penalty 2296.793431 = -15268114.331470 nChanged 202 SP:Iteration 41Q (7359.369356 sec): 3 clusters Score: Raw -15270466.372832 + Penalty 2296.793431 = -15268169.579401 nChanged 149 SP:Iteration 42Q (7359.600821 sec): 3 clusters Score: Raw -15270499.438060 + Penalty 2296.793431 = -15268202.644629 nChanged 141 SP:Iteration 43Q (7359.834647 sec): 3 clusters Score: Raw -15270529.843410 + Penalty 2296.793431 = -15268233.049979 nChanged 109 SP:Iteration 44Q (7360.066717 sec): 3 clusters Score: Raw -15270557.331721 + Penalty 2296.793431 = -15268260.538290 nChanged 131 SP:Iteration 45Q (7360.274955 sec): 3 clusters Score: Raw -15270584.829216 + Penalty 2296.793431 = -15268288.035785 nChanged 92 SP:Iteration 46Q (7360.496457 sec): 3 clusters Score: Raw -15270608.249251 + Penalty 2296.793431 = -15268311.455819 nChanged 84 SP:Iteration 47Q (7360.726046 sec): 3 clusters Score: Raw -15270626.397370 + Penalty 2296.793431 = -15268329.603938 nChanged 71 SP:Iteration 48Q (7360.957112 sec): 3 clusters Score: Raw -15270640.587013 + Penalty 2296.793431 = -15268343.793581 nChanged 65 SP:Iteration 49Q (7361.192608 sec): 3 clusters Score: Raw -15270655.806259 + Penalty 2296.793431 = -15268359.012828 nChanged 71 SP:Iteration 50Q (7361.423793 sec): 3 clusters Score: Raw -15270671.416244 + Penalty 2296.793431 = -15268374.622812 nChanged 59 SP:Iteration 51Q (7361.656411 sec): 3 clusters Score: Raw -15270682.030472 + Penalty 2296.793431 = -15268385.237041 nChanged 49 SP:Iteration 52Q (7361.890916 sec): 3 clusters Score: Raw -15270691.363148 + Penalty 2296.793431 = -15268394.569717 nChanged 54 SP:Iteration 53Q (7362.126445 sec): 3 clusters Score: Raw -15270702.120009 + Penalty 2296.793431 = -15268405.326578 nChanged 52 SP:Iteration 54Q (7362.348952 sec): 3 clusters Score: Raw -15270712.332065 + Penalty 2296.793431 = -15268415.538634 nChanged 56 SP:Iteration 55Q (7362.576467 sec): 3 clusters Score: Raw -15270723.400414 + Penalty 2296.793431 = -15268426.606982 nChanged 50 SP:Iteration 56Q (7362.786127 sec): 3 clusters Score: Raw -15270734.570889 + Penalty 2296.793431 = -15268437.777458 nChanged 58 SP:Iteration 57Q (7363.012494 sec): 3 clusters Score: Raw -15270743.965544 + Penalty 2296.793431 = -15268447.172113 nChanged 43 SP:Iteration 58Q (7363.237098 sec): 3 clusters Score: Raw -15270750.643954 + Penalty 2296.793431 = -15268453.850523 nChanged 34 SP:Iteration 59Q (7363.444962 sec): 3 clusters Score: Raw -15270755.808619 + Penalty 2296.793431 = -15268459.015188 nChanged 35 SP:Iteration 60F (7363.704443 sec): 3 clusters Score: Raw -15270758.698367 + Penalty 2296.793431 = -15268461.904936 nChanged 17 SP:Iteration 61Q (7363.899106 sec): 3 clusters Score: Raw -15270760.424707 + Penalty 2296.793431 = -15268463.631276 nChanged 12 SP:Iteration 62Q (7364.116512 sec): 3 clusters Score: Raw -15270761.693424 + Penalty 2296.793431 = -15268464.899993 nChanged 10 SP:Iteration 63Q (7364.348465 sec): 3 clusters Score: Raw -15270762.493235 + Penalty 2296.793431 = -15268465.699804 nChanged 7 SP:Iteration 64Q (7364.579538 sec): 3 clusters Score: Raw -15270763.621548 + Penalty 2296.793431 = -15268466.828116 nChanged 12 SP:Iteration 65Q (7364.815446 sec): 3 clusters Score: Raw -15270766.063407 + Penalty 2296.793431 = -15268469.269976 nChanged 18 SP:Iteration 66Q (7365.045965 sec): 3 clusters Score: Raw -15270768.227558 + Penalty 2296.793431 = -15268471.434127 nChanged 15 SP:Iteration 67Q (7365.275759 sec): 3 clusters Score: Raw -15270769.982049 + Penalty 2296.793431 = -15268473.188618 nChanged 13 SP:Iteration 68Q (7365.493530 sec): 3 clusters Score: Raw -15270771.515861 + Penalty 2296.793431 = -15268474.722430 nChanged 15 SP:Iteration 69Q (7365.712086 sec): 3 clusters Score: Raw -15270773.897611 + Penalty 2296.793431 = -15268477.104180 nChanged 15 SP:Iteration 70Q (7365.917776 sec): 3 clusters Score: Raw -15270775.884600 + Penalty 2296.793431 = -15268479.091169 nChanged 11 SP:Iteration 71Q (7366.149042 sec): 3 clusters Score: Raw -15270777.077680 + Penalty 2296.793431 = -15268480.284249 nChanged 11 SP:Iteration 72Q (7366.381007 sec): 3 clusters Score: Raw -15270778.322678 + Penalty 2296.793431 = -15268481.529247 nChanged 12 SP:Iteration 73Q (7366.602427 sec): 3 clusters Score: Raw -15270779.558251 + Penalty 2296.793431 = -15268482.764819 nChanged 8 SP:Iteration 74Q (7366.834048 sec): 3 clusters Score: Raw -15270780.233467 + Penalty 2296.793431 = -15268483.440036 nChanged 7 SP:Iteration 75Q (7367.061302 sec): 3 clusters Score: Raw -15270780.754052 + Penalty 2296.793431 = -15268483.960621 nChanged 3 SP:Iteration 76Q (7367.285513 sec): 3 clusters Score: Raw -15270780.974994 + Penalty 2296.793431 = -15268484.181563 nChanged 3 SP:Iteration 77Q (7367.521368 sec): 3 clusters Score: Raw -15270781.243198 + Penalty 2296.793431 = -15268484.449767 nChanged 5 SP:Iteration 78Q (7367.749448 sec): 3 clusters Score: Raw -15270781.561490 + Penalty 2296.793431 = -15268484.768059 nChanged 1 SP:Iteration 79Q (7367.960141 sec): 3 clusters Score: Raw -15270781.589390 + Penalty 2296.793431 = -15268484.795958 nChanged 1 SP:Iteration 80F (7368.227584 sec): 3 clusters Score: Raw -15270781.688817 + Penalty 2296.793431 = -15268484.895386 nChanged 3 SP:Iteration 81Q (7368.446666 sec): 3 clusters Score: Raw -15270781.839918 + Penalty 2296.793431 = -15268485.046487 nChanged 0 SP:Iteration 82F (7368.697028 sec): 3 clusters Score: Raw -15270781.839918 + Penalty 2296.793431 = -15268485.046487 nChanged 0 Trying to split cluster 33 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7368.721684 sec): 2 clusters Score: Raw -16067.814109 + Penalty 528.629439 = -15539.184670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7368.762429 sec): 3 clusters Score: Raw -16139.943464 + Penalty 1057.258877 = -15082.684586 nChanged 74 SP:Iteration 1F (7368.810747 sec): 3 clusters Score: Raw -16374.921304 + Penalty 1057.258877 = -15317.662426 nChanged 31 SP:Iteration 2F (7368.859587 sec): 3 clusters Score: Raw -16494.997325 + Penalty 1057.258877 = -15437.738447 nChanged 12 SP:Iteration 3Q (7368.908541 sec): 3 clusters Score: Raw -16520.092985 + Penalty 1057.258877 = -15462.834108 nChanged 6 SP:Iteration 4Q (7368.957475 sec): 3 clusters Score: Raw -16559.636388 + Penalty 1057.258877 = -15502.377511 nChanged 6 SP:Iteration 5Q (7369.000331 sec): 3 clusters Score: Raw -16609.568096 + Penalty 1057.258877 = -15552.309218 nChanged 6 SP:Iteration 6Q (7369.044631 sec): 3 clusters Score: Raw -16652.786206 + Penalty 1057.258877 = -15595.527329 nChanged 5 SP:Iteration 7Q (7369.093261 sec): 3 clusters Score: Raw -16674.948974 + Penalty 1057.258877 = -15617.690097 nChanged 5 SP:Iteration 8Q (7369.141961 sec): 3 clusters Score: Raw -16700.918629 + Penalty 1057.258877 = -15643.659752 nChanged 1 SP:Iteration 9Q (7369.190947 sec): 3 clusters Score: Raw -16715.591785 + Penalty 1057.258877 = -15658.332908 nChanged 2 SP:Iteration 10Q (7369.230604 sec): 3 clusters Score: Raw -16723.849688 + Penalty 1057.258877 = -15666.590810 nChanged 0 SP:Iteration 11F (7369.275056 sec): 3 clusters Score: Raw -16723.849688 + Penalty 1057.258877 = -15666.590810 nChanged 0 Score: Raw -69569443.205196 + Penalty 54436.506744 = -69515006.698452 Splitting cluster 33 changes total score from -69515047.867235 to -69515006.698452 So it's not getting split. Trying to split cluster 34 (7533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7387.083282 sec): 2 clusters Score: Raw -621982.154520 + Penalty 848.069622 = -621134.084899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7387.139909 sec): 3 clusters Score: Raw -617588.811300 + Penalty 1696.139243 = -615892.672057 nChanged 3303 SP:Iteration 1F (7387.188873 sec): 3 clusters Score: Raw -619590.842167 + Penalty 1696.139243 = -617894.702924 nChanged 569 SP:Iteration 2F (7387.245364 sec): 3 clusters Score: Raw -620017.450851 + Penalty 1696.139243 = -618321.311608 nChanged 630 SP:Iteration 3F (7387.302920 sec): 3 clusters Score: Raw -620616.849343 + Penalty 1696.139243 = -618920.710100 nChanged 685 SP:Iteration 4F (7387.357425 sec): 3 clusters Score: Raw -621255.770128 + Penalty 1696.139243 = -619559.630885 nChanged 546 SP:Iteration 5F (7387.423204 sec): 3 clusters Score: Raw -621730.834238 + Penalty 1696.139243 = -620034.694995 nChanged 440 SP:Iteration 6F (7387.482074 sec): 3 clusters Score: Raw -622113.827098 + Penalty 1696.139243 = -620417.687855 nChanged 283 SP:Iteration 7Q (7387.540683 sec): 3 clusters Score: Raw -622334.104625 + Penalty 1696.139243 = -620637.965382 nChanged 171 SP:Iteration 8Q (7387.586261 sec): 3 clusters Score: Raw -622462.269269 + Penalty 1696.139243 = -620766.130026 nChanged 107 SP:Iteration 9Q (7387.651754 sec): 3 clusters Score: Raw -622547.769903 + Penalty 1696.139243 = -620851.630660 nChanged 81 SP:Iteration 10Q (7387.707890 sec): 3 clusters Score: Raw -622599.380787 + Penalty 1696.139243 = -620903.241543 nChanged 57 SP:Iteration 11Q (7387.768816 sec): 3 clusters Score: Raw -622625.810723 + Penalty 1696.139243 = -620929.671480 nChanged 25 SP:Iteration 12Q (7387.824884 sec): 3 clusters Score: Raw -622634.352875 + Penalty 1696.139243 = -620938.213632 nChanged 18 SP:Iteration 13Q (7387.883180 sec): 3 clusters Score: Raw -622642.268553 + Penalty 1696.139243 = -620946.129310 nChanged 13 SP:Iteration 14Q (7387.929015 sec): 3 clusters Score: Raw -622647.906995 + Penalty 1696.139243 = -620951.767752 nChanged 17 SP:Iteration 15Q (7387.990442 sec): 3 clusters Score: Raw -622653.195839 + Penalty 1696.139243 = -620957.056596 nChanged 16 SP:Iteration 16Q (7388.045746 sec): 3 clusters Score: Raw -622659.284211 + Penalty 1696.139243 = -620963.144968 nChanged 15 SP:Iteration 17Q (7388.084754 sec): 3 clusters Score: Raw -622664.897296 + Penalty 1696.139243 = -620968.758053 nChanged 15 SP:Iteration 18Q (7388.134045 sec): 3 clusters Score: Raw -622668.042214 + Penalty 1696.139243 = -620971.902971 nChanged 6 SP:Iteration 19Q (7388.196226 sec): 3 clusters Score: Raw -622669.091062 + Penalty 1696.139243 = -620972.951819 nChanged 6 SP:Iteration 20F (7388.251112 sec): 3 clusters Score: Raw -622670.507128 + Penalty 1696.139243 = -620974.367885 nChanged 4 SP:Iteration 21Q (7388.298863 sec): 3 clusters Score: Raw -622672.217806 + Penalty 1696.139243 = -620976.078563 nChanged 8 SP:Iteration 22Q (7388.365276 sec): 3 clusters Score: Raw -622674.144354 + Penalty 1696.139243 = -620978.005111 nChanged 6 SP:Iteration 23Q (7388.410654 sec): 3 clusters Score: Raw -622675.226972 + Penalty 1696.139243 = -620979.087729 nChanged 6 SP:Iteration 24Q (7388.475718 sec): 3 clusters Score: Raw -622676.143620 + Penalty 1696.139243 = -620980.004377 nChanged 7 SP:Iteration 25Q (7388.532449 sec): 3 clusters Score: Raw -622676.746881 + Penalty 1696.139243 = -620980.607638 nChanged 1 SP:Iteration 26Q (7388.588191 sec): 3 clusters Score: Raw -622677.061697 + Penalty 1696.139243 = -620980.922454 nChanged 1 SP:Iteration 27Q (7388.639028 sec): 3 clusters Score: Raw -622677.156921 + Penalty 1696.139243 = -620981.017678 nChanged 1 SP:Iteration 28Q (7388.693068 sec): 3 clusters Score: Raw -622677.408917 + Penalty 1696.139243 = -620981.269674 nChanged 0 SP:Iteration 29F (7388.737929 sec): 3 clusters Score: Raw -622677.408917 + Penalty 1696.139243 = -620981.269674 nChanged 0 Trying to split cluster 35 (1362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7388.766990 sec): 2 clusters Score: Raw -93232.575869 + Penalty 685.587401 = -92546.988467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7388.813838 sec): 3 clusters Score: Raw -92650.469646 + Penalty 1371.174802 = -91279.294844 nChanged 507 SP:Iteration 1F (7388.855501 sec): 3 clusters Score: Raw -93142.898221 + Penalty 1371.174802 = -91771.723419 nChanged 156 SP:Iteration 2F (7388.889561 sec): 3 clusters Score: Raw -93303.767645 + Penalty 1371.174802 = -91932.592842 nChanged 79 SP:Iteration 3F (7388.931510 sec): 3 clusters Score: Raw -93399.283475 + Penalty 1371.174802 = -92028.108673 nChanged 66 SP:Iteration 4Q (7388.980807 sec): 3 clusters Score: Raw -93466.350084 + Penalty 1371.174802 = -92095.175282 nChanged 51 SP:Iteration 5Q (7389.024234 sec): 3 clusters Score: Raw -93526.230357 + Penalty 1371.174802 = -92155.055554 nChanged 41 SP:Iteration 6Q (7389.068025 sec): 3 clusters Score: Raw -93552.261386 + Penalty 1371.174802 = -92181.086583 nChanged 28 SP:Iteration 7Q (7389.101635 sec): 3 clusters Score: Raw -93565.645982 + Penalty 1371.174802 = -92194.471179 nChanged 23 SP:Iteration 8Q (7389.142761 sec): 3 clusters Score: Raw -93583.796757 + Penalty 1371.174802 = -92212.621955 nChanged 25 SP:Iteration 9Q (7389.199063 sec): 3 clusters Score: Raw -93617.794453 + Penalty 1371.174802 = -92246.619651 nChanged 28 SP:Iteration 10Q (7389.236403 sec): 3 clusters Score: Raw -93639.015151 + Penalty 1371.174802 = -92267.840348 nChanged 21 SP:Iteration 11Q (7389.293212 sec): 3 clusters Score: Raw -93655.057000 + Penalty 1371.174802 = -92283.882197 nChanged 20 SP:Iteration 12Q (7389.337506 sec): 3 clusters Score: Raw -93676.622434 + Penalty 1371.174802 = -92305.447631 nChanged 21 SP:Iteration 13Q (7389.390334 sec): 3 clusters Score: Raw -93698.499930 + Penalty 1371.174802 = -92327.325128 nChanged 19 SP:Iteration 14Q (7389.428303 sec): 3 clusters Score: Raw -93724.529123 + Penalty 1371.174802 = -92353.354321 nChanged 17 SP:Iteration 15Q (7389.474824 sec): 3 clusters Score: Raw -93751.128924 + Penalty 1371.174802 = -92379.954122 nChanged 17 SP:Iteration 16Q (7389.521360 sec): 3 clusters Score: Raw -93766.480766 + Penalty 1371.174802 = -92395.305964 nChanged 16 SP:Iteration 17Q (7389.562426 sec): 3 clusters Score: Raw -93783.974049 + Penalty 1371.174802 = -92412.799246 nChanged 14 SP:Iteration 18Q (7389.605020 sec): 3 clusters Score: Raw -93799.949326 + Penalty 1371.174802 = -92428.774524 nChanged 11 SP:Iteration 19Q (7389.661758 sec): 3 clusters Score: Raw -93808.481533 + Penalty 1371.174802 = -92437.306731 nChanged 14 SP:Iteration 20F (7389.703005 sec): 3 clusters Score: Raw -93816.892572 + Penalty 1371.174802 = -92445.717770 nChanged 7 SP:Iteration 21Q (7389.739993 sec): 3 clusters Score: Raw -93824.807526 + Penalty 1371.174802 = -92453.632724 nChanged 11 SP:Iteration 22Q (7389.786714 sec): 3 clusters Score: Raw -93829.170874 + Penalty 1371.174802 = -92457.996072 nChanged 13 SP:Iteration 23Q (7389.832908 sec): 3 clusters Score: Raw -93862.665810 + Penalty 1371.174802 = -92491.491007 nChanged 20 SP:Iteration 24Q (7389.889137 sec): 3 clusters Score: Raw -93908.829828 + Penalty 1371.174802 = -92537.655026 nChanged 15 SP:Iteration 25Q (7389.939173 sec): 3 clusters Score: Raw -93936.201868 + Penalty 1371.174802 = -92565.027065 nChanged 26 SP:Iteration 26Q (7389.988204 sec): 3 clusters Score: Raw -93950.410975 + Penalty 1371.174802 = -92579.236173 nChanged 10 SP:Iteration 27Q (7390.039488 sec): 3 clusters Score: Raw -93953.365646 + Penalty 1371.174802 = -92582.190844 nChanged 4 SP:Iteration 28Q (7390.076066 sec): 3 clusters Score: Raw -93954.379530 + Penalty 1371.174802 = -92583.204728 nChanged 2 SP:Iteration 29Q (7390.116850 sec): 3 clusters Score: Raw -93955.067653 + Penalty 1371.174802 = -92583.892850 nChanged 4 SP:Iteration 30Q (7390.158560 sec): 3 clusters Score: Raw -93956.929957 + Penalty 1371.174802 = -92585.755154 nChanged 2 SP:Iteration 31Q (7390.201880 sec): 3 clusters Score: Raw -93958.032832 + Penalty 1371.174802 = -92586.858030 nChanged 1 SP:Iteration 32Q (7390.245723 sec): 3 clusters Score: Raw -93958.397087 + Penalty 1371.174802 = -92587.222284 nChanged 3 SP:Iteration 33Q (7390.292860 sec): 3 clusters Score: Raw -93961.109806 + Penalty 1371.174802 = -92589.935003 nChanged 2 SP:Iteration 34Q (7390.332592 sec): 3 clusters Score: Raw -93961.547309 + Penalty 1371.174802 = -92590.372506 nChanged 0 SP:Iteration 35F (7390.385117 sec): 3 clusters Score: Raw -93961.547309 + Penalty 1371.174802 = -92590.372506 nChanged 0 Score: Raw -69569516.141057 + Penalty 54436.506744 = -69515079.634313 Splitting cluster 35 changes total score from -69515047.867235 to -69515079.634313 So it's getting split into cluster 42. Trying to split cluster 36 (7245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7407.052021 sec): 2 clusters Score: Raw -605021.770455 + Penalty 844.366351 = -604177.404104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7407.099458 sec): 3 clusters Score: Raw -600840.764387 + Penalty 1688.732702 = -599152.031684 nChanged 3180 SP:Iteration 1F (7407.145070 sec): 3 clusters Score: Raw -602617.250897 + Penalty 1688.732702 = -600928.518195 nChanged 506 SP:Iteration 2F (7407.199094 sec): 3 clusters Score: Raw -602906.550498 + Penalty 1688.732702 = -601217.817795 nChanged 482 SP:Iteration 3F (7407.251261 sec): 3 clusters Score: Raw -603185.559398 + Penalty 1688.732702 = -601496.826696 nChanged 462 SP:Iteration 4F (7407.303705 sec): 3 clusters Score: Raw -603475.214039 + Penalty 1688.732702 = -601786.481336 nChanged 426 SP:Iteration 5F (7407.350311 sec): 3 clusters Score: Raw -603753.744959 + Penalty 1688.732702 = -602065.012257 nChanged 397 SP:Iteration 6F (7407.407046 sec): 3 clusters Score: Raw -604039.187975 + Penalty 1688.732702 = -602350.455272 nChanged 332 SP:Iteration 7Q (7407.463923 sec): 3 clusters Score: Raw -604296.082382 + Penalty 1688.732702 = -602607.349680 nChanged 265 SP:Iteration 8Q (7407.512704 sec): 3 clusters Score: Raw -604502.339123 + Penalty 1688.732702 = -602813.606421 nChanged 205 SP:Iteration 9Q (7407.570007 sec): 3 clusters Score: Raw -604677.993536 + Penalty 1688.732702 = -602989.260833 nChanged 153 SP:Iteration 10Q (7407.627110 sec): 3 clusters Score: Raw -604822.038093 + Penalty 1688.732702 = -603133.305390 nChanged 130 SP:Iteration 11Q (7407.681437 sec): 3 clusters Score: Raw -604924.109890 + Penalty 1688.732702 = -603235.377188 nChanged 91 SP:Iteration 12Q (7407.731270 sec): 3 clusters Score: Raw -604977.027452 + Penalty 1688.732702 = -603288.294749 nChanged 62 SP:Iteration 13Q (7407.786548 sec): 3 clusters Score: Raw -605014.136551 + Penalty 1688.732702 = -603325.403849 nChanged 39 SP:Iteration 14Q (7407.832664 sec): 3 clusters Score: Raw -605039.093653 + Penalty 1688.732702 = -603350.360950 nChanged 31 SP:Iteration 15Q (7407.884514 sec): 3 clusters Score: Raw -605060.172630 + Penalty 1688.732702 = -603371.439927 nChanged 46 SP:Iteration 16Q (7407.935566 sec): 3 clusters Score: Raw -605094.533877 + Penalty 1688.732702 = -603405.801175 nChanged 42 SP:Iteration 17Q (7407.991571 sec): 3 clusters Score: Raw -605123.517026 + Penalty 1688.732702 = -603434.784324 nChanged 34 SP:Iteration 18Q (7408.044980 sec): 3 clusters Score: Raw -605146.645134 + Penalty 1688.732702 = -603457.912432 nChanged 28 SP:Iteration 19Q (7408.097132 sec): 3 clusters Score: Raw -605162.260525 + Penalty 1688.732702 = -603473.527823 nChanged 15 SP:Iteration 20F (7408.154603 sec): 3 clusters Score: Raw -605169.851034 + Penalty 1688.732702 = -603481.118332 nChanged 10 SP:Iteration 21Q (7408.207629 sec): 3 clusters Score: Raw -605173.789479 + Penalty 1688.732702 = -603485.056776 nChanged 4 SP:Iteration 22Q (7408.259305 sec): 3 clusters Score: Raw -605175.263138 + Penalty 1688.732702 = -603486.530435 nChanged 2 SP:Iteration 23Q (7408.305208 sec): 3 clusters Score: Raw -605175.756733 + Penalty 1688.732702 = -603487.024031 nChanged 0 SP:Iteration 24F (7408.365513 sec): 3 clusters Score: Raw -605175.756733 + Penalty 1688.732702 = -603487.024031 nChanged 0 Trying to split cluster 37 (15741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7408.400979 sec): 2 clusters Score: Raw -1370593.122895 + Penalty 918.082285 = -1369675.040610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7408.472152 sec): 3 clusters Score: Raw -1360861.849878 + Penalty 1836.164570 = -1359025.685308 nChanged 7280 SP:Iteration 1F (7408.541123 sec): 3 clusters Score: Raw -1365131.184742 + Penalty 1836.164570 = -1363295.020172 nChanged 825 SP:Iteration 2F (7408.603532 sec): 3 clusters Score: Raw -1365469.654202 + Penalty 1836.164570 = -1363633.489632 nChanged 782 SP:Iteration 3Q (7408.658860 sec): 3 clusters Score: Raw -1365860.876727 + Penalty 1836.164570 = -1364024.712158 nChanged 838 SP:Iteration 4F (7408.723275 sec): 3 clusters Score: Raw -1366339.794609 + Penalty 1836.164570 = -1364503.630039 nChanged 963 SP:Iteration 5F (7408.794974 sec): 3 clusters Score: Raw -1367018.825040 + Penalty 1836.164570 = -1365182.660470 nChanged 1079 SP:Iteration 6F (7408.842185 sec): 3 clusters Score: Raw -1367876.640303 + Penalty 1836.164570 = -1366040.475733 nChanged 1055 SP:Iteration 7F (7408.905761 sec): 3 clusters Score: Raw -1368714.672263 + Penalty 1836.164570 = -1366878.507693 nChanged 853 SP:Iteration 8F (7408.975401 sec): 3 clusters Score: Raw -1369258.484195 + Penalty 1836.164570 = -1367422.319625 nChanged 566 SP:Iteration 9Q (7409.029868 sec): 3 clusters Score: Raw -1369482.249944 + Penalty 1836.164570 = -1367646.085374 nChanged 325 SP:Iteration 10Q (7409.092942 sec): 3 clusters Score: Raw -1369579.606061 + Penalty 1836.164570 = -1367743.441491 nChanged 234 SP:Iteration 11Q (7409.147342 sec): 3 clusters Score: Raw -1369655.271224 + Penalty 1836.164570 = -1367819.106654 nChanged 191 SP:Iteration 12Q (7409.210364 sec): 3 clusters Score: Raw -1369719.811763 + Penalty 1836.164570 = -1367883.647193 nChanged 164 SP:Iteration 13Q (7409.282040 sec): 3 clusters Score: Raw -1369767.037689 + Penalty 1836.164570 = -1367930.873119 nChanged 138 SP:Iteration 14Q (7409.328208 sec): 3 clusters Score: Raw -1369806.054896 + Penalty 1836.164570 = -1367969.890326 nChanged 146 SP:Iteration 15Q (7409.390459 sec): 3 clusters Score: Raw -1369842.070745 + Penalty 1836.164570 = -1368005.906175 nChanged 134 SP:Iteration 16Q (7409.453620 sec): 3 clusters Score: Raw -1369873.097221 + Penalty 1836.164570 = -1368036.932651 nChanged 130 SP:Iteration 17Q (7409.511139 sec): 3 clusters Score: Raw -1369896.908916 + Penalty 1836.164570 = -1368060.744346 nChanged 118 SP:Iteration 18Q (7409.582546 sec): 3 clusters Score: Raw -1369919.645177 + Penalty 1836.164570 = -1368083.480607 nChanged 105 SP:Iteration 19Q (7409.646708 sec): 3 clusters Score: Raw -1369938.076173 + Penalty 1836.164570 = -1368101.911603 nChanged 99 SP:Iteration 20F (7409.701642 sec): 3 clusters Score: Raw -1369954.756132 + Penalty 1836.164570 = -1368118.591562 nChanged 95 SP:Iteration 21Q (7409.773496 sec): 3 clusters Score: Raw -1369970.832058 + Penalty 1836.164570 = -1368134.667488 nChanged 86 SP:Iteration 22Q (7409.832122 sec): 3 clusters Score: Raw -1369987.965983 + Penalty 1836.164570 = -1368151.801413 nChanged 86 SP:Iteration 23Q (7409.908637 sec): 3 clusters Score: Raw -1370005.911183 + Penalty 1836.164570 = -1368169.746613 nChanged 97 SP:Iteration 24Q (7409.965350 sec): 3 clusters Score: Raw -1370025.997949 + Penalty 1836.164570 = -1368189.833379 nChanged 90 SP:Iteration 25Q (7410.032814 sec): 3 clusters Score: Raw -1370044.626451 + Penalty 1836.164570 = -1368208.461881 nChanged 83 SP:Iteration 26Q (7410.100875 sec): 3 clusters Score: Raw -1370060.379440 + Penalty 1836.164570 = -1368224.214870 nChanged 66 SP:Iteration 27Q (7410.176948 sec): 3 clusters Score: Raw -1370071.089354 + Penalty 1836.164570 = -1368234.924784 nChanged 68 SP:Iteration 28Q (7410.234974 sec): 3 clusters Score: Raw -1370080.670206 + Penalty 1836.164570 = -1368244.505636 nChanged 58 SP:Iteration 29Q (7410.296352 sec): 3 clusters Score: Raw -1370089.882120 + Penalty 1836.164570 = -1368253.717550 nChanged 57 SP:Iteration 30Q (7410.349681 sec): 3 clusters Score: Raw -1370098.876064 + Penalty 1836.164570 = -1368262.711495 nChanged 64 SP:Iteration 31Q (7410.409678 sec): 3 clusters Score: Raw -1370110.076236 + Penalty 1836.164570 = -1368273.911666 nChanged 73 SP:Iteration 32Q (7410.479762 sec): 3 clusters Score: Raw -1370122.643792 + Penalty 1836.164570 = -1368286.479223 nChanged 70 SP:Iteration 33Q (7410.557267 sec): 3 clusters Score: Raw -1370134.716545 + Penalty 1836.164570 = -1368298.551975 nChanged 68 SP:Iteration 34Q (7410.615721 sec): 3 clusters Score: Raw -1370146.470321 + Penalty 1836.164570 = -1368310.305751 nChanged 76 SP:Iteration 35Q (7410.694322 sec): 3 clusters Score: Raw -1370160.746851 + Penalty 1836.164570 = -1368324.582281 nChanged 67 SP:Iteration 36Q (7410.751400 sec): 3 clusters Score: Raw -1370172.832007 + Penalty 1836.164570 = -1368336.667437 nChanged 67 SP:Iteration 37Q (7410.819997 sec): 3 clusters Score: Raw -1370182.923643 + Penalty 1836.164570 = -1368346.759073 nChanged 69 SP:Iteration 38Q (7410.884156 sec): 3 clusters Score: Raw -1370194.991658 + Penalty 1836.164570 = -1368358.827088 nChanged 67 SP:Iteration 39Q (7410.952915 sec): 3 clusters Score: Raw -1370206.806566 + Penalty 1836.164570 = -1368370.641996 nChanged 71 SP:Iteration 40F (7411.010463 sec): 3 clusters Score: Raw -1370219.678816 + Penalty 1836.164570 = -1368383.514246 nChanged 69 SP:Iteration 41Q (7411.074707 sec): 3 clusters Score: Raw -1370231.928918 + Penalty 1836.164570 = -1368395.764348 nChanged 65 SP:Iteration 42Q (7411.147255 sec): 3 clusters Score: Raw -1370242.037958 + Penalty 1836.164570 = -1368405.873389 nChanged 52 SP:Iteration 43Q (7411.205440 sec): 3 clusters Score: Raw -1370248.801854 + Penalty 1836.164570 = -1368412.637284 nChanged 49 SP:Iteration 44Q (7411.270694 sec): 3 clusters Score: Raw -1370255.270226 + Penalty 1836.164570 = -1368419.105656 nChanged 52 SP:Iteration 45Q (7411.326508 sec): 3 clusters Score: Raw -1370265.072460 + Penalty 1836.164570 = -1368428.907890 nChanged 67 SP:Iteration 46Q (7411.397851 sec): 3 clusters Score: Raw -1370278.625563 + Penalty 1836.164570 = -1368442.460993 nChanged 58 SP:Iteration 47Q (7411.452643 sec): 3 clusters Score: Raw -1370290.224676 + Penalty 1836.164570 = -1368454.060106 nChanged 58 SP:Iteration 48Q (7411.522308 sec): 3 clusters Score: Raw -1370299.674025 + Penalty 1836.164570 = -1368463.509455 nChanged 55 SP:Iteration 49Q (7411.598232 sec): 3 clusters Score: Raw -1370309.637285 + Penalty 1836.164570 = -1368473.472715 nChanged 57 SP:Iteration 50Q (7411.664723 sec): 3 clusters Score: Raw -1370321.015047 + Penalty 1836.164570 = -1368484.850477 nChanged 57 SP:Iteration 51Q (7411.725734 sec): 3 clusters Score: Raw -1370330.247705 + Penalty 1836.164570 = -1368494.083135 nChanged 55 SP:Iteration 52Q (7411.801270 sec): 3 clusters Score: Raw -1370341.747709 + Penalty 1836.164570 = -1368505.583139 nChanged 58 SP:Iteration 53Q (7411.868697 sec): 3 clusters Score: Raw -1370352.754699 + Penalty 1836.164570 = -1368516.590129 nChanged 63 SP:Iteration 54Q (7411.928435 sec): 3 clusters Score: Raw -1370364.040626 + Penalty 1836.164570 = -1368527.876056 nChanged 60 SP:Iteration 55Q (7411.991864 sec): 3 clusters Score: Raw -1370376.687099 + Penalty 1836.164570 = -1368540.522529 nChanged 66 SP:Iteration 56Q (7412.060474 sec): 3 clusters Score: Raw -1370392.840774 + Penalty 1836.164570 = -1368556.676204 nChanged 65 SP:Iteration 57Q (7412.126593 sec): 3 clusters Score: Raw -1370408.823074 + Penalty 1836.164570 = -1368572.658504 nChanged 78 SP:Iteration 58Q (7412.203185 sec): 3 clusters Score: Raw -1370427.502530 + Penalty 1836.164570 = -1368591.337961 nChanged 73 SP:Iteration 59Q (7412.270010 sec): 3 clusters Score: Raw -1370444.957949 + Penalty 1836.164570 = -1368608.793379 nChanged 58 SP:Iteration 60F (7412.330232 sec): 3 clusters Score: Raw -1370458.543837 + Penalty 1836.164570 = -1368622.379267 nChanged 56 SP:Iteration 61Q (7412.396553 sec): 3 clusters Score: Raw -1370472.447445 + Penalty 1836.164570 = -1368636.282875 nChanged 61 SP:Iteration 62Q (7412.464414 sec): 3 clusters Score: Raw -1370487.423145 + Penalty 1836.164570 = -1368651.258575 nChanged 63 SP:Iteration 63Q (7412.529129 sec): 3 clusters Score: Raw -1370503.002050 + Penalty 1836.164570 = -1368666.837480 nChanged 57 SP:Iteration 64Q (7412.575723 sec): 3 clusters Score: Raw -1370518.281255 + Penalty 1836.164570 = -1368682.116685 nChanged 56 SP:Iteration 65Q (7412.606153 sec): 3 clusters Score: Raw -1370533.352302 + Penalty 1836.164570 = -1368697.187732 nChanged 54 SP:Iteration 66Q (7412.636453 sec): 3 clusters Score: Raw -1370551.032752 + Penalty 1836.164570 = -1368714.868182 nChanged 48 SP:Iteration 67Q (7412.666749 sec): 3 clusters Score: Raw -1370565.434426 + Penalty 1836.164570 = -1368729.269856 nChanged 46 SP:Iteration 68Q (7412.696953 sec): 3 clusters Score: Raw -1370576.954017 + Penalty 1836.164570 = -1368740.789447 nChanged 41 SP:Iteration 69Q (7412.740039 sec): 3 clusters Score: Raw -1370586.247463 + Penalty 1836.164570 = -1368750.082893 nChanged 37 SP:Iteration 70Q (7412.770197 sec): 3 clusters Score: Raw -1370596.152406 + Penalty 1836.164570 = -1368759.987836 nChanged 38 SP:Iteration 71Q (7412.800222 sec): 3 clusters Score: Raw -1370607.984303 + Penalty 1836.164570 = -1368771.819733 nChanged 45 SP:Iteration 72Q (7412.830182 sec): 3 clusters Score: Raw -1370619.071532 + Penalty 1836.164570 = -1368782.906962 nChanged 40 SP:Iteration 73Q (7412.860277 sec): 3 clusters Score: Raw -1370629.768811 + Penalty 1836.164570 = -1368793.604241 nChanged 42 SP:Iteration 74Q (7412.913148 sec): 3 clusters Score: Raw -1370641.442151 + Penalty 1836.164570 = -1368805.277581 nChanged 39 SP:Iteration 75Q (7412.979444 sec): 3 clusters Score: Raw -1370651.030477 + Penalty 1836.164570 = -1368814.865907 nChanged 40 SP:Iteration 76Q (7413.037133 sec): 3 clusters Score: Raw -1370662.251557 + Penalty 1836.164570 = -1368826.086987 nChanged 39 SP:Iteration 77Q (7413.103613 sec): 3 clusters Score: Raw -1370671.790729 + Penalty 1836.164570 = -1368835.626159 nChanged 35 SP:Iteration 78Q (7413.170085 sec): 3 clusters Score: Raw -1370681.380032 + Penalty 1836.164570 = -1368845.215463 nChanged 40 SP:Iteration 79Q (7413.243049 sec): 3 clusters Score: Raw -1370691.792631 + Penalty 1836.164570 = -1368855.628061 nChanged 30 SP:Iteration 80F (7413.314146 sec): 3 clusters Score: Raw -1370699.669079 + Penalty 1836.164570 = -1368863.504509 nChanged 30 SP:Iteration 81Q (7413.380681 sec): 3 clusters Score: Raw -1370708.773905 + Penalty 1836.164570 = -1368872.609335 nChanged 35 SP:Iteration 82Q (7413.448047 sec): 3 clusters Score: Raw -1370723.402888 + Penalty 1836.164570 = -1368887.238318 nChanged 45 SP:Iteration 83Q (7413.506740 sec): 3 clusters Score: Raw -1370745.480463 + Penalty 1836.164570 = -1368909.315893 nChanged 42 SP:Iteration 84Q (7413.582323 sec): 3 clusters Score: Raw -1370764.313452 + Penalty 1836.164570 = -1368928.148882 nChanged 48 SP:Iteration 85Q (7413.649817 sec): 3 clusters Score: Raw -1370784.103745 + Penalty 1836.164570 = -1368947.939175 nChanged 42 SP:Iteration 86Q (7413.703530 sec): 3 clusters Score: Raw -1370803.899654 + Penalty 1836.164570 = -1368967.735084 nChanged 53 SP:Iteration 87Q (7413.766772 sec): 3 clusters Score: Raw -1370832.465307 + Penalty 1836.164570 = -1368996.300737 nChanged 51 SP:Iteration 88Q (7413.841330 sec): 3 clusters Score: Raw -1370854.911788 + Penalty 1836.164570 = -1369018.747218 nChanged 50 SP:Iteration 89Q (7413.899948 sec): 3 clusters Score: Raw -1370877.244561 + Penalty 1836.164570 = -1369041.079991 nChanged 43 SP:Iteration 90Q (7413.968047 sec): 3 clusters Score: Raw -1370897.774442 + Penalty 1836.164570 = -1369061.609872 nChanged 51 SP:Iteration 91Q (7414.022436 sec): 3 clusters Score: Raw -1370934.696109 + Penalty 1836.164570 = -1369098.531539 nChanged 52 SP:Iteration 92Q (7414.089313 sec): 3 clusters Score: Raw -1370973.459549 + Penalty 1836.164570 = -1369137.294979 nChanged 55 SP:Iteration 93Q (7414.156806 sec): 3 clusters Score: Raw -1371007.491044 + Penalty 1836.164570 = -1369171.326474 nChanged 46 SP:Iteration 94Q (7414.230425 sec): 3 clusters Score: Raw -1371034.407202 + Penalty 1836.164570 = -1369198.242632 nChanged 42 SP:Iteration 95Q (7414.287997 sec): 3 clusters Score: Raw -1371056.694056 + Penalty 1836.164570 = -1369220.529486 nChanged 36 SP:Iteration 96Q (7414.350532 sec): 3 clusters Score: Raw -1371080.277414 + Penalty 1836.164570 = -1369244.112844 nChanged 28 SP:Iteration 97Q (7414.405920 sec): 3 clusters Score: Raw -1371098.678846 + Penalty 1836.164570 = -1369262.514276 nChanged 31 SP:Iteration 98Q (7414.474366 sec): 3 clusters Score: Raw -1371115.291789 + Penalty 1836.164570 = -1369279.127220 nChanged 28 SP:Iteration 99Q (7414.526692 sec): 3 clusters Score: Raw -1371129.957838 + Penalty 1836.164570 = -1369293.793268 nChanged 24 SP:Iteration 100F (7414.595213 sec): 3 clusters Score: Raw -1371143.168028 + Penalty 1836.164570 = -1369307.003458 nChanged 24 SP:Iteration 101Q (7414.661804 sec): 3 clusters Score: Raw -1371159.674446 + Penalty 1836.164570 = -1369323.509876 nChanged 24 SP:Iteration 102Q (7414.727600 sec): 3 clusters Score: Raw -1371171.216279 + Penalty 1836.164570 = -1369335.051709 nChanged 19 SP:Iteration 103Q (7414.782309 sec): 3 clusters Score: Raw -1371178.719046 + Penalty 1836.164570 = -1369342.554476 nChanged 9 SP:Iteration 104Q (7414.833817 sec): 3 clusters Score: Raw -1371182.150882 + Penalty 1836.164570 = -1369345.986312 nChanged 9 SP:Iteration 105Q (7414.900634 sec): 3 clusters Score: Raw -1371184.625645 + Penalty 1836.164570 = -1369348.461075 nChanged 7 SP:Iteration 106Q (7414.954701 sec): 3 clusters Score: Raw -1371186.406045 + Penalty 1836.164570 = -1369350.241475 nChanged 8 SP:Iteration 107Q (7415.029356 sec): 3 clusters Score: Raw -1371188.572525 + Penalty 1836.164570 = -1369352.407955 nChanged 6 SP:Iteration 108Q (7415.088745 sec): 3 clusters Score: Raw -1371190.072775 + Penalty 1836.164570 = -1369353.908205 nChanged 9 SP:Iteration 109Q (7415.140545 sec): 3 clusters Score: Raw -1371192.838132 + Penalty 1836.164570 = -1369356.673562 nChanged 11 SP:Iteration 110Q (7415.198974 sec): 3 clusters Score: Raw -1371197.407574 + Penalty 1836.164570 = -1369361.243004 nChanged 14 SP:Iteration 111Q (7415.251805 sec): 3 clusters Score: Raw -1371201.912253 + Penalty 1836.164570 = -1369365.747684 nChanged 10 SP:Iteration 112Q (7415.315608 sec): 3 clusters Score: Raw -1371204.345958 + Penalty 1836.164570 = -1369368.181388 nChanged 6 SP:Iteration 113Q (7415.377118 sec): 3 clusters Score: Raw -1371205.721377 + Penalty 1836.164570 = -1369369.556807 nChanged 3 SP:Iteration 114Q (7415.441618 sec): 3 clusters Score: Raw -1371206.183494 + Penalty 1836.164570 = -1369370.018924 nChanged 2 SP:Iteration 115Q (7415.506457 sec): 3 clusters Score: Raw -1371206.615287 + Penalty 1836.164570 = -1369370.450717 nChanged 0 SP:Iteration 116F (7415.573401 sec): 3 clusters Score: Raw -1371206.615287 + Penalty 1836.164570 = -1369370.450717 nChanged 0 Trying to split cluster 38 (2598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7415.602640 sec): 2 clusters Score: Raw -236818.503849 + Penalty 746.937234 = -236071.566616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7415.643296 sec): 3 clusters Score: Raw -235532.206861 + Penalty 1493.874467 = -234038.332394 nChanged 1035 SP:Iteration 1F (7415.704525 sec): 3 clusters Score: Raw -236173.856025 + Penalty 1493.874467 = -234679.981558 nChanged 194 SP:Iteration 2F (7415.745537 sec): 3 clusters Score: Raw -236313.625680 + Penalty 1493.874467 = -234819.751213 nChanged 157 SP:Iteration 3F (7415.797904 sec): 3 clusters Score: Raw -236418.115726 + Penalty 1493.874467 = -234924.241258 nChanged 120 SP:Iteration 4Q (7415.850352 sec): 3 clusters Score: Raw -236503.391399 + Penalty 1493.874467 = -235009.516932 nChanged 126 SP:Iteration 5Q (7415.913468 sec): 3 clusters Score: Raw -236592.308481 + Penalty 1493.874467 = -235098.434013 nChanged 97 SP:Iteration 6Q (7415.963987 sec): 3 clusters Score: Raw -236660.595103 + Penalty 1493.874467 = -235166.720636 nChanged 60 SP:Iteration 7Q (7416.017585 sec): 3 clusters Score: Raw -236700.162182 + Penalty 1493.874467 = -235206.287714 nChanged 43 SP:Iteration 8Q (7416.056291 sec): 3 clusters Score: Raw -236731.599283 + Penalty 1493.874467 = -235237.724816 nChanged 50 SP:Iteration 9Q (7416.070336 sec): 3 clusters Score: Raw -236767.041386 + Penalty 1493.874467 = -235273.166919 nChanged 50 SP:Iteration 10Q (7416.079639 sec): 3 clusters Score: Raw -236795.926142 + Penalty 1493.874467 = -235302.051674 nChanged 43 SP:Iteration 11Q (7416.129316 sec): 3 clusters Score: Raw -236825.827922 + Penalty 1493.874467 = -235331.953454 nChanged 46 SP:Iteration 12Q (7416.174323 sec): 3 clusters Score: Raw -236851.890930 + Penalty 1493.874467 = -235358.016462 nChanged 30 SP:Iteration 13Q (7416.214035 sec): 3 clusters Score: Raw -236868.013746 + Penalty 1493.874467 = -235374.139279 nChanged 26 SP:Iteration 14Q (7416.256165 sec): 3 clusters Score: Raw -236881.310056 + Penalty 1493.874467 = -235387.435589 nChanged 17 SP:Iteration 15Q (7416.316389 sec): 3 clusters Score: Raw -236888.380983 + Penalty 1493.874467 = -235394.506516 nChanged 11 SP:Iteration 16Q (7416.357681 sec): 3 clusters Score: Raw -236897.173833 + Penalty 1493.874467 = -235403.299365 nChanged 16 SP:Iteration 17Q (7416.411237 sec): 3 clusters Score: Raw -236910.956592 + Penalty 1493.874467 = -235417.082125 nChanged 21 SP:Iteration 18Q (7416.458236 sec): 3 clusters Score: Raw -236924.003042 + Penalty 1493.874467 = -235430.128575 nChanged 13 SP:Iteration 19Q (7416.502576 sec): 3 clusters Score: Raw -236929.181154 + Penalty 1493.874467 = -235435.306687 nChanged 8 SP:Iteration 20F (7416.548482 sec): 3 clusters Score: Raw -236932.603135 + Penalty 1493.874467 = -235438.728667 nChanged 10 SP:Iteration 21Q (7416.599322 sec): 3 clusters Score: Raw -236938.265193 + Penalty 1493.874467 = -235444.390726 nChanged 10 SP:Iteration 22Q (7416.650010 sec): 3 clusters Score: Raw -236944.537556 + Penalty 1493.874467 = -235450.663089 nChanged 16 SP:Iteration 23Q (7416.702007 sec): 3 clusters Score: Raw -236954.393310 + Penalty 1493.874467 = -235460.518842 nChanged 11 SP:Iteration 24Q (7416.752932 sec): 3 clusters Score: Raw -236961.155968 + Penalty 1493.874467 = -235467.281500 nChanged 16 SP:Iteration 25Q (7416.798583 sec): 3 clusters Score: Raw -236970.462309 + Penalty 1493.874467 = -235476.587841 nChanged 15 SP:Iteration 26Q (7416.838687 sec): 3 clusters Score: Raw -236977.377997 + Penalty 1493.874467 = -235483.503530 nChanged 7 SP:Iteration 27Q (7416.889531 sec): 3 clusters Score: Raw -236981.097944 + Penalty 1493.874467 = -235487.223477 nChanged 5 SP:Iteration 28Q (7416.935981 sec): 3 clusters Score: Raw -236982.679333 + Penalty 1493.874467 = -235488.804866 nChanged 2 SP:Iteration 29Q (7416.986918 sec): 3 clusters Score: Raw -236983.052672 + Penalty 1493.874467 = -235489.178205 nChanged 2 SP:Iteration 30Q (7417.031662 sec): 3 clusters Score: Raw -236983.420465 + Penalty 1493.874467 = -235489.545997 nChanged 0 SP:Iteration 31F (7417.089104 sec): 3 clusters Score: Raw -236983.420465 + Penalty 1493.874467 = -235489.545997 nChanged 0 Trying to split cluster 39 (6276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7417.125113 sec): 2 clusters Score: Raw -538738.064108 + Penalty 830.726371 = -537907.337737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7417.160562 sec): 3 clusters Score: Raw -535161.146662 + Penalty 1661.452742 = -533499.693921 nChanged 2744 SP:Iteration 1F (7417.226995 sec): 3 clusters Score: Raw -536868.263613 + Penalty 1661.452742 = -535206.810871 nChanged 591 SP:Iteration 2F (7417.282090 sec): 3 clusters Score: Raw -537389.550569 + Penalty 1661.452742 = -535728.097828 nChanged 543 SP:Iteration 3F (7417.337290 sec): 3 clusters Score: Raw -537916.374981 + Penalty 1661.452742 = -536254.922239 nChanged 472 SP:Iteration 4F (7417.379846 sec): 3 clusters Score: Raw -538327.027907 + Penalty 1661.452742 = -536665.575166 nChanged 338 SP:Iteration 5F (7417.435138 sec): 3 clusters Score: Raw -538561.308152 + Penalty 1661.452742 = -536899.855410 nChanged 193 SP:Iteration 6Q (7417.491018 sec): 3 clusters Score: Raw -538672.098443 + Penalty 1661.452742 = -537010.645701 nChanged 133 SP:Iteration 7Q (7417.549395 sec): 3 clusters Score: Raw -538739.535708 + Penalty 1661.452742 = -537078.082966 nChanged 87 SP:Iteration 8Q (7417.607188 sec): 3 clusters Score: Raw -538779.443230 + Penalty 1661.452742 = -537117.990488 nChanged 59 SP:Iteration 9Q (7417.664135 sec): 3 clusters Score: Raw -538805.667749 + Penalty 1661.452742 = -537144.215007 nChanged 55 SP:Iteration 10Q (7417.721372 sec): 3 clusters Score: Raw -538825.105123 + Penalty 1661.452742 = -537163.652381 nChanged 48 SP:Iteration 11Q (7417.776462 sec): 3 clusters Score: Raw -538838.668126 + Penalty 1661.452742 = -537177.215385 nChanged 38 SP:Iteration 12Q (7417.831279 sec): 3 clusters Score: Raw -538850.665523 + Penalty 1661.452742 = -537189.212782 nChanged 33 SP:Iteration 13Q (7417.898054 sec): 3 clusters Score: Raw -538861.362563 + Penalty 1661.452742 = -537199.909822 nChanged 36 SP:Iteration 14Q (7417.942867 sec): 3 clusters Score: Raw -538874.284380 + Penalty 1661.452742 = -537212.831638 nChanged 40 SP:Iteration 15Q (7417.986713 sec): 3 clusters Score: Raw -538885.273515 + Penalty 1661.452742 = -537223.820773 nChanged 26 SP:Iteration 16Q (7418.033876 sec): 3 clusters Score: Raw -538892.017404 + Penalty 1661.452742 = -537230.564663 nChanged 24 SP:Iteration 17Q (7418.086191 sec): 3 clusters Score: Raw -538896.705418 + Penalty 1661.452742 = -537235.252677 nChanged 17 SP:Iteration 18Q (7418.135221 sec): 3 clusters Score: Raw -538899.877344 + Penalty 1661.452742 = -537238.424602 nChanged 11 SP:Iteration 19Q (7418.189599 sec): 3 clusters Score: Raw -538901.769100 + Penalty 1661.452742 = -537240.316359 nChanged 11 SP:Iteration 20F (7418.242101 sec): 3 clusters Score: Raw -538903.171338 + Penalty 1661.452742 = -537241.718596 nChanged 8 SP:Iteration 21Q (7418.306213 sec): 3 clusters Score: Raw -538904.394339 + Penalty 1661.452742 = -537242.941598 nChanged 10 SP:Iteration 22Q (7418.350399 sec): 3 clusters Score: Raw -538906.221829 + Penalty 1661.452742 = -537244.769087 nChanged 9 SP:Iteration 23Q (7418.405159 sec): 3 clusters Score: Raw -538907.443421 + Penalty 1661.452742 = -537245.990679 nChanged 10 SP:Iteration 24Q (7418.459644 sec): 3 clusters Score: Raw -538908.898697 + Penalty 1661.452742 = -537247.445955 nChanged 10 SP:Iteration 25Q (7418.526180 sec): 3 clusters Score: Raw -538910.287487 + Penalty 1661.452742 = -537248.834746 nChanged 11 SP:Iteration 26Q (7418.570785 sec): 3 clusters Score: Raw -538911.820404 + Penalty 1661.452742 = -537250.367663 nChanged 13 SP:Iteration 27Q (7418.618553 sec): 3 clusters Score: Raw -538914.053064 + Penalty 1661.452742 = -537252.600322 nChanged 5 SP:Iteration 28Q (7418.670185 sec): 3 clusters Score: Raw -538915.078920 + Penalty 1661.452742 = -537253.626179 nChanged 6 SP:Iteration 29Q (7418.724648 sec): 3 clusters Score: Raw -538916.152673 + Penalty 1661.452742 = -537254.699931 nChanged 5 SP:Iteration 30Q (7418.791290 sec): 3 clusters Score: Raw -538916.711159 + Penalty 1661.452742 = -537255.258418 nChanged 3 SP:Iteration 31Q (7418.833844 sec): 3 clusters Score: Raw -538917.117571 + Penalty 1661.452742 = -537255.664829 nChanged 0 SP:Iteration 32F (7418.888025 sec): 3 clusters Score: Raw -538917.117571 + Penalty 1661.452742 = -537255.664829 nChanged 0 Trying to split cluster 40 (22953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7418.929350 sec): 2 clusters Score: Raw -2029657.360492 + Penalty 953.914373 = -2028703.446119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7418.998367 sec): 3 clusters Score: Raw -2015274.825616 + Penalty 1907.828746 = -2013366.996870 nChanged 10646 SP:Iteration 1F (7419.073159 sec): 3 clusters Score: Raw -2021775.056475 + Penalty 1907.828746 = -2019867.227729 nChanged 1553 SP:Iteration 2F (7419.144631 sec): 3 clusters Score: Raw -2022731.972206 + Penalty 1907.828746 = -2020824.143460 nChanged 1846 SP:Iteration 3F (7419.219256 sec): 3 clusters Score: Raw -2024079.615490 + Penalty 1907.828746 = -2022171.786744 nChanged 1922 SP:Iteration 4F (7419.294789 sec): 3 clusters Score: Raw -2025741.356402 + Penalty 1907.828746 = -2023833.527656 nChanged 1680 SP:Iteration 5F (7419.366818 sec): 3 clusters Score: Raw -2027372.781597 + Penalty 1907.828746 = -2025464.952851 nChanged 1212 SP:Iteration 6F (7419.438666 sec): 3 clusters Score: Raw -2028580.446084 + Penalty 1907.828746 = -2026672.617338 nChanged 668 SP:Iteration 7Q (7419.519614 sec): 3 clusters Score: Raw -2029182.978465 + Penalty 1907.828746 = -2027275.149719 nChanged 349 SP:Iteration 8Q (7419.582121 sec): 3 clusters Score: Raw -2029466.732941 + Penalty 1907.828746 = -2027558.904195 nChanged 192 SP:Iteration 9Q (7419.656112 sec): 3 clusters Score: Raw -2029597.904262 + Penalty 1907.828746 = -2027690.075516 nChanged 120 SP:Iteration 10Q (7419.717374 sec): 3 clusters Score: Raw -2029670.859409 + Penalty 1907.828746 = -2027763.030663 nChanged 86 SP:Iteration 11Q (7419.789687 sec): 3 clusters Score: Raw -2029715.797281 + Penalty 1907.828746 = -2027807.968535 nChanged 47 SP:Iteration 12Q (7419.848058 sec): 3 clusters Score: Raw -2029744.064791 + Penalty 1907.828746 = -2027836.236045 nChanged 41 SP:Iteration 13Q (7419.925882 sec): 3 clusters Score: Raw -2029770.456762 + Penalty 1907.828746 = -2027862.628016 nChanged 36 SP:Iteration 14Q (7419.994921 sec): 3 clusters Score: Raw -2029794.436932 + Penalty 1907.828746 = -2027886.608186 nChanged 30 SP:Iteration 15Q (7420.067496 sec): 3 clusters Score: Raw -2029808.602533 + Penalty 1907.828746 = -2027900.773787 nChanged 18 SP:Iteration 16Q (7420.135859 sec): 3 clusters Score: Raw -2029814.671664 + Penalty 1907.828746 = -2027906.842918 nChanged 11 SP:Iteration 17Q (7420.190265 sec): 3 clusters Score: Raw -2029819.927055 + Penalty 1907.828746 = -2027912.098309 nChanged 11 SP:Iteration 18Q (7420.265792 sec): 3 clusters Score: Raw -2029823.801253 + Penalty 1907.828746 = -2027915.972507 nChanged 5 SP:Iteration 19Q (7420.336158 sec): 3 clusters Score: Raw -2029826.907744 + Penalty 1907.828746 = -2027919.078998 nChanged 5 SP:Iteration 20F (7420.405800 sec): 3 clusters Score: Raw -2029830.029941 + Penalty 1907.828746 = -2027922.201195 nChanged 10 SP:Iteration 21Q (7420.485423 sec): 3 clusters Score: Raw -2029832.669244 + Penalty 1907.828746 = -2027924.840498 nChanged 3 SP:Iteration 22Q (7420.557567 sec): 3 clusters Score: Raw -2029833.902106 + Penalty 1907.828746 = -2027926.073360 nChanged 4 SP:Iteration 23Q (7420.629545 sec): 3 clusters Score: Raw -2029836.165873 + Penalty 1907.828746 = -2027928.337128 nChanged 5 SP:Iteration 24Q (7420.701355 sec): 3 clusters Score: Raw -2029838.688541 + Penalty 1907.828746 = -2027930.859795 nChanged 4 SP:Iteration 25Q (7420.747212 sec): 3 clusters Score: Raw -2029839.565815 + Penalty 1907.828746 = -2027931.737069 nChanged 2 SP:Iteration 26Q (7420.782147 sec): 3 clusters Score: Raw -2029840.627756 + Penalty 1907.828746 = -2027932.799010 nChanged 4 SP:Iteration 27Q (7420.816913 sec): 3 clusters Score: Raw -2029842.075249 + Penalty 1907.828746 = -2027934.246503 nChanged 3 SP:Iteration 28Q (7420.867083 sec): 3 clusters Score: Raw -2029842.914650 + Penalty 1907.828746 = -2027935.085904 nChanged 2 SP:Iteration 29Q (7420.899285 sec): 3 clusters Score: Raw -2029843.418316 + Penalty 1907.828746 = -2027935.589571 nChanged 0 SP:Iteration 30F (7420.953057 sec): 3 clusters Score: Raw -2029843.418316 + Penalty 1907.828746 = -2027935.589571 nChanged 0 Iteration 99Q (7430.255930 sec): 43 clusters Score: Raw -69569897.891373 + Penalty 54436.506744 = -69515461.384629 nChanged 1528 Iteration 100F (7446.501545 sec): 43 clusters Score: Raw -69570219.688369 + Penalty 54436.506744 = -69515783.181625 nChanged 1499 Iteration 101Q (7454.276928 sec): 43 clusters Score: Raw -69570430.526736 + Penalty 54436.506744 = -69515994.019992 nChanged 1274 Iteration 102Q (7461.928417 sec): 43 clusters Score: Raw -69570574.891628 + Penalty 54436.506744 = -69516138.384884 nChanged 1195 Iteration 103Q (7470.119158 sec): 43 clusters Score: Raw -69570676.521438 + Penalty 54436.506744 = -69516240.014693 nChanged 1172 Iteration 104Q (7478.207304 sec): 43 clusters Score: Raw -69570765.049327 + Penalty 54436.506744 = -69516328.542583 nChanged 1125 Iteration 105Q (7485.959871 sec): 43 clusters Score: Raw -69570845.200052 + Penalty 54436.506744 = -69516408.693308 nChanged 973 Iteration 106Q (7493.711143 sec): 43 clusters Score: Raw -69570910.475077 + Penalty 54436.506744 = -69516473.968333 nChanged 955 Iteration 107Q (7501.981645 sec): 43 clusters Score: Raw -69570989.911128 + Penalty 54436.506744 = -69516553.404383 nChanged 898 Iteration 108Q (7510.080708 sec): 43 clusters Score: Raw -69571079.606223 + Penalty 54436.506744 = -69516643.099479 nChanged 859 Iteration 109Q (7517.805388 sec): 43 clusters Score: Raw -69571170.027371 + Penalty 54436.506744 = -69516733.520627 nChanged 835 Iteration 110Q (7525.406528 sec): 43 clusters Score: Raw -69571250.321253 + Penalty 54436.506744 = -69516813.814509 nChanged 772 Iteration 111Q (7532.872770 sec): 43 clusters Score: Raw -69571344.930588 + Penalty 54436.506744 = -69516908.423844 nChanged 751 Iteration 112Q (7540.986366 sec): 43 clusters Score: Raw -69571456.099788 + Penalty 54436.506744 = -69517019.593044 nChanged 731 Iteration 113Q (7548.931673 sec): 43 clusters Score: Raw -69571509.219645 + Penalty 54436.506744 = -69517072.712901 nChanged 726 Iteration 114Q (7556.742819 sec): 43 clusters Score: Raw -69571548.713984 + Penalty 54436.506744 = -69517112.207240 nChanged 678 Iteration 115Q (7564.691093 sec): 43 clusters Score: Raw -69571577.596623 + Penalty 54436.506744 = -69517141.089879 nChanged 658 Iteration 116Q (7572.831281 sec): 43 clusters Score: Raw -69571602.546088 + Penalty 54436.506744 = -69517166.039344 nChanged 573 Iteration 117Q (7580.670224 sec): 43 clusters Score: Raw -69571624.266721 + Penalty 54436.506744 = -69517187.759977 nChanged 548 Iteration 118Q (7588.358859 sec): 43 clusters Score: Raw -69571643.765705 + Penalty 54436.506744 = -69517207.258961 nChanged 538 Iteration 119Q (7596.569423 sec): 43 clusters Score: Raw -69571662.440956 + Penalty 54436.506744 = -69517225.934211 nChanged 551 Iteration 120F (7612.960681 sec): 43 clusters Score: Raw -69571954.693787 + Penalty 54436.506744 = -69517518.187042 nChanged 543 Iteration 121Q (7621.154149 sec): 43 clusters Score: Raw -69572273.396439 + Penalty 54436.506744 = -69517836.889695 nChanged 531 Iteration 122Q (7628.871715 sec): 43 clusters Score: Raw -69572362.509584 + Penalty 54436.506744 = -69517926.002840 nChanged 490 Iteration 123Q (7636.540587 sec): 43 clusters Score: Raw -69572394.023850 + Penalty 54436.506744 = -69517957.517106 nChanged 500 Iteration 124Q (7644.731827 sec): 43 clusters Score: Raw -69572418.990170 + Penalty 54436.506744 = -69517982.483426 nChanged 463 Iteration 125Q (7652.840251 sec): 43 clusters Score: Raw -69572441.999067 + Penalty 54436.506744 = -69518005.492322 nChanged 429 Iteration 126Q (7660.663060 sec): 43 clusters Score: Raw -69572456.128752 + Penalty 54436.506744 = -69518019.622007 nChanged 397 Iteration 127Q (7668.366400 sec): 43 clusters Score: Raw -69572470.028489 + Penalty 54436.506744 = -69518033.521745 nChanged 386 Iteration 128Q (7676.388043 sec): 43 clusters Score: Raw -69572480.688885 + Penalty 54436.506744 = -69518044.182140 nChanged 383 Iteration 129Q (7684.561706 sec): 43 clusters Score: Raw -69572490.973962 + Penalty 54436.506744 = -69518054.467217 nChanged 397 Iteration 130Q (7692.564634 sec): 43 clusters Score: Raw -69572501.541715 + Penalty 54436.506744 = -69518065.034970 nChanged 377 Iteration 131Q (7700.377291 sec): 43 clusters Score: Raw -69572511.351449 + Penalty 54436.506744 = -69518074.844704 nChanged 390 Iteration 132Q (7708.395911 sec): 43 clusters Score: Raw -69572522.114441 + Penalty 54436.506744 = -69518085.607696 nChanged 391 Iteration 133Q (7716.623636 sec): 43 clusters Score: Raw -69572532.590793 + Penalty 54436.506744 = -69518096.084048 nChanged 379 Iteration 134Q (7724.380281 sec): 43 clusters Score: Raw -69572543.307606 + Penalty 54436.506744 = -69518106.800862 nChanged 347 Iteration 135Q (7732.176856 sec): 43 clusters Score: Raw -69572553.641510 + Penalty 54436.506744 = -69518117.134766 nChanged 341 Iteration 136Q (7740.401156 sec): 43 clusters Score: Raw -69572563.193100 + Penalty 54436.506744 = -69518126.686356 nChanged 325 Iteration 137Q (7748.250588 sec): 43 clusters Score: Raw -69572570.949841 + Penalty 54436.506744 = -69518134.443097 nChanged 353 Iteration 138Q (7755.698151 sec): 43 clusters Score: Raw -69572578.932079 + Penalty 54436.506744 = -69518142.425335 nChanged 314 Writing temp clu file Because OldScore, -69518134.443097, is greater than current (better) Score,-69518142.425335 Compute initial score before splitting: Score: Raw -69572578.932079 + Penalty 54436.506744 = -69518142.425335 Trying to split cluster 1 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7755.964072 sec): 2 clusters Score: Raw -294198.681538 + Penalty 774.922960 = -293423.758579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7756.016230 sec): 3 clusters Score: Raw -292365.299346 + Penalty 1549.845919 = -290815.453427 nChanged 1443 SP:Iteration 1F (7756.067793 sec): 3 clusters Score: Raw -293225.491516 + Penalty 1549.845919 = -291675.645597 nChanged 246 SP:Iteration 2F (7756.121143 sec): 3 clusters Score: Raw -293355.575485 + Penalty 1549.845919 = -291805.729566 nChanged 157 SP:Iteration 3Q (7756.174813 sec): 3 clusters Score: Raw -293434.109366 + Penalty 1549.845919 = -291884.263447 nChanged 145 SP:Iteration 4Q (7756.226439 sec): 3 clusters Score: Raw -293521.368350 + Penalty 1549.845919 = -291971.522431 nChanged 150 SP:Iteration 5Q (7756.278623 sec): 3 clusters Score: Raw -293612.137857 + Penalty 1549.845919 = -292062.291938 nChanged 161 SP:Iteration 6Q (7756.322935 sec): 3 clusters Score: Raw -293708.857584 + Penalty 1549.845919 = -292159.011665 nChanged 147 SP:Iteration 7Q (7756.385560 sec): 3 clusters Score: Raw -293792.840466 + Penalty 1549.845919 = -292242.994546 nChanged 112 SP:Iteration 8Q (7756.396323 sec): 3 clusters Score: Raw -293849.076201 + Penalty 1549.845919 = -292299.230282 nChanged 116 SP:Iteration 9Q (7756.414669 sec): 3 clusters Score: Raw -293915.873680 + Penalty 1549.845919 = -292366.027761 nChanged 125 SP:Iteration 10Q (7756.427426 sec): 3 clusters Score: Raw -294002.131991 + Penalty 1549.845919 = -292452.286072 nChanged 139 SP:Iteration 11Q (7756.440034 sec): 3 clusters Score: Raw -294126.454299 + Penalty 1549.845919 = -292576.608379 nChanged 166 SP:Iteration 12Q (7756.452708 sec): 3 clusters Score: Raw -294277.882935 + Penalty 1549.845919 = -292728.037016 nChanged 152 SP:Iteration 13Q (7756.465434 sec): 3 clusters Score: Raw -294407.789881 + Penalty 1549.845919 = -292857.943962 nChanged 129 SP:Iteration 14Q (7756.478082 sec): 3 clusters Score: Raw -294514.109488 + Penalty 1549.845919 = -292964.263569 nChanged 111 SP:Iteration 15Q (7756.490691 sec): 3 clusters Score: Raw -294597.426590 + Penalty 1549.845919 = -293047.580671 nChanged 94 SP:Iteration 16Q (7756.501932 sec): 3 clusters Score: Raw -294650.720336 + Penalty 1549.845919 = -293100.874417 nChanged 66 SP:Iteration 17Q (7756.514414 sec): 3 clusters Score: Raw -294681.088027 + Penalty 1549.845919 = -293131.242108 nChanged 46 SP:Iteration 18Q (7756.527068 sec): 3 clusters Score: Raw -294701.179212 + Penalty 1549.845919 = -293151.333293 nChanged 44 SP:Iteration 19Q (7756.539579 sec): 3 clusters Score: Raw -294716.572241 + Penalty 1549.845919 = -293166.726322 nChanged 27 SP:Iteration 20F (7756.552234 sec): 3 clusters Score: Raw -294725.473927 + Penalty 1549.845919 = -293175.628008 nChanged 29 SP:Iteration 21Q (7756.598858 sec): 3 clusters Score: Raw -294733.319020 + Penalty 1549.845919 = -293183.473101 nChanged 19 SP:Iteration 22Q (7756.642575 sec): 3 clusters Score: Raw -294738.393259 + Penalty 1549.845919 = -293188.547340 nChanged 15 SP:Iteration 23Q (7756.655455 sec): 3 clusters Score: Raw -294741.341808 + Penalty 1549.845919 = -293191.495889 nChanged 11 SP:Iteration 24Q (7756.668075 sec): 3 clusters Score: Raw -294744.722258 + Penalty 1549.845919 = -293194.876339 nChanged 13 SP:Iteration 25Q (7756.706639 sec): 3 clusters Score: Raw -294747.908891 + Penalty 1549.845919 = -293198.062971 nChanged 11 SP:Iteration 26Q (7756.720351 sec): 3 clusters Score: Raw -294750.967892 + Penalty 1549.845919 = -293201.121972 nChanged 12 SP:Iteration 27Q (7756.733233 sec): 3 clusters Score: Raw -294754.280889 + Penalty 1549.845919 = -293204.434970 nChanged 11 SP:Iteration 28Q (7756.745769 sec): 3 clusters Score: Raw -294756.897976 + Penalty 1549.845919 = -293207.052057 nChanged 8 SP:Iteration 29Q (7756.758312 sec): 3 clusters Score: Raw -294758.426539 + Penalty 1549.845919 = -293208.580619 nChanged 4 SP:Iteration 30Q (7756.770885 sec): 3 clusters Score: Raw -294759.000801 + Penalty 1549.845919 = -293209.154882 nChanged 1 SP:Iteration 31Q (7756.783407 sec): 3 clusters Score: Raw -294759.248517 + Penalty 1549.845919 = -293209.402598 nChanged 2 SP:Iteration 32Q (7756.795834 sec): 3 clusters Score: Raw -294759.677930 + Penalty 1549.845919 = -293209.832011 nChanged 3 SP:Iteration 33Q (7756.816222 sec): 3 clusters Score: Raw -294760.082719 + Penalty 1549.845919 = -293210.236800 nChanged 3 SP:Iteration 34Q (7756.827822 sec): 3 clusters Score: Raw -294760.373968 + Penalty 1549.845919 = -293210.528049 nChanged 2 SP:Iteration 35Q (7756.840379 sec): 3 clusters Score: Raw -294761.421008 + Penalty 1549.845919 = -293211.575089 nChanged 4 SP:Iteration 36Q (7756.852884 sec): 3 clusters Score: Raw -294762.167805 + Penalty 1549.845919 = -293212.321885 nChanged 2 SP:Iteration 37Q (7756.865350 sec): 3 clusters Score: Raw -294762.424858 + Penalty 1549.845919 = -293212.578939 nChanged 1 SP:Iteration 38Q (7756.878026 sec): 3 clusters Score: Raw -294762.523583 + Penalty 1549.845919 = -293212.677664 nChanged 1 SP:Iteration 39Q (7756.890353 sec): 3 clusters Score: Raw -294762.695100 + Penalty 1549.845919 = -293212.849181 nChanged 1 SP:Iteration 40F (7756.912609 sec): 3 clusters Score: Raw -294762.748067 + Penalty 1549.845919 = -293212.902148 nChanged 1 SP:Iteration 41Q (7756.925531 sec): 3 clusters Score: Raw -294762.984966 + Penalty 1549.845919 = -293213.139047 nChanged 4 SP:Iteration 42Q (7756.937883 sec): 3 clusters Score: Raw -294764.049593 + Penalty 1549.845919 = -293214.203674 nChanged 5 SP:Iteration 43Q (7756.950446 sec): 3 clusters Score: Raw -294765.158020 + Penalty 1549.845919 = -293215.312101 nChanged 5 SP:Iteration 44Q (7756.963006 sec): 3 clusters Score: Raw -294765.819498 + Penalty 1549.845919 = -293215.973579 nChanged 3 SP:Iteration 45Q (7756.997986 sec): 3 clusters Score: Raw -294766.543095 + Penalty 1549.845919 = -293216.697176 nChanged 8 SP:Iteration 46Q (7757.010875 sec): 3 clusters Score: Raw -294768.341399 + Penalty 1549.845919 = -293218.495480 nChanged 6 SP:Iteration 47Q (7757.023427 sec): 3 clusters Score: Raw -294769.554956 + Penalty 1549.845919 = -293219.709037 nChanged 13 SP:Iteration 48Q (7757.035862 sec): 3 clusters Score: Raw -294772.565180 + Penalty 1549.845919 = -293222.719261 nChanged 7 SP:Iteration 49Q (7757.048333 sec): 3 clusters Score: Raw -294774.421014 + Penalty 1549.845919 = -293224.575095 nChanged 6 SP:Iteration 50Q (7757.060866 sec): 3 clusters Score: Raw -294776.127610 + Penalty 1549.845919 = -293226.281691 nChanged 5 SP:Iteration 51Q (7757.073451 sec): 3 clusters Score: Raw -294776.813406 + Penalty 1549.845919 = -293226.967487 nChanged 3 SP:Iteration 52Q (7757.085893 sec): 3 clusters Score: Raw -294777.292026 + Penalty 1549.845919 = -293227.446106 nChanged 5 SP:Iteration 53Q (7757.100559 sec): 3 clusters Score: Raw -294779.687666 + Penalty 1549.845919 = -293229.841746 nChanged 7 SP:Iteration 54Q (7757.113432 sec): 3 clusters Score: Raw -294781.341649 + Penalty 1549.845919 = -293231.495730 nChanged 2 SP:Iteration 55Q (7757.125938 sec): 3 clusters Score: Raw -294781.673746 + Penalty 1549.845919 = -293231.827826 nChanged 3 SP:Iteration 56Q (7757.138399 sec): 3 clusters Score: Raw -294782.095477 + Penalty 1549.845919 = -293232.249558 nChanged 1 SP:Iteration 57Q (7757.150923 sec): 3 clusters Score: Raw -294782.375918 + Penalty 1549.845919 = -293232.529999 nChanged 0 SP:Iteration 58F (7757.163550 sec): 3 clusters Score: Raw -294782.375918 + Penalty 1549.845919 = -293232.529999 nChanged 0 Trying to split cluster 2 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7757.201694 sec): 2 clusters Score: Raw -105692.176921 + Penalty 679.762649 = -105012.414272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7757.203688 sec): 3 clusters Score: Raw -105140.154449 + Penalty 1359.525297 = -103780.629152 nChanged 471 SP:Iteration 1F (7757.208723 sec): 3 clusters Score: Raw -105504.501210 + Penalty 1359.525297 = -104144.975913 nChanged 113 SP:Iteration 2F (7757.213710 sec): 3 clusters Score: Raw -105605.616368 + Penalty 1359.525297 = -104246.091070 nChanged 77 SP:Iteration 3F (7757.218726 sec): 3 clusters Score: Raw -105682.053617 + Penalty 1359.525297 = -104322.528319 nChanged 63 SP:Iteration 4Q (7757.223687 sec): 3 clusters Score: Raw -105741.084693 + Penalty 1359.525297 = -104381.559395 nChanged 48 SP:Iteration 5Q (7757.228677 sec): 3 clusters Score: Raw -105782.800892 + Penalty 1359.525297 = -104423.275594 nChanged 45 SP:Iteration 6Q (7757.233694 sec): 3 clusters Score: Raw -105815.759654 + Penalty 1359.525297 = -104456.234357 nChanged 28 SP:Iteration 7Q (7757.238657 sec): 3 clusters Score: Raw -105835.459822 + Penalty 1359.525297 = -104475.934525 nChanged 28 SP:Iteration 8Q (7757.243570 sec): 3 clusters Score: Raw -105866.313131 + Penalty 1359.525297 = -104506.787833 nChanged 34 SP:Iteration 9Q (7757.248519 sec): 3 clusters Score: Raw -105894.685770 + Penalty 1359.525297 = -104535.160472 nChanged 23 SP:Iteration 10Q (7757.253437 sec): 3 clusters Score: Raw -105917.570774 + Penalty 1359.525297 = -104558.045477 nChanged 20 SP:Iteration 11Q (7757.258304 sec): 3 clusters Score: Raw -105934.332647 + Penalty 1359.525297 = -104574.807350 nChanged 20 SP:Iteration 12Q (7757.263231 sec): 3 clusters Score: Raw -105953.972170 + Penalty 1359.525297 = -104594.446872 nChanged 18 SP:Iteration 13Q (7757.268128 sec): 3 clusters Score: Raw -105969.954774 + Penalty 1359.525297 = -104610.429477 nChanged 19 SP:Iteration 14Q (7757.287289 sec): 3 clusters Score: Raw -105981.405300 + Penalty 1359.525297 = -104621.880003 nChanged 14 SP:Iteration 15Q (7757.292559 sec): 3 clusters Score: Raw -105989.683376 + Penalty 1359.525297 = -104630.158078 nChanged 10 SP:Iteration 16Q (7757.297401 sec): 3 clusters Score: Raw -105997.552484 + Penalty 1359.525297 = -104638.027187 nChanged 10 SP:Iteration 17Q (7757.302207 sec): 3 clusters Score: Raw -106003.634124 + Penalty 1359.525297 = -104644.108827 nChanged 7 SP:Iteration 18Q (7757.307001 sec): 3 clusters Score: Raw -106007.005156 + Penalty 1359.525297 = -104647.479858 nChanged 3 SP:Iteration 19Q (7757.311831 sec): 3 clusters Score: Raw -106008.379860 + Penalty 1359.525297 = -104648.854562 nChanged 4 SP:Iteration 20F (7757.316851 sec): 3 clusters Score: Raw -106009.961783 + Penalty 1359.525297 = -104650.436486 nChanged 0 Trying to split cluster 3 (9918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7757.341315 sec): 2 clusters Score: Raw -835526.063559 + Penalty 874.200124 = -834651.863435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7757.367364 sec): 3 clusters Score: Raw -829699.061303 + Penalty 1748.400248 = -827950.661055 nChanged 4416 SP:Iteration 1F (7757.392406 sec): 3 clusters Score: Raw -832259.814081 + Penalty 1748.400248 = -830511.413833 nChanged 715 SP:Iteration 2F (7757.430779 sec): 3 clusters Score: Raw -832717.881046 + Penalty 1748.400248 = -830969.480799 nChanged 729 SP:Iteration 3F (7757.454902 sec): 3 clusters Score: Raw -833180.477106 + Penalty 1748.400248 = -831432.076858 nChanged 707 SP:Iteration 4F (7757.479932 sec): 3 clusters Score: Raw -833637.752286 + Penalty 1748.400248 = -831889.352038 nChanged 661 SP:Iteration 5F (7757.505104 sec): 3 clusters Score: Raw -834116.366856 + Penalty 1748.400248 = -832367.966608 nChanged 643 SP:Iteration 6F (7757.530253 sec): 3 clusters Score: Raw -834618.750238 + Penalty 1748.400248 = -832870.349990 nChanged 509 SP:Iteration 7F (7757.555268 sec): 3 clusters Score: Raw -835044.192316 + Penalty 1748.400248 = -833295.792068 nChanged 409 SP:Iteration 8Q (7757.580145 sec): 3 clusters Score: Raw -835427.806678 + Penalty 1748.400248 = -833679.406431 nChanged 252 SP:Iteration 9Q (7757.604702 sec): 3 clusters Score: Raw -835706.912810 + Penalty 1748.400248 = -833958.512562 nChanged 153 SP:Iteration 10Q (7757.667292 sec): 3 clusters Score: Raw -835833.676346 + Penalty 1748.400248 = -834085.276098 nChanged 96 SP:Iteration 11Q (7757.726854 sec): 3 clusters Score: Raw -835899.953030 + Penalty 1748.400248 = -834151.552783 nChanged 73 SP:Iteration 12Q (7757.798140 sec): 3 clusters Score: Raw -835943.080519 + Penalty 1748.400248 = -834194.680271 nChanged 43 SP:Iteration 13Q (7757.857011 sec): 3 clusters Score: Raw -835965.436236 + Penalty 1748.400248 = -834217.035988 nChanged 38 SP:Iteration 14Q (7757.899577 sec): 3 clusters Score: Raw -835982.183711 + Penalty 1748.400248 = -834233.783463 nChanged 32 SP:Iteration 15Q (7757.959976 sec): 3 clusters Score: Raw -835994.452499 + Penalty 1748.400248 = -834246.052251 nChanged 27 SP:Iteration 16Q (7758.030638 sec): 3 clusters Score: Raw -836003.616641 + Penalty 1748.400248 = -834255.216393 nChanged 19 SP:Iteration 17Q (7758.090425 sec): 3 clusters Score: Raw -836010.980375 + Penalty 1748.400248 = -834262.580127 nChanged 17 SP:Iteration 18Q (7758.132944 sec): 3 clusters Score: Raw -836017.820847 + Penalty 1748.400248 = -834269.420600 nChanged 15 SP:Iteration 19Q (7758.200391 sec): 3 clusters Score: Raw -836023.153057 + Penalty 1748.400248 = -834274.752810 nChanged 10 SP:Iteration 20F (7758.252792 sec): 3 clusters Score: Raw -836025.358956 + Penalty 1748.400248 = -834276.958708 nChanged 6 SP:Iteration 21Q (7758.318827 sec): 3 clusters Score: Raw -836027.080757 + Penalty 1748.400248 = -834278.680510 nChanged 10 SP:Iteration 22Q (7758.363360 sec): 3 clusters Score: Raw -836028.874578 + Penalty 1748.400248 = -834280.474330 nChanged 7 SP:Iteration 23Q (7758.429950 sec): 3 clusters Score: Raw -836029.726513 + Penalty 1748.400248 = -834281.326265 nChanged 2 SP:Iteration 24Q (7758.473824 sec): 3 clusters Score: Raw -836029.997344 + Penalty 1748.400248 = -834281.597096 nChanged 0 SP:Iteration 25F (7758.544251 sec): 3 clusters Score: Raw -836029.997344 + Penalty 1748.400248 = -834281.597096 nChanged 0 Trying to split cluster 4 (26185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7758.598364 sec): 2 clusters Score: Raw -2268654.769679 + Penalty 966.429491 = -2267688.340188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7758.682190 sec): 3 clusters Score: Raw -2252174.711146 + Penalty 1932.858981 = -2250241.852164 nChanged 12295 SP:Iteration 1F (7758.761286 sec): 3 clusters Score: Raw -2259159.631101 + Penalty 1932.858981 = -2257226.772120 nChanged 1033 SP:Iteration 2Q (7758.845835 sec): 3 clusters Score: Raw -2259507.608142 + Penalty 1932.858981 = -2257574.749161 nChanged 1060 SP:Iteration 3Q (7758.929758 sec): 3 clusters Score: Raw -2259953.618585 + Penalty 1932.858981 = -2258020.759604 nChanged 1261 SP:Iteration 4Q (7759.013690 sec): 3 clusters Score: Raw -2260635.279790 + Penalty 1932.858981 = -2258702.420809 nChanged 1655 SP:Iteration 5F (7759.089123 sec): 3 clusters Score: Raw -2261756.478301 + Penalty 1932.858981 = -2259823.619319 nChanged 2037 SP:Iteration 6F (7759.150788 sec): 3 clusters Score: Raw -2263424.046962 + Penalty 1932.858981 = -2261491.187980 nChanged 2112 SP:Iteration 7F (7759.225519 sec): 3 clusters Score: Raw -2265331.005761 + Penalty 1932.858981 = -2263398.146779 nChanged 1744 SP:Iteration 8F (7759.309315 sec): 3 clusters Score: Raw -2266977.487661 + Penalty 1932.858981 = -2265044.628680 nChanged 1087 SP:Iteration 9Q (7759.381284 sec): 3 clusters Score: Raw -2267962.159374 + Penalty 1932.858981 = -2266029.300393 nChanged 487 SP:Iteration 10Q (7759.457355 sec): 3 clusters Score: Raw -2268384.877180 + Penalty 1932.858981 = -2266452.018199 nChanged 221 SP:Iteration 11Q (7759.527913 sec): 3 clusters Score: Raw -2268577.983909 + Penalty 1932.858981 = -2266645.124928 nChanged 105 SP:Iteration 12Q (7759.606190 sec): 3 clusters Score: Raw -2268683.084980 + Penalty 1932.858981 = -2266750.225999 nChanged 47 SP:Iteration 13Q (7759.682484 sec): 3 clusters Score: Raw -2268741.286592 + Penalty 1932.858981 = -2266808.427610 nChanged 23 SP:Iteration 14Q (7759.754192 sec): 3 clusters Score: Raw -2268764.396239 + Penalty 1932.858981 = -2266831.537258 nChanged 11 SP:Iteration 15Q (7759.829167 sec): 3 clusters Score: Raw -2268775.804419 + Penalty 1932.858981 = -2266842.945437 nChanged 5 SP:Iteration 16Q (7759.902458 sec): 3 clusters Score: Raw -2268781.085827 + Penalty 1932.858981 = -2266848.226846 nChanged 6 SP:Iteration 17Q (7759.975707 sec): 3 clusters Score: Raw -2268788.781687 + Penalty 1932.858981 = -2266855.922706 nChanged 4 SP:Iteration 18Q (7760.048688 sec): 3 clusters Score: Raw -2268796.985052 + Penalty 1932.858981 = -2266864.126070 nChanged 5 SP:Iteration 19Q (7760.109051 sec): 3 clusters Score: Raw -2268803.393316 + Penalty 1932.858981 = -2266870.534335 nChanged 4 SP:Iteration 20F (7760.177668 sec): 3 clusters Score: Raw -2268806.609412 + Penalty 1932.858981 = -2266873.750431 nChanged 2 SP:Iteration 21Q (7760.253353 sec): 3 clusters Score: Raw -2268810.397885 + Penalty 1932.858981 = -2266877.538904 nChanged 5 SP:Iteration 22Q (7760.333513 sec): 3 clusters Score: Raw -2268816.622263 + Penalty 1932.858981 = -2266883.763282 nChanged 2 SP:Iteration 23Q (7760.410472 sec): 3 clusters Score: Raw -2268817.559169 + Penalty 1932.858981 = -2266884.700188 nChanged 1 SP:Iteration 24Q (7760.479417 sec): 3 clusters Score: Raw -2268819.227143 + Penalty 1932.858981 = -2266886.368162 nChanged 1 SP:Iteration 25Q (7760.544158 sec): 3 clusters Score: Raw -2268821.611841 + Penalty 1932.858981 = -2266888.752860 nChanged 1 SP:Iteration 26Q (7760.611519 sec): 3 clusters Score: Raw -2268822.719047 + Penalty 1932.858981 = -2266889.860066 nChanged 2 SP:Iteration 27Q (7760.680595 sec): 3 clusters Score: Raw -2268825.536701 + Penalty 1932.858981 = -2266892.677720 nChanged 2 SP:Iteration 28Q (7760.749394 sec): 3 clusters Score: Raw -2268828.159762 + Penalty 1932.858981 = -2266895.300780 nChanged 3 SP:Iteration 29Q (7760.824861 sec): 3 clusters Score: Raw -2268832.321742 + Penalty 1932.858981 = -2266899.462761 nChanged 0 SP:Iteration 30F (7760.895531 sec): 3 clusters Score: Raw -2268832.321742 + Penalty 1932.858981 = -2266899.462761 nChanged 0 Trying to split cluster 5 (11078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7760.929417 sec): 2 clusters Score: Raw -938538.753356 + Penalty 884.708062 = -937654.045294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7760.995979 sec): 3 clusters Score: Raw -931889.969249 + Penalty 1769.416123 = -930120.553126 nChanged 5037 SP:Iteration 1F (7761.058481 sec): 3 clusters Score: Raw -934769.508128 + Penalty 1769.416123 = -933000.092005 nChanged 712 SP:Iteration 2F (7761.124025 sec): 3 clusters Score: Raw -935139.861785 + Penalty 1769.416123 = -933370.445662 nChanged 689 SP:Iteration 3F (7761.177387 sec): 3 clusters Score: Raw -935534.112415 + Penalty 1769.416123 = -933764.696292 nChanged 701 SP:Iteration 4F (7761.241013 sec): 3 clusters Score: Raw -935935.011943 + Penalty 1769.416123 = -934165.595819 nChanged 669 SP:Iteration 5F (7761.304556 sec): 3 clusters Score: Raw -936300.391884 + Penalty 1769.416123 = -934530.975760 nChanged 583 SP:Iteration 6F (7761.354899 sec): 3 clusters Score: Raw -936615.440536 + Penalty 1769.416123 = -934846.024412 nChanged 511 SP:Iteration 7Q (7761.429052 sec): 3 clusters Score: Raw -936850.066266 + Penalty 1769.416123 = -935080.650142 nChanged 386 SP:Iteration 8Q (7761.481032 sec): 3 clusters Score: Raw -936999.767458 + Penalty 1769.416123 = -935230.351334 nChanged 301 SP:Iteration 9Q (7761.543653 sec): 3 clusters Score: Raw -937103.012619 + Penalty 1769.416123 = -935333.596495 nChanged 246 SP:Iteration 10Q (7761.611209 sec): 3 clusters Score: Raw -937191.544858 + Penalty 1769.416123 = -935422.128735 nChanged 240 SP:Iteration 11Q (7761.676219 sec): 3 clusters Score: Raw -937272.487684 + Penalty 1769.416123 = -935503.071561 nChanged 198 SP:Iteration 12Q (7761.740560 sec): 3 clusters Score: Raw -937342.472600 + Penalty 1769.416123 = -935573.056476 nChanged 183 SP:Iteration 13Q (7761.804443 sec): 3 clusters Score: Raw -937408.643354 + Penalty 1769.416123 = -935639.227230 nChanged 184 SP:Iteration 14Q (7761.841713 sec): 3 clusters Score: Raw -937497.342191 + Penalty 1769.416123 = -935727.926068 nChanged 190 SP:Iteration 15Q (7761.868490 sec): 3 clusters Score: Raw -937610.797694 + Penalty 1769.416123 = -935841.381571 nChanged 195 SP:Iteration 16Q (7761.895057 sec): 3 clusters Score: Raw -937746.520531 + Penalty 1769.416123 = -935977.104408 nChanged 196 SP:Iteration 17Q (7761.932574 sec): 3 clusters Score: Raw -937878.360498 + Penalty 1769.416123 = -936108.944374 nChanged 203 SP:Iteration 18Q (7761.947890 sec): 3 clusters Score: Raw -937994.866973 + Penalty 1769.416123 = -936225.450849 nChanged 166 SP:Iteration 19Q (7761.973713 sec): 3 clusters Score: Raw -938082.918823 + Penalty 1769.416123 = -936313.502700 nChanged 129 SP:Iteration 20F (7762.000554 sec): 3 clusters Score: Raw -938140.182699 + Penalty 1769.416123 = -936370.766575 nChanged 108 SP:Iteration 21Q (7762.026115 sec): 3 clusters Score: Raw -938183.535842 + Penalty 1769.416123 = -936414.119719 nChanged 107 SP:Iteration 22Q (7762.065380 sec): 3 clusters Score: Raw -938226.023904 + Penalty 1769.416123 = -936456.607781 nChanged 107 SP:Iteration 23Q (7762.090004 sec): 3 clusters Score: Raw -938269.920757 + Penalty 1769.416123 = -936500.504633 nChanged 95 SP:Iteration 24Q (7762.115194 sec): 3 clusters Score: Raw -938305.115127 + Penalty 1769.416123 = -936535.699004 nChanged 91 SP:Iteration 25Q (7762.140725 sec): 3 clusters Score: Raw -938339.890353 + Penalty 1769.416123 = -936570.474230 nChanged 86 SP:Iteration 26Q (7762.165800 sec): 3 clusters Score: Raw -938370.728594 + Penalty 1769.416123 = -936601.312471 nChanged 82 SP:Iteration 27Q (7762.226998 sec): 3 clusters Score: Raw -938401.934484 + Penalty 1769.416123 = -936632.518360 nChanged 72 SP:Iteration 28Q (7762.286793 sec): 3 clusters Score: Raw -938425.724853 + Penalty 1769.416123 = -936656.308730 nChanged 61 SP:Iteration 29Q (7762.310697 sec): 3 clusters Score: Raw -938446.167573 + Penalty 1769.416123 = -936676.751450 nChanged 69 SP:Iteration 30Q (7762.379438 sec): 3 clusters Score: Raw -938469.774902 + Penalty 1769.416123 = -936700.358778 nChanged 65 SP:Iteration 31Q (7762.431327 sec): 3 clusters Score: Raw -938491.729188 + Penalty 1769.416123 = -936722.313064 nChanged 63 SP:Iteration 32Q (7762.499902 sec): 3 clusters Score: Raw -938514.306109 + Penalty 1769.416123 = -936744.889985 nChanged 59 SP:Iteration 33Q (7762.552980 sec): 3 clusters Score: Raw -938536.040780 + Penalty 1769.416123 = -936766.624657 nChanged 46 SP:Iteration 34Q (7762.614430 sec): 3 clusters Score: Raw -938553.136606 + Penalty 1769.416123 = -936783.720483 nChanged 49 SP:Iteration 35Q (7762.680608 sec): 3 clusters Score: Raw -938575.142972 + Penalty 1769.416123 = -936805.726849 nChanged 50 SP:Iteration 36Q (7762.739101 sec): 3 clusters Score: Raw -938590.149006 + Penalty 1769.416123 = -936820.732883 nChanged 37 SP:Iteration 37Q (7762.789970 sec): 3 clusters Score: Raw -938604.908311 + Penalty 1769.416123 = -936835.492188 nChanged 40 SP:Iteration 38Q (7762.841722 sec): 3 clusters Score: Raw -938621.948018 + Penalty 1769.416123 = -936852.531894 nChanged 37 SP:Iteration 39Q (7762.899495 sec): 3 clusters Score: Raw -938636.272022 + Penalty 1769.416123 = -936866.855898 nChanged 37 SP:Iteration 40F (7762.962350 sec): 3 clusters Score: Raw -938655.183992 + Penalty 1769.416123 = -936885.767869 nChanged 35 SP:Iteration 41Q (7763.023078 sec): 3 clusters Score: Raw -938673.261777 + Penalty 1769.416123 = -936903.845653 nChanged 40 SP:Iteration 42Q (7763.084117 sec): 3 clusters Score: Raw -938697.059111 + Penalty 1769.416123 = -936927.642988 nChanged 35 SP:Iteration 43Q (7763.136723 sec): 3 clusters Score: Raw -938712.052284 + Penalty 1769.416123 = -936942.636160 nChanged 32 SP:Iteration 44Q (7763.195278 sec): 3 clusters Score: Raw -938727.297361 + Penalty 1769.416123 = -936957.881238 nChanged 25 SP:Iteration 45Q (7763.252731 sec): 3 clusters Score: Raw -938737.325193 + Penalty 1769.416123 = -936967.909069 nChanged 25 SP:Iteration 46Q (7763.313153 sec): 3 clusters Score: Raw -938747.147339 + Penalty 1769.416123 = -936977.731216 nChanged 26 SP:Iteration 47Q (7763.372455 sec): 3 clusters Score: Raw -938762.402435 + Penalty 1769.416123 = -936992.986312 nChanged 24 SP:Iteration 48Q (7763.440970 sec): 3 clusters Score: Raw -938774.952140 + Penalty 1769.416123 = -937005.536017 nChanged 18 SP:Iteration 49Q (7763.491691 sec): 3 clusters Score: Raw -938783.837566 + Penalty 1769.416123 = -937014.421442 nChanged 17 SP:Iteration 50Q (7763.543787 sec): 3 clusters Score: Raw -938792.132956 + Penalty 1769.416123 = -937022.716832 nChanged 7 SP:Iteration 51Q (7763.601740 sec): 3 clusters Score: Raw -938794.145106 + Penalty 1769.416123 = -937024.728983 nChanged 3 SP:Iteration 52Q (7763.661595 sec): 3 clusters Score: Raw -938794.679146 + Penalty 1769.416123 = -937025.263023 nChanged 2 SP:Iteration 53Q (7763.722247 sec): 3 clusters Score: Raw -938795.000679 + Penalty 1769.416123 = -937025.584556 nChanged 0 SP:Iteration 54F (7763.796103 sec): 3 clusters Score: Raw -938795.000679 + Penalty 1769.416123 = -937025.584556 nChanged 0 Trying to split cluster 6 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7763.811969 sec): 2 clusters Score: Raw -32933.367205 + Penalty 585.514906 = -32347.852299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7763.858330 sec): 3 clusters Score: Raw -32902.378755 + Penalty 1171.029813 = -31731.348942 nChanged 151 SP:Iteration 1F (7763.916579 sec): 3 clusters Score: Raw -33215.298043 + Penalty 1171.029813 = -32044.268231 nChanged 43 SP:Iteration 2F (7763.947016 sec): 3 clusters Score: Raw -33348.734567 + Penalty 1171.029813 = -32177.704754 nChanged 33 SP:Iteration 3F (7763.996017 sec): 3 clusters Score: Raw -33467.971204 + Penalty 1171.029813 = -32296.941391 nChanged 26 SP:Iteration 4F (7764.045344 sec): 3 clusters Score: Raw -33550.923961 + Penalty 1171.029813 = -32379.894148 nChanged 16 SP:Iteration 5Q (7764.094630 sec): 3 clusters Score: Raw -33605.296144 + Penalty 1171.029813 = -32434.266332 nChanged 10 SP:Iteration 6Q (7764.143752 sec): 3 clusters Score: Raw -33630.670572 + Penalty 1171.029813 = -32459.640760 nChanged 6 SP:Iteration 7Q (7764.192513 sec): 3 clusters Score: Raw -33646.679278 + Penalty 1171.029813 = -32475.649466 nChanged 3 SP:Iteration 8Q (7764.240926 sec): 3 clusters Score: Raw -33650.459105 + Penalty 1171.029813 = -32479.429292 nChanged 0 SP:Iteration 9F (7764.289976 sec): 3 clusters Score: Raw -33650.459105 + Penalty 1171.029813 = -32479.429292 nChanged 0 Score: Raw -69573301.527897 + Penalty 55732.614048 = -69517568.913849 Splitting cluster 6 changes total score from -69518142.425335 to -69517568.913849 So it's not getting split. Trying to split cluster 7 (16665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7781.963288 sec): 2 clusters Score: Raw -1433537.300507 + Penalty 923.501269 = -1432613.799238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7782.038300 sec): 3 clusters Score: Raw -1423315.304089 + Penalty 1847.002538 = -1421468.301551 nChanged 7618 SP:Iteration 1F (7782.088790 sec): 3 clusters Score: Raw -1427834.895133 + Penalty 1847.002538 = -1425987.892595 nChanged 1004 SP:Iteration 2F (7782.155773 sec): 3 clusters Score: Raw -1428303.314886 + Penalty 1847.002538 = -1426456.312348 nChanged 961 SP:Iteration 3F (7782.220467 sec): 3 clusters Score: Raw -1428784.669828 + Penalty 1847.002538 = -1426937.667290 nChanged 992 SP:Iteration 4F (7782.276915 sec): 3 clusters Score: Raw -1429341.339645 + Penalty 1847.002538 = -1427494.337107 nChanged 1000 SP:Iteration 5F (7782.348345 sec): 3 clusters Score: Raw -1430037.285535 + Penalty 1847.002538 = -1428190.282996 nChanged 993 SP:Iteration 6F (7782.405109 sec): 3 clusters Score: Raw -1430824.470177 + Penalty 1847.002538 = -1428977.467638 nChanged 978 SP:Iteration 7F (7782.436690 sec): 3 clusters Score: Raw -1431610.335606 + Penalty 1847.002538 = -1429763.333067 nChanged 797 SP:Iteration 8Q (7782.484311 sec): 3 clusters Score: Raw -1432094.588229 + Penalty 1847.002538 = -1430247.585690 nChanged 550 SP:Iteration 9Q (7782.513844 sec): 3 clusters Score: Raw -1432358.375029 + Penalty 1847.002538 = -1430511.372491 nChanged 411 SP:Iteration 10Q (7782.585710 sec): 3 clusters Score: Raw -1432535.612616 + Penalty 1847.002538 = -1430688.610078 nChanged 316 SP:Iteration 11Q (7782.652369 sec): 3 clusters Score: Raw -1432654.587742 + Penalty 1847.002538 = -1430807.585204 nChanged 253 SP:Iteration 12Q (7782.702363 sec): 3 clusters Score: Raw -1432748.393772 + Penalty 1847.002538 = -1430901.391234 nChanged 237 SP:Iteration 13Q (7782.778481 sec): 3 clusters Score: Raw -1432836.871439 + Penalty 1847.002538 = -1430989.868901 nChanged 250 SP:Iteration 14Q (7782.847554 sec): 3 clusters Score: Raw -1432929.116029 + Penalty 1847.002538 = -1431082.113491 nChanged 247 SP:Iteration 15Q (7782.917383 sec): 3 clusters Score: Raw -1433020.714720 + Penalty 1847.002538 = -1431173.712182 nChanged 216 SP:Iteration 16Q (7782.977626 sec): 3 clusters Score: Raw -1433091.548874 + Penalty 1847.002538 = -1431244.546336 nChanged 182 SP:Iteration 17Q (7783.047071 sec): 3 clusters Score: Raw -1433136.920080 + Penalty 1847.002538 = -1431289.917542 nChanged 137 SP:Iteration 18Q (7783.115955 sec): 3 clusters Score: Raw -1433167.850210 + Penalty 1847.002538 = -1431320.847672 nChanged 132 SP:Iteration 19Q (7783.174039 sec): 3 clusters Score: Raw -1433197.066421 + Penalty 1847.002538 = -1431350.063883 nChanged 117 SP:Iteration 20F (7783.250325 sec): 3 clusters Score: Raw -1433217.361848 + Penalty 1847.002538 = -1431370.359310 nChanged 86 SP:Iteration 21Q (7783.319210 sec): 3 clusters Score: Raw -1433233.101617 + Penalty 1847.002538 = -1431386.099079 nChanged 94 SP:Iteration 22Q (7783.388090 sec): 3 clusters Score: Raw -1433249.935308 + Penalty 1847.002538 = -1431402.932769 nChanged 82 SP:Iteration 23Q (7783.456804 sec): 3 clusters Score: Raw -1433261.855924 + Penalty 1847.002538 = -1431414.853386 nChanged 72 SP:Iteration 24Q (7783.517017 sec): 3 clusters Score: Raw -1433271.682344 + Penalty 1847.002538 = -1431424.679805 nChanged 59 SP:Iteration 25Q (7783.582602 sec): 3 clusters Score: Raw -1433278.832330 + Penalty 1847.002538 = -1431431.829791 nChanged 51 SP:Iteration 26Q (7783.654826 sec): 3 clusters Score: Raw -1433284.622876 + Penalty 1847.002538 = -1431437.620338 nChanged 49 SP:Iteration 27Q (7783.723732 sec): 3 clusters Score: Raw -1433289.646579 + Penalty 1847.002538 = -1431442.644041 nChanged 46 SP:Iteration 28Q (7783.781325 sec): 3 clusters Score: Raw -1433294.354388 + Penalty 1847.002538 = -1431447.351850 nChanged 38 SP:Iteration 29Q (7783.856642 sec): 3 clusters Score: Raw -1433298.083821 + Penalty 1847.002538 = -1431451.081282 nChanged 36 SP:Iteration 30Q (7783.925462 sec): 3 clusters Score: Raw -1433302.579217 + Penalty 1847.002538 = -1431455.576679 nChanged 38 SP:Iteration 31Q (7783.988556 sec): 3 clusters Score: Raw -1433306.588148 + Penalty 1847.002538 = -1431459.585609 nChanged 41 SP:Iteration 32Q (7784.048490 sec): 3 clusters Score: Raw -1433311.135959 + Penalty 1847.002538 = -1431464.133421 nChanged 42 SP:Iteration 33Q (7784.122846 sec): 3 clusters Score: Raw -1433315.613095 + Penalty 1847.002538 = -1431468.610557 nChanged 41 SP:Iteration 34Q (7784.187053 sec): 3 clusters Score: Raw -1433320.436186 + Penalty 1847.002538 = -1431473.433647 nChanged 42 SP:Iteration 35Q (7784.239865 sec): 3 clusters Score: Raw -1433324.763258 + Penalty 1847.002538 = -1431477.760720 nChanged 33 SP:Iteration 36Q (7784.301698 sec): 3 clusters Score: Raw -1433328.141214 + Penalty 1847.002538 = -1431481.138676 nChanged 33 SP:Iteration 37Q (7784.380452 sec): 3 clusters Score: Raw -1433332.554982 + Penalty 1847.002538 = -1431485.552444 nChanged 33 SP:Iteration 38Q (7784.440472 sec): 3 clusters Score: Raw -1433336.107984 + Penalty 1847.002538 = -1431489.105446 nChanged 38 SP:Iteration 39Q (7784.518258 sec): 3 clusters Score: Raw -1433340.198907 + Penalty 1847.002538 = -1431493.196369 nChanged 41 SP:Iteration 40F (7784.587075 sec): 3 clusters Score: Raw -1433343.855593 + Penalty 1847.002538 = -1431496.853055 nChanged 28 SP:Iteration 41Q (7784.644813 sec): 3 clusters Score: Raw -1433346.248739 + Penalty 1847.002538 = -1431499.246200 nChanged 24 SP:Iteration 42Q (7784.724199 sec): 3 clusters Score: Raw -1433347.462411 + Penalty 1847.002538 = -1431500.459873 nChanged 18 SP:Iteration 43Q (7784.793983 sec): 3 clusters Score: Raw -1433348.299323 + Penalty 1847.002538 = -1431501.296785 nChanged 16 SP:Iteration 44Q (7784.829131 sec): 3 clusters Score: Raw -1433348.966334 + Penalty 1847.002538 = -1431501.963795 nChanged 9 SP:Iteration 45Q (7784.860595 sec): 3 clusters Score: Raw -1433349.632158 + Penalty 1847.002538 = -1431502.629619 nChanged 11 SP:Iteration 46Q (7784.892260 sec): 3 clusters Score: Raw -1433350.372944 + Penalty 1847.002538 = -1431503.370406 nChanged 14 SP:Iteration 47Q (7784.923856 sec): 3 clusters Score: Raw -1433351.192771 + Penalty 1847.002538 = -1431504.190233 nChanged 13 SP:Iteration 48Q (7785.000790 sec): 3 clusters Score: Raw -1433351.838744 + Penalty 1847.002538 = -1431504.836205 nChanged 14 SP:Iteration 49Q (7785.060255 sec): 3 clusters Score: Raw -1433352.629755 + Penalty 1847.002538 = -1431505.627217 nChanged 17 SP:Iteration 50Q (7785.093940 sec): 3 clusters Score: Raw -1433353.940538 + Penalty 1847.002538 = -1431506.938000 nChanged 17 SP:Iteration 51Q (7785.125495 sec): 3 clusters Score: Raw -1433354.817594 + Penalty 1847.002538 = -1431507.815056 nChanged 9 SP:Iteration 52Q (7785.157210 sec): 3 clusters Score: Raw -1433355.368753 + Penalty 1847.002538 = -1431508.366215 nChanged 12 SP:Iteration 53Q (7785.188991 sec): 3 clusters Score: Raw -1433356.211160 + Penalty 1847.002538 = -1431509.208621 nChanged 12 SP:Iteration 54Q (7785.220647 sec): 3 clusters Score: Raw -1433357.151759 + Penalty 1847.002538 = -1431510.149221 nChanged 18 SP:Iteration 55Q (7785.252413 sec): 3 clusters Score: Raw -1433358.167951 + Penalty 1847.002538 = -1431511.165413 nChanged 12 SP:Iteration 56Q (7785.284135 sec): 3 clusters Score: Raw -1433358.653311 + Penalty 1847.002538 = -1431511.650773 nChanged 9 SP:Iteration 57Q (7785.315284 sec): 3 clusters Score: Raw -1433358.998606 + Penalty 1847.002538 = -1431511.996067 nChanged 7 SP:Iteration 58Q (7785.360097 sec): 3 clusters Score: Raw -1433359.223554 + Penalty 1847.002538 = -1431512.221016 nChanged 5 SP:Iteration 59Q (7785.391429 sec): 3 clusters Score: Raw -1433359.490556 + Penalty 1847.002538 = -1431512.488018 nChanged 6 SP:Iteration 60F (7785.423889 sec): 3 clusters Score: Raw -1433359.722406 + Penalty 1847.002538 = -1431512.719868 nChanged 6 SP:Iteration 61Q (7785.455637 sec): 3 clusters Score: Raw -1433360.177103 + Penalty 1847.002538 = -1431513.174565 nChanged 7 SP:Iteration 62Q (7785.487236 sec): 3 clusters Score: Raw -1433360.361819 + Penalty 1847.002538 = -1431513.359281 nChanged 0 SP:Iteration 63F (7785.567091 sec): 3 clusters Score: Raw -1433360.361819 + Penalty 1847.002538 = -1431513.359281 nChanged 0 Trying to split cluster 8 (1506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7785.595658 sec): 2 clusters Score: Raw -122862.949291 + Penalty 695.135179 = -122167.814112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7785.625277 sec): 3 clusters Score: Raw -122201.774261 + Penalty 1390.270358 = -120811.503904 nChanged 556 SP:Iteration 1F (7785.663663 sec): 3 clusters Score: Raw -122611.070704 + Penalty 1390.270358 = -121220.800346 nChanged 145 SP:Iteration 2F (7785.721156 sec): 3 clusters Score: Raw -122799.732681 + Penalty 1390.270358 = -121409.462323 nChanged 126 SP:Iteration 3F (7785.759358 sec): 3 clusters Score: Raw -122963.130463 + Penalty 1390.270358 = -121572.860105 nChanged 108 SP:Iteration 4F (7785.805023 sec): 3 clusters Score: Raw -123064.707885 + Penalty 1390.270358 = -121674.437527 nChanged 90 SP:Iteration 5F (7785.861004 sec): 3 clusters Score: Raw -123152.706381 + Penalty 1390.270358 = -121762.436023 nChanged 64 SP:Iteration 6Q (7785.899818 sec): 3 clusters Score: Raw -123206.314587 + Penalty 1390.270358 = -121816.044229 nChanged 44 SP:Iteration 7Q (7785.959844 sec): 3 clusters Score: Raw -123241.324126 + Penalty 1390.270358 = -121851.053768 nChanged 34 SP:Iteration 8Q (7785.993826 sec): 3 clusters Score: Raw -123265.287273 + Penalty 1390.270358 = -121875.016915 nChanged 24 SP:Iteration 9Q (7786.042687 sec): 3 clusters Score: Raw -123283.941507 + Penalty 1390.270358 = -121893.671149 nChanged 18 SP:Iteration 10Q (7786.086991 sec): 3 clusters Score: Raw -123300.315934 + Penalty 1390.270358 = -121910.045577 nChanged 14 SP:Iteration 11Q (7786.146221 sec): 3 clusters Score: Raw -123315.703952 + Penalty 1390.270358 = -121925.433594 nChanged 14 SP:Iteration 12Q (7786.192488 sec): 3 clusters Score: Raw -123323.015280 + Penalty 1390.270358 = -121932.744923 nChanged 6 SP:Iteration 13Q (7786.239145 sec): 3 clusters Score: Raw -123325.615355 + Penalty 1390.270358 = -121935.344998 nChanged 3 SP:Iteration 14Q (7786.273476 sec): 3 clusters Score: Raw -123326.923755 + Penalty 1390.270358 = -121936.653397 nChanged 2 SP:Iteration 15Q (7786.316134 sec): 3 clusters Score: Raw -123328.421797 + Penalty 1390.270358 = -121938.151440 nChanged 2 SP:Iteration 16Q (7786.362606 sec): 3 clusters Score: Raw -123329.463687 + Penalty 1390.270358 = -121939.193330 nChanged 1 SP:Iteration 17Q (7786.404477 sec): 3 clusters Score: Raw -123329.908133 + Penalty 1390.270358 = -121939.637775 nChanged 2 SP:Iteration 18Q (7786.457759 sec): 3 clusters Score: Raw -123331.270746 + Penalty 1390.270358 = -121941.000388 nChanged 4 SP:Iteration 19Q (7786.505518 sec): 3 clusters Score: Raw -123332.861705 + Penalty 1390.270358 = -121942.591348 nChanged 1 SP:Iteration 20F (7786.547566 sec): 3 clusters Score: Raw -123333.167299 + Penalty 1390.270358 = -121942.896942 nChanged 0 Trying to split cluster 9 (4666 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7786.584862 sec): 2 clusters Score: Raw -389164.789878 + Penalty 802.565458 = -388362.224420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7786.625333 sec): 3 clusters Score: Raw -386571.390542 + Penalty 1605.130916 = -384966.259626 nChanged 1976 SP:Iteration 1F (7786.675670 sec): 3 clusters Score: Raw -387703.973964 + Penalty 1605.130916 = -386098.843048 nChanged 295 SP:Iteration 2F (7786.721168 sec): 3 clusters Score: Raw -387851.565720 + Penalty 1605.130916 = -386246.434804 nChanged 214 SP:Iteration 3Q (7786.768833 sec): 3 clusters Score: Raw -387949.678202 + Penalty 1605.130916 = -386344.547286 nChanged 190 SP:Iteration 4Q (7786.824981 sec): 3 clusters Score: Raw -388041.466570 + Penalty 1605.130916 = -386436.335654 nChanged 184 SP:Iteration 5Q (7786.877660 sec): 3 clusters Score: Raw -388138.913979 + Penalty 1605.130916 = -386533.783063 nChanged 190 SP:Iteration 6Q (7786.925020 sec): 3 clusters Score: Raw -388244.622425 + Penalty 1605.130916 = -386639.491509 nChanged 181 SP:Iteration 7Q (7786.972360 sec): 3 clusters Score: Raw -388359.521779 + Penalty 1605.130916 = -386754.390863 nChanged 171 SP:Iteration 8Q (7787.023966 sec): 3 clusters Score: Raw -388460.112187 + Penalty 1605.130916 = -386854.981271 nChanged 169 SP:Iteration 9Q (7787.074633 sec): 3 clusters Score: Raw -388566.824937 + Penalty 1605.130916 = -386961.694021 nChanged 167 SP:Iteration 10Q (7787.119448 sec): 3 clusters Score: Raw -388671.289327 + Penalty 1605.130916 = -387066.158411 nChanged 146 SP:Iteration 11Q (7787.160812 sec): 3 clusters Score: Raw -388763.140799 + Penalty 1605.130916 = -387158.009883 nChanged 119 SP:Iteration 12Q (7787.218656 sec): 3 clusters Score: Raw -388843.649921 + Penalty 1605.130916 = -387238.519005 nChanged 116 SP:Iteration 13Q (7787.265797 sec): 3 clusters Score: Raw -388937.363122 + Penalty 1605.130916 = -387332.232206 nChanged 106 SP:Iteration 14Q (7787.314926 sec): 3 clusters Score: Raw -389031.322314 + Penalty 1605.130916 = -387426.191398 nChanged 73 SP:Iteration 15Q (7787.366464 sec): 3 clusters Score: Raw -389088.339401 + Penalty 1605.130916 = -387483.208485 nChanged 51 SP:Iteration 16Q (7787.411982 sec): 3 clusters Score: Raw -389126.753864 + Penalty 1605.130916 = -387521.622948 nChanged 41 SP:Iteration 17Q (7787.454784 sec): 3 clusters Score: Raw -389151.074545 + Penalty 1605.130916 = -387545.943629 nChanged 27 SP:Iteration 18Q (7787.512628 sec): 3 clusters Score: Raw -389172.418014 + Penalty 1605.130916 = -387567.287098 nChanged 26 SP:Iteration 19Q (7787.557791 sec): 3 clusters Score: Raw -389199.370578 + Penalty 1605.130916 = -387594.239662 nChanged 20 SP:Iteration 20F (7787.618278 sec): 3 clusters Score: Raw -389215.682762 + Penalty 1605.130916 = -387610.551846 nChanged 19 SP:Iteration 21Q (7787.669585 sec): 3 clusters Score: Raw -389234.817987 + Penalty 1605.130916 = -387629.687071 nChanged 18 SP:Iteration 22Q (7787.710107 sec): 3 clusters Score: Raw -389253.946400 + Penalty 1605.130916 = -387648.815484 nChanged 12 SP:Iteration 23Q (7787.770262 sec): 3 clusters Score: Raw -389263.441487 + Penalty 1605.130916 = -387658.310571 nChanged 7 SP:Iteration 24Q (7787.817688 sec): 3 clusters Score: Raw -389266.865939 + Penalty 1605.130916 = -387661.735023 nChanged 3 SP:Iteration 25Q (7787.857467 sec): 3 clusters Score: Raw -389268.177143 + Penalty 1605.130916 = -387663.046227 nChanged 1 SP:Iteration 26Q (7787.898925 sec): 3 clusters Score: Raw -389268.412657 + Penalty 1605.130916 = -387663.281741 nChanged 4 SP:Iteration 27Q (7787.960172 sec): 3 clusters Score: Raw -389272.179217 + Penalty 1605.130916 = -387667.048301 nChanged 2 SP:Iteration 28Q (7788.008576 sec): 3 clusters Score: Raw -389273.585410 + Penalty 1605.130916 = -387668.454494 nChanged 0 SP:Iteration 29F (7788.044579 sec): 3 clusters Score: Raw -389273.585410 + Penalty 1605.130916 = -387668.454494 nChanged 0 Trying to split cluster 10 (69839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7788.141881 sec): 2 clusters Score: Raw -6178807.564164 + Penalty 1059.625048 = -6177747.939116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7788.265502 sec): 3 clusters Score: Raw -6133089.779136 + Penalty 2119.250096 = -6130970.529041 nChanged 33552 SP:Iteration 1F (7788.394685 sec): 3 clusters Score: Raw -6153158.302773 + Penalty 2119.250096 = -6151039.052677 nChanged 3057 SP:Iteration 2Q (7788.544007 sec): 3 clusters Score: Raw -6154462.579043 + Penalty 2119.250096 = -6152343.328947 nChanged 3418 SP:Iteration 3Q (7788.679515 sec): 3 clusters Score: Raw -6156318.534746 + Penalty 2119.250096 = -6154199.284651 nChanged 3862 SP:Iteration 4F (7788.800288 sec): 3 clusters Score: Raw -6158766.435031 + Penalty 2119.250096 = -6156647.184935 nChanged 4266 SP:Iteration 5F (7788.926939 sec): 3 clusters Score: Raw -6161906.686525 + Penalty 2119.250096 = -6159787.436430 nChanged 4373 SP:Iteration 6F (7789.053810 sec): 3 clusters Score: Raw -6165418.846383 + Penalty 2119.250096 = -6163299.596287 nChanged 4104 SP:Iteration 7F (7789.176555 sec): 3 clusters Score: Raw -6168719.591243 + Penalty 2119.250096 = -6166600.341147 nChanged 3424 SP:Iteration 8Q (7789.300232 sec): 3 clusters Score: Raw -6171220.193181 + Penalty 2119.250096 = -6169100.943085 nChanged 2617 SP:Iteration 9Q (7789.428405 sec): 3 clusters Score: Raw -6172854.843674 + Penalty 2119.250096 = -6170735.593578 nChanged 1911 SP:Iteration 10Q (7789.552454 sec): 3 clusters Score: Raw -6173953.260479 + Penalty 2119.250096 = -6171834.010383 nChanged 1475 SP:Iteration 11Q (7789.678566 sec): 3 clusters Score: Raw -6174799.456882 + Penalty 2119.250096 = -6172680.206787 nChanged 1223 SP:Iteration 12Q (7789.795544 sec): 3 clusters Score: Raw -6175507.766453 + Penalty 2119.250096 = -6173388.516358 nChanged 1061 SP:Iteration 13Q (7789.919737 sec): 3 clusters Score: Raw -6176109.142843 + Penalty 2119.250096 = -6173989.892747 nChanged 963 SP:Iteration 14Q (7790.051281 sec): 3 clusters Score: Raw -6176697.583114 + Penalty 2119.250096 = -6174578.333019 nChanged 880 SP:Iteration 15Q (7790.178094 sec): 3 clusters Score: Raw -6177210.682111 + Penalty 2119.250096 = -6175091.432016 nChanged 768 SP:Iteration 16Q (7790.304560 sec): 3 clusters Score: Raw -6177627.095564 + Penalty 2119.250096 = -6175507.845469 nChanged 655 SP:Iteration 17Q (7790.428485 sec): 3 clusters Score: Raw -6177941.039253 + Penalty 2119.250096 = -6175821.789157 nChanged 533 SP:Iteration 18Q (7790.549805 sec): 3 clusters Score: Raw -6178172.493764 + Penalty 2119.250096 = -6176053.243668 nChanged 457 SP:Iteration 19Q (7790.683889 sec): 3 clusters Score: Raw -6178356.825612 + Penalty 2119.250096 = -6176237.575517 nChanged 399 SP:Iteration 20F (7790.826075 sec): 3 clusters Score: Raw -6178494.379504 + Penalty 2119.250096 = -6176375.129408 nChanged 333 SP:Iteration 21Q (7790.940291 sec): 3 clusters Score: Raw -6178597.786402 + Penalty 2119.250096 = -6176478.536306 nChanged 292 SP:Iteration 22Q (7791.074694 sec): 3 clusters Score: Raw -6178680.233590 + Penalty 2119.250096 = -6176560.983494 nChanged 242 SP:Iteration 23Q (7791.191707 sec): 3 clusters Score: Raw -6178747.371246 + Penalty 2119.250096 = -6176628.121150 nChanged 224 SP:Iteration 24Q (7791.312130 sec): 3 clusters Score: Raw -6178807.552167 + Penalty 2119.250096 = -6176688.302072 nChanged 224 SP:Iteration 25Q (7791.431831 sec): 3 clusters Score: Raw -6178869.751440 + Penalty 2119.250096 = -6176750.501344 nChanged 205 SP:Iteration 26Q (7791.549397 sec): 3 clusters Score: Raw -6178926.180713 + Penalty 2119.250096 = -6176806.930617 nChanged 204 SP:Iteration 27Q (7791.671563 sec): 3 clusters Score: Raw -6178977.943735 + Penalty 2119.250096 = -6176858.693640 nChanged 163 SP:Iteration 28Q (7791.790040 sec): 3 clusters Score: Raw -6179016.082460 + Penalty 2119.250096 = -6176896.832364 nChanged 120 SP:Iteration 29Q (7791.908640 sec): 3 clusters Score: Raw -6179043.263321 + Penalty 2119.250096 = -6176924.013226 nChanged 112 SP:Iteration 30Q (7792.031075 sec): 3 clusters Score: Raw -6179068.407221 + Penalty 2119.250096 = -6176949.157125 nChanged 101 SP:Iteration 31Q (7792.152268 sec): 3 clusters Score: Raw -6179092.718391 + Penalty 2119.250096 = -6176973.468295 nChanged 93 SP:Iteration 32Q (7792.252681 sec): 3 clusters Score: Raw -6179112.910394 + Penalty 2119.250096 = -6176993.660298 nChanged 89 SP:Iteration 33Q (7792.369332 sec): 3 clusters Score: Raw -6179130.795398 + Penalty 2119.250096 = -6177011.545302 nChanged 82 SP:Iteration 34Q (7792.485700 sec): 3 clusters Score: Raw -6179147.019378 + Penalty 2119.250096 = -6177027.769282 nChanged 64 SP:Iteration 35Q (7792.608212 sec): 3 clusters Score: Raw -6179158.944402 + Penalty 2119.250096 = -6177039.694306 nChanged 56 SP:Iteration 36Q (7792.722875 sec): 3 clusters Score: Raw -6179167.699253 + Penalty 2119.250096 = -6177048.449157 nChanged 44 SP:Iteration 37Q (7792.831324 sec): 3 clusters Score: Raw -6179173.106691 + Penalty 2119.250096 = -6177053.856595 nChanged 25 SP:Iteration 38Q (7792.962714 sec): 3 clusters Score: Raw -6179176.126361 + Penalty 2119.250096 = -6177056.876265 nChanged 27 SP:Iteration 39Q (7793.083267 sec): 3 clusters Score: Raw -6179179.145703 + Penalty 2119.250096 = -6177059.895608 nChanged 26 SP:Iteration 40F (7793.215978 sec): 3 clusters Score: Raw -6179182.739702 + Penalty 2119.250096 = -6177063.489606 nChanged 20 SP:Iteration 41Q (7793.336353 sec): 3 clusters Score: Raw -6179185.123197 + Penalty 2119.250096 = -6177065.873102 nChanged 22 SP:Iteration 42Q (7793.452890 sec): 3 clusters Score: Raw -6179187.636687 + Penalty 2119.250096 = -6177068.386592 nChanged 19 SP:Iteration 43Q (7793.575592 sec): 3 clusters Score: Raw -6179189.997154 + Penalty 2119.250096 = -6177070.747059 nChanged 20 SP:Iteration 44Q (7793.694612 sec): 3 clusters Score: Raw -6179192.566970 + Penalty 2119.250096 = -6177073.316875 nChanged 21 SP:Iteration 45Q (7793.806665 sec): 3 clusters Score: Raw -6179194.826341 + Penalty 2119.250096 = -6177075.576246 nChanged 12 SP:Iteration 46Q (7793.919934 sec): 3 clusters Score: Raw -6179196.312461 + Penalty 2119.250096 = -6177077.062365 nChanged 13 SP:Iteration 47Q (7794.035081 sec): 3 clusters Score: Raw -6179198.290909 + Penalty 2119.250096 = -6177079.040813 nChanged 12 SP:Iteration 48Q (7794.143805 sec): 3 clusters Score: Raw -6179199.735939 + Penalty 2119.250096 = -6177080.485843 nChanged 9 SP:Iteration 49Q (7794.256840 sec): 3 clusters Score: Raw -6179200.379934 + Penalty 2119.250096 = -6177081.129838 nChanged 6 SP:Iteration 50Q (7794.375211 sec): 3 clusters Score: Raw -6179200.857659 + Penalty 2119.250096 = -6177081.607563 nChanged 5 SP:Iteration 51Q (7794.500304 sec): 3 clusters Score: Raw -6179201.283733 + Penalty 2119.250096 = -6177082.033637 nChanged 3 SP:Iteration 52Q (7794.615323 sec): 3 clusters Score: Raw -6179201.582383 + Penalty 2119.250096 = -6177082.332287 nChanged 5 SP:Iteration 53Q (7794.728116 sec): 3 clusters Score: Raw -6179202.104003 + Penalty 2119.250096 = -6177082.853908 nChanged 6 SP:Iteration 54Q (7794.841672 sec): 3 clusters Score: Raw -6179203.269791 + Penalty 2119.250096 = -6177084.019695 nChanged 7 SP:Iteration 55Q (7794.956003 sec): 3 clusters Score: Raw -6179204.142953 + Penalty 2119.250096 = -6177084.892857 nChanged 7 SP:Iteration 56Q (7795.063248 sec): 3 clusters Score: Raw -6179205.026544 + Penalty 2119.250096 = -6177085.776448 nChanged 11 SP:Iteration 57Q (7795.165374 sec): 3 clusters Score: Raw -6179206.164532 + Penalty 2119.250096 = -6177086.914436 nChanged 14 SP:Iteration 58Q (7795.279646 sec): 3 clusters Score: Raw -6179208.057675 + Penalty 2119.250096 = -6177088.807579 nChanged 15 SP:Iteration 59Q (7795.394521 sec): 3 clusters Score: Raw -6179209.658349 + Penalty 2119.250096 = -6177090.408253 nChanged 8 SP:Iteration 60F (7795.520858 sec): 3 clusters Score: Raw -6179210.374269 + Penalty 2119.250096 = -6177091.124173 nChanged 3 SP:Iteration 61Q (7795.635981 sec): 3 clusters Score: Raw -6179210.821121 + Penalty 2119.250096 = -6177091.571025 nChanged 4 SP:Iteration 62Q (7795.744856 sec): 3 clusters Score: Raw -6179211.510337 + Penalty 2119.250096 = -6177092.260242 nChanged 3 SP:Iteration 63Q (7795.867979 sec): 3 clusters Score: Raw -6179211.920143 + Penalty 2119.250096 = -6177092.670048 nChanged 7 SP:Iteration 64Q (7795.979514 sec): 3 clusters Score: Raw -6179212.572227 + Penalty 2119.250096 = -6177093.322131 nChanged 5 SP:Iteration 65Q (7796.107326 sec): 3 clusters Score: Raw -6179213.335878 + Penalty 2119.250096 = -6177094.085782 nChanged 4 SP:Iteration 66Q (7796.218687 sec): 3 clusters Score: Raw -6179213.776700 + Penalty 2119.250096 = -6177094.526605 nChanged 3 SP:Iteration 67Q (7796.337315 sec): 3 clusters Score: Raw -6179214.060474 + Penalty 2119.250096 = -6177094.810378 nChanged 2 SP:Iteration 68Q (7796.452720 sec): 3 clusters Score: Raw -6179214.272434 + Penalty 2119.250096 = -6177095.022338 nChanged 4 SP:Iteration 69Q (7796.584462 sec): 3 clusters Score: Raw -6179214.773643 + Penalty 2119.250096 = -6177095.523547 nChanged 3 SP:Iteration 70Q (7796.695702 sec): 3 clusters Score: Raw -6179215.220526 + Penalty 2119.250096 = -6177095.970430 nChanged 1 SP:Iteration 71Q (7796.809235 sec): 3 clusters Score: Raw -6179215.384857 + Penalty 2119.250096 = -6177096.134761 nChanged 1 SP:Iteration 72Q (7796.916782 sec): 3 clusters Score: Raw -6179215.463455 + Penalty 2119.250096 = -6177096.213359 nChanged 0 SP:Iteration 73F (7797.053059 sec): 3 clusters Score: Raw -6179215.463455 + Penalty 2119.250096 = -6177096.213359 nChanged 0 Trying to split cluster 11 (4289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7797.080494 sec): 2 clusters Score: Raw -369196.956403 + Penalty 794.561844 = -368402.394559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7797.131139 sec): 3 clusters Score: Raw -366845.961304 + Penalty 1589.123688 = -365256.837616 nChanged 1837 SP:Iteration 1F (7797.184208 sec): 3 clusters Score: Raw -367932.937103 + Penalty 1589.123688 = -366343.813415 nChanged 302 SP:Iteration 2F (7797.229981 sec): 3 clusters Score: Raw -368104.020124 + Penalty 1589.123688 = -366514.896436 nChanged 246 SP:Iteration 3F (7797.281782 sec): 3 clusters Score: Raw -368240.755478 + Penalty 1589.123688 = -366651.631790 nChanged 232 SP:Iteration 4F (7797.335515 sec): 3 clusters Score: Raw -368397.691860 + Penalty 1589.123688 = -366808.568172 nChanged 245 SP:Iteration 5F (7797.373349 sec): 3 clusters Score: Raw -368555.176412 + Penalty 1589.123688 = -366966.052724 nChanged 240 SP:Iteration 6F (7797.430126 sec): 3 clusters Score: Raw -368700.727628 + Penalty 1589.123688 = -367111.603940 nChanged 198 SP:Iteration 7Q (7797.483545 sec): 3 clusters Score: Raw -368822.636037 + Penalty 1589.123688 = -367233.512349 nChanged 150 SP:Iteration 8Q (7797.525303 sec): 3 clusters Score: Raw -368917.517751 + Penalty 1589.123688 = -367328.394063 nChanged 121 SP:Iteration 9Q (7797.578088 sec): 3 clusters Score: Raw -368985.290983 + Penalty 1589.123688 = -367396.167295 nChanged 106 SP:Iteration 10Q (7797.639505 sec): 3 clusters Score: Raw -369046.325244 + Penalty 1589.123688 = -367457.201556 nChanged 98 SP:Iteration 11Q (7797.690268 sec): 3 clusters Score: Raw -369097.086354 + Penalty 1589.123688 = -367507.962666 nChanged 92 SP:Iteration 12Q (7797.742668 sec): 3 clusters Score: Raw -369141.919442 + Penalty 1589.123688 = -367552.795754 nChanged 74 SP:Iteration 13Q (7797.790490 sec): 3 clusters Score: Raw -369180.446640 + Penalty 1589.123688 = -367591.322952 nChanged 64 SP:Iteration 14Q (7797.838561 sec): 3 clusters Score: Raw -369209.214125 + Penalty 1589.123688 = -367620.090437 nChanged 49 SP:Iteration 15Q (7797.885744 sec): 3 clusters Score: Raw -369227.042174 + Penalty 1589.123688 = -367637.918486 nChanged 39 SP:Iteration 16Q (7797.930552 sec): 3 clusters Score: Raw -369241.335069 + Penalty 1589.123688 = -367652.211381 nChanged 34 SP:Iteration 17Q (7797.970912 sec): 3 clusters Score: Raw -369253.993041 + Penalty 1589.123688 = -367664.869352 nChanged 31 SP:Iteration 18Q (7798.015610 sec): 3 clusters Score: Raw -369261.955692 + Penalty 1589.123688 = -367672.832004 nChanged 22 SP:Iteration 19Q (7798.063570 sec): 3 clusters Score: Raw -369266.914095 + Penalty 1589.123688 = -367677.790406 nChanged 18 SP:Iteration 20F (7798.116283 sec): 3 clusters Score: Raw -369271.500344 + Penalty 1589.123688 = -367682.376656 nChanged 20 SP:Iteration 21Q (7798.159908 sec): 3 clusters Score: Raw -369277.388924 + Penalty 1589.123688 = -367688.265236 nChanged 18 SP:Iteration 22Q (7798.207763 sec): 3 clusters Score: Raw -369281.909707 + Penalty 1589.123688 = -367692.786019 nChanged 15 SP:Iteration 23Q (7798.260569 sec): 3 clusters Score: Raw -369285.104153 + Penalty 1589.123688 = -367695.980465 nChanged 11 SP:Iteration 24Q (7798.307675 sec): 3 clusters Score: Raw -369288.705395 + Penalty 1589.123688 = -367699.581707 nChanged 19 SP:Iteration 25Q (7798.355540 sec): 3 clusters Score: Raw -369293.885583 + Penalty 1589.123688 = -367704.761895 nChanged 18 SP:Iteration 26Q (7798.404796 sec): 3 clusters Score: Raw -369298.946388 + Penalty 1589.123688 = -367709.822700 nChanged 17 SP:Iteration 27Q (7798.456849 sec): 3 clusters Score: Raw -369303.707223 + Penalty 1589.123688 = -367714.583535 nChanged 16 SP:Iteration 28Q (7798.506290 sec): 3 clusters Score: Raw -369307.880568 + Penalty 1589.123688 = -367718.756880 nChanged 8 SP:Iteration 29Q (7798.557592 sec): 3 clusters Score: Raw -369309.521583 + Penalty 1589.123688 = -367720.397895 nChanged 13 SP:Iteration 30Q (7798.609222 sec): 3 clusters Score: Raw -369314.231470 + Penalty 1589.123688 = -367725.107782 nChanged 18 SP:Iteration 31Q (7798.655616 sec): 3 clusters Score: Raw -369319.461279 + Penalty 1589.123688 = -367730.337591 nChanged 19 SP:Iteration 32Q (7798.713944 sec): 3 clusters Score: Raw -369324.137154 + Penalty 1589.123688 = -367735.013466 nChanged 15 SP:Iteration 33Q (7798.764235 sec): 3 clusters Score: Raw -369327.077058 + Penalty 1589.123688 = -367737.953370 nChanged 15 SP:Iteration 34Q (7798.804889 sec): 3 clusters Score: Raw -369332.449524 + Penalty 1589.123688 = -367743.325836 nChanged 15 SP:Iteration 35Q (7798.854460 sec): 3 clusters Score: Raw -369336.551483 + Penalty 1589.123688 = -367747.427795 nChanged 11 SP:Iteration 36Q (7798.906834 sec): 3 clusters Score: Raw -369342.361529 + Penalty 1589.123688 = -367753.237841 nChanged 14 SP:Iteration 37Q (7798.967388 sec): 3 clusters Score: Raw -369349.470645 + Penalty 1589.123688 = -367760.346957 nChanged 20 SP:Iteration 38Q (7799.021723 sec): 3 clusters Score: Raw -369356.909271 + Penalty 1589.123688 = -367767.785583 nChanged 15 SP:Iteration 39Q (7799.073138 sec): 3 clusters Score: Raw -369361.978815 + Penalty 1589.123688 = -367772.855127 nChanged 11 SP:Iteration 40F (7799.121151 sec): 3 clusters Score: Raw -369364.799601 + Penalty 1589.123688 = -367775.675913 nChanged 12 SP:Iteration 41Q (7799.162683 sec): 3 clusters Score: Raw -369368.589074 + Penalty 1589.123688 = -367779.465386 nChanged 15 SP:Iteration 42Q (7799.225578 sec): 3 clusters Score: Raw -369374.387428 + Penalty 1589.123688 = -367785.263740 nChanged 12 SP:Iteration 43Q (7799.267233 sec): 3 clusters Score: Raw -369379.716160 + Penalty 1589.123688 = -367790.592472 nChanged 13 SP:Iteration 44Q (7799.327900 sec): 3 clusters Score: Raw -369383.304478 + Penalty 1589.123688 = -367794.180790 nChanged 11 SP:Iteration 45Q (7799.375606 sec): 3 clusters Score: Raw -369386.236789 + Penalty 1589.123688 = -367797.113101 nChanged 12 SP:Iteration 46Q (7799.426860 sec): 3 clusters Score: Raw -369389.176237 + Penalty 1589.123688 = -367800.052549 nChanged 13 SP:Iteration 47Q (7799.478641 sec): 3 clusters Score: Raw -369392.372537 + Penalty 1589.123688 = -367803.248849 nChanged 8 SP:Iteration 48Q (7799.521690 sec): 3 clusters Score: Raw -369393.946946 + Penalty 1589.123688 = -367804.823258 nChanged 9 SP:Iteration 49Q (7799.575277 sec): 3 clusters Score: Raw -369396.448928 + Penalty 1589.123688 = -367807.325239 nChanged 8 SP:Iteration 50Q (7799.640328 sec): 3 clusters Score: Raw -369399.299872 + Penalty 1589.123688 = -367810.176184 nChanged 12 SP:Iteration 51Q (7799.695003 sec): 3 clusters Score: Raw -369403.454215 + Penalty 1589.123688 = -367814.330527 nChanged 14 SP:Iteration 52Q (7799.746019 sec): 3 clusters Score: Raw -369409.109122 + Penalty 1589.123688 = -367819.985434 nChanged 17 SP:Iteration 53Q (7799.794515 sec): 3 clusters Score: Raw -369413.512375 + Penalty 1589.123688 = -367824.388687 nChanged 13 SP:Iteration 54Q (7799.847503 sec): 3 clusters Score: Raw -369417.153991 + Penalty 1589.123688 = -367828.030303 nChanged 13 SP:Iteration 55Q (7799.891649 sec): 3 clusters Score: Raw -369421.561983 + Penalty 1589.123688 = -367832.438295 nChanged 11 SP:Iteration 56Q (7799.930691 sec): 3 clusters Score: Raw -369424.463133 + Penalty 1589.123688 = -367835.339444 nChanged 7 SP:Iteration 57Q (7799.981696 sec): 3 clusters Score: Raw -369426.067167 + Penalty 1589.123688 = -367836.943479 nChanged 8 SP:Iteration 58Q (7800.032890 sec): 3 clusters Score: Raw -369428.990232 + Penalty 1589.123688 = -367839.866544 nChanged 9 SP:Iteration 59Q (7800.076808 sec): 3 clusters Score: Raw -369432.669255 + Penalty 1589.123688 = -367843.545566 nChanged 9 SP:Iteration 60F (7800.127753 sec): 3 clusters Score: Raw -369436.830300 + Penalty 1589.123688 = -367847.706612 nChanged 8 SP:Iteration 61Q (7800.184350 sec): 3 clusters Score: Raw -369440.239079 + Penalty 1589.123688 = -367851.115391 nChanged 6 SP:Iteration 62Q (7800.228216 sec): 3 clusters Score: Raw -369445.038302 + Penalty 1589.123688 = -367855.914614 nChanged 11 SP:Iteration 63Q (7800.271210 sec): 3 clusters Score: Raw -369450.442841 + Penalty 1589.123688 = -367861.319153 nChanged 7 SP:Iteration 64Q (7800.323593 sec): 3 clusters Score: Raw -369453.530732 + Penalty 1589.123688 = -367864.407044 nChanged 7 SP:Iteration 65Q (7800.375618 sec): 3 clusters Score: Raw -369456.011456 + Penalty 1589.123688 = -367866.887768 nChanged 5 SP:Iteration 66Q (7800.427702 sec): 3 clusters Score: Raw -369457.451809 + Penalty 1589.123688 = -367868.328121 nChanged 3 SP:Iteration 67Q (7800.468730 sec): 3 clusters Score: Raw -369458.791762 + Penalty 1589.123688 = -367869.668074 nChanged 3 SP:Iteration 68Q (7800.520926 sec): 3 clusters Score: Raw -369459.961483 + Penalty 1589.123688 = -367870.837795 nChanged 2 SP:Iteration 69Q (7800.585142 sec): 3 clusters Score: Raw -369460.389774 + Penalty 1589.123688 = -367871.266086 nChanged 0 SP:Iteration 70F (7800.632329 sec): 3 clusters Score: Raw -369460.389774 + Penalty 1589.123688 = -367871.266086 nChanged 0 Trying to split cluster 12 (1515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7800.648794 sec): 2 clusters Score: Raw -124944.975554 + Penalty 695.701218 = -124249.274336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7800.697348 sec): 3 clusters Score: Raw -124192.676874 + Penalty 1391.402436 = -122801.274437 nChanged 595 SP:Iteration 1F (7800.747780 sec): 3 clusters Score: Raw -124558.648991 + Penalty 1391.402436 = -123167.246554 nChanged 143 SP:Iteration 2F (7800.798247 sec): 3 clusters Score: Raw -124693.832202 + Penalty 1391.402436 = -123302.429765 nChanged 105 SP:Iteration 3F (7800.848494 sec): 3 clusters Score: Raw -124754.557034 + Penalty 1391.402436 = -123363.154597 nChanged 52 SP:Iteration 4Q (7800.891787 sec): 3 clusters Score: Raw -124786.259394 + Penalty 1391.402436 = -123394.856958 nChanged 49 SP:Iteration 5Q (7800.934921 sec): 3 clusters Score: Raw -124817.921147 + Penalty 1391.402436 = -123426.518711 nChanged 42 SP:Iteration 6Q (7800.985183 sec): 3 clusters Score: Raw -124844.457338 + Penalty 1391.402436 = -123453.054901 nChanged 31 SP:Iteration 7Q (7801.023313 sec): 3 clusters Score: Raw -124865.893238 + Penalty 1391.402436 = -123474.490802 nChanged 34 SP:Iteration 8Q (7801.072551 sec): 3 clusters Score: Raw -124884.762468 + Penalty 1391.402436 = -123493.360031 nChanged 31 SP:Iteration 9Q (7801.119135 sec): 3 clusters Score: Raw -124904.024757 + Penalty 1391.402436 = -123512.622320 nChanged 26 SP:Iteration 10Q (7801.168836 sec): 3 clusters Score: Raw -124921.412030 + Penalty 1391.402436 = -123530.009594 nChanged 25 SP:Iteration 11Q (7801.214472 sec): 3 clusters Score: Raw -124936.142703 + Penalty 1391.402436 = -123544.740267 nChanged 24 SP:Iteration 12Q (7801.263052 sec): 3 clusters Score: Raw -124946.383263 + Penalty 1391.402436 = -123554.980827 nChanged 16 SP:Iteration 13Q (7801.313985 sec): 3 clusters Score: Raw -124953.684306 + Penalty 1391.402436 = -123562.281869 nChanged 14 SP:Iteration 14Q (7801.362696 sec): 3 clusters Score: Raw -124959.474096 + Penalty 1391.402436 = -123568.071660 nChanged 15 SP:Iteration 15Q (7801.412712 sec): 3 clusters Score: Raw -124969.843775 + Penalty 1391.402436 = -123578.441339 nChanged 21 SP:Iteration 16Q (7801.459941 sec): 3 clusters Score: Raw -124985.504789 + Penalty 1391.402436 = -123594.102352 nChanged 24 SP:Iteration 17Q (7801.504965 sec): 3 clusters Score: Raw -125001.196077 + Penalty 1391.402436 = -123609.793640 nChanged 20 SP:Iteration 18Q (7801.556174 sec): 3 clusters Score: Raw -125011.204007 + Penalty 1391.402436 = -123619.801570 nChanged 16 SP:Iteration 19Q (7801.601430 sec): 3 clusters Score: Raw -125016.910192 + Penalty 1391.402436 = -123625.507755 nChanged 18 SP:Iteration 20F (7801.648571 sec): 3 clusters Score: Raw -125025.072023 + Penalty 1391.402436 = -123633.669587 nChanged 18 SP:Iteration 21Q (7801.695828 sec): 3 clusters Score: Raw -125032.742457 + Penalty 1391.402436 = -123641.340020 nChanged 12 SP:Iteration 22Q (7801.738554 sec): 3 clusters Score: Raw -125037.810896 + Penalty 1391.402436 = -123646.408459 nChanged 9 SP:Iteration 23Q (7801.788698 sec): 3 clusters Score: Raw -125043.023017 + Penalty 1391.402436 = -123651.620581 nChanged 9 SP:Iteration 24Q (7801.838252 sec): 3 clusters Score: Raw -125046.705166 + Penalty 1391.402436 = -123655.302729 nChanged 8 SP:Iteration 25Q (7801.887768 sec): 3 clusters Score: Raw -125051.001622 + Penalty 1391.402436 = -123659.599186 nChanged 9 SP:Iteration 26Q (7801.934289 sec): 3 clusters Score: Raw -125054.766959 + Penalty 1391.402436 = -123663.364522 nChanged 7 SP:Iteration 27Q (7801.984521 sec): 3 clusters Score: Raw -125058.890434 + Penalty 1391.402436 = -123667.487997 nChanged 9 SP:Iteration 28Q (7802.029568 sec): 3 clusters Score: Raw -125065.057124 + Penalty 1391.402436 = -123673.654688 nChanged 5 SP:Iteration 29Q (7802.079456 sec): 3 clusters Score: Raw -125067.738928 + Penalty 1391.402436 = -123676.336492 nChanged 6 SP:Iteration 30Q (7802.127226 sec): 3 clusters Score: Raw -125069.673418 + Penalty 1391.402436 = -123678.270982 nChanged 6 SP:Iteration 31Q (7802.170057 sec): 3 clusters Score: Raw -125073.305037 + Penalty 1391.402436 = -123681.902601 nChanged 7 SP:Iteration 32Q (7802.217343 sec): 3 clusters Score: Raw -125077.068880 + Penalty 1391.402436 = -123685.666443 nChanged 8 SP:Iteration 33Q (7802.266833 sec): 3 clusters Score: Raw -125080.477191 + Penalty 1391.402436 = -123689.074754 nChanged 4 SP:Iteration 34Q (7802.316660 sec): 3 clusters Score: Raw -125083.327570 + Penalty 1391.402436 = -123691.925134 nChanged 7 SP:Iteration 35Q (7802.366170 sec): 3 clusters Score: Raw -125087.588986 + Penalty 1391.402436 = -123696.186550 nChanged 4 SP:Iteration 36Q (7802.416175 sec): 3 clusters Score: Raw -125088.892890 + Penalty 1391.402436 = -123697.490453 nChanged 1 SP:Iteration 37Q (7802.458755 sec): 3 clusters Score: Raw -125089.311729 + Penalty 1391.402436 = -123697.909293 nChanged 3 SP:Iteration 38Q (7802.502999 sec): 3 clusters Score: Raw -125089.836307 + Penalty 1391.402436 = -123698.433871 nChanged 0 SP:Iteration 39F (7802.551160 sec): 3 clusters Score: Raw -125089.836307 + Penalty 1391.402436 = -123698.433871 nChanged 0 Trying to split cluster 13 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7802.582852 sec): 2 clusters Score: Raw -472422.647258 + Penalty 816.127456 = -471606.519802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7802.637809 sec): 3 clusters Score: Raw -469380.390390 + Penalty 1632.254913 = -467748.135477 nChanged 2270 SP:Iteration 1F (7802.692292 sec): 3 clusters Score: Raw -470657.050269 + Penalty 1632.254913 = -469024.795356 nChanged 358 SP:Iteration 2F (7802.746852 sec): 3 clusters Score: Raw -470830.786669 + Penalty 1632.254913 = -469198.531756 nChanged 291 SP:Iteration 3F (7802.813555 sec): 3 clusters Score: Raw -470961.539690 + Penalty 1632.254913 = -469329.284777 nChanged 249 SP:Iteration 4Q (7802.858399 sec): 3 clusters Score: Raw -471082.295017 + Penalty 1632.254913 = -469450.040104 nChanged 242 SP:Iteration 5Q (7802.922786 sec): 3 clusters Score: Raw -471205.629358 + Penalty 1632.254913 = -469573.374446 nChanged 245 SP:Iteration 6Q (7802.968105 sec): 3 clusters Score: Raw -471328.372560 + Penalty 1632.254913 = -469696.117648 nChanged 216 SP:Iteration 7Q (7803.022384 sec): 3 clusters Score: Raw -471444.477629 + Penalty 1632.254913 = -469812.222716 nChanged 221 SP:Iteration 8Q (7803.077427 sec): 3 clusters Score: Raw -471559.439113 + Penalty 1632.254913 = -469927.184200 nChanged 196 SP:Iteration 9Q (7803.119853 sec): 3 clusters Score: Raw -471664.059298 + Penalty 1632.254913 = -470031.804385 nChanged 186 SP:Iteration 10Q (7803.139375 sec): 3 clusters Score: Raw -471760.940304 + Penalty 1632.254913 = -470128.685391 nChanged 178 SP:Iteration 11Q (7803.159028 sec): 3 clusters Score: Raw -471861.114663 + Penalty 1632.254913 = -470228.859750 nChanged 156 SP:Iteration 12Q (7803.178347 sec): 3 clusters Score: Raw -471948.964026 + Penalty 1632.254913 = -470316.709113 nChanged 137 SP:Iteration 13Q (7803.197636 sec): 3 clusters Score: Raw -472014.334444 + Penalty 1632.254913 = -470382.079531 nChanged 109 SP:Iteration 14Q (7803.253731 sec): 3 clusters Score: Raw -472067.398144 + Penalty 1632.254913 = -470435.143231 nChanged 94 SP:Iteration 15Q (7803.307792 sec): 3 clusters Score: Raw -472104.579345 + Penalty 1632.254913 = -470472.324432 nChanged 83 SP:Iteration 16Q (7803.361894 sec): 3 clusters Score: Raw -472131.188093 + Penalty 1632.254913 = -470498.933180 nChanged 61 SP:Iteration 17Q (7803.416238 sec): 3 clusters Score: Raw -472149.815455 + Penalty 1632.254913 = -470517.560542 nChanged 51 SP:Iteration 18Q (7803.473300 sec): 3 clusters Score: Raw -472163.508379 + Penalty 1632.254913 = -470531.253466 nChanged 43 SP:Iteration 19Q (7803.524805 sec): 3 clusters Score: Raw -472177.921504 + Penalty 1632.254913 = -470545.666591 nChanged 54 SP:Iteration 20F (7803.570539 sec): 3 clusters Score: Raw -472199.069919 + Penalty 1632.254913 = -470566.815006 nChanged 52 SP:Iteration 21Q (7803.624948 sec): 3 clusters Score: Raw -472215.992627 + Penalty 1632.254913 = -470583.737714 nChanged 40 SP:Iteration 22Q (7803.679450 sec): 3 clusters Score: Raw -472229.105587 + Penalty 1632.254913 = -470596.850674 nChanged 46 SP:Iteration 23Q (7803.733664 sec): 3 clusters Score: Raw -472241.038040 + Penalty 1632.254913 = -470608.783127 nChanged 33 SP:Iteration 24Q (7803.788629 sec): 3 clusters Score: Raw -472252.478324 + Penalty 1632.254913 = -470620.223411 nChanged 40 SP:Iteration 25Q (7803.845035 sec): 3 clusters Score: Raw -472266.108948 + Penalty 1632.254913 = -470633.854035 nChanged 33 SP:Iteration 26Q (7803.900271 sec): 3 clusters Score: Raw -472277.933654 + Penalty 1632.254913 = -470645.678741 nChanged 46 SP:Iteration 27Q (7803.954284 sec): 3 clusters Score: Raw -472293.095139 + Penalty 1632.254913 = -470660.840226 nChanged 43 SP:Iteration 28Q (7804.008771 sec): 3 clusters Score: Raw -472309.270695 + Penalty 1632.254913 = -470677.015782 nChanged 45 SP:Iteration 29Q (7804.062746 sec): 3 clusters Score: Raw -472325.024114 + Penalty 1632.254913 = -470692.769201 nChanged 36 SP:Iteration 30Q (7804.129202 sec): 3 clusters Score: Raw -472338.033305 + Penalty 1632.254913 = -470705.778392 nChanged 40 SP:Iteration 31Q (7804.174215 sec): 3 clusters Score: Raw -472353.938953 + Penalty 1632.254913 = -470721.684040 nChanged 42 SP:Iteration 32Q (7804.223094 sec): 3 clusters Score: Raw -472371.062432 + Penalty 1632.254913 = -470738.807519 nChanged 42 SP:Iteration 33Q (7804.289030 sec): 3 clusters Score: Raw -472388.604975 + Penalty 1632.254913 = -470756.350062 nChanged 43 SP:Iteration 34Q (7804.339019 sec): 3 clusters Score: Raw -472404.918960 + Penalty 1632.254913 = -470772.664047 nChanged 41 SP:Iteration 35Q (7804.380597 sec): 3 clusters Score: Raw -472421.053087 + Penalty 1632.254913 = -470788.798174 nChanged 29 SP:Iteration 36Q (7804.434537 sec): 3 clusters Score: Raw -472431.382818 + Penalty 1632.254913 = -470799.127905 nChanged 26 SP:Iteration 37Q (7804.489230 sec): 3 clusters Score: Raw -472440.939229 + Penalty 1632.254913 = -470808.684316 nChanged 26 SP:Iteration 38Q (7804.537848 sec): 3 clusters Score: Raw -472450.304820 + Penalty 1632.254913 = -470818.049907 nChanged 26 SP:Iteration 39Q (7804.590185 sec): 3 clusters Score: Raw -472461.263183 + Penalty 1632.254913 = -470829.008270 nChanged 28 SP:Iteration 40F (7804.630786 sec): 3 clusters Score: Raw -472473.494475 + Penalty 1632.254913 = -470841.239562 nChanged 23 SP:Iteration 41Q (7804.673058 sec): 3 clusters Score: Raw -472482.408208 + Penalty 1632.254913 = -470850.153295 nChanged 17 SP:Iteration 42Q (7804.738137 sec): 3 clusters Score: Raw -472492.573914 + Penalty 1632.254913 = -470860.319001 nChanged 23 SP:Iteration 43Q (7804.784037 sec): 3 clusters Score: Raw -472506.828994 + Penalty 1632.254913 = -470874.574081 nChanged 20 SP:Iteration 44Q (7804.842907 sec): 3 clusters Score: Raw -472522.501052 + Penalty 1632.254913 = -470890.246139 nChanged 22 SP:Iteration 45Q (7804.893050 sec): 3 clusters Score: Raw -472536.159852 + Penalty 1632.254913 = -470903.904939 nChanged 21 SP:Iteration 46Q (7804.955252 sec): 3 clusters Score: Raw -472547.902894 + Penalty 1632.254913 = -470915.647981 nChanged 10 SP:Iteration 47Q (7804.999078 sec): 3 clusters Score: Raw -472555.595421 + Penalty 1632.254913 = -470923.340508 nChanged 7 SP:Iteration 48Q (7805.054240 sec): 3 clusters Score: Raw -472560.464558 + Penalty 1632.254913 = -470928.209645 nChanged 8 SP:Iteration 49Q (7805.115162 sec): 3 clusters Score: Raw -472562.656635 + Penalty 1632.254913 = -470930.401722 nChanged 7 SP:Iteration 50Q (7805.160450 sec): 3 clusters Score: Raw -472564.963164 + Penalty 1632.254913 = -470932.708251 nChanged 1 SP:Iteration 51Q (7805.182212 sec): 3 clusters Score: Raw -472565.341051 + Penalty 1632.254913 = -470933.086138 nChanged 2 SP:Iteration 52Q (7805.237155 sec): 3 clusters Score: Raw -472566.218242 + Penalty 1632.254913 = -470933.963329 nChanged 3 SP:Iteration 53Q (7805.289689 sec): 3 clusters Score: Raw -472567.073007 + Penalty 1632.254913 = -470934.818094 nChanged 1 SP:Iteration 54Q (7805.332820 sec): 3 clusters Score: Raw -472567.475869 + Penalty 1632.254913 = -470935.220956 nChanged 0 SP:Iteration 55F (7805.384410 sec): 3 clusters Score: Raw -472567.475869 + Penalty 1632.254913 = -470935.220956 nChanged 0 Trying to split cluster 14 (2685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7805.424443 sec): 2 clusters Score: Raw -219847.736193 + Penalty 750.066421 = -219097.669773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7805.473861 sec): 3 clusters Score: Raw -218536.050190 + Penalty 1500.132841 = -217035.917349 nChanged 1022 SP:Iteration 1F (7805.518017 sec): 3 clusters Score: Raw -219151.538301 + Penalty 1500.132841 = -217651.405459 nChanged 213 SP:Iteration 2F (7805.560206 sec): 3 clusters Score: Raw -219281.098549 + Penalty 1500.132841 = -217780.965708 nChanged 152 SP:Iteration 3F (7805.607672 sec): 3 clusters Score: Raw -219393.936825 + Penalty 1500.132841 = -217893.803983 nChanged 146 SP:Iteration 4F (7805.658539 sec): 3 clusters Score: Raw -219506.285632 + Penalty 1500.132841 = -218006.152790 nChanged 135 SP:Iteration 5F (7805.696630 sec): 3 clusters Score: Raw -219612.228335 + Penalty 1500.132841 = -218112.095493 nChanged 116 SP:Iteration 6Q (7805.757523 sec): 3 clusters Score: Raw -219710.745314 + Penalty 1500.132841 = -218210.612473 nChanged 109 SP:Iteration 7Q (7805.807411 sec): 3 clusters Score: Raw -219804.322748 + Penalty 1500.132841 = -218304.189907 nChanged 84 SP:Iteration 8Q (7805.844012 sec): 3 clusters Score: Raw -219866.233389 + Penalty 1500.132841 = -218366.100548 nChanged 66 SP:Iteration 9Q (7805.900507 sec): 3 clusters Score: Raw -219904.446011 + Penalty 1500.132841 = -218404.313170 nChanged 51 SP:Iteration 10Q (7805.949379 sec): 3 clusters Score: Raw -219935.564845 + Penalty 1500.132841 = -218435.432004 nChanged 42 SP:Iteration 11Q (7805.997225 sec): 3 clusters Score: Raw -219960.907147 + Penalty 1500.132841 = -218460.774306 nChanged 38 SP:Iteration 12Q (7806.045972 sec): 3 clusters Score: Raw -219983.761563 + Penalty 1500.132841 = -218483.628721 nChanged 31 SP:Iteration 13Q (7806.082138 sec): 3 clusters Score: Raw -219998.588337 + Penalty 1500.132841 = -218498.455495 nChanged 22 SP:Iteration 14Q (7806.137870 sec): 3 clusters Score: Raw -220009.886456 + Penalty 1500.132841 = -218509.753615 nChanged 19 SP:Iteration 15Q (7806.179006 sec): 3 clusters Score: Raw -220020.825526 + Penalty 1500.132841 = -218520.692684 nChanged 12 SP:Iteration 16Q (7806.226069 sec): 3 clusters Score: Raw -220024.823864 + Penalty 1500.132841 = -218524.691023 nChanged 8 SP:Iteration 17Q (7806.268483 sec): 3 clusters Score: Raw -220027.778320 + Penalty 1500.132841 = -218527.645479 nChanged 9 SP:Iteration 18Q (7806.327941 sec): 3 clusters Score: Raw -220031.279013 + Penalty 1500.132841 = -218531.146171 nChanged 7 SP:Iteration 19Q (7806.375403 sec): 3 clusters Score: Raw -220034.132626 + Penalty 1500.132841 = -218533.999785 nChanged 8 SP:Iteration 20F (7806.415199 sec): 3 clusters Score: Raw -220037.414921 + Penalty 1500.132841 = -218537.282080 nChanged 6 SP:Iteration 21Q (7806.465041 sec): 3 clusters Score: Raw -220039.715332 + Penalty 1500.132841 = -218539.582490 nChanged 4 SP:Iteration 22Q (7806.514726 sec): 3 clusters Score: Raw -220041.009620 + Penalty 1500.132841 = -218540.876779 nChanged 3 SP:Iteration 23Q (7806.552036 sec): 3 clusters Score: Raw -220041.754849 + Penalty 1500.132841 = -218541.622007 nChanged 2 SP:Iteration 24Q (7806.602784 sec): 3 clusters Score: Raw -220042.534190 + Penalty 1500.132841 = -218542.401349 nChanged 2 SP:Iteration 25Q (7806.653261 sec): 3 clusters Score: Raw -220044.049932 + Penalty 1500.132841 = -218543.917091 nChanged 4 SP:Iteration 26Q (7806.703687 sec): 3 clusters Score: Raw -220046.823668 + Penalty 1500.132841 = -218546.690826 nChanged 8 SP:Iteration 27Q (7806.749299 sec): 3 clusters Score: Raw -220051.378231 + Penalty 1500.132841 = -218551.245389 nChanged 5 SP:Iteration 28Q (7806.802076 sec): 3 clusters Score: Raw -220053.120961 + Penalty 1500.132841 = -218552.988120 nChanged 4 SP:Iteration 29Q (7806.852160 sec): 3 clusters Score: Raw -220054.238663 + Penalty 1500.132841 = -218554.105822 nChanged 4 SP:Iteration 30Q (7806.900949 sec): 3 clusters Score: Raw -220056.074540 + Penalty 1500.132841 = -218555.941699 nChanged 4 SP:Iteration 31Q (7806.938005 sec): 3 clusters Score: Raw -220057.313407 + Penalty 1500.132841 = -218557.180565 nChanged 3 SP:Iteration 32Q (7806.987371 sec): 3 clusters Score: Raw -220059.308597 + Penalty 1500.132841 = -218559.175756 nChanged 5 SP:Iteration 33Q (7807.034380 sec): 3 clusters Score: Raw -220063.857212 + Penalty 1500.132841 = -218563.724371 nChanged 13 SP:Iteration 34Q (7807.088682 sec): 3 clusters Score: Raw -220071.249140 + Penalty 1500.132841 = -218571.116299 nChanged 7 SP:Iteration 35Q (7807.126190 sec): 3 clusters Score: Raw -220074.543442 + Penalty 1500.132841 = -218574.410600 nChanged 11 SP:Iteration 36Q (7807.162680 sec): 3 clusters Score: Raw -220078.155783 + Penalty 1500.132841 = -218578.022942 nChanged 5 SP:Iteration 37Q (7807.209045 sec): 3 clusters Score: Raw -220080.900864 + Penalty 1500.132841 = -218580.768022 nChanged 6 SP:Iteration 38Q (7807.246765 sec): 3 clusters Score: Raw -220083.424475 + Penalty 1500.132841 = -218583.291634 nChanged 3 SP:Iteration 39Q (7807.280926 sec): 3 clusters Score: Raw -220084.817520 + Penalty 1500.132841 = -218584.684679 nChanged 5 SP:Iteration 40F (7807.315186 sec): 3 clusters Score: Raw -220087.995210 + Penalty 1500.132841 = -218587.862368 nChanged 2 SP:Iteration 41Q (7807.349286 sec): 3 clusters Score: Raw -220089.591263 + Penalty 1500.132841 = -218589.458422 nChanged 2 SP:Iteration 42Q (7807.383466 sec): 3 clusters Score: Raw -220089.830776 + Penalty 1500.132841 = -218589.697935 nChanged 1 SP:Iteration 43Q (7807.417446 sec): 3 clusters Score: Raw -220090.043159 + Penalty 1500.132841 = -218589.910318 nChanged 0 SP:Iteration 44F (7807.445227 sec): 3 clusters Score: Raw -220090.043159 + Penalty 1500.132841 = -218589.910318 nChanged 0 Trying to split cluster 15 (8787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7807.490551 sec): 2 clusters Score: Raw -652677.004582 + Penalty 862.697720 = -651814.306861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7807.541394 sec): 3 clusters Score: Raw -647522.415395 + Penalty 1725.395441 = -645797.019954 nChanged 3913 SP:Iteration 1F (7807.595099 sec): 3 clusters Score: Raw -649834.476632 + Penalty 1725.395441 = -648109.081192 nChanged 711 SP:Iteration 2F (7807.643322 sec): 3 clusters Score: Raw -650379.424765 + Penalty 1725.395441 = -648654.029324 nChanged 714 SP:Iteration 3F (7807.696030 sec): 3 clusters Score: Raw -650930.514607 + Penalty 1725.395441 = -649205.119166 nChanged 631 SP:Iteration 4F (7807.756617 sec): 3 clusters Score: Raw -651344.341637 + Penalty 1725.395441 = -649618.946197 nChanged 574 SP:Iteration 5F (7807.805411 sec): 3 clusters Score: Raw -651708.144628 + Penalty 1725.395441 = -649982.749187 nChanged 532 SP:Iteration 6F (7807.873847 sec): 3 clusters Score: Raw -652104.263300 + Penalty 1725.395441 = -650378.867860 nChanged 494 SP:Iteration 7F (7807.921975 sec): 3 clusters Score: Raw -652463.074786 + Penalty 1725.395441 = -650737.679346 nChanged 434 SP:Iteration 8Q (7807.991879 sec): 3 clusters Score: Raw -652750.000310 + Penalty 1725.395441 = -651024.604870 nChanged 363 SP:Iteration 9Q (7808.041034 sec): 3 clusters Score: Raw -652999.990729 + Penalty 1725.395441 = -651274.595289 nChanged 299 SP:Iteration 10Q (7808.111408 sec): 3 clusters Score: Raw -653178.988399 + Penalty 1725.395441 = -651453.592958 nChanged 266 SP:Iteration 11Q (7808.171308 sec): 3 clusters Score: Raw -653304.069517 + Penalty 1725.395441 = -651578.674076 nChanged 198 SP:Iteration 12Q (7808.230380 sec): 3 clusters Score: Raw -653375.871934 + Penalty 1725.395441 = -651650.476493 nChanged 138 SP:Iteration 13Q (7808.285272 sec): 3 clusters Score: Raw -653413.051490 + Penalty 1725.395441 = -651687.656049 nChanged 103 SP:Iteration 14Q (7808.345533 sec): 3 clusters Score: Raw -653441.571704 + Penalty 1725.395441 = -651716.176263 nChanged 83 SP:Iteration 15Q (7808.404720 sec): 3 clusters Score: Raw -653461.997090 + Penalty 1725.395441 = -651736.601650 nChanged 71 SP:Iteration 16Q (7808.462084 sec): 3 clusters Score: Raw -653479.123424 + Penalty 1725.395441 = -651753.727983 nChanged 61 SP:Iteration 17Q (7808.512188 sec): 3 clusters Score: Raw -653493.021404 + Penalty 1725.395441 = -651767.625963 nChanged 53 SP:Iteration 18Q (7808.567689 sec): 3 clusters Score: Raw -653502.740145 + Penalty 1725.395441 = -651777.344704 nChanged 41 SP:Iteration 19Q (7808.627465 sec): 3 clusters Score: Raw -653509.532887 + Penalty 1725.395441 = -651784.137446 nChanged 34 SP:Iteration 20F (7808.693503 sec): 3 clusters Score: Raw -653514.693188 + Penalty 1725.395441 = -651789.297747 nChanged 37 SP:Iteration 21Q (7808.750947 sec): 3 clusters Score: Raw -653520.350045 + Penalty 1725.395441 = -651794.954604 nChanged 33 SP:Iteration 22Q (7808.806864 sec): 3 clusters Score: Raw -653525.137260 + Penalty 1725.395441 = -651799.741820 nChanged 32 SP:Iteration 23Q (7808.870075 sec): 3 clusters Score: Raw -653530.208627 + Penalty 1725.395441 = -651804.813187 nChanged 28 SP:Iteration 24Q (7808.919713 sec): 3 clusters Score: Raw -653535.012772 + Penalty 1725.395441 = -651809.617331 nChanged 37 SP:Iteration 25Q (7808.978922 sec): 3 clusters Score: Raw -653540.211028 + Penalty 1725.395441 = -651814.815587 nChanged 26 SP:Iteration 26Q (7809.037257 sec): 3 clusters Score: Raw -653544.275511 + Penalty 1725.395441 = -651818.880070 nChanged 23 SP:Iteration 27Q (7809.096870 sec): 3 clusters Score: Raw -653547.750240 + Penalty 1725.395441 = -651822.354799 nChanged 23 SP:Iteration 28Q (7809.161518 sec): 3 clusters Score: Raw -653551.713397 + Penalty 1725.395441 = -651826.317956 nChanged 21 SP:Iteration 29Q (7809.221374 sec): 3 clusters Score: Raw -653555.108027 + Penalty 1725.395441 = -651829.712586 nChanged 14 SP:Iteration 30Q (7809.272566 sec): 3 clusters Score: Raw -653557.256809 + Penalty 1725.395441 = -651831.861368 nChanged 15 SP:Iteration 31Q (7809.299019 sec): 3 clusters Score: Raw -653558.852979 + Penalty 1725.395441 = -651833.457538 nChanged 13 SP:Iteration 32Q (7809.364315 sec): 3 clusters Score: Raw -653560.767806 + Penalty 1725.395441 = -651835.372366 nChanged 15 SP:Iteration 33Q (7809.424443 sec): 3 clusters Score: Raw -653563.190628 + Penalty 1725.395441 = -651837.795187 nChanged 13 SP:Iteration 34Q (7809.481308 sec): 3 clusters Score: Raw -653564.410010 + Penalty 1725.395441 = -651839.014569 nChanged 6 SP:Iteration 35Q (7809.531931 sec): 3 clusters Score: Raw -653564.959923 + Penalty 1725.395441 = -651839.564483 nChanged 7 SP:Iteration 36Q (7809.594353 sec): 3 clusters Score: Raw -653565.598731 + Penalty 1725.395441 = -651840.203290 nChanged 2 SP:Iteration 37Q (7809.640563 sec): 3 clusters Score: Raw -653565.724224 + Penalty 1725.395441 = -651840.328784 nChanged 3 SP:Iteration 38Q (7809.700797 sec): 3 clusters Score: Raw -653566.017555 + Penalty 1725.395441 = -651840.622114 nChanged 3 SP:Iteration 39Q (7809.766548 sec): 3 clusters Score: Raw -653566.593620 + Penalty 1725.395441 = -651841.198179 nChanged 9 SP:Iteration 40F (7809.826989 sec): 3 clusters Score: Raw -653568.130787 + Penalty 1725.395441 = -651842.735346 nChanged 7 SP:Iteration 41Q (7809.877306 sec): 3 clusters Score: Raw -653568.858004 + Penalty 1725.395441 = -651843.462563 nChanged 11 SP:Iteration 42Q (7809.947899 sec): 3 clusters Score: Raw -653570.754772 + Penalty 1725.395441 = -651845.359331 nChanged 12 SP:Iteration 43Q (7810.005030 sec): 3 clusters Score: Raw -653572.088667 + Penalty 1725.395441 = -651846.693226 nChanged 5 SP:Iteration 44Q (7810.052246 sec): 3 clusters Score: Raw -653572.608458 + Penalty 1725.395441 = -651847.213017 nChanged 7 SP:Iteration 45Q (7810.106802 sec): 3 clusters Score: Raw -653573.773344 + Penalty 1725.395441 = -651848.377903 nChanged 10 SP:Iteration 46Q (7810.170487 sec): 3 clusters Score: Raw -653574.583496 + Penalty 1725.395441 = -651849.188055 nChanged 6 SP:Iteration 47Q (7810.229128 sec): 3 clusters Score: Raw -653575.153862 + Penalty 1725.395441 = -651849.758421 nChanged 6 SP:Iteration 48Q (7810.281964 sec): 3 clusters Score: Raw -653575.602998 + Penalty 1725.395441 = -651850.207557 nChanged 2 SP:Iteration 49Q (7810.328214 sec): 3 clusters Score: Raw -653576.009582 + Penalty 1725.395441 = -651850.614141 nChanged 6 SP:Iteration 50Q (7810.388839 sec): 3 clusters Score: Raw -653577.051509 + Penalty 1725.395441 = -651851.656068 nChanged 4 SP:Iteration 51Q (7810.430254 sec): 3 clusters Score: Raw -653577.705010 + Penalty 1725.395441 = -651852.309569 nChanged 3 SP:Iteration 52Q (7810.485220 sec): 3 clusters Score: Raw -653577.958521 + Penalty 1725.395441 = -651852.563081 nChanged 2 SP:Iteration 53Q (7810.523449 sec): 3 clusters Score: Raw -653578.263218 + Penalty 1725.395441 = -651852.867777 nChanged 2 SP:Iteration 54Q (7810.568321 sec): 3 clusters Score: Raw -653578.543436 + Penalty 1725.395441 = -651853.147996 nChanged 5 SP:Iteration 55Q (7810.618887 sec): 3 clusters Score: Raw -653579.416508 + Penalty 1725.395441 = -651854.021067 nChanged 11 SP:Iteration 56Q (7810.679601 sec): 3 clusters Score: Raw -653580.885020 + Penalty 1725.395441 = -651855.489579 nChanged 8 SP:Iteration 57Q (7810.737659 sec): 3 clusters Score: Raw -653582.057442 + Penalty 1725.395441 = -651856.662001 nChanged 4 SP:Iteration 58Q (7810.795859 sec): 3 clusters Score: Raw -653582.414123 + Penalty 1725.395441 = -651857.018682 nChanged 1 SP:Iteration 59Q (7810.844383 sec): 3 clusters Score: Raw -653582.495757 + Penalty 1725.395441 = -651857.100316 nChanged 2 SP:Iteration 60F (7810.902340 sec): 3 clusters Score: Raw -653582.787777 + Penalty 1725.395441 = -651857.392337 nChanged 1 SP:Iteration 61Q (7810.962207 sec): 3 clusters Score: Raw -653582.964202 + Penalty 1725.395441 = -651857.568762 nChanged 2 SP:Iteration 62Q (7811.025828 sec): 3 clusters Score: Raw -653583.144466 + Penalty 1725.395441 = -651857.749026 nChanged 3 SP:Iteration 63Q (7811.088479 sec): 3 clusters Score: Raw -653583.399537 + Penalty 1725.395441 = -651858.004096 nChanged 2 SP:Iteration 64Q (7811.148314 sec): 3 clusters Score: Raw -653583.493561 + Penalty 1725.395441 = -651858.098121 nChanged 0 SP:Iteration 65F (7811.204041 sec): 3 clusters Score: Raw -653583.493561 + Penalty 1725.395441 = -651858.098121 nChanged 0 Score: Raw -69573490.924977 + Penalty 55732.614048 = -69517758.310929 Splitting cluster 15 changes total score from -69518142.425335 to -69517758.310929 So it's not getting split. Trying to split cluster 16 (2807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7828.884529 sec): 2 clusters Score: Raw -237908.247319 + Penalty 754.287800 = -237153.959519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7828.895960 sec): 3 clusters Score: Raw -236471.253975 + Penalty 1508.575600 = -234962.678375 nChanged 1139 SP:Iteration 1F (7828.906196 sec): 3 clusters Score: Raw -237077.320339 + Penalty 1508.575600 = -235568.744739 nChanged 193 SP:Iteration 2F (7828.940669 sec): 3 clusters Score: Raw -237188.440166 + Penalty 1508.575600 = -235679.864567 nChanged 160 SP:Iteration 3F (7828.951233 sec): 3 clusters Score: Raw -237292.610247 + Penalty 1508.575600 = -235784.034648 nChanged 145 SP:Iteration 4F (7828.961371 sec): 3 clusters Score: Raw -237381.760549 + Penalty 1508.575600 = -235873.184949 nChanged 111 SP:Iteration 5Q (7828.971567 sec): 3 clusters Score: Raw -237451.880215 + Penalty 1508.575600 = -235943.304615 nChanged 112 SP:Iteration 6Q (7828.981731 sec): 3 clusters Score: Raw -237530.988237 + Penalty 1508.575600 = -236022.412637 nChanged 100 SP:Iteration 7Q (7828.991908 sec): 3 clusters Score: Raw -237597.171789 + Penalty 1508.575600 = -236088.596190 nChanged 107 SP:Iteration 8Q (7829.002134 sec): 3 clusters Score: Raw -237676.757020 + Penalty 1508.575600 = -236168.181420 nChanged 106 SP:Iteration 9Q (7829.030574 sec): 3 clusters Score: Raw -237750.751983 + Penalty 1508.575600 = -236242.176384 nChanged 87 SP:Iteration 10Q (7829.041025 sec): 3 clusters Score: Raw -237811.683177 + Penalty 1508.575600 = -236303.107578 nChanged 88 SP:Iteration 11Q (7829.051192 sec): 3 clusters Score: Raw -237879.599823 + Penalty 1508.575600 = -236371.024224 nChanged 94 SP:Iteration 12Q (7829.061325 sec): 3 clusters Score: Raw -237932.166593 + Penalty 1508.575600 = -236423.590994 nChanged 62 SP:Iteration 13Q (7829.071544 sec): 3 clusters Score: Raw -237966.579385 + Penalty 1508.575600 = -236458.003786 nChanged 55 SP:Iteration 14Q (7829.081552 sec): 3 clusters Score: Raw -237991.458893 + Penalty 1508.575600 = -236482.883293 nChanged 47 SP:Iteration 15Q (7829.091674 sec): 3 clusters Score: Raw -238015.345040 + Penalty 1508.575600 = -236506.769441 nChanged 47 SP:Iteration 16Q (7829.107874 sec): 3 clusters Score: Raw -238035.473087 + Penalty 1508.575600 = -236526.897487 nChanged 29 SP:Iteration 17Q (7829.118283 sec): 3 clusters Score: Raw -238045.002024 + Penalty 1508.575600 = -236536.426425 nChanged 21 SP:Iteration 18Q (7829.150096 sec): 3 clusters Score: Raw -238054.534245 + Penalty 1508.575600 = -236545.958645 nChanged 22 SP:Iteration 19Q (7829.160451 sec): 3 clusters Score: Raw -238061.402104 + Penalty 1508.575600 = -236552.826504 nChanged 20 SP:Iteration 20F (7829.170871 sec): 3 clusters Score: Raw -238067.637892 + Penalty 1508.575600 = -236559.062293 nChanged 16 SP:Iteration 21Q (7829.180955 sec): 3 clusters Score: Raw -238071.038197 + Penalty 1508.575600 = -236562.462597 nChanged 15 SP:Iteration 22Q (7829.190935 sec): 3 clusters Score: Raw -238075.837982 + Penalty 1508.575600 = -236567.262383 nChanged 18 SP:Iteration 23Q (7829.201004 sec): 3 clusters Score: Raw -238081.635406 + Penalty 1508.575600 = -236573.059806 nChanged 16 SP:Iteration 24Q (7829.210970 sec): 3 clusters Score: Raw -238085.621728 + Penalty 1508.575600 = -236577.046129 nChanged 9 SP:Iteration 25Q (7829.221029 sec): 3 clusters Score: Raw -238088.103008 + Penalty 1508.575600 = -236579.527408 nChanged 5 SP:Iteration 26Q (7829.231046 sec): 3 clusters Score: Raw -238089.351091 + Penalty 1508.575600 = -236580.775492 nChanged 4 SP:Iteration 27Q (7829.241098 sec): 3 clusters Score: Raw -238090.501431 + Penalty 1508.575600 = -236581.925832 nChanged 3 SP:Iteration 28Q (7829.274488 sec): 3 clusters Score: Raw -238091.270487 + Penalty 1508.575600 = -236582.694888 nChanged 2 SP:Iteration 29Q (7829.284868 sec): 3 clusters Score: Raw -238091.567936 + Penalty 1508.575600 = -236582.992336 nChanged 1 SP:Iteration 30Q (7829.295052 sec): 3 clusters Score: Raw -238091.777953 + Penalty 1508.575600 = -236583.202354 nChanged 2 SP:Iteration 31Q (7829.305138 sec): 3 clusters Score: Raw -238092.236374 + Penalty 1508.575600 = -236583.660774 nChanged 3 SP:Iteration 32Q (7829.315069 sec): 3 clusters Score: Raw -238092.908606 + Penalty 1508.575600 = -236584.333007 nChanged 1 SP:Iteration 33Q (7829.325119 sec): 3 clusters Score: Raw -238093.073795 + Penalty 1508.575600 = -236584.498195 nChanged 1 SP:Iteration 34Q (7829.335161 sec): 3 clusters Score: Raw -238093.232663 + Penalty 1508.575600 = -236584.657063 nChanged 1 SP:Iteration 35Q (7829.366706 sec): 3 clusters Score: Raw -238093.409660 + Penalty 1508.575600 = -236584.834060 nChanged 1 SP:Iteration 36Q (7829.377227 sec): 3 clusters Score: Raw -238093.543942 + Penalty 1508.575600 = -236584.968343 nChanged 2 SP:Iteration 37Q (7829.387322 sec): 3 clusters Score: Raw -238093.791603 + Penalty 1508.575600 = -236585.216003 nChanged 1 SP:Iteration 38Q (7829.397355 sec): 3 clusters Score: Raw -238094.059550 + Penalty 1508.575600 = -236585.483950 nChanged 1 SP:Iteration 39Q (7829.407463 sec): 3 clusters Score: Raw -238094.333533 + Penalty 1508.575600 = -236585.757933 nChanged 2 SP:Iteration 40F (7829.417537 sec): 3 clusters Score: Raw -238094.494419 + Penalty 1508.575600 = -236585.918819 nChanged 1 SP:Iteration 41Q (7829.427576 sec): 3 clusters Score: Raw -238094.629400 + Penalty 1508.575600 = -236586.053800 nChanged 0 SP:Iteration 42F (7829.490779 sec): 3 clusters Score: Raw -238094.629400 + Penalty 1508.575600 = -236586.053800 nChanged 0 Trying to split cluster 17 (5954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7829.522652 sec): 2 clusters Score: Raw -534166.543463 + Penalty 825.722761 = -533340.820702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7829.567612 sec): 3 clusters Score: Raw -530871.847684 + Penalty 1651.445523 = -529220.402161 nChanged 2555 SP:Iteration 1F (7829.626962 sec): 3 clusters Score: Raw -532161.762290 + Penalty 1651.445523 = -530510.316768 nChanged 397 SP:Iteration 2F (7829.663666 sec): 3 clusters Score: Raw -532357.571979 + Penalty 1651.445523 = -530706.126456 nChanged 335 SP:Iteration 3F (7829.717981 sec): 3 clusters Score: Raw -532501.065081 + Penalty 1651.445523 = -530849.619558 nChanged 236 SP:Iteration 4Q (7829.782784 sec): 3 clusters Score: Raw -532613.467911 + Penalty 1651.445523 = -530962.022388 nChanged 231 SP:Iteration 5Q (7829.833994 sec): 3 clusters Score: Raw -532728.947459 + Penalty 1651.445523 = -531077.501936 nChanged 212 SP:Iteration 6Q (7829.889067 sec): 3 clusters Score: Raw -532842.536916 + Penalty 1651.445523 = -531191.091393 nChanged 209 SP:Iteration 7Q (7829.932905 sec): 3 clusters Score: Raw -533003.216062 + Penalty 1651.445523 = -531351.770539 nChanged 272 SP:Iteration 8Q (7829.986122 sec): 3 clusters Score: Raw -533218.222469 + Penalty 1651.445523 = -531566.776947 nChanged 261 SP:Iteration 9Q (7830.037013 sec): 3 clusters Score: Raw -533395.036646 + Penalty 1651.445523 = -531743.591123 nChanged 216 SP:Iteration 10Q (7830.086218 sec): 3 clusters Score: Raw -533520.487006 + Penalty 1651.445523 = -531869.041483 nChanged 167 SP:Iteration 11Q (7830.147068 sec): 3 clusters Score: Raw -533606.943343 + Penalty 1651.445523 = -531955.497820 nChanged 125 SP:Iteration 12Q (7830.188678 sec): 3 clusters Score: Raw -533658.854211 + Penalty 1651.445523 = -532007.408688 nChanged 102 SP:Iteration 13Q (7830.242917 sec): 3 clusters Score: Raw -533693.483908 + Penalty 1651.445523 = -532042.038385 nChanged 80 SP:Iteration 14Q (7830.290889 sec): 3 clusters Score: Raw -533718.705707 + Penalty 1651.445523 = -532067.260184 nChanged 63 SP:Iteration 15Q (7830.338984 sec): 3 clusters Score: Raw -533736.338664 + Penalty 1651.445523 = -532084.893141 nChanged 51 SP:Iteration 16Q (7830.388483 sec): 3 clusters Score: Raw -533753.004907 + Penalty 1651.445523 = -532101.559384 nChanged 45 SP:Iteration 17Q (7830.432991 sec): 3 clusters Score: Raw -533767.294982 + Penalty 1651.445523 = -532115.849460 nChanged 44 SP:Iteration 18Q (7830.493604 sec): 3 clusters Score: Raw -533777.887193 + Penalty 1651.445523 = -532126.441670 nChanged 45 SP:Iteration 19Q (7830.551174 sec): 3 clusters Score: Raw -533790.712291 + Penalty 1651.445523 = -532139.266768 nChanged 48 SP:Iteration 20F (7830.599512 sec): 3 clusters Score: Raw -533809.702244 + Penalty 1651.445523 = -532158.256721 nChanged 49 SP:Iteration 21Q (7830.657790 sec): 3 clusters Score: Raw -533823.603290 + Penalty 1651.445523 = -532172.157767 nChanged 37 SP:Iteration 22Q (7830.710712 sec): 3 clusters Score: Raw -533833.613521 + Penalty 1651.445523 = -532182.167998 nChanged 36 SP:Iteration 23Q (7830.765791 sec): 3 clusters Score: Raw -533846.059790 + Penalty 1651.445523 = -532194.614267 nChanged 39 SP:Iteration 24Q (7830.806801 sec): 3 clusters Score: Raw -533859.598118 + Penalty 1651.445523 = -532208.152595 nChanged 35 SP:Iteration 25Q (7830.865921 sec): 3 clusters Score: Raw -533872.331437 + Penalty 1651.445523 = -532220.885914 nChanged 47 SP:Iteration 26Q (7830.907348 sec): 3 clusters Score: Raw -533889.806363 + Penalty 1651.445523 = -532238.360840 nChanged 48 SP:Iteration 27Q (7830.951939 sec): 3 clusters Score: Raw -533905.003106 + Penalty 1651.445523 = -532253.557584 nChanged 40 SP:Iteration 28Q (7830.998751 sec): 3 clusters Score: Raw -533918.580731 + Penalty 1651.445523 = -532267.135208 nChanged 38 SP:Iteration 29Q (7831.049279 sec): 3 clusters Score: Raw -533929.290097 + Penalty 1651.445523 = -532277.844574 nChanged 40 SP:Iteration 30Q (7831.100398 sec): 3 clusters Score: Raw -533947.986314 + Penalty 1651.445523 = -532296.540791 nChanged 46 SP:Iteration 31Q (7831.151331 sec): 3 clusters Score: Raw -533966.447385 + Penalty 1651.445523 = -532315.001862 nChanged 43 SP:Iteration 32Q (7831.206322 sec): 3 clusters Score: Raw -533983.310848 + Penalty 1651.445523 = -532331.865325 nChanged 41 SP:Iteration 33Q (7831.256802 sec): 3 clusters Score: Raw -533994.741656 + Penalty 1651.445523 = -532343.296133 nChanged 33 SP:Iteration 34Q (7831.304691 sec): 3 clusters Score: Raw -534005.552237 + Penalty 1651.445523 = -532354.106714 nChanged 33 SP:Iteration 35Q (7831.349261 sec): 3 clusters Score: Raw -534016.315645 + Penalty 1651.445523 = -532364.870122 nChanged 33 SP:Iteration 36Q (7831.399831 sec): 3 clusters Score: Raw -534026.093138 + Penalty 1651.445523 = -532374.647615 nChanged 26 SP:Iteration 37Q (7831.456602 sec): 3 clusters Score: Raw -534032.740666 + Penalty 1651.445523 = -532381.295143 nChanged 22 SP:Iteration 38Q (7831.501991 sec): 3 clusters Score: Raw -534038.475485 + Penalty 1651.445523 = -532387.029962 nChanged 30 SP:Iteration 39Q (7831.555437 sec): 3 clusters Score: Raw -534045.346179 + Penalty 1651.445523 = -532393.900656 nChanged 27 SP:Iteration 40F (7831.595743 sec): 3 clusters Score: Raw -534052.507574 + Penalty 1651.445523 = -532401.062052 nChanged 23 SP:Iteration 41Q (7831.651103 sec): 3 clusters Score: Raw -534058.636937 + Penalty 1651.445523 = -532407.191414 nChanged 22 SP:Iteration 42Q (7831.700918 sec): 3 clusters Score: Raw -534064.200863 + Penalty 1651.445523 = -532412.755340 nChanged 20 SP:Iteration 43Q (7831.751434 sec): 3 clusters Score: Raw -534070.413809 + Penalty 1651.445523 = -532418.968286 nChanged 21 SP:Iteration 44Q (7831.799982 sec): 3 clusters Score: Raw -534077.965433 + Penalty 1651.445523 = -532426.519910 nChanged 17 SP:Iteration 45Q (7831.846210 sec): 3 clusters Score: Raw -534083.511635 + Penalty 1651.445523 = -532432.066112 nChanged 19 SP:Iteration 46Q (7831.894250 sec): 3 clusters Score: Raw -534088.999033 + Penalty 1651.445523 = -532437.553510 nChanged 20 SP:Iteration 47Q (7831.943707 sec): 3 clusters Score: Raw -534095.775564 + Penalty 1651.445523 = -532444.330041 nChanged 20 SP:Iteration 48Q (7831.999885 sec): 3 clusters Score: Raw -534104.079528 + Penalty 1651.445523 = -532452.634005 nChanged 23 SP:Iteration 49Q (7832.047726 sec): 3 clusters Score: Raw -534113.641398 + Penalty 1651.445523 = -532462.195875 nChanged 20 SP:Iteration 50Q (7832.101682 sec): 3 clusters Score: Raw -534120.688404 + Penalty 1651.445523 = -532469.242881 nChanged 23 SP:Iteration 51Q (7832.150496 sec): 3 clusters Score: Raw -534128.156403 + Penalty 1651.445523 = -532476.710880 nChanged 19 SP:Iteration 52Q (7832.206757 sec): 3 clusters Score: Raw -534132.708452 + Penalty 1651.445523 = -532481.262930 nChanged 10 SP:Iteration 53Q (7832.255992 sec): 3 clusters Score: Raw -534135.682788 + Penalty 1651.445523 = -532484.237265 nChanged 7 SP:Iteration 54Q (7832.299999 sec): 3 clusters Score: Raw -534139.169876 + Penalty 1651.445523 = -532487.724353 nChanged 8 SP:Iteration 55Q (7832.363447 sec): 3 clusters Score: Raw -534141.735140 + Penalty 1651.445523 = -532490.289617 nChanged 11 SP:Iteration 56Q (7832.416374 sec): 3 clusters Score: Raw -534145.348282 + Penalty 1651.445523 = -532493.902759 nChanged 14 SP:Iteration 57Q (7832.464717 sec): 3 clusters Score: Raw -534151.659462 + Penalty 1651.445523 = -532500.213939 nChanged 21 SP:Iteration 58Q (7832.507948 sec): 3 clusters Score: Raw -534159.688411 + Penalty 1651.445523 = -532508.242888 nChanged 19 SP:Iteration 59Q (7832.556911 sec): 3 clusters Score: Raw -534165.156368 + Penalty 1651.445523 = -532513.710845 nChanged 14 SP:Iteration 60F (7832.584033 sec): 3 clusters Score: Raw -534168.741367 + Penalty 1651.445523 = -532517.295844 nChanged 8 SP:Iteration 61Q (7832.602283 sec): 3 clusters Score: Raw -534170.920623 + Penalty 1651.445523 = -532519.475100 nChanged 5 SP:Iteration 62Q (7832.656840 sec): 3 clusters Score: Raw -534172.625693 + Penalty 1651.445523 = -532521.180170 nChanged 6 SP:Iteration 63Q (7832.711417 sec): 3 clusters Score: Raw -534174.221532 + Penalty 1651.445523 = -532522.776009 nChanged 8 SP:Iteration 64Q (7832.758733 sec): 3 clusters Score: Raw -534177.311586 + Penalty 1651.445523 = -532525.866063 nChanged 10 SP:Iteration 65Q (7832.815367 sec): 3 clusters Score: Raw -534180.351940 + Penalty 1651.445523 = -532528.906417 nChanged 7 SP:Iteration 66Q (7832.863937 sec): 3 clusters Score: Raw -534182.444971 + Penalty 1651.445523 = -532530.999448 nChanged 5 SP:Iteration 67Q (7832.918650 sec): 3 clusters Score: Raw -534184.597142 + Penalty 1651.445523 = -532533.151620 nChanged 6 SP:Iteration 68Q (7832.963984 sec): 3 clusters Score: Raw -534187.500069 + Penalty 1651.445523 = -532536.054546 nChanged 12 SP:Iteration 69Q (7833.014058 sec): 3 clusters Score: Raw -534190.428847 + Penalty 1651.445523 = -532538.983324 nChanged 9 SP:Iteration 70Q (7833.067804 sec): 3 clusters Score: Raw -534193.117770 + Penalty 1651.445523 = -532541.672247 nChanged 10 SP:Iteration 71Q (7833.122650 sec): 3 clusters Score: Raw -534195.485751 + Penalty 1651.445523 = -532544.040228 nChanged 5 SP:Iteration 72Q (7833.165856 sec): 3 clusters Score: Raw -534197.047090 + Penalty 1651.445523 = -532545.601567 nChanged 4 SP:Iteration 73Q (7833.221112 sec): 3 clusters Score: Raw -534199.164666 + Penalty 1651.445523 = -532547.719143 nChanged 10 SP:Iteration 74Q (7833.286130 sec): 3 clusters Score: Raw -534201.816414 + Penalty 1651.445523 = -532550.370891 nChanged 8 SP:Iteration 75Q (7833.329982 sec): 3 clusters Score: Raw -534204.063636 + Penalty 1651.445523 = -532552.618113 nChanged 3 SP:Iteration 76Q (7833.382897 sec): 3 clusters Score: Raw -534204.500061 + Penalty 1651.445523 = -532553.054538 nChanged 1 SP:Iteration 77Q (7833.433126 sec): 3 clusters Score: Raw -534204.635494 + Penalty 1651.445523 = -532553.189971 nChanged 0 SP:Iteration 78F (7833.487649 sec): 3 clusters Score: Raw -534204.635494 + Penalty 1651.445523 = -532553.189971 nChanged 0 Trying to split cluster 18 (38920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7833.564333 sec): 2 clusters Score: Raw -3215222.386768 + Penalty 1004.080036 = -3214218.306732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7833.663934 sec): 3 clusters Score: Raw -3190492.991332 + Penalty 2008.160072 = -3188484.831260 nChanged 18356 SP:Iteration 1F (7833.762246 sec): 3 clusters Score: Raw -3201585.789714 + Penalty 2008.160072 = -3199577.629643 nChanged 2072 SP:Iteration 2F (7833.859935 sec): 3 clusters Score: Raw -3202615.278009 + Penalty 2008.160072 = -3200607.117938 nChanged 2224 SP:Iteration 3F (7833.956803 sec): 3 clusters Score: Raw -3203933.829049 + Penalty 2008.160072 = -3201925.668977 nChanged 2341 SP:Iteration 4F (7834.050517 sec): 3 clusters Score: Raw -3205601.970562 + Penalty 2008.160072 = -3203593.810490 nChanged 2458 SP:Iteration 5F (7834.145392 sec): 3 clusters Score: Raw -3207569.418841 + Penalty 2008.160072 = -3205561.258769 nChanged 2306 SP:Iteration 6F (7834.241835 sec): 3 clusters Score: Raw -3209509.759263 + Penalty 2008.160072 = -3207501.599191 nChanged 2026 SP:Iteration 7F (7834.333182 sec): 3 clusters Score: Raw -3211115.054517 + Penalty 2008.160072 = -3209106.894445 nChanged 1637 SP:Iteration 8Q (7834.428436 sec): 3 clusters Score: Raw -3212248.306409 + Penalty 2008.160072 = -3210240.146338 nChanged 1275 SP:Iteration 9Q (7834.520796 sec): 3 clusters Score: Raw -3213056.893556 + Penalty 2008.160072 = -3211048.733484 nChanged 964 SP:Iteration 10Q (7834.616392 sec): 3 clusters Score: Raw -3213619.956177 + Penalty 2008.160072 = -3211611.796106 nChanged 757 SP:Iteration 11Q (7834.696576 sec): 3 clusters Score: Raw -3214058.600216 + Penalty 2008.160072 = -3212050.440144 nChanged 665 SP:Iteration 12Q (7834.785980 sec): 3 clusters Score: Raw -3214432.991418 + Penalty 2008.160072 = -3212424.831346 nChanged 521 SP:Iteration 13Q (7834.878051 sec): 3 clusters Score: Raw -3214721.400373 + Penalty 2008.160072 = -3212713.240301 nChanged 447 SP:Iteration 14Q (7834.970436 sec): 3 clusters Score: Raw -3214958.805972 + Penalty 2008.160072 = -3212950.645900 nChanged 312 SP:Iteration 15Q (7835.050275 sec): 3 clusters Score: Raw -3215115.002106 + Penalty 2008.160072 = -3213106.842034 nChanged 242 SP:Iteration 16Q (7835.138739 sec): 3 clusters Score: Raw -3215222.689726 + Penalty 2008.160072 = -3213214.529654 nChanged 166 SP:Iteration 17Q (7835.227357 sec): 3 clusters Score: Raw -3215290.601994 + Penalty 2008.160072 = -3213282.441922 nChanged 131 SP:Iteration 18Q (7835.306246 sec): 3 clusters Score: Raw -3215340.303995 + Penalty 2008.160072 = -3213332.143923 nChanged 87 SP:Iteration 19Q (7835.384831 sec): 3 clusters Score: Raw -3215367.360615 + Penalty 2008.160072 = -3213359.200543 nChanged 70 SP:Iteration 20F (7835.472898 sec): 3 clusters Score: Raw -3215389.554565 + Penalty 2008.160072 = -3213381.394493 nChanged 56 SP:Iteration 21Q (7835.560222 sec): 3 clusters Score: Raw -3215408.172737 + Penalty 2008.160072 = -3213400.012665 nChanged 53 SP:Iteration 22Q (7835.638872 sec): 3 clusters Score: Raw -3215422.907544 + Penalty 2008.160072 = -3213414.747472 nChanged 46 SP:Iteration 23Q (7835.722305 sec): 3 clusters Score: Raw -3215439.816625 + Penalty 2008.160072 = -3213431.656553 nChanged 51 SP:Iteration 24Q (7835.810059 sec): 3 clusters Score: Raw -3215461.577466 + Penalty 2008.160072 = -3213453.417394 nChanged 54 SP:Iteration 25Q (7835.888677 sec): 3 clusters Score: Raw -3215483.252369 + Penalty 2008.160072 = -3213475.092297 nChanged 43 SP:Iteration 26Q (7835.963413 sec): 3 clusters Score: Raw -3215500.236768 + Penalty 2008.160072 = -3213492.076696 nChanged 37 SP:Iteration 27Q (7836.038086 sec): 3 clusters Score: Raw -3215518.015233 + Penalty 2008.160072 = -3213509.855161 nChanged 40 SP:Iteration 28Q (7836.115110 sec): 3 clusters Score: Raw -3215533.784440 + Penalty 2008.160072 = -3213525.624368 nChanged 28 SP:Iteration 29Q (7836.203831 sec): 3 clusters Score: Raw -3215544.334090 + Penalty 2008.160072 = -3213536.174018 nChanged 22 SP:Iteration 30Q (7836.282132 sec): 3 clusters Score: Raw -3215551.870206 + Penalty 2008.160072 = -3213543.710134 nChanged 25 SP:Iteration 31Q (7836.361770 sec): 3 clusters Score: Raw -3215561.215303 + Penalty 2008.160072 = -3213553.055231 nChanged 22 SP:Iteration 32Q (7836.447860 sec): 3 clusters Score: Raw -3215571.550696 + Penalty 2008.160072 = -3213563.390624 nChanged 21 SP:Iteration 33Q (7836.540073 sec): 3 clusters Score: Raw -3215583.940225 + Penalty 2008.160072 = -3213575.780153 nChanged 28 SP:Iteration 34Q (7836.621709 sec): 3 clusters Score: Raw -3215598.174762 + Penalty 2008.160072 = -3213590.014691 nChanged 26 SP:Iteration 35Q (7836.712448 sec): 3 clusters Score: Raw -3215612.085546 + Penalty 2008.160072 = -3213603.925474 nChanged 20 SP:Iteration 36Q (7836.799347 sec): 3 clusters Score: Raw -3215620.989393 + Penalty 2008.160072 = -3213612.829321 nChanged 10 SP:Iteration 37Q (7836.890708 sec): 3 clusters Score: Raw -3215623.657194 + Penalty 2008.160072 = -3213615.497122 nChanged 3 SP:Iteration 38Q (7836.978279 sec): 3 clusters Score: Raw -3215625.123361 + Penalty 2008.160072 = -3213616.963289 nChanged 5 SP:Iteration 39Q (7837.065402 sec): 3 clusters Score: Raw -3215626.557390 + Penalty 2008.160072 = -3213618.397318 nChanged 2 SP:Iteration 40F (7837.151224 sec): 3 clusters Score: Raw -3215627.020399 + Penalty 2008.160072 = -3213618.860327 nChanged 2 SP:Iteration 41Q (7837.249684 sec): 3 clusters Score: Raw -3215627.564488 + Penalty 2008.160072 = -3213619.404416 nChanged 2 SP:Iteration 42Q (7837.324878 sec): 3 clusters Score: Raw -3215627.963102 + Penalty 2008.160072 = -3213619.803030 nChanged 1 SP:Iteration 43Q (7837.412808 sec): 3 clusters Score: Raw -3215628.445626 + Penalty 2008.160072 = -3213620.285554 nChanged 4 SP:Iteration 44Q (7837.503644 sec): 3 clusters Score: Raw -3215630.256546 + Penalty 2008.160072 = -3213622.096474 nChanged 3 SP:Iteration 45Q (7837.576375 sec): 3 clusters Score: Raw -3215630.880902 + Penalty 2008.160072 = -3213622.720830 nChanged 2 SP:Iteration 46Q (7837.662792 sec): 3 clusters Score: Raw -3215631.851921 + Penalty 2008.160072 = -3213623.691849 nChanged 3 SP:Iteration 47Q (7837.755445 sec): 3 clusters Score: Raw -3215632.779738 + Penalty 2008.160072 = -3213624.619667 nChanged 1 SP:Iteration 48Q (7837.852150 sec): 3 clusters Score: Raw -3215633.052532 + Penalty 2008.160072 = -3213624.892460 nChanged 1 SP:Iteration 49Q (7837.943325 sec): 3 clusters Score: Raw -3215633.207517 + Penalty 2008.160072 = -3213625.047445 nChanged 0 SP:Iteration 50F (7838.033166 sec): 3 clusters Score: Raw -3215633.207517 + Penalty 2008.160072 = -3213625.047445 nChanged 0 Trying to split cluster 19 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7838.066691 sec): 2 clusters Score: Raw -158217.966293 + Penalty 724.245985 = -157493.720308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7838.104948 sec): 3 clusters Score: Raw -157259.105274 + Penalty 1448.491970 = -155810.613304 nChanged 755 SP:Iteration 1F (7838.168542 sec): 3 clusters Score: Raw -157752.833580 + Penalty 1448.491970 = -156304.341610 nChanged 166 SP:Iteration 2F (7838.212975 sec): 3 clusters Score: Raw -157895.036630 + Penalty 1448.491970 = -156446.544660 nChanged 133 SP:Iteration 3F (7838.248780 sec): 3 clusters Score: Raw -157981.965310 + Penalty 1448.491970 = -156533.473341 nChanged 95 SP:Iteration 4Q (7838.308029 sec): 3 clusters Score: Raw -158046.067470 + Penalty 1448.491970 = -156597.575500 nChanged 74 SP:Iteration 5Q (7838.356703 sec): 3 clusters Score: Raw -158105.283370 + Penalty 1448.491970 = -156656.791401 nChanged 62 SP:Iteration 6Q (7838.404389 sec): 3 clusters Score: Raw -158145.515495 + Penalty 1448.491970 = -156697.023525 nChanged 45 SP:Iteration 7Q (7838.448354 sec): 3 clusters Score: Raw -158174.809279 + Penalty 1448.491970 = -156726.317309 nChanged 44 SP:Iteration 8Q (7838.482105 sec): 3 clusters Score: Raw -158204.695355 + Penalty 1448.491970 = -156756.203385 nChanged 50 SP:Iteration 9Q (7838.540987 sec): 3 clusters Score: Raw -158233.679931 + Penalty 1448.491970 = -156785.187962 nChanged 39 SP:Iteration 10Q (7838.582122 sec): 3 clusters Score: Raw -158258.595826 + Penalty 1448.491970 = -156810.103856 nChanged 39 SP:Iteration 11Q (7838.623169 sec): 3 clusters Score: Raw -158282.920543 + Penalty 1448.491970 = -156834.428573 nChanged 32 SP:Iteration 12Q (7838.680610 sec): 3 clusters Score: Raw -158310.544043 + Penalty 1448.491970 = -156862.052073 nChanged 28 SP:Iteration 13Q (7838.721395 sec): 3 clusters Score: Raw -158333.164121 + Penalty 1448.491970 = -156884.672151 nChanged 25 SP:Iteration 14Q (7838.762186 sec): 3 clusters Score: Raw -158347.898087 + Penalty 1448.491970 = -156899.406118 nChanged 13 SP:Iteration 15Q (7838.816543 sec): 3 clusters Score: Raw -158356.074499 + Penalty 1448.491970 = -156907.582529 nChanged 9 SP:Iteration 16Q (7838.855553 sec): 3 clusters Score: Raw -158359.552082 + Penalty 1448.491970 = -156911.060112 nChanged 4 SP:Iteration 17Q (7838.904320 sec): 3 clusters Score: Raw -158360.821485 + Penalty 1448.491970 = -156912.329515 nChanged 2 SP:Iteration 18Q (7838.947569 sec): 3 clusters Score: Raw -158363.447523 + Penalty 1448.491970 = -156914.955553 nChanged 4 SP:Iteration 19Q (7838.991927 sec): 3 clusters Score: Raw -158365.936991 + Penalty 1448.491970 = -156917.445021 nChanged 6 SP:Iteration 20F (7839.053477 sec): 3 clusters Score: Raw -158367.753794 + Penalty 1448.491970 = -156919.261824 nChanged 2 SP:Iteration 21Q (7839.091056 sec): 3 clusters Score: Raw -158368.071022 + Penalty 1448.491970 = -156919.579053 nChanged 0 SP:Iteration 22F (7839.141345 sec): 3 clusters Score: Raw -158368.071022 + Penalty 1448.491970 = -156919.579053 nChanged 0 Trying to split cluster 20 (26895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7839.207153 sec): 2 clusters Score: Raw -2309931.774079 + Penalty 968.971089 = -2308962.802990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7839.281974 sec): 3 clusters Score: Raw -2292867.193641 + Penalty 1937.942178 = -2290929.251463 nChanged 12697 SP:Iteration 1F (7839.365477 sec): 3 clusters Score: Raw -2300597.260297 + Penalty 1937.942178 = -2298659.318119 nChanged 1696 SP:Iteration 2F (7839.439275 sec): 3 clusters Score: Raw -2301576.519253 + Penalty 1937.942178 = -2299638.577075 nChanged 1966 SP:Iteration 3F (7839.523763 sec): 3 clusters Score: Raw -2303017.061824 + Penalty 1937.942178 = -2301079.119646 nChanged 2132 SP:Iteration 4F (7839.606480 sec): 3 clusters Score: Raw -2304818.786353 + Penalty 1937.942178 = -2302880.844175 nChanged 2020 SP:Iteration 5F (7839.692874 sec): 3 clusters Score: Raw -2306503.302111 + Penalty 1937.942178 = -2304565.359933 nChanged 1637 SP:Iteration 6F (7839.768423 sec): 3 clusters Score: Raw -2307620.348905 + Penalty 1937.942178 = -2305682.406726 nChanged 1087 SP:Iteration 7Q (7839.851458 sec): 3 clusters Score: Raw -2308155.299905 + Penalty 1937.942178 = -2306217.357727 nChanged 757 SP:Iteration 8Q (7839.922987 sec): 3 clusters Score: Raw -2308483.753084 + Penalty 1937.942178 = -2306545.810906 nChanged 574 SP:Iteration 9Q (7839.997164 sec): 3 clusters Score: Raw -2308743.470088 + Penalty 1937.942178 = -2306805.527910 nChanged 524 SP:Iteration 10Q (7840.081796 sec): 3 clusters Score: Raw -2308984.829958 + Penalty 1937.942178 = -2307046.887780 nChanged 492 SP:Iteration 11Q (7840.162611 sec): 3 clusters Score: Raw -2309242.176281 + Penalty 1937.942178 = -2307304.234103 nChanged 474 SP:Iteration 12Q (7840.251670 sec): 3 clusters Score: Raw -2309527.871930 + Penalty 1937.942178 = -2307589.929752 nChanged 492 SP:Iteration 13Q (7840.334356 sec): 3 clusters Score: Raw -2309827.816158 + Penalty 1937.942178 = -2307889.873980 nChanged 424 SP:Iteration 14Q (7840.415604 sec): 3 clusters Score: Raw -2310083.229120 + Penalty 1937.942178 = -2308145.286941 nChanged 397 SP:Iteration 15Q (7840.487681 sec): 3 clusters Score: Raw -2310311.358741 + Penalty 1937.942178 = -2308373.416563 nChanged 363 SP:Iteration 16Q (7840.559922 sec): 3 clusters Score: Raw -2310466.853808 + Penalty 1937.942178 = -2308528.911630 nChanged 291 SP:Iteration 17Q (7840.635987 sec): 3 clusters Score: Raw -2310566.445887 + Penalty 1937.942178 = -2308628.503709 nChanged 216 SP:Iteration 18Q (7840.723900 sec): 3 clusters Score: Raw -2310618.131171 + Penalty 1937.942178 = -2308680.188992 nChanged 148 SP:Iteration 19Q (7840.788992 sec): 3 clusters Score: Raw -2310646.264051 + Penalty 1937.942178 = -2308708.321873 nChanged 113 SP:Iteration 20F (7840.879867 sec): 3 clusters Score: Raw -2310666.506070 + Penalty 1937.942178 = -2308728.563891 nChanged 108 SP:Iteration 21Q (7840.953776 sec): 3 clusters Score: Raw -2310682.830456 + Penalty 1937.942178 = -2308744.888278 nChanged 91 SP:Iteration 22Q (7841.031415 sec): 3 clusters Score: Raw -2310693.911858 + Penalty 1937.942178 = -2308755.969680 nChanged 71 SP:Iteration 23Q (7841.093402 sec): 3 clusters Score: Raw -2310702.120171 + Penalty 1937.942178 = -2308764.177993 nChanged 55 SP:Iteration 24Q (7841.171578 sec): 3 clusters Score: Raw -2310707.599946 + Penalty 1937.942178 = -2308769.657767 nChanged 40 SP:Iteration 25Q (7841.249001 sec): 3 clusters Score: Raw -2310710.991524 + Penalty 1937.942178 = -2308773.049345 nChanged 36 SP:Iteration 26Q (7841.326759 sec): 3 clusters Score: Raw -2310713.612611 + Penalty 1937.942178 = -2308775.670432 nChanged 32 SP:Iteration 27Q (7841.407447 sec): 3 clusters Score: Raw -2310715.751753 + Penalty 1937.942178 = -2308777.809575 nChanged 24 SP:Iteration 28Q (7841.481716 sec): 3 clusters Score: Raw -2310717.679312 + Penalty 1937.942178 = -2308779.737134 nChanged 19 SP:Iteration 29Q (7841.553917 sec): 3 clusters Score: Raw -2310718.700445 + Penalty 1937.942178 = -2308780.758267 nChanged 13 SP:Iteration 30Q (7841.627030 sec): 3 clusters Score: Raw -2310719.346641 + Penalty 1937.942178 = -2308781.404463 nChanged 14 SP:Iteration 31Q (7841.699804 sec): 3 clusters Score: Raw -2310720.047460 + Penalty 1937.942178 = -2308782.105282 nChanged 18 SP:Iteration 32Q (7841.778109 sec): 3 clusters Score: Raw -2310721.172276 + Penalty 1937.942178 = -2308783.230098 nChanged 14 SP:Iteration 33Q (7841.842713 sec): 3 clusters Score: Raw -2310722.202174 + Penalty 1937.942178 = -2308784.259996 nChanged 12 SP:Iteration 34Q (7841.917144 sec): 3 clusters Score: Raw -2310722.869402 + Penalty 1937.942178 = -2308784.927224 nChanged 9 SP:Iteration 35Q (7841.989620 sec): 3 clusters Score: Raw -2310723.178502 + Penalty 1937.942178 = -2308785.236324 nChanged 11 SP:Iteration 36Q (7842.067453 sec): 3 clusters Score: Raw -2310723.601357 + Penalty 1937.942178 = -2308785.659179 nChanged 10 SP:Iteration 37Q (7842.150161 sec): 3 clusters Score: Raw -2310723.859296 + Penalty 1937.942178 = -2308785.917117 nChanged 5 SP:Iteration 38Q (7842.221106 sec): 3 clusters Score: Raw -2310724.000010 + Penalty 1937.942178 = -2308786.057832 nChanged 5 SP:Iteration 39Q (7842.299881 sec): 3 clusters Score: Raw -2310724.131152 + Penalty 1937.942178 = -2308786.188974 nChanged 3 SP:Iteration 40F (7842.372539 sec): 3 clusters Score: Raw -2310724.217633 + Penalty 1937.942178 = -2308786.275455 nChanged 6 SP:Iteration 41Q (7842.446661 sec): 3 clusters Score: Raw -2310724.486439 + Penalty 1937.942178 = -2308786.544261 nChanged 8 SP:Iteration 42Q (7842.517019 sec): 3 clusters Score: Raw -2310724.821294 + Penalty 1937.942178 = -2308786.879116 nChanged 4 SP:Iteration 43Q (7842.592615 sec): 3 clusters Score: Raw -2310725.043436 + Penalty 1937.942178 = -2308787.101258 nChanged 4 SP:Iteration 44Q (7842.667327 sec): 3 clusters Score: Raw -2310725.208601 + Penalty 1937.942178 = -2308787.266423 nChanged 5 SP:Iteration 45Q (7842.743359 sec): 3 clusters Score: Raw -2310725.323474 + Penalty 1937.942178 = -2308787.381296 nChanged 4 SP:Iteration 46Q (7842.813059 sec): 3 clusters Score: Raw -2310725.393237 + Penalty 1937.942178 = -2308787.451059 nChanged 1 SP:Iteration 47Q (7842.889556 sec): 3 clusters Score: Raw -2310725.412763 + Penalty 1937.942178 = -2308787.470585 nChanged 3 SP:Iteration 48Q (7842.963943 sec): 3 clusters Score: Raw -2310725.498554 + Penalty 1937.942178 = -2308787.556376 nChanged 3 SP:Iteration 49Q (7843.041058 sec): 3 clusters Score: Raw -2310725.558816 + Penalty 1937.942178 = -2308787.616638 nChanged 0 SP:Iteration 50F (7843.115832 sec): 3 clusters Score: Raw -2310725.558816 + Penalty 1937.942178 = -2308787.616638 nChanged 0 Trying to split cluster 21 (74216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7843.208718 sec): 2 clusters Score: Raw -6145797.177940 + Penalty 1065.399829 = -6144731.778111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7843.350331 sec): 3 clusters Score: Raw -6097054.171166 + Penalty 2130.799657 = -6094923.371508 nChanged 35721 SP:Iteration 1F (7843.490397 sec): 3 clusters Score: Raw -6117815.872380 + Penalty 2130.799657 = -6115685.072723 nChanged 2812 SP:Iteration 2Q (7843.626828 sec): 3 clusters Score: Raw -6118577.538837 + Penalty 2130.799657 = -6116446.739179 nChanged 2916 SP:Iteration 3Q (7843.764870 sec): 3 clusters Score: Raw -6119540.169403 + Penalty 2130.799657 = -6117409.369745 nChanged 3410 SP:Iteration 4Q (7843.907782 sec): 3 clusters Score: Raw -6120994.043312 + Penalty 2130.799657 = -6118863.243655 nChanged 4164 SP:Iteration 5F (7844.048045 sec): 3 clusters Score: Raw -6123351.695256 + Penalty 2130.799657 = -6121220.895598 nChanged 4948 SP:Iteration 6F (7844.169504 sec): 3 clusters Score: Raw -6126864.620913 + Penalty 2130.799657 = -6124733.821255 nChanged 5418 SP:Iteration 7F (7844.282145 sec): 3 clusters Score: Raw -6131456.846439 + Penalty 2130.799657 = -6129326.046782 nChanged 4975 SP:Iteration 8F (7844.429588 sec): 3 clusters Score: Raw -6135930.626926 + Penalty 2130.799657 = -6133799.827269 nChanged 3741 SP:Iteration 9F (7844.566530 sec): 3 clusters Score: Raw -6139108.881861 + Penalty 2130.799657 = -6136978.082204 nChanged 2693 SP:Iteration 10Q (7844.724099 sec): 3 clusters Score: Raw -6141156.626447 + Penalty 2130.799657 = -6139025.826790 nChanged 1834 SP:Iteration 11Q (7844.860482 sec): 3 clusters Score: Raw -6142404.419711 + Penalty 2130.799657 = -6140273.620054 nChanged 1371 SP:Iteration 12Q (7844.990475 sec): 3 clusters Score: Raw -6143276.261602 + Penalty 2130.799657 = -6141145.461944 nChanged 1099 SP:Iteration 13Q (7845.134291 sec): 3 clusters Score: Raw -6143921.394939 + Penalty 2130.799657 = -6141790.595282 nChanged 846 SP:Iteration 14Q (7845.261481 sec): 3 clusters Score: Raw -6144413.476892 + Penalty 2130.799657 = -6142282.677234 nChanged 725 SP:Iteration 15Q (7845.381634 sec): 3 clusters Score: Raw -6144845.672028 + Penalty 2130.799657 = -6142714.872371 nChanged 602 SP:Iteration 16Q (7845.519082 sec): 3 clusters Score: Raw -6145211.598891 + Penalty 2130.799657 = -6143080.799234 nChanged 453 SP:Iteration 17Q (7845.641495 sec): 3 clusters Score: Raw -6145466.157295 + Penalty 2130.799657 = -6143335.357638 nChanged 357 SP:Iteration 18Q (7845.769687 sec): 3 clusters Score: Raw -6145654.941938 + Penalty 2130.799657 = -6143524.142280 nChanged 275 SP:Iteration 19Q (7845.905546 sec): 3 clusters Score: Raw -6145823.017101 + Penalty 2130.799657 = -6143692.217444 nChanged 223 SP:Iteration 20F (7846.045718 sec): 3 clusters Score: Raw -6145959.269009 + Penalty 2130.799657 = -6143828.469351 nChanged 158 SP:Iteration 21Q (7846.174546 sec): 3 clusters Score: Raw -6146034.796178 + Penalty 2130.799657 = -6143903.996520 nChanged 106 SP:Iteration 22Q (7846.309842 sec): 3 clusters Score: Raw -6146085.852407 + Penalty 2130.799657 = -6143955.052750 nChanged 85 SP:Iteration 23Q (7846.427930 sec): 3 clusters Score: Raw -6146125.136481 + Penalty 2130.799657 = -6143994.336824 nChanged 72 SP:Iteration 24Q (7846.557072 sec): 3 clusters Score: Raw -6146159.054552 + Penalty 2130.799657 = -6144028.254895 nChanged 52 SP:Iteration 25Q (7846.680960 sec): 3 clusters Score: Raw -6146182.788789 + Penalty 2130.799657 = -6144051.989131 nChanged 39 SP:Iteration 26Q (7846.811825 sec): 3 clusters Score: Raw -6146200.254670 + Penalty 2130.799657 = -6144069.455013 nChanged 37 SP:Iteration 27Q (7846.940088 sec): 3 clusters Score: Raw -6146213.420715 + Penalty 2130.799657 = -6144082.621057 nChanged 27 SP:Iteration 28Q (7847.064028 sec): 3 clusters Score: Raw -6146223.128242 + Penalty 2130.799657 = -6144092.328585 nChanged 15 SP:Iteration 29Q (7847.190320 sec): 3 clusters Score: Raw -6146227.953114 + Penalty 2130.799657 = -6144097.153456 nChanged 12 SP:Iteration 30Q (7847.307423 sec): 3 clusters Score: Raw -6146231.596938 + Penalty 2130.799657 = -6144100.797280 nChanged 6 SP:Iteration 31Q (7847.439534 sec): 3 clusters Score: Raw -6146233.410462 + Penalty 2130.799657 = -6144102.610805 nChanged 8 SP:Iteration 32Q (7847.563352 sec): 3 clusters Score: Raw -6146238.205147 + Penalty 2130.799657 = -6144107.405489 nChanged 11 SP:Iteration 33Q (7847.702159 sec): 3 clusters Score: Raw -6146242.243602 + Penalty 2130.799657 = -6144111.443944 nChanged 11 SP:Iteration 34Q (7847.828654 sec): 3 clusters Score: Raw -6146244.498686 + Penalty 2130.799657 = -6144113.699028 nChanged 11 SP:Iteration 35Q (7847.961247 sec): 3 clusters Score: Raw -6146248.565124 + Penalty 2130.799657 = -6144117.765467 nChanged 12 SP:Iteration 36Q (7848.088219 sec): 3 clusters Score: Raw -6146252.076891 + Penalty 2130.799657 = -6144121.277233 nChanged 14 SP:Iteration 37Q (7848.223202 sec): 3 clusters Score: Raw -6146260.116876 + Penalty 2130.799657 = -6144129.317218 nChanged 15 SP:Iteration 38Q (7848.351061 sec): 3 clusters Score: Raw -6146268.264249 + Penalty 2130.799657 = -6144137.464591 nChanged 17 SP:Iteration 39Q (7848.480950 sec): 3 clusters Score: Raw -6146273.783612 + Penalty 2130.799657 = -6144142.983954 nChanged 13 SP:Iteration 40F (7848.593915 sec): 3 clusters Score: Raw -6146277.833158 + Penalty 2130.799657 = -6144147.033500 nChanged 7 SP:Iteration 41Q (7848.726007 sec): 3 clusters Score: Raw -6146279.797209 + Penalty 2130.799657 = -6144148.997552 nChanged 3 SP:Iteration 42Q (7848.848762 sec): 3 clusters Score: Raw -6146280.142507 + Penalty 2130.799657 = -6144149.342849 nChanged 1 SP:Iteration 43Q (7848.971903 sec): 3 clusters Score: Raw -6146280.232303 + Penalty 2130.799657 = -6144149.432646 nChanged 1 SP:Iteration 44Q (7849.102568 sec): 3 clusters Score: Raw -6146280.265245 + Penalty 2130.799657 = -6144149.465588 nChanged 0 SP:Iteration 45F (7849.255464 sec): 3 clusters Score: Raw -6146280.265245 + Penalty 2130.799657 = -6144149.465588 nChanged 0 Trying to split cluster 22 (10728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7849.290345 sec): 2 clusters Score: Raw -919417.457859 + Penalty 881.658180 = -918535.799678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7849.351131 sec): 3 clusters Score: Raw -913000.274624 + Penalty 1763.316361 = -911236.958263 nChanged 4786 SP:Iteration 1F (7849.412780 sec): 3 clusters Score: Raw -915859.833904 + Penalty 1763.316361 = -914096.517543 nChanged 778 SP:Iteration 2F (7849.474536 sec): 3 clusters Score: Raw -916346.006188 + Penalty 1763.316361 = -914582.689827 nChanged 763 SP:Iteration 3F (7849.535747 sec): 3 clusters Score: Raw -916857.931893 + Penalty 1763.316361 = -915094.615532 nChanged 735 SP:Iteration 4F (7849.597483 sec): 3 clusters Score: Raw -917400.534791 + Penalty 1763.316361 = -915637.218430 nChanged 736 SP:Iteration 5F (7849.656601 sec): 3 clusters Score: Raw -917947.710168 + Penalty 1763.316361 = -916184.393807 nChanged 657 SP:Iteration 6F (7849.717078 sec): 3 clusters Score: Raw -918415.790247 + Penalty 1763.316361 = -916652.473886 nChanged 539 SP:Iteration 7F (7849.771814 sec): 3 clusters Score: Raw -918758.051769 + Penalty 1763.316361 = -916994.735408 nChanged 384 SP:Iteration 8Q (7849.833180 sec): 3 clusters Score: Raw -918957.470992 + Penalty 1763.316361 = -917194.154631 nChanged 261 SP:Iteration 9Q (7849.892742 sec): 3 clusters Score: Raw -919061.960471 + Penalty 1763.316361 = -917298.644110 nChanged 168 SP:Iteration 10Q (7849.954162 sec): 3 clusters Score: Raw -919110.077724 + Penalty 1763.316361 = -917346.761364 nChanged 104 SP:Iteration 11Q (7850.015696 sec): 3 clusters Score: Raw -919134.665226 + Penalty 1763.316361 = -917371.348866 nChanged 90 SP:Iteration 12Q (7850.070444 sec): 3 clusters Score: Raw -919156.717787 + Penalty 1763.316361 = -917393.401426 nChanged 72 SP:Iteration 13Q (7850.131999 sec): 3 clusters Score: Raw -919169.449485 + Penalty 1763.316361 = -917406.133124 nChanged 65 SP:Iteration 14Q (7850.193225 sec): 3 clusters Score: Raw -919180.573380 + Penalty 1763.316361 = -917417.257019 nChanged 59 SP:Iteration 15Q (7850.250005 sec): 3 clusters Score: Raw -919191.919174 + Penalty 1763.316361 = -917428.602813 nChanged 55 SP:Iteration 16Q (7850.310893 sec): 3 clusters Score: Raw -919201.302665 + Penalty 1763.316361 = -917437.986305 nChanged 54 SP:Iteration 17Q (7850.370119 sec): 3 clusters Score: Raw -919212.438989 + Penalty 1763.316361 = -917449.122628 nChanged 68 SP:Iteration 18Q (7850.424019 sec): 3 clusters Score: Raw -919228.024887 + Penalty 1763.316361 = -917464.708526 nChanged 64 SP:Iteration 19Q (7850.485187 sec): 3 clusters Score: Raw -919240.759755 + Penalty 1763.316361 = -917477.443394 nChanged 66 SP:Iteration 20F (7850.544266 sec): 3 clusters Score: Raw -919255.085069 + Penalty 1763.316361 = -917491.768709 nChanged 65 SP:Iteration 21Q (7850.605029 sec): 3 clusters Score: Raw -919270.699726 + Penalty 1763.316361 = -917507.383366 nChanged 64 SP:Iteration 22Q (7850.666119 sec): 3 clusters Score: Raw -919283.621003 + Penalty 1763.316361 = -917520.304642 nChanged 52 SP:Iteration 23Q (7850.726689 sec): 3 clusters Score: Raw -919291.674351 + Penalty 1763.316361 = -917528.357990 nChanged 40 SP:Iteration 24Q (7850.787748 sec): 3 clusters Score: Raw -919298.594004 + Penalty 1763.316361 = -917535.277644 nChanged 48 SP:Iteration 25Q (7850.838108 sec): 3 clusters Score: Raw -919306.271153 + Penalty 1763.316361 = -917542.954792 nChanged 48 SP:Iteration 26Q (7850.893662 sec): 3 clusters Score: Raw -919315.459458 + Penalty 1763.316361 = -917552.143098 nChanged 62 SP:Iteration 27Q (7850.955143 sec): 3 clusters Score: Raw -919327.839167 + Penalty 1763.316361 = -917564.522807 nChanged 55 SP:Iteration 28Q (7851.016049 sec): 3 clusters Score: Raw -919338.339784 + Penalty 1763.316361 = -917575.023423 nChanged 48 SP:Iteration 29Q (7851.071815 sec): 3 clusters Score: Raw -919346.272732 + Penalty 1763.316361 = -917582.956371 nChanged 37 SP:Iteration 30Q (7851.128196 sec): 3 clusters Score: Raw -919352.725617 + Penalty 1763.316361 = -917589.409256 nChanged 27 SP:Iteration 31Q (7851.188758 sec): 3 clusters Score: Raw -919357.512565 + Penalty 1763.316361 = -917594.196204 nChanged 33 SP:Iteration 32Q (7851.249331 sec): 3 clusters Score: Raw -919362.548152 + Penalty 1763.316361 = -917599.231792 nChanged 26 SP:Iteration 33Q (7851.309578 sec): 3 clusters Score: Raw -919366.462871 + Penalty 1763.316361 = -917603.146510 nChanged 24 SP:Iteration 34Q (7851.370254 sec): 3 clusters Score: Raw -919370.278493 + Penalty 1763.316361 = -917606.962132 nChanged 20 SP:Iteration 35Q (7851.424227 sec): 3 clusters Score: Raw -919372.351869 + Penalty 1763.316361 = -917609.035509 nChanged 17 SP:Iteration 36Q (7851.480230 sec): 3 clusters Score: Raw -919374.342594 + Penalty 1763.316361 = -917611.026233 nChanged 22 SP:Iteration 37Q (7851.541361 sec): 3 clusters Score: Raw -919376.584690 + Penalty 1763.316361 = -917613.268329 nChanged 19 SP:Iteration 38Q (7851.602697 sec): 3 clusters Score: Raw -919378.790943 + Penalty 1763.316361 = -917615.474582 nChanged 18 SP:Iteration 39Q (7851.654372 sec): 3 clusters Score: Raw -919380.843195 + Penalty 1763.316361 = -917617.526834 nChanged 18 SP:Iteration 40F (7851.710524 sec): 3 clusters Score: Raw -919382.571778 + Penalty 1763.316361 = -917619.255417 nChanged 16 SP:Iteration 41Q (7851.776196 sec): 3 clusters Score: Raw -919385.051573 + Penalty 1763.316361 = -917621.735212 nChanged 21 SP:Iteration 42Q (7851.837207 sec): 3 clusters Score: Raw -919389.178919 + Penalty 1763.316361 = -917625.862559 nChanged 28 SP:Iteration 43Q (7851.890027 sec): 3 clusters Score: Raw -919394.572558 + Penalty 1763.316361 = -917631.256197 nChanged 34 SP:Iteration 44Q (7851.951197 sec): 3 clusters Score: Raw -919401.357066 + Penalty 1763.316361 = -917638.040706 nChanged 38 SP:Iteration 45Q (7852.011620 sec): 3 clusters Score: Raw -919411.013406 + Penalty 1763.316361 = -917647.697045 nChanged 36 SP:Iteration 46Q (7852.080155 sec): 3 clusters Score: Raw -919420.124171 + Penalty 1763.316361 = -917656.807811 nChanged 42 SP:Iteration 47Q (7852.141355 sec): 3 clusters Score: Raw -919430.436766 + Penalty 1763.316361 = -917667.120405 nChanged 41 SP:Iteration 48Q (7852.202494 sec): 3 clusters Score: Raw -919440.137610 + Penalty 1763.316361 = -917676.821249 nChanged 38 SP:Iteration 49Q (7852.253125 sec): 3 clusters Score: Raw -919451.360279 + Penalty 1763.316361 = -917688.043918 nChanged 40 SP:Iteration 50Q (7852.324627 sec): 3 clusters Score: Raw -919462.532190 + Penalty 1763.316361 = -917699.215829 nChanged 36 SP:Iteration 51Q (7852.375593 sec): 3 clusters Score: Raw -919471.909540 + Penalty 1763.316361 = -917708.593179 nChanged 42 SP:Iteration 52Q (7852.436517 sec): 3 clusters Score: Raw -919483.635219 + Penalty 1763.316361 = -917720.318858 nChanged 36 SP:Iteration 53Q (7852.496320 sec): 3 clusters Score: Raw -919489.435914 + Penalty 1763.316361 = -917726.119553 nChanged 29 SP:Iteration 54Q (7852.557347 sec): 3 clusters Score: Raw -919494.572571 + Penalty 1763.316361 = -917731.256210 nChanged 28 SP:Iteration 55Q (7852.616267 sec): 3 clusters Score: Raw -919500.797448 + Penalty 1763.316361 = -917737.481087 nChanged 29 SP:Iteration 56Q (7852.676888 sec): 3 clusters Score: Raw -919507.847487 + Penalty 1763.316361 = -917744.531126 nChanged 22 SP:Iteration 57Q (7852.746784 sec): 3 clusters Score: Raw -919512.338665 + Penalty 1763.316361 = -917749.022304 nChanged 25 SP:Iteration 58Q (7852.801756 sec): 3 clusters Score: Raw -919522.354531 + Penalty 1763.316361 = -917759.038170 nChanged 41 SP:Iteration 59Q (7852.864380 sec): 3 clusters Score: Raw -919541.430345 + Penalty 1763.316361 = -917778.113984 nChanged 55 SP:Iteration 60F (7852.912380 sec): 3 clusters Score: Raw -919564.475723 + Penalty 1763.316361 = -917801.159362 nChanged 50 SP:Iteration 61Q (7852.981157 sec): 3 clusters Score: Raw -919585.053570 + Penalty 1763.316361 = -917821.737209 nChanged 49 SP:Iteration 62Q (7853.041299 sec): 3 clusters Score: Raw -919609.457534 + Penalty 1763.316361 = -917846.141173 nChanged 44 SP:Iteration 63Q (7853.085243 sec): 3 clusters Score: Raw -919633.088275 + Penalty 1763.316361 = -917869.771914 nChanged 45 SP:Iteration 64Q (7853.149393 sec): 3 clusters Score: Raw -919650.897134 + Penalty 1763.316361 = -917887.580774 nChanged 48 SP:Iteration 65Q (7853.211329 sec): 3 clusters Score: Raw -919668.478614 + Penalty 1763.316361 = -917905.162253 nChanged 33 SP:Iteration 66Q (7853.261221 sec): 3 clusters Score: Raw -919677.884904 + Penalty 1763.316361 = -917914.568543 nChanged 25 SP:Iteration 67Q (7853.329439 sec): 3 clusters Score: Raw -919685.221805 + Penalty 1763.316361 = -917921.905444 nChanged 22 SP:Iteration 68Q (7853.384460 sec): 3 clusters Score: Raw -919691.160333 + Penalty 1763.316361 = -917927.843972 nChanged 16 SP:Iteration 69Q (7853.444423 sec): 3 clusters Score: Raw -919694.929498 + Penalty 1763.316361 = -917931.613137 nChanged 11 SP:Iteration 70Q (7853.503400 sec): 3 clusters Score: Raw -919696.356600 + Penalty 1763.316361 = -917933.040239 nChanged 6 SP:Iteration 71Q (7853.554265 sec): 3 clusters Score: Raw -919697.575511 + Penalty 1763.316361 = -917934.259151 nChanged 9 SP:Iteration 72Q (7853.618382 sec): 3 clusters Score: Raw -919699.473524 + Penalty 1763.316361 = -917936.157163 nChanged 12 SP:Iteration 73Q (7853.678217 sec): 3 clusters Score: Raw -919701.326377 + Penalty 1763.316361 = -917938.010017 nChanged 9 SP:Iteration 74Q (7853.739903 sec): 3 clusters Score: Raw -919702.555880 + Penalty 1763.316361 = -917939.239519 nChanged 4 SP:Iteration 75Q (7853.796502 sec): 3 clusters Score: Raw -919703.193916 + Penalty 1763.316361 = -917939.877555 nChanged 7 SP:Iteration 76Q (7853.844521 sec): 3 clusters Score: Raw -919704.672994 + Penalty 1763.316361 = -917941.356633 nChanged 8 SP:Iteration 77Q (7853.900922 sec): 3 clusters Score: Raw -919706.029241 + Penalty 1763.316361 = -917942.712880 nChanged 9 SP:Iteration 78Q (7853.949663 sec): 3 clusters Score: Raw -919707.121136 + Penalty 1763.316361 = -917943.804775 nChanged 4 SP:Iteration 79Q (7854.010219 sec): 3 clusters Score: Raw -919707.580522 + Penalty 1763.316361 = -917944.264161 nChanged 2 SP:Iteration 80F (7854.067044 sec): 3 clusters Score: Raw -919708.033225 + Penalty 1763.316361 = -917944.716864 nChanged 5 SP:Iteration 81Q (7854.118290 sec): 3 clusters Score: Raw -919708.834469 + Penalty 1763.316361 = -917945.518108 nChanged 9 SP:Iteration 82Q (7854.176309 sec): 3 clusters Score: Raw -919710.183083 + Penalty 1763.316361 = -917946.866722 nChanged 6 SP:Iteration 83Q (7854.221941 sec): 3 clusters Score: Raw -919711.168703 + Penalty 1763.316361 = -917947.852343 nChanged 4 SP:Iteration 84Q (7854.286324 sec): 3 clusters Score: Raw -919711.504847 + Penalty 1763.316361 = -917948.188486 nChanged 2 SP:Iteration 85Q (7854.333615 sec): 3 clusters Score: Raw -919711.918284 + Penalty 1763.316361 = -917948.601923 nChanged 3 SP:Iteration 86Q (7854.376555 sec): 3 clusters Score: Raw -919712.182296 + Penalty 1763.316361 = -917948.865935 nChanged 0 SP:Iteration 87F (7854.446056 sec): 3 clusters Score: Raw -919712.182296 + Penalty 1763.316361 = -917948.865935 nChanged 0 Trying to split cluster 23 (1999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7854.473458 sec): 2 clusters Score: Raw -167528.223555 + Penalty 722.038222 = -166806.185333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7854.522747 sec): 3 clusters Score: Raw -166528.246678 + Penalty 1444.076444 = -165084.170234 nChanged 806 SP:Iteration 1F (7854.562204 sec): 3 clusters Score: Raw -167047.748182 + Penalty 1444.076444 = -165603.671738 nChanged 180 SP:Iteration 2F (7854.601576 sec): 3 clusters Score: Raw -167181.373924 + Penalty 1444.076444 = -165737.297481 nChanged 121 SP:Iteration 3F (7854.645903 sec): 3 clusters Score: Raw -167275.411319 + Penalty 1444.076444 = -165831.334875 nChanged 106 SP:Iteration 4F (7854.702454 sec): 3 clusters Score: Raw -167357.048238 + Penalty 1444.076444 = -165912.971794 nChanged 93 SP:Iteration 5Q (7854.753030 sec): 3 clusters Score: Raw -167433.835445 + Penalty 1444.076444 = -165989.759002 nChanged 90 SP:Iteration 6Q (7854.803670 sec): 3 clusters Score: Raw -167523.358273 + Penalty 1444.076444 = -166079.281830 nChanged 86 SP:Iteration 7Q (7854.853699 sec): 3 clusters Score: Raw -167595.612885 + Penalty 1444.076444 = -166151.536441 nChanged 60 SP:Iteration 8Q (7854.902647 sec): 3 clusters Score: Raw -167640.542883 + Penalty 1444.076444 = -166196.466439 nChanged 44 SP:Iteration 9Q (7854.941465 sec): 3 clusters Score: Raw -167664.385177 + Penalty 1444.076444 = -166220.308734 nChanged 39 SP:Iteration 10Q (7854.990556 sec): 3 clusters Score: Raw -167696.063229 + Penalty 1444.076444 = -166251.986786 nChanged 35 SP:Iteration 11Q (7855.048379 sec): 3 clusters Score: Raw -167727.184077 + Penalty 1444.076444 = -166283.107633 nChanged 31 SP:Iteration 12Q (7855.089052 sec): 3 clusters Score: Raw -167748.580467 + Penalty 1444.076444 = -166304.504024 nChanged 28 SP:Iteration 13Q (7855.144736 sec): 3 clusters Score: Raw -167768.521948 + Penalty 1444.076444 = -166324.445504 nChanged 32 SP:Iteration 14Q (7855.191705 sec): 3 clusters Score: Raw -167790.623426 + Penalty 1444.076444 = -166346.546982 nChanged 30 SP:Iteration 15Q (7855.242250 sec): 3 clusters Score: Raw -167811.356472 + Penalty 1444.076444 = -166367.280028 nChanged 20 SP:Iteration 16Q (7855.281621 sec): 3 clusters Score: Raw -167822.779800 + Penalty 1444.076444 = -166378.703356 nChanged 17 SP:Iteration 17Q (7855.325488 sec): 3 clusters Score: Raw -167830.011760 + Penalty 1444.076444 = -166385.935316 nChanged 7 SP:Iteration 18Q (7855.364490 sec): 3 clusters Score: Raw -167833.323960 + Penalty 1444.076444 = -166389.247517 nChanged 7 SP:Iteration 19Q (7855.410466 sec): 3 clusters Score: Raw -167836.995341 + Penalty 1444.076444 = -166392.918897 nChanged 8 SP:Iteration 20F (7855.453309 sec): 3 clusters Score: Raw -167839.597460 + Penalty 1444.076444 = -166395.521017 nChanged 6 SP:Iteration 21Q (7855.489617 sec): 3 clusters Score: Raw -167841.986556 + Penalty 1444.076444 = -166397.910113 nChanged 4 SP:Iteration 22Q (7855.537514 sec): 3 clusters Score: Raw -167843.497668 + Penalty 1444.076444 = -166399.421224 nChanged 4 SP:Iteration 23Q (7855.584941 sec): 3 clusters Score: Raw -167845.518013 + Penalty 1444.076444 = -166401.441570 nChanged 8 SP:Iteration 24Q (7855.633329 sec): 3 clusters Score: Raw -167850.277204 + Penalty 1444.076444 = -166406.200760 nChanged 9 SP:Iteration 25Q (7855.679126 sec): 3 clusters Score: Raw -167854.376855 + Penalty 1444.076444 = -166410.300412 nChanged 7 SP:Iteration 26Q (7855.733804 sec): 3 clusters Score: Raw -167858.385138 + Penalty 1444.076444 = -166414.308695 nChanged 4 SP:Iteration 27Q (7855.773493 sec): 3 clusters Score: Raw -167860.064589 + Penalty 1444.076444 = -166415.988145 nChanged 3 SP:Iteration 28Q (7855.835200 sec): 3 clusters Score: Raw -167861.365182 + Penalty 1444.076444 = -166417.288738 nChanged 2 SP:Iteration 29Q (7855.874611 sec): 3 clusters Score: Raw -167862.428632 + Penalty 1444.076444 = -166418.352189 nChanged 2 SP:Iteration 30Q (7855.922272 sec): 3 clusters Score: Raw -167862.843062 + Penalty 1444.076444 = -166418.766618 nChanged 2 SP:Iteration 31Q (7855.971287 sec): 3 clusters Score: Raw -167864.853469 + Penalty 1444.076444 = -166420.777026 nChanged 1 SP:Iteration 32Q (7856.026704 sec): 3 clusters Score: Raw -167865.119388 + Penalty 1444.076444 = -166421.042945 nChanged 0 SP:Iteration 33F (7856.073900 sec): 3 clusters Score: Raw -167865.119388 + Penalty 1444.076444 = -166421.042945 nChanged 0 Trying to split cluster 24 (7352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7856.107469 sec): 2 clusters Score: Raw -622550.504548 + Penalty 845.759128 = -621704.745420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7856.153978 sec): 3 clusters Score: Raw -618241.138556 + Penalty 1691.518256 = -616549.620300 nChanged 3320 SP:Iteration 1F (7856.210287 sec): 3 clusters Score: Raw -620037.259532 + Penalty 1691.518256 = -618345.741276 nChanged 456 SP:Iteration 2F (7856.265654 sec): 3 clusters Score: Raw -620237.282729 + Penalty 1691.518256 = -618545.764473 nChanged 405 SP:Iteration 3F (7856.330648 sec): 3 clusters Score: Raw -620420.950832 + Penalty 1691.518256 = -618729.432576 nChanged 353 SP:Iteration 4Q (7856.378828 sec): 3 clusters Score: Raw -620597.637492 + Penalty 1691.518256 = -618906.119236 nChanged 371 SP:Iteration 5F (7856.429944 sec): 3 clusters Score: Raw -620779.324386 + Penalty 1691.518256 = -619087.806130 nChanged 368 SP:Iteration 6F (7856.484838 sec): 3 clusters Score: Raw -620984.619105 + Penalty 1691.518256 = -619293.100848 nChanged 380 SP:Iteration 7F (7856.537993 sec): 3 clusters Score: Raw -621227.646732 + Penalty 1691.518256 = -619536.128476 nChanged 371 SP:Iteration 8F (7856.592744 sec): 3 clusters Score: Raw -621478.659804 + Penalty 1691.518256 = -619787.141548 nChanged 365 SP:Iteration 9Q (7856.651799 sec): 3 clusters Score: Raw -621723.199216 + Penalty 1691.518256 = -620031.680960 nChanged 320 SP:Iteration 10Q (7856.700325 sec): 3 clusters Score: Raw -621954.924780 + Penalty 1691.518256 = -620263.406524 nChanged 292 SP:Iteration 11Q (7856.741906 sec): 3 clusters Score: Raw -622165.833602 + Penalty 1691.518256 = -620474.315346 nChanged 249 SP:Iteration 12Q (7856.798733 sec): 3 clusters Score: Raw -622348.183752 + Penalty 1691.518256 = -620656.665496 nChanged 183 SP:Iteration 13Q (7856.835728 sec): 3 clusters Score: Raw -622452.724032 + Penalty 1691.518256 = -620761.205776 nChanged 136 SP:Iteration 14Q (7856.898979 sec): 3 clusters Score: Raw -622516.833636 + Penalty 1691.518256 = -620825.315380 nChanged 104 SP:Iteration 15Q (7856.955362 sec): 3 clusters Score: Raw -622554.580662 + Penalty 1691.518256 = -620863.062406 nChanged 78 SP:Iteration 16Q (7857.011810 sec): 3 clusters Score: Raw -622577.408083 + Penalty 1691.518256 = -620885.889826 nChanged 69 SP:Iteration 17Q (7857.068231 sec): 3 clusters Score: Raw -622598.748349 + Penalty 1691.518256 = -620907.230092 nChanged 58 SP:Iteration 18Q (7857.115410 sec): 3 clusters Score: Raw -622617.258915 + Penalty 1691.518256 = -620925.740659 nChanged 61 SP:Iteration 19Q (7857.182234 sec): 3 clusters Score: Raw -622631.802906 + Penalty 1691.518256 = -620940.284650 nChanged 38 SP:Iteration 20F (7857.238455 sec): 3 clusters Score: Raw -622639.812884 + Penalty 1691.518256 = -620948.294628 nChanged 33 SP:Iteration 21Q (7857.294756 sec): 3 clusters Score: Raw -622648.475865 + Penalty 1691.518256 = -620956.957609 nChanged 32 SP:Iteration 22Q (7857.339922 sec): 3 clusters Score: Raw -622655.821548 + Penalty 1691.518256 = -620964.303292 nChanged 23 SP:Iteration 23Q (7857.402012 sec): 3 clusters Score: Raw -622663.168041 + Penalty 1691.518256 = -620971.649785 nChanged 30 SP:Iteration 24Q (7857.448724 sec): 3 clusters Score: Raw -622670.850243 + Penalty 1691.518256 = -620979.331987 nChanged 25 SP:Iteration 25Q (7857.501334 sec): 3 clusters Score: Raw -622675.413120 + Penalty 1691.518256 = -620983.894864 nChanged 17 SP:Iteration 26Q (7857.554258 sec): 3 clusters Score: Raw -622677.830521 + Penalty 1691.518256 = -620986.312265 nChanged 14 SP:Iteration 27Q (7857.607384 sec): 3 clusters Score: Raw -622679.949629 + Penalty 1691.518256 = -620988.431373 nChanged 10 SP:Iteration 28Q (7857.658636 sec): 3 clusters Score: Raw -622682.085040 + Penalty 1691.518256 = -620990.566784 nChanged 12 SP:Iteration 29Q (7857.715906 sec): 3 clusters Score: Raw -622684.157133 + Penalty 1691.518256 = -620992.638877 nChanged 16 SP:Iteration 30Q (7857.772296 sec): 3 clusters Score: Raw -622688.350283 + Penalty 1691.518256 = -620996.832027 nChanged 18 SP:Iteration 31Q (7857.828565 sec): 3 clusters Score: Raw -622691.568603 + Penalty 1691.518256 = -621000.050347 nChanged 11 SP:Iteration 32Q (7857.886121 sec): 3 clusters Score: Raw -622693.392821 + Penalty 1691.518256 = -621001.874565 nChanged 9 SP:Iteration 33Q (7857.931623 sec): 3 clusters Score: Raw -622695.990825 + Penalty 1691.518256 = -621004.472569 nChanged 13 SP:Iteration 34Q (7857.988828 sec): 3 clusters Score: Raw -622699.533720 + Penalty 1691.518256 = -621008.015463 nChanged 11 SP:Iteration 35Q (7858.036635 sec): 3 clusters Score: Raw -622701.705750 + Penalty 1691.518256 = -621010.187494 nChanged 10 SP:Iteration 36Q (7858.094298 sec): 3 clusters Score: Raw -622702.969606 + Penalty 1691.518256 = -621011.451350 nChanged 5 SP:Iteration 37Q (7858.150580 sec): 3 clusters Score: Raw -622703.586699 + Penalty 1691.518256 = -621012.068442 nChanged 1 SP:Iteration 38Q (7858.206587 sec): 3 clusters Score: Raw -622703.752026 + Penalty 1691.518256 = -621012.233770 nChanged 1 SP:Iteration 39Q (7858.252181 sec): 3 clusters Score: Raw -622703.768215 + Penalty 1691.518256 = -621012.249959 nChanged 1 SP:Iteration 40F (7858.306457 sec): 3 clusters Score: Raw -622704.177626 + Penalty 1691.518256 = -621012.659370 nChanged 1 SP:Iteration 41Q (7858.362761 sec): 3 clusters Score: Raw -622704.316728 + Penalty 1691.518256 = -621012.798472 nChanged 1 SP:Iteration 42Q (7858.428326 sec): 3 clusters Score: Raw -622704.380299 + Penalty 1691.518256 = -621012.862043 nChanged 1 SP:Iteration 43Q (7858.463254 sec): 3 clusters Score: Raw -622704.569966 + Penalty 1691.518256 = -621013.051709 nChanged 2 SP:Iteration 44Q (7858.530350 sec): 3 clusters Score: Raw -622704.662487 + Penalty 1691.518256 = -621013.144231 nChanged 0 SP:Iteration 45F (7858.573448 sec): 3 clusters Score: Raw -622704.662487 + Penalty 1691.518256 = -621013.144231 nChanged 0 Trying to split cluster 25 (7581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7858.606740 sec): 2 clusters Score: Raw -658102.459136 + Penalty 848.673038 = -657253.786098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7858.651746 sec): 3 clusters Score: Raw -653657.920306 + Penalty 1697.346075 = -651960.574231 nChanged 3377 SP:Iteration 1F (7858.720015 sec): 3 clusters Score: Raw -655528.036935 + Penalty 1697.346075 = -653830.690860 nChanged 471 SP:Iteration 2F (7858.764172 sec): 3 clusters Score: Raw -655809.132842 + Penalty 1697.346075 = -654111.786767 nChanged 502 SP:Iteration 3F (7858.821171 sec): 3 clusters Score: Raw -656161.175791 + Penalty 1697.346075 = -654463.829715 nChanged 533 SP:Iteration 4F (7858.878158 sec): 3 clusters Score: Raw -656548.980054 + Penalty 1697.346075 = -654851.633979 nChanged 504 SP:Iteration 5F (7858.937869 sec): 3 clusters Score: Raw -656912.102226 + Penalty 1697.346075 = -655214.756151 nChanged 463 SP:Iteration 6F (7858.995131 sec): 3 clusters Score: Raw -657228.722884 + Penalty 1697.346075 = -655531.376809 nChanged 393 SP:Iteration 7F (7859.032380 sec): 3 clusters Score: Raw -657477.613077 + Penalty 1697.346075 = -655780.267002 nChanged 308 SP:Iteration 8Q (7859.089203 sec): 3 clusters Score: Raw -657635.265719 + Penalty 1697.346075 = -655937.919644 nChanged 222 SP:Iteration 9Q (7859.145807 sec): 3 clusters Score: Raw -657725.731830 + Penalty 1697.346075 = -656028.385755 nChanged 140 SP:Iteration 10Q (7859.191407 sec): 3 clusters Score: Raw -657770.617323 + Penalty 1697.346075 = -656073.271248 nChanged 94 SP:Iteration 11Q (7859.248347 sec): 3 clusters Score: Raw -657793.349223 + Penalty 1697.346075 = -656096.003147 nChanged 69 SP:Iteration 12Q (7859.305177 sec): 3 clusters Score: Raw -657812.901493 + Penalty 1697.346075 = -656115.555417 nChanged 66 SP:Iteration 13Q (7859.361920 sec): 3 clusters Score: Raw -657827.630974 + Penalty 1697.346075 = -656130.284899 nChanged 59 SP:Iteration 14Q (7859.419049 sec): 3 clusters Score: Raw -657839.629205 + Penalty 1697.346075 = -656142.283130 nChanged 41 SP:Iteration 15Q (7859.475522 sec): 3 clusters Score: Raw -657845.944609 + Penalty 1697.346075 = -656148.598534 nChanged 37 SP:Iteration 16Q (7859.531245 sec): 3 clusters Score: Raw -657851.800454 + Penalty 1697.346075 = -656154.454379 nChanged 35 SP:Iteration 17Q (7859.598832 sec): 3 clusters Score: Raw -657857.584870 + Penalty 1697.346075 = -656160.238795 nChanged 29 SP:Iteration 18Q (7859.642383 sec): 3 clusters Score: Raw -657861.639264 + Penalty 1697.346075 = -656164.293188 nChanged 27 SP:Iteration 19Q (7859.710032 sec): 3 clusters Score: Raw -657866.992053 + Penalty 1697.346075 = -656169.645977 nChanged 37 SP:Iteration 20F (7859.755853 sec): 3 clusters Score: Raw -657873.843838 + Penalty 1697.346075 = -656176.497763 nChanged 39 SP:Iteration 21Q (7859.819594 sec): 3 clusters Score: Raw -657878.829496 + Penalty 1697.346075 = -656181.483421 nChanged 20 SP:Iteration 22Q (7859.873561 sec): 3 clusters Score: Raw -657881.449486 + Penalty 1697.346075 = -656184.103410 nChanged 16 SP:Iteration 23Q (7859.907881 sec): 3 clusters Score: Raw -657883.796564 + Penalty 1697.346075 = -656186.450489 nChanged 15 SP:Iteration 24Q (7859.961005 sec): 3 clusters Score: Raw -657885.224941 + Penalty 1697.346075 = -656187.878866 nChanged 14 SP:Iteration 25Q (7860.018557 sec): 3 clusters Score: Raw -657885.867388 + Penalty 1697.346075 = -656188.521313 nChanged 2 SP:Iteration 26Q (7860.074655 sec): 3 clusters Score: Raw -657886.002076 + Penalty 1697.346075 = -656188.656000 nChanged 1 SP:Iteration 27Q (7860.131810 sec): 3 clusters Score: Raw -657886.023070 + Penalty 1697.346075 = -656188.676995 nChanged 0 SP:Iteration 28F (7860.188901 sec): 3 clusters Score: Raw -657886.023070 + Penalty 1697.346075 = -656188.676995 nChanged 0 Trying to split cluster 26 (65691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7860.281726 sec): 2 clusters Score: Raw -5828511.768963 + Penalty 1053.808135 = -5827457.960829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7860.414242 sec): 3 clusters Score: Raw -5785655.983742 + Penalty 2107.616270 = -5783548.367472 nChanged 31549 SP:Iteration 1F (7860.533470 sec): 3 clusters Score: Raw -5804708.806998 + Penalty 2107.616270 = -5802601.190728 nChanged 3223 SP:Iteration 2Q (7860.671138 sec): 3 clusters Score: Raw -5806178.957908 + Penalty 2107.616270 = -5804071.341638 nChanged 3989 SP:Iteration 3F (7860.774783 sec): 3 clusters Score: Raw -5808460.616694 + Penalty 2107.616270 = -5806353.000425 nChanged 4645 SP:Iteration 4F (7860.882855 sec): 3 clusters Score: Raw -5811714.408082 + Penalty 2107.616270 = -5809606.791812 nChanged 5062 SP:Iteration 5F (7861.014668 sec): 3 clusters Score: Raw -5815769.333001 + Penalty 2107.616270 = -5813661.716731 nChanged 4728 SP:Iteration 6F (7861.145991 sec): 3 clusters Score: Raw -5819591.300383 + Penalty 2107.616270 = -5817483.684114 nChanged 3585 SP:Iteration 7F (7861.276678 sec): 3 clusters Score: Raw -5822073.093281 + Penalty 2107.616270 = -5819965.477011 nChanged 2422 SP:Iteration 8Q (7861.411572 sec): 3 clusters Score: Raw -5823374.830488 + Penalty 2107.616270 = -5821267.214218 nChanged 1629 SP:Iteration 9Q (7861.545290 sec): 3 clusters Score: Raw -5824057.342735 + Penalty 2107.616270 = -5821949.726466 nChanged 1143 SP:Iteration 10Q (7861.684154 sec): 3 clusters Score: Raw -5824460.259168 + Penalty 2107.616270 = -5822352.642898 nChanged 958 SP:Iteration 11Q (7861.806053 sec): 3 clusters Score: Raw -5824802.175044 + Penalty 2107.616270 = -5822694.558774 nChanged 923 SP:Iteration 12Q (7861.901016 sec): 3 clusters Score: Raw -5825159.678319 + Penalty 2107.616270 = -5823052.062049 nChanged 913 SP:Iteration 13Q (7861.995324 sec): 3 clusters Score: Raw -5825473.757416 + Penalty 2107.616270 = -5823366.141147 nChanged 856 SP:Iteration 14Q (7862.089155 sec): 3 clusters Score: Raw -5825765.166327 + Penalty 2107.616270 = -5823657.550057 nChanged 792 SP:Iteration 15Q (7862.183123 sec): 3 clusters Score: Raw -5826032.417543 + Penalty 2107.616270 = -5823924.801273 nChanged 794 SP:Iteration 16Q (7862.276201 sec): 3 clusters Score: Raw -5826314.612275 + Penalty 2107.616270 = -5824206.996005 nChanged 763 SP:Iteration 17Q (7862.367337 sec): 3 clusters Score: Raw -5826578.119337 + Penalty 2107.616270 = -5824470.503068 nChanged 744 SP:Iteration 18Q (7862.494966 sec): 3 clusters Score: Raw -5826846.741252 + Penalty 2107.616270 = -5824739.124982 nChanged 742 SP:Iteration 19Q (7862.622331 sec): 3 clusters Score: Raw -5827101.455362 + Penalty 2107.616270 = -5824993.839092 nChanged 634 SP:Iteration 20F (7862.753475 sec): 3 clusters Score: Raw -5827312.257700 + Penalty 2107.616270 = -5825204.641431 nChanged 573 SP:Iteration 21Q (7862.880754 sec): 3 clusters Score: Raw -5827491.338164 + Penalty 2107.616270 = -5825383.721895 nChanged 500 SP:Iteration 22Q (7863.004168 sec): 3 clusters Score: Raw -5827639.568190 + Penalty 2107.616270 = -5825531.951921 nChanged 450 SP:Iteration 23Q (7863.123153 sec): 3 clusters Score: Raw -5827770.170106 + Penalty 2107.616270 = -5825662.553836 nChanged 436 SP:Iteration 24Q (7863.257960 sec): 3 clusters Score: Raw -5827903.796340 + Penalty 2107.616270 = -5825796.180071 nChanged 397 SP:Iteration 25Q (7863.374175 sec): 3 clusters Score: Raw -5828023.609860 + Penalty 2107.616270 = -5825915.993590 nChanged 365 SP:Iteration 26Q (7863.495841 sec): 3 clusters Score: Raw -5828141.973631 + Penalty 2107.616270 = -5826034.357362 nChanged 344 SP:Iteration 27Q (7863.626954 sec): 3 clusters Score: Raw -5828246.633046 + Penalty 2107.616270 = -5826139.016776 nChanged 286 SP:Iteration 28Q (7863.745767 sec): 3 clusters Score: Raw -5828329.048847 + Penalty 2107.616270 = -5826221.432578 nChanged 274 SP:Iteration 29Q (7863.874245 sec): 3 clusters Score: Raw -5828406.932857 + Penalty 2107.616270 = -5826299.316587 nChanged 235 SP:Iteration 30Q (7863.998434 sec): 3 clusters Score: Raw -5828465.758523 + Penalty 2107.616270 = -5826358.142253 nChanged 224 SP:Iteration 31Q (7864.121236 sec): 3 clusters Score: Raw -5828531.113316 + Penalty 2107.616270 = -5826423.497046 nChanged 217 SP:Iteration 32Q (7864.244447 sec): 3 clusters Score: Raw -5828592.189377 + Penalty 2107.616270 = -5826484.573107 nChanged 202 SP:Iteration 33Q (7864.360710 sec): 3 clusters Score: Raw -5828645.844230 + Penalty 2107.616270 = -5826538.227960 nChanged 170 SP:Iteration 34Q (7864.479320 sec): 3 clusters Score: Raw -5828689.132733 + Penalty 2107.616270 = -5826581.516463 nChanged 143 SP:Iteration 35Q (7864.608517 sec): 3 clusters Score: Raw -5828718.660501 + Penalty 2107.616270 = -5826611.044231 nChanged 109 SP:Iteration 36Q (7864.717174 sec): 3 clusters Score: Raw -5828740.872254 + Penalty 2107.616270 = -5826633.255984 nChanged 87 SP:Iteration 37Q (7864.836482 sec): 3 clusters Score: Raw -5828758.489286 + Penalty 2107.616270 = -5826650.873017 nChanged 90 SP:Iteration 38Q (7864.961147 sec): 3 clusters Score: Raw -5828778.751492 + Penalty 2107.616270 = -5826671.135222 nChanged 96 SP:Iteration 39Q (7865.071184 sec): 3 clusters Score: Raw -5828802.200879 + Penalty 2107.616270 = -5826694.584610 nChanged 94 SP:Iteration 40F (7865.188256 sec): 3 clusters Score: Raw -5828822.855683 + Penalty 2107.616270 = -5826715.239414 nChanged 75 SP:Iteration 41Q (7865.311969 sec): 3 clusters Score: Raw -5828839.478857 + Penalty 2107.616270 = -5826731.862587 nChanged 78 SP:Iteration 42Q (7865.416995 sec): 3 clusters Score: Raw -5828857.036364 + Penalty 2107.616270 = -5826749.420094 nChanged 53 SP:Iteration 43Q (7865.531198 sec): 3 clusters Score: Raw -5828868.377017 + Penalty 2107.616270 = -5826760.760748 nChanged 61 SP:Iteration 44Q (7865.647667 sec): 3 clusters Score: Raw -5828880.891314 + Penalty 2107.616270 = -5826773.275044 nChanged 55 SP:Iteration 45Q (7865.760853 sec): 3 clusters Score: Raw -5828891.036777 + Penalty 2107.616270 = -5826783.420508 nChanged 40 SP:Iteration 46Q (7865.882938 sec): 3 clusters Score: Raw -5828897.383468 + Penalty 2107.616270 = -5826789.767198 nChanged 33 SP:Iteration 47Q (7865.993652 sec): 3 clusters Score: Raw -5828901.920501 + Penalty 2107.616270 = -5826794.304232 nChanged 34 SP:Iteration 48Q (7866.102965 sec): 3 clusters Score: Raw -5828907.217299 + Penalty 2107.616270 = -5826799.601030 nChanged 40 SP:Iteration 49Q (7866.213922 sec): 3 clusters Score: Raw -5828915.762058 + Penalty 2107.616270 = -5826808.145788 nChanged 43 SP:Iteration 50Q (7866.323341 sec): 3 clusters Score: Raw -5828924.930398 + Penalty 2107.616270 = -5826817.314128 nChanged 45 SP:Iteration 51Q (7866.434463 sec): 3 clusters Score: Raw -5828933.116731 + Penalty 2107.616270 = -5826825.500461 nChanged 33 SP:Iteration 52Q (7866.546808 sec): 3 clusters Score: Raw -5828938.387639 + Penalty 2107.616270 = -5826830.771369 nChanged 34 SP:Iteration 53Q (7866.657252 sec): 3 clusters Score: Raw -5828942.583141 + Penalty 2107.616270 = -5826834.966871 nChanged 17 SP:Iteration 54Q (7866.765974 sec): 3 clusters Score: Raw -5828944.245768 + Penalty 2107.616270 = -5826836.629498 nChanged 9 SP:Iteration 55Q (7866.876186 sec): 3 clusters Score: Raw -5828945.952559 + Penalty 2107.616270 = -5826838.336289 nChanged 11 SP:Iteration 56Q (7866.985265 sec): 3 clusters Score: Raw -5828947.683924 + Penalty 2107.616270 = -5826840.067654 nChanged 11 SP:Iteration 57Q (7867.094725 sec): 3 clusters Score: Raw -5828949.001782 + Penalty 2107.616270 = -5826841.385512 nChanged 9 SP:Iteration 58Q (7867.192581 sec): 3 clusters Score: Raw -5828950.268422 + Penalty 2107.616270 = -5826842.652152 nChanged 3 SP:Iteration 59Q (7867.302532 sec): 3 clusters Score: Raw -5828950.584518 + Penalty 2107.616270 = -5826842.968249 nChanged 3 SP:Iteration 60F (7867.422492 sec): 3 clusters Score: Raw -5828950.891782 + Penalty 2107.616270 = -5826843.275513 nChanged 1 SP:Iteration 61Q (7867.526861 sec): 3 clusters Score: Raw -5828951.065201 + Penalty 2107.616270 = -5826843.448932 nChanged 5 SP:Iteration 62Q (7867.636453 sec): 3 clusters Score: Raw -5828951.551690 + Penalty 2107.616270 = -5826843.935421 nChanged 4 SP:Iteration 63Q (7867.744015 sec): 3 clusters Score: Raw -5828952.017904 + Penalty 2107.616270 = -5826844.401634 nChanged 5 SP:Iteration 64Q (7867.850430 sec): 3 clusters Score: Raw -5828952.706182 + Penalty 2107.616270 = -5826845.089913 nChanged 4 SP:Iteration 65Q (7867.964799 sec): 3 clusters Score: Raw -5828953.039300 + Penalty 2107.616270 = -5826845.423030 nChanged 3 SP:Iteration 66Q (7868.080169 sec): 3 clusters Score: Raw -5828953.475536 + Penalty 2107.616270 = -5826845.859266 nChanged 1 SP:Iteration 67Q (7868.196263 sec): 3 clusters Score: Raw -5828953.662765 + Penalty 2107.616270 = -5826846.046496 nChanged 0 SP:Iteration 68F (7868.329622 sec): 3 clusters Score: Raw -5828953.662765 + Penalty 2107.616270 = -5826846.046496 nChanged 0 Trying to split cluster 27 (38527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7868.390197 sec): 2 clusters Score: Raw -3043223.439792 + Penalty 1003.115884 = -3042220.323908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7868.495990 sec): 3 clusters Score: Raw -3018582.313805 + Penalty 2006.231769 = -3016576.082036 nChanged 18289 SP:Iteration 1F (7868.592105 sec): 3 clusters Score: Raw -3029160.750128 + Penalty 2006.231769 = -3027154.518359 nChanged 1676 SP:Iteration 2Q (7868.655795 sec): 3 clusters Score: Raw -3029762.363529 + Penalty 2006.231769 = -3027756.131760 nChanged 1853 SP:Iteration 3Q (7868.725103 sec): 3 clusters Score: Raw -3030631.769495 + Penalty 2006.231769 = -3028625.537726 nChanged 2348 SP:Iteration 4F (7868.782041 sec): 3 clusters Score: Raw -3032048.988294 + Penalty 2006.231769 = -3030042.756525 nChanged 2886 SP:Iteration 5F (7868.886811 sec): 3 clusters Score: Raw -3034206.219414 + Penalty 2006.231769 = -3032199.987645 nChanged 3210 SP:Iteration 6F (7868.981553 sec): 3 clusters Score: Raw -3037047.119734 + Penalty 2006.231769 = -3035040.887965 nChanged 2944 SP:Iteration 7F (7869.081537 sec): 3 clusters Score: Raw -3039901.912906 + Penalty 2006.231769 = -3037895.681137 nChanged 1970 SP:Iteration 8F (7869.166377 sec): 3 clusters Score: Raw -3041843.880898 + Penalty 2006.231769 = -3039837.649129 nChanged 996 SP:Iteration 9Q (7869.266145 sec): 3 clusters Score: Raw -3042808.467752 + Penalty 2006.231769 = -3040802.235984 nChanged 460 SP:Iteration 10Q (7869.354088 sec): 3 clusters Score: Raw -3043225.060188 + Penalty 2006.231769 = -3041218.828419 nChanged 183 SP:Iteration 11Q (7869.443096 sec): 3 clusters Score: Raw -3043407.701157 + Penalty 2006.231769 = -3041401.469388 nChanged 113 SP:Iteration 12Q (7869.533652 sec): 3 clusters Score: Raw -3043524.964733 + Penalty 2006.231769 = -3041518.732964 nChanged 82 SP:Iteration 13Q (7869.612152 sec): 3 clusters Score: Raw -3043610.600214 + Penalty 2006.231769 = -3041604.368445 nChanged 63 SP:Iteration 14Q (7869.695758 sec): 3 clusters Score: Raw -3043677.989624 + Penalty 2006.231769 = -3041671.757855 nChanged 43 SP:Iteration 15Q (7869.790936 sec): 3 clusters Score: Raw -3043727.798029 + Penalty 2006.231769 = -3041721.566260 nChanged 28 SP:Iteration 16Q (7869.880552 sec): 3 clusters Score: Raw -3043753.010707 + Penalty 2006.231769 = -3041746.778938 nChanged 30 SP:Iteration 17Q (7869.970890 sec): 3 clusters Score: Raw -3043787.510109 + Penalty 2006.231769 = -3041781.278340 nChanged 36 SP:Iteration 18Q (7870.052576 sec): 3 clusters Score: Raw -3043833.818065 + Penalty 2006.231769 = -3041827.586296 nChanged 31 SP:Iteration 19Q (7870.103640 sec): 3 clusters Score: Raw -3043859.624150 + Penalty 2006.231769 = -3041853.392381 nChanged 19 SP:Iteration 20F (7870.163828 sec): 3 clusters Score: Raw -3043878.966564 + Penalty 2006.231769 = -3041872.734796 nChanged 17 SP:Iteration 21Q (7870.219321 sec): 3 clusters Score: Raw -3043896.601976 + Penalty 2006.231769 = -3041890.370207 nChanged 20 SP:Iteration 22Q (7870.308754 sec): 3 clusters Score: Raw -3043912.997437 + Penalty 2006.231769 = -3041906.765668 nChanged 18 SP:Iteration 23Q (7870.383558 sec): 3 clusters Score: Raw -3043928.456679 + Penalty 2006.231769 = -3041922.224910 nChanged 17 SP:Iteration 24Q (7870.467716 sec): 3 clusters Score: Raw -3043946.527370 + Penalty 2006.231769 = -3041940.295602 nChanged 19 SP:Iteration 25Q (7870.557199 sec): 3 clusters Score: Raw -3043967.510401 + Penalty 2006.231769 = -3041961.278632 nChanged 20 SP:Iteration 26Q (7870.644034 sec): 3 clusters Score: Raw -3043982.890939 + Penalty 2006.231769 = -3041976.659170 nChanged 20 SP:Iteration 27Q (7870.733829 sec): 3 clusters Score: Raw -3043998.504021 + Penalty 2006.231769 = -3041992.272252 nChanged 12 SP:Iteration 28Q (7870.825419 sec): 3 clusters Score: Raw -3044008.275921 + Penalty 2006.231769 = -3042002.044152 nChanged 11 SP:Iteration 29Q (7870.915900 sec): 3 clusters Score: Raw -3044014.031428 + Penalty 2006.231769 = -3042007.799659 nChanged 8 SP:Iteration 30Q (7871.005897 sec): 3 clusters Score: Raw -3044019.181625 + Penalty 2006.231769 = -3042012.949856 nChanged 8 SP:Iteration 31Q (7871.093320 sec): 3 clusters Score: Raw -3044023.477168 + Penalty 2006.231769 = -3042017.245399 nChanged 9 SP:Iteration 32Q (7871.185371 sec): 3 clusters Score: Raw -3044027.900350 + Penalty 2006.231769 = -3042021.668581 nChanged 3 SP:Iteration 33Q (7871.266047 sec): 3 clusters Score: Raw -3044029.780792 + Penalty 2006.231769 = -3042023.549023 nChanged 1 SP:Iteration 34Q (7871.348989 sec): 3 clusters Score: Raw -3044030.028203 + Penalty 2006.231769 = -3042023.796435 nChanged 2 SP:Iteration 35Q (7871.436075 sec): 3 clusters Score: Raw -3044030.460236 + Penalty 2006.231769 = -3042024.228467 nChanged 3 SP:Iteration 36Q (7871.511635 sec): 3 clusters Score: Raw -3044031.069440 + Penalty 2006.231769 = -3042024.837671 nChanged 1 SP:Iteration 37Q (7871.608655 sec): 3 clusters Score: Raw -3044031.469426 + Penalty 2006.231769 = -3042025.237657 nChanged 1 SP:Iteration 38Q (7871.689289 sec): 3 clusters Score: Raw -3044031.658319 + Penalty 2006.231769 = -3042025.426550 nChanged 0 SP:Iteration 39F (7871.791709 sec): 3 clusters Score: Raw -3044031.658319 + Penalty 2006.231769 = -3042025.426550 nChanged 0 Trying to split cluster 28 (6470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7871.831696 sec): 2 clusters Score: Raw -494185.021084 + Penalty 833.618482 = -493351.402602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7871.877052 sec): 3 clusters Score: Raw -490523.758198 + Penalty 1667.236964 = -488856.521234 nChanged 2810 SP:Iteration 1F (7871.929808 sec): 3 clusters Score: Raw -492406.011221 + Penalty 1667.236964 = -490738.774258 nChanged 533 SP:Iteration 2F (7871.986572 sec): 3 clusters Score: Raw -492725.218225 + Penalty 1667.236964 = -491057.981261 nChanged 448 SP:Iteration 3F (7872.052603 sec): 3 clusters Score: Raw -492994.218078 + Penalty 1667.236964 = -491326.981115 nChanged 395 SP:Iteration 4F (7872.103467 sec): 3 clusters Score: Raw -493252.836257 + Penalty 1667.236964 = -491585.599294 nChanged 336 SP:Iteration 5F (7872.152602 sec): 3 clusters Score: Raw -493470.263162 + Penalty 1667.236964 = -491803.026198 nChanged 292 SP:Iteration 6Q (7872.209815 sec): 3 clusters Score: Raw -493663.322594 + Penalty 1667.236964 = -491996.085630 nChanged 253 SP:Iteration 7Q (7872.244662 sec): 3 clusters Score: Raw -493849.877896 + Penalty 1667.236964 = -492182.640932 nChanged 229 SP:Iteration 8Q (7872.298475 sec): 3 clusters Score: Raw -493996.042302 + Penalty 1667.236964 = -492328.805339 nChanged 159 SP:Iteration 9Q (7872.353311 sec): 3 clusters Score: Raw -494102.688839 + Penalty 1667.236964 = -492435.451875 nChanged 119 SP:Iteration 10Q (7872.410388 sec): 3 clusters Score: Raw -494162.384725 + Penalty 1667.236964 = -492495.147762 nChanged 99 SP:Iteration 11Q (7872.465211 sec): 3 clusters Score: Raw -494210.387600 + Penalty 1667.236964 = -492543.150637 nChanged 87 SP:Iteration 12Q (7872.512405 sec): 3 clusters Score: Raw -494249.570703 + Penalty 1667.236964 = -492582.333739 nChanged 61 SP:Iteration 13Q (7872.567451 sec): 3 clusters Score: Raw -494272.880174 + Penalty 1667.236964 = -492605.643211 nChanged 61 SP:Iteration 14Q (7872.613448 sec): 3 clusters Score: Raw -494296.731071 + Penalty 1667.236964 = -492629.494108 nChanged 48 SP:Iteration 15Q (7872.672572 sec): 3 clusters Score: Raw -494316.713556 + Penalty 1667.236964 = -492649.476592 nChanged 50 SP:Iteration 16Q (7872.716055 sec): 3 clusters Score: Raw -494336.583398 + Penalty 1667.236964 = -492669.346434 nChanged 49 SP:Iteration 17Q (7872.765988 sec): 3 clusters Score: Raw -494357.685841 + Penalty 1667.236964 = -492690.448877 nChanged 45 SP:Iteration 18Q (7872.827582 sec): 3 clusters Score: Raw -494372.496609 + Penalty 1667.236964 = -492705.259646 nChanged 35 SP:Iteration 19Q (7872.864335 sec): 3 clusters Score: Raw -494384.289833 + Penalty 1667.236964 = -492717.052869 nChanged 35 SP:Iteration 20F (7872.921430 sec): 3 clusters Score: Raw -494395.512275 + Penalty 1667.236964 = -492728.275312 nChanged 30 SP:Iteration 21Q (7872.957223 sec): 3 clusters Score: Raw -494406.629025 + Penalty 1667.236964 = -492739.392062 nChanged 36 SP:Iteration 22Q (7873.004518 sec): 3 clusters Score: Raw -494423.084144 + Penalty 1667.236964 = -492755.847181 nChanged 41 SP:Iteration 23Q (7873.059926 sec): 3 clusters Score: Raw -494441.733890 + Penalty 1667.236964 = -492774.496926 nChanged 37 SP:Iteration 24Q (7873.115610 sec): 3 clusters Score: Raw -494457.711036 + Penalty 1667.236964 = -492790.474073 nChanged 34 SP:Iteration 25Q (7873.171923 sec): 3 clusters Score: Raw -494473.493413 + Penalty 1667.236964 = -492806.256449 nChanged 35 SP:Iteration 26Q (7873.227497 sec): 3 clusters Score: Raw -494490.543800 + Penalty 1667.236964 = -492823.306836 nChanged 35 SP:Iteration 27Q (7873.283430 sec): 3 clusters Score: Raw -494505.106327 + Penalty 1667.236964 = -492837.869363 nChanged 40 SP:Iteration 28Q (7873.334259 sec): 3 clusters Score: Raw -494523.824813 + Penalty 1667.236964 = -492856.587849 nChanged 31 SP:Iteration 29Q (7873.383232 sec): 3 clusters Score: Raw -494533.923343 + Penalty 1667.236964 = -492866.686379 nChanged 24 SP:Iteration 30Q (7873.438622 sec): 3 clusters Score: Raw -494541.317212 + Penalty 1667.236964 = -492874.080249 nChanged 27 SP:Iteration 31Q (7873.491853 sec): 3 clusters Score: Raw -494551.045808 + Penalty 1667.236964 = -492883.808844 nChanged 26 SP:Iteration 32Q (7873.545553 sec): 3 clusters Score: Raw -494558.700053 + Penalty 1667.236964 = -492891.463089 nChanged 26 SP:Iteration 33Q (7873.600875 sec): 3 clusters Score: Raw -494565.165761 + Penalty 1667.236964 = -492897.928797 nChanged 20 SP:Iteration 34Q (7873.663839 sec): 3 clusters Score: Raw -494570.933718 + Penalty 1667.236964 = -492903.696754 nChanged 22 SP:Iteration 35Q (7873.708556 sec): 3 clusters Score: Raw -494576.947849 + Penalty 1667.236964 = -492909.710886 nChanged 12 SP:Iteration 36Q (7873.764266 sec): 3 clusters Score: Raw -494580.683087 + Penalty 1667.236964 = -492913.446124 nChanged 13 SP:Iteration 37Q (7873.820471 sec): 3 clusters Score: Raw -494583.696418 + Penalty 1667.236964 = -492916.459454 nChanged 10 SP:Iteration 38Q (7873.869119 sec): 3 clusters Score: Raw -494585.860901 + Penalty 1667.236964 = -492918.623938 nChanged 2 SP:Iteration 39Q (7873.925631 sec): 3 clusters Score: Raw -494585.995596 + Penalty 1667.236964 = -492918.758633 nChanged 2 SP:Iteration 40F (7873.981759 sec): 3 clusters Score: Raw -494586.378271 + Penalty 1667.236964 = -492919.141307 nChanged 2 SP:Iteration 41Q (7874.028113 sec): 3 clusters Score: Raw -494586.573549 + Penalty 1667.236964 = -492919.336585 nChanged 0 SP:Iteration 42F (7874.083713 sec): 3 clusters Score: Raw -494586.573549 + Penalty 1667.236964 = -492919.336585 nChanged 0 Trying to split cluster 29 (11399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7874.120423 sec): 2 clusters Score: Raw -899592.135961 + Penalty 887.421687 = -898704.714274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7874.190097 sec): 3 clusters Score: Raw -892782.521415 + Penalty 1774.843373 = -891007.678042 nChanged 5174 SP:Iteration 1F (7874.255806 sec): 3 clusters Score: Raw -895861.132298 + Penalty 1774.843373 = -894086.288925 nChanged 727 SP:Iteration 2F (7874.316886 sec): 3 clusters Score: Raw -896294.422793 + Penalty 1774.843373 = -894519.579420 nChanged 725 SP:Iteration 3F (7874.379512 sec): 3 clusters Score: Raw -896790.131368 + Penalty 1774.843373 = -895015.287995 nChanged 761 SP:Iteration 4F (7874.442339 sec): 3 clusters Score: Raw -897337.129449 + Penalty 1774.843373 = -895562.286076 nChanged 731 SP:Iteration 5F (7874.503886 sec): 3 clusters Score: Raw -897812.793825 + Penalty 1774.843373 = -896037.950452 nChanged 648 SP:Iteration 6F (7874.567134 sec): 3 clusters Score: Raw -898214.687162 + Penalty 1774.843373 = -896439.843789 nChanged 519 SP:Iteration 7Q (7874.630419 sec): 3 clusters Score: Raw -898496.128134 + Penalty 1774.843373 = -896721.284761 nChanged 372 SP:Iteration 8Q (7874.693796 sec): 3 clusters Score: Raw -898700.030966 + Penalty 1774.843373 = -896925.187593 nChanged 328 SP:Iteration 9Q (7874.752576 sec): 3 clusters Score: Raw -898871.373682 + Penalty 1774.843373 = -897096.530308 nChanged 297 SP:Iteration 10Q (7874.815022 sec): 3 clusters Score: Raw -899027.613999 + Penalty 1774.843373 = -897252.770626 nChanged 255 SP:Iteration 11Q (7874.875612 sec): 3 clusters Score: Raw -899151.910905 + Penalty 1774.843373 = -897377.067532 nChanged 257 SP:Iteration 12Q (7874.937860 sec): 3 clusters Score: Raw -899286.593898 + Penalty 1774.843373 = -897511.750525 nChanged 267 SP:Iteration 13Q (7875.010894 sec): 3 clusters Score: Raw -899442.766077 + Penalty 1774.843373 = -897667.922704 nChanged 228 SP:Iteration 14Q (7875.069211 sec): 3 clusters Score: Raw -899587.518586 + Penalty 1774.843373 = -897812.675213 nChanged 198 SP:Iteration 15Q (7875.110405 sec): 3 clusters Score: Raw -899715.644166 + Penalty 1774.843373 = -897940.800792 nChanged 155 SP:Iteration 16Q (7875.171800 sec): 3 clusters Score: Raw -899818.161712 + Penalty 1774.843373 = -898043.318338 nChanged 151 SP:Iteration 17Q (7875.233195 sec): 3 clusters Score: Raw -899921.589269 + Penalty 1774.843373 = -898146.745896 nChanged 123 SP:Iteration 18Q (7875.294686 sec): 3 clusters Score: Raw -899992.773936 + Penalty 1774.843373 = -898217.930563 nChanged 92 SP:Iteration 19Q (7875.348261 sec): 3 clusters Score: Raw -900035.736214 + Penalty 1774.843373 = -898260.892841 nChanged 71 SP:Iteration 20F (7875.409588 sec): 3 clusters Score: Raw -900065.577591 + Penalty 1774.843373 = -898290.734218 nChanged 54 SP:Iteration 21Q (7875.471050 sec): 3 clusters Score: Raw -900085.811354 + Penalty 1774.843373 = -898310.967981 nChanged 40 SP:Iteration 22Q (7875.532021 sec): 3 clusters Score: Raw -900097.016280 + Penalty 1774.843373 = -898322.172907 nChanged 29 SP:Iteration 23Q (7875.603708 sec): 3 clusters Score: Raw -900106.728347 + Penalty 1774.843373 = -898331.884974 nChanged 17 SP:Iteration 24Q (7875.652283 sec): 3 clusters Score: Raw -900111.152691 + Penalty 1774.843373 = -898336.309318 nChanged 15 SP:Iteration 25Q (7875.713478 sec): 3 clusters Score: Raw -900114.416108 + Penalty 1774.843373 = -898339.572735 nChanged 13 SP:Iteration 26Q (7875.774604 sec): 3 clusters Score: Raw -900117.024812 + Penalty 1774.843373 = -898342.181439 nChanged 10 SP:Iteration 27Q (7875.835209 sec): 3 clusters Score: Raw -900119.170339 + Penalty 1774.843373 = -898344.326965 nChanged 9 SP:Iteration 28Q (7875.893141 sec): 3 clusters Score: Raw -900120.459501 + Penalty 1774.843373 = -898345.616127 nChanged 5 SP:Iteration 29Q (7875.964617 sec): 3 clusters Score: Raw -900120.785247 + Penalty 1774.843373 = -898345.941874 nChanged 2 SP:Iteration 30Q (7876.012440 sec): 3 clusters Score: Raw -900121.074997 + Penalty 1774.843373 = -898346.231623 nChanged 2 SP:Iteration 31Q (7876.073558 sec): 3 clusters Score: Raw -900121.148234 + Penalty 1774.843373 = -898346.304861 nChanged 0 SP:Iteration 32F (7876.136514 sec): 3 clusters Score: Raw -900121.148234 + Penalty 1774.843373 = -898346.304861 nChanged 0 Trying to split cluster 30 (3043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7876.160641 sec): 2 clusters Score: Raw -264126.970563 + Penalty 761.956919 = -263365.013643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7876.205193 sec): 3 clusters Score: Raw -262551.286395 + Penalty 1523.913838 = -261027.372556 nChanged 1224 SP:Iteration 1F (7876.251022 sec): 3 clusters Score: Raw -263193.578261 + Penalty 1523.913838 = -261669.664423 nChanged 205 SP:Iteration 2F (7876.304355 sec): 3 clusters Score: Raw -263283.126419 + Penalty 1523.913838 = -261759.212581 nChanged 141 SP:Iteration 3Q (7876.356902 sec): 3 clusters Score: Raw -263339.407436 + Penalty 1523.913838 = -261815.493597 nChanged 101 SP:Iteration 4Q (7876.397589 sec): 3 clusters Score: Raw -263381.761578 + Penalty 1523.913838 = -261857.847739 nChanged 88 SP:Iteration 5Q (7876.449497 sec): 3 clusters Score: Raw -263422.216789 + Penalty 1523.913838 = -261898.302951 nChanged 91 SP:Iteration 6Q (7876.494781 sec): 3 clusters Score: Raw -263464.148674 + Penalty 1523.913838 = -261940.234835 nChanged 84 SP:Iteration 7Q (7876.550585 sec): 3 clusters Score: Raw -263506.892052 + Penalty 1523.913838 = -261982.978213 nChanged 86 SP:Iteration 8Q (7876.591301 sec): 3 clusters Score: Raw -263557.017169 + Penalty 1523.913838 = -262033.103331 nChanged 103 SP:Iteration 9Q (7876.641577 sec): 3 clusters Score: Raw -263623.894147 + Penalty 1523.913838 = -262099.980308 nChanged 115 SP:Iteration 10Q (7876.690111 sec): 3 clusters Score: Raw -263698.729464 + Penalty 1523.913838 = -262174.815626 nChanged 110 SP:Iteration 11Q (7876.742320 sec): 3 clusters Score: Raw -263786.348646 + Penalty 1523.913838 = -262262.434807 nChanged 130 SP:Iteration 12Q (7876.793154 sec): 3 clusters Score: Raw -263902.653540 + Penalty 1523.913838 = -262378.739701 nChanged 122 SP:Iteration 13Q (7876.838844 sec): 3 clusters Score: Raw -264005.948275 + Penalty 1523.913838 = -262482.034436 nChanged 84 SP:Iteration 14Q (7876.888261 sec): 3 clusters Score: Raw -264066.009613 + Penalty 1523.913838 = -262542.095774 nChanged 78 SP:Iteration 15Q (7876.942596 sec): 3 clusters Score: Raw -264119.776583 + Penalty 1523.913838 = -262595.862745 nChanged 65 SP:Iteration 16Q (7876.986124 sec): 3 clusters Score: Raw -264166.825224 + Penalty 1523.913838 = -262642.911385 nChanged 49 SP:Iteration 17Q (7877.038559 sec): 3 clusters Score: Raw -264198.634816 + Penalty 1523.913838 = -262674.720977 nChanged 37 SP:Iteration 18Q (7877.087939 sec): 3 clusters Score: Raw -264218.834926 + Penalty 1523.913838 = -262694.921088 nChanged 31 SP:Iteration 19Q (7877.135587 sec): 3 clusters Score: Raw -264231.594890 + Penalty 1523.913838 = -262707.681052 nChanged 24 SP:Iteration 20F (7877.177865 sec): 3 clusters Score: Raw -264244.285057 + Penalty 1523.913838 = -262720.371219 nChanged 25 SP:Iteration 21Q (7877.217496 sec): 3 clusters Score: Raw -264258.667321 + Penalty 1523.913838 = -262734.753482 nChanged 21 SP:Iteration 22Q (7877.277330 sec): 3 clusters Score: Raw -264270.025455 + Penalty 1523.913838 = -262746.111616 nChanged 19 SP:Iteration 23Q (7877.328598 sec): 3 clusters Score: Raw -264281.499912 + Penalty 1523.913838 = -262757.586073 nChanged 23 SP:Iteration 24Q (7877.376822 sec): 3 clusters Score: Raw -264292.375330 + Penalty 1523.913838 = -262768.461492 nChanged 15 SP:Iteration 25Q (7877.428741 sec): 3 clusters Score: Raw -264300.581761 + Penalty 1523.913838 = -262776.667923 nChanged 21 SP:Iteration 26Q (7877.471633 sec): 3 clusters Score: Raw -264313.550389 + Penalty 1523.913838 = -262789.636551 nChanged 15 SP:Iteration 27Q (7877.516637 sec): 3 clusters Score: Raw -264320.829256 + Penalty 1523.913838 = -262796.915417 nChanged 13 SP:Iteration 28Q (7877.570219 sec): 3 clusters Score: Raw -264329.587947 + Penalty 1523.913838 = -262805.674109 nChanged 16 SP:Iteration 29Q (7877.619662 sec): 3 clusters Score: Raw -264343.029525 + Penalty 1523.913838 = -262819.115687 nChanged 25 SP:Iteration 30Q (7877.665532 sec): 3 clusters Score: Raw -264366.862684 + Penalty 1523.913838 = -262842.948845 nChanged 19 SP:Iteration 31Q (7877.716343 sec): 3 clusters Score: Raw -264376.726289 + Penalty 1523.913838 = -262852.812450 nChanged 20 SP:Iteration 32Q (7877.768476 sec): 3 clusters Score: Raw -264388.993404 + Penalty 1523.913838 = -262865.079566 nChanged 14 SP:Iteration 33Q (7877.813388 sec): 3 clusters Score: Raw -264399.069650 + Penalty 1523.913838 = -262875.155812 nChanged 16 SP:Iteration 34Q (7877.861628 sec): 3 clusters Score: Raw -264410.797030 + Penalty 1523.913838 = -262886.883191 nChanged 23 SP:Iteration 35Q (7877.899189 sec): 3 clusters Score: Raw -264430.805449 + Penalty 1523.913838 = -262906.891610 nChanged 33 SP:Iteration 36Q (7877.952107 sec): 3 clusters Score: Raw -264452.218261 + Penalty 1523.913838 = -262928.304422 nChanged 25 SP:Iteration 37Q (7877.996688 sec): 3 clusters Score: Raw -264466.732250 + Penalty 1523.913838 = -262942.818412 nChanged 26 SP:Iteration 38Q (7878.046820 sec): 3 clusters Score: Raw -264484.732206 + Penalty 1523.913838 = -262960.818368 nChanged 25 SP:Iteration 39Q (7878.092562 sec): 3 clusters Score: Raw -264498.691668 + Penalty 1523.913838 = -262974.777830 nChanged 20 SP:Iteration 40F (7878.130798 sec): 3 clusters Score: Raw -264508.086334 + Penalty 1523.913838 = -262984.172495 nChanged 16 SP:Iteration 41Q (7878.177687 sec): 3 clusters Score: Raw -264512.935090 + Penalty 1523.913838 = -262989.021252 nChanged 7 SP:Iteration 42Q (7878.225115 sec): 3 clusters Score: Raw -264515.278963 + Penalty 1523.913838 = -262991.365125 nChanged 2 SP:Iteration 43Q (7878.262753 sec): 3 clusters Score: Raw -264515.914112 + Penalty 1523.913838 = -262992.000273 nChanged 3 SP:Iteration 44Q (7878.314600 sec): 3 clusters Score: Raw -264516.801533 + Penalty 1523.913838 = -262992.887694 nChanged 1 SP:Iteration 45Q (7878.366131 sec): 3 clusters Score: Raw -264517.041888 + Penalty 1523.913838 = -262993.128050 nChanged 0 SP:Iteration 46F (7878.409845 sec): 3 clusters Score: Raw -264517.041888 + Penalty 1523.913838 = -262993.128050 nChanged 0 Trying to split cluster 31 (1962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7878.427962 sec): 2 clusters Score: Raw -178716.084390 + Penalty 720.263366 = -177995.821024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7878.471666 sec): 3 clusters Score: Raw -177752.557846 + Penalty 1440.526732 = -176312.031115 nChanged 769 SP:Iteration 1F (7878.515372 sec): 3 clusters Score: Raw -178269.785923 + Penalty 1440.526732 = -176829.259191 nChanged 161 SP:Iteration 2F (7878.559522 sec): 3 clusters Score: Raw -178387.322134 + Penalty 1440.526732 = -176946.795402 nChanged 104 SP:Iteration 3F (7878.597128 sec): 3 clusters Score: Raw -178447.806941 + Penalty 1440.526732 = -177007.280210 nChanged 70 SP:Iteration 4Q (7878.644081 sec): 3 clusters Score: Raw -178487.900950 + Penalty 1440.526732 = -177047.374218 nChanged 53 SP:Iteration 5Q (7878.690835 sec): 3 clusters Score: Raw -178519.583894 + Penalty 1440.526732 = -177079.057163 nChanged 46 SP:Iteration 6Q (7878.740651 sec): 3 clusters Score: Raw -178546.527638 + Penalty 1440.526732 = -177106.000906 nChanged 60 SP:Iteration 7Q (7878.771048 sec): 3 clusters Score: Raw -178582.361411 + Penalty 1440.526732 = -177141.834679 nChanged 54 SP:Iteration 8Q (7878.818144 sec): 3 clusters Score: Raw -178617.147881 + Penalty 1440.526732 = -177176.621149 nChanged 45 SP:Iteration 9Q (7878.866714 sec): 3 clusters Score: Raw -178638.970499 + Penalty 1440.526732 = -177198.443768 nChanged 36 SP:Iteration 10Q (7878.912738 sec): 3 clusters Score: Raw -178661.663029 + Penalty 1440.526732 = -177221.136297 nChanged 29 SP:Iteration 11Q (7878.962770 sec): 3 clusters Score: Raw -178676.546308 + Penalty 1440.526732 = -177236.019577 nChanged 19 SP:Iteration 12Q (7879.010154 sec): 3 clusters Score: Raw -178684.180202 + Penalty 1440.526732 = -177243.653470 nChanged 16 SP:Iteration 13Q (7879.051669 sec): 3 clusters Score: Raw -178693.112384 + Penalty 1440.526732 = -177252.585652 nChanged 23 SP:Iteration 14Q (7879.094236 sec): 3 clusters Score: Raw -178704.795712 + Penalty 1440.526732 = -177264.268981 nChanged 13 SP:Iteration 15Q (7879.142415 sec): 3 clusters Score: Raw -178710.546341 + Penalty 1440.526732 = -177270.019609 nChanged 11 SP:Iteration 16Q (7879.189732 sec): 3 clusters Score: Raw -178714.431601 + Penalty 1440.526732 = -177273.904870 nChanged 5 SP:Iteration 17Q (7879.245520 sec): 3 clusters Score: Raw -178717.673492 + Penalty 1440.526732 = -177277.146760 nChanged 4 SP:Iteration 18Q (7879.281168 sec): 3 clusters Score: Raw -178720.093454 + Penalty 1440.526732 = -177279.566723 nChanged 7 SP:Iteration 19Q (7879.334602 sec): 3 clusters Score: Raw -178725.011355 + Penalty 1440.526732 = -177284.484623 nChanged 9 SP:Iteration 20F (7879.378759 sec): 3 clusters Score: Raw -178730.104637 + Penalty 1440.526732 = -177289.577905 nChanged 7 SP:Iteration 21Q (7879.430761 sec): 3 clusters Score: Raw -178733.078556 + Penalty 1440.526732 = -177292.551824 nChanged 9 SP:Iteration 22Q (7879.469838 sec): 3 clusters Score: Raw -178738.899055 + Penalty 1440.526732 = -177298.372324 nChanged 9 SP:Iteration 23Q (7879.526760 sec): 3 clusters Score: Raw -178742.591403 + Penalty 1440.526732 = -177302.064671 nChanged 6 SP:Iteration 24Q (7879.568507 sec): 3 clusters Score: Raw -178745.302089 + Penalty 1440.526732 = -177304.775357 nChanged 8 SP:Iteration 25Q (7879.618387 sec): 3 clusters Score: Raw -178749.793606 + Penalty 1440.526732 = -177309.266874 nChanged 10 SP:Iteration 26Q (7879.665518 sec): 3 clusters Score: Raw -178755.566951 + Penalty 1440.526732 = -177315.040219 nChanged 14 SP:Iteration 27Q (7879.720559 sec): 3 clusters Score: Raw -178765.435845 + Penalty 1440.526732 = -177324.909113 nChanged 11 SP:Iteration 28Q (7879.771064 sec): 3 clusters Score: Raw -178773.786270 + Penalty 1440.526732 = -177333.259538 nChanged 13 SP:Iteration 29Q (7879.816814 sec): 3 clusters Score: Raw -178780.737198 + Penalty 1440.526732 = -177340.210467 nChanged 6 SP:Iteration 30Q (7879.866620 sec): 3 clusters Score: Raw -178782.823913 + Penalty 1440.526732 = -177342.297181 nChanged 6 SP:Iteration 31Q (7879.900817 sec): 3 clusters Score: Raw -178784.894942 + Penalty 1440.526732 = -177344.368211 nChanged 3 SP:Iteration 32Q (7879.950433 sec): 3 clusters Score: Raw -178786.369245 + Penalty 1440.526732 = -177345.842514 nChanged 2 SP:Iteration 33Q (7879.995879 sec): 3 clusters Score: Raw -178787.062580 + Penalty 1440.526732 = -177346.535848 nChanged 3 SP:Iteration 34Q (7880.043728 sec): 3 clusters Score: Raw -178787.656469 + Penalty 1440.526732 = -177347.129737 nChanged 0 SP:Iteration 35F (7880.090000 sec): 3 clusters Score: Raw -178787.656469 + Penalty 1440.526732 = -177347.129737 nChanged 0 Trying to split cluster 32 (175414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7880.309216 sec): 2 clusters Score: Raw -15068297.551273 + Penalty 1147.115896 = -15067150.435377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7880.591648 sec): 3 clusters Score: Raw -14950978.838444 + Penalty 2294.231793 = -14948684.606651 nChanged 85455 SP:Iteration 1F (7880.844004 sec): 3 clusters Score: Raw -15002573.823732 + Penalty 2294.231793 = -15000279.591939 nChanged 6186 SP:Iteration 2Q (7881.131543 sec): 3 clusters Score: Raw -15004471.690234 + Penalty 2294.231793 = -15002177.458441 nChanged 7087 SP:Iteration 3Q (7881.416102 sec): 3 clusters Score: Raw -15007175.847825 + Penalty 2294.231793 = -15004881.616032 nChanged 8146 SP:Iteration 4Q (7881.694955 sec): 3 clusters Score: Raw -15011104.465875 + Penalty 2294.231793 = -15008810.234082 nChanged 9532 SP:Iteration 5F (7881.949746 sec): 3 clusters Score: Raw -15016972.653305 + Penalty 2294.231793 = -15014678.421512 nChanged 10759 SP:Iteration 6F (7882.203719 sec): 3 clusters Score: Raw -15025007.003404 + Penalty 2294.231793 = -15022712.771611 nChanged 10929 SP:Iteration 7F (7882.459308 sec): 3 clusters Score: Raw -15033765.215504 + Penalty 2294.231793 = -15031470.983711 nChanged 9735 SP:Iteration 8F (7882.727605 sec): 3 clusters Score: Raw -15040870.307027 + Penalty 2294.231793 = -15038576.075234 nChanged 7493 SP:Iteration 9Q (7883.005837 sec): 3 clusters Score: Raw -15045189.083040 + Penalty 2294.231793 = -15042894.851247 nChanged 5605 SP:Iteration 10Q (7883.282702 sec): 3 clusters Score: Raw -15047899.091098 + Penalty 2294.231793 = -15045604.859305 nChanged 4506 SP:Iteration 11Q (7883.557118 sec): 3 clusters Score: Raw -15049924.454303 + Penalty 2294.231793 = -15047630.222510 nChanged 3945 SP:Iteration 12Q (7883.813097 sec): 3 clusters Score: Raw -15051758.146776 + Penalty 2294.231793 = -15049463.914983 nChanged 3788 SP:Iteration 13Q (7884.074616 sec): 3 clusters Score: Raw -15053556.180445 + Penalty 2294.231793 = -15051261.948652 nChanged 3682 SP:Iteration 14Q (7884.341007 sec): 3 clusters Score: Raw -15055396.396474 + Penalty 2294.231793 = -15053102.164681 nChanged 3598 SP:Iteration 15Q (7884.591606 sec): 3 clusters Score: Raw -15057336.036795 + Penalty 2294.231793 = -15055041.805002 nChanged 3409 SP:Iteration 16Q (7884.843646 sec): 3 clusters Score: Raw -15059244.182188 + Penalty 2294.231793 = -15056949.950395 nChanged 3076 SP:Iteration 17Q (7885.102774 sec): 3 clusters Score: Raw -15061015.114889 + Penalty 2294.231793 = -15058720.883096 nChanged 2787 SP:Iteration 18Q (7885.363553 sec): 3 clusters Score: Raw -15062679.955154 + Penalty 2294.231793 = -15060385.723361 nChanged 2446 SP:Iteration 19Q (7885.607029 sec): 3 clusters Score: Raw -15064199.016829 + Penalty 2294.231793 = -15061904.785036 nChanged 1968 SP:Iteration 20F (7885.876610 sec): 3 clusters Score: Raw -15065413.637906 + Penalty 2294.231793 = -15063119.406113 nChanged 1576 SP:Iteration 21Q (7886.130251 sec): 3 clusters Score: Raw -15066356.879546 + Penalty 2294.231793 = -15064062.647753 nChanged 1342 SP:Iteration 22Q (7886.367374 sec): 3 clusters Score: Raw -15067139.750036 + Penalty 2294.231793 = -15064845.518243 nChanged 1011 SP:Iteration 23Q (7886.598303 sec): 3 clusters Score: Raw -15067719.832854 + Penalty 2294.231793 = -15065425.601061 nChanged 718 SP:Iteration 24Q (7886.814673 sec): 3 clusters Score: Raw -15068102.555466 + Penalty 2294.231793 = -15065808.323674 nChanged 513 SP:Iteration 25Q (7887.040023 sec): 3 clusters Score: Raw -15068353.802304 + Penalty 2294.231793 = -15066059.570511 nChanged 375 SP:Iteration 26Q (7887.265415 sec): 3 clusters Score: Raw -15068529.795553 + Penalty 2294.231793 = -15066235.563760 nChanged 276 SP:Iteration 27Q (7887.468984 sec): 3 clusters Score: Raw -15068648.988097 + Penalty 2294.231793 = -15066354.756304 nChanged 235 SP:Iteration 28Q (7887.691895 sec): 3 clusters Score: Raw -15068741.274984 + Penalty 2294.231793 = -15066447.043191 nChanged 188 SP:Iteration 29Q (7887.914416 sec): 3 clusters Score: Raw -15068801.707361 + Penalty 2294.231793 = -15066507.475568 nChanged 151 SP:Iteration 30Q (7888.134005 sec): 3 clusters Score: Raw -15068843.479236 + Penalty 2294.231793 = -15066549.247443 nChanged 110 SP:Iteration 31Q (7888.358466 sec): 3 clusters Score: Raw -15068869.764683 + Penalty 2294.231793 = -15066575.532891 nChanged 77 SP:Iteration 32Q (7888.597310 sec): 3 clusters Score: Raw -15068889.455604 + Penalty 2294.231793 = -15066595.223811 nChanged 88 SP:Iteration 33Q (7888.824438 sec): 3 clusters Score: Raw -15068908.681820 + Penalty 2294.231793 = -15066614.450027 nChanged 62 SP:Iteration 34Q (7889.051200 sec): 3 clusters Score: Raw -15068919.736417 + Penalty 2294.231793 = -15066625.504624 nChanged 51 SP:Iteration 35Q (7889.294127 sec): 3 clusters Score: Raw -15068929.271741 + Penalty 2294.231793 = -15066635.039948 nChanged 45 SP:Iteration 36Q (7889.530898 sec): 3 clusters Score: Raw -15068937.815896 + Penalty 2294.231793 = -15066643.584103 nChanged 37 SP:Iteration 37Q (7889.761926 sec): 3 clusters Score: Raw -15068943.716618 + Penalty 2294.231793 = -15066649.484825 nChanged 26 SP:Iteration 38Q (7889.990035 sec): 3 clusters Score: Raw -15068949.017642 + Penalty 2294.231793 = -15066654.785849 nChanged 26 SP:Iteration 39Q (7890.228196 sec): 3 clusters Score: Raw -15068952.368251 + Penalty 2294.231793 = -15066658.136459 nChanged 21 SP:Iteration 40F (7890.500542 sec): 3 clusters Score: Raw -15068957.228480 + Penalty 2294.231793 = -15066662.996688 nChanged 19 SP:Iteration 41Q (7890.743287 sec): 3 clusters Score: Raw -15068959.675630 + Penalty 2294.231793 = -15066665.443837 nChanged 12 SP:Iteration 42Q (7890.974723 sec): 3 clusters Score: Raw -15068961.548140 + Penalty 2294.231793 = -15066667.316347 nChanged 14 SP:Iteration 43Q (7891.190867 sec): 3 clusters Score: Raw -15068963.351407 + Penalty 2294.231793 = -15066669.119614 nChanged 10 SP:Iteration 44Q (7891.429269 sec): 3 clusters Score: Raw -15068964.666004 + Penalty 2294.231793 = -15066670.434211 nChanged 9 SP:Iteration 45Q (7891.657120 sec): 3 clusters Score: Raw -15068965.689287 + Penalty 2294.231793 = -15066671.457494 nChanged 6 SP:Iteration 46Q (7891.890797 sec): 3 clusters Score: Raw -15068966.257623 + Penalty 2294.231793 = -15066672.025831 nChanged 7 SP:Iteration 47Q (7892.135216 sec): 3 clusters Score: Raw -15068967.045646 + Penalty 2294.231793 = -15066672.813853 nChanged 8 SP:Iteration 48Q (7892.377264 sec): 3 clusters Score: Raw -15068968.398575 + Penalty 2294.231793 = -15066674.166782 nChanged 7 SP:Iteration 49Q (7892.599307 sec): 3 clusters Score: Raw -15068969.277961 + Penalty 2294.231793 = -15066675.046168 nChanged 11 SP:Iteration 50Q (7892.827131 sec): 3 clusters Score: Raw -15068970.968467 + Penalty 2294.231793 = -15066676.736674 nChanged 9 SP:Iteration 51Q (7893.051289 sec): 3 clusters Score: Raw -15068972.558975 + Penalty 2294.231793 = -15066678.327182 nChanged 12 SP:Iteration 52Q (7893.271575 sec): 3 clusters Score: Raw -15068973.620280 + Penalty 2294.231793 = -15066679.388487 nChanged 6 SP:Iteration 53Q (7893.474714 sec): 3 clusters Score: Raw -15068974.216817 + Penalty 2294.231793 = -15066679.985025 nChanged 5 SP:Iteration 54Q (7893.696438 sec): 3 clusters Score: Raw -15068975.051954 + Penalty 2294.231793 = -15066680.820161 nChanged 7 SP:Iteration 55Q (7893.908289 sec): 3 clusters Score: Raw -15068976.152171 + Penalty 2294.231793 = -15066681.920379 nChanged 9 SP:Iteration 56Q (7894.156826 sec): 3 clusters Score: Raw -15068976.910389 + Penalty 2294.231793 = -15066682.678596 nChanged 4 SP:Iteration 57Q (7894.399923 sec): 3 clusters Score: Raw -15068977.342190 + Penalty 2294.231793 = -15066683.110397 nChanged 4 SP:Iteration 58Q (7894.634878 sec): 3 clusters Score: Raw -15068977.796114 + Penalty 2294.231793 = -15066683.564321 nChanged 9 SP:Iteration 59Q (7894.873219 sec): 3 clusters Score: Raw -15068978.850292 + Penalty 2294.231793 = -15066684.618499 nChanged 5 SP:Iteration 60F (7895.128761 sec): 3 clusters Score: Raw -15068979.173368 + Penalty 2294.231793 = -15066684.941575 nChanged 5 SP:Iteration 61Q (7895.355854 sec): 3 clusters Score: Raw -15068979.473437 + Penalty 2294.231793 = -15066685.241644 nChanged 2 SP:Iteration 62Q (7895.573366 sec): 3 clusters Score: Raw -15068979.632044 + Penalty 2294.231793 = -15066685.400251 nChanged 3 SP:Iteration 63Q (7895.802305 sec): 3 clusters Score: Raw -15068979.938226 + Penalty 2294.231793 = -15066685.706433 nChanged 3 SP:Iteration 64Q (7896.020773 sec): 3 clusters Score: Raw -15068980.274986 + Penalty 2294.231793 = -15066686.043193 nChanged 7 SP:Iteration 65Q (7896.263321 sec): 3 clusters Score: Raw -15068981.405839 + Penalty 2294.231793 = -15066687.174046 nChanged 7 SP:Iteration 66Q (7896.511980 sec): 3 clusters Score: Raw -15068982.184868 + Penalty 2294.231793 = -15066687.953075 nChanged 9 SP:Iteration 67Q (7896.744030 sec): 3 clusters Score: Raw -15068983.071904 + Penalty 2294.231793 = -15066688.840111 nChanged 5 SP:Iteration 68Q (7896.985607 sec): 3 clusters Score: Raw -15068983.550520 + Penalty 2294.231793 = -15066689.318727 nChanged 7 SP:Iteration 69Q (7897.214425 sec): 3 clusters Score: Raw -15068984.001875 + Penalty 2294.231793 = -15066689.770082 nChanged 5 SP:Iteration 70Q (7897.442703 sec): 3 clusters Score: Raw -15068984.460872 + Penalty 2294.231793 = -15066690.229079 nChanged 8 SP:Iteration 71Q (7897.675724 sec): 3 clusters Score: Raw -15068985.731727 + Penalty 2294.231793 = -15066691.499934 nChanged 8 SP:Iteration 72Q (7897.907138 sec): 3 clusters Score: Raw -15068986.442930 + Penalty 2294.231793 = -15066692.211137 nChanged 3 SP:Iteration 73Q (7898.137743 sec): 3 clusters Score: Raw -15068986.784381 + Penalty 2294.231793 = -15066692.552588 nChanged 2 SP:Iteration 74Q (7898.363921 sec): 3 clusters Score: Raw -15068986.936606 + Penalty 2294.231793 = -15066692.704813 nChanged 1 SP:Iteration 75Q (7898.598586 sec): 3 clusters Score: Raw -15068987.048290 + Penalty 2294.231793 = -15066692.816497 nChanged 2 SP:Iteration 76Q (7898.820767 sec): 3 clusters Score: Raw -15068987.262021 + Penalty 2294.231793 = -15066693.030229 nChanged 2 SP:Iteration 77Q (7899.034895 sec): 3 clusters Score: Raw -15068987.509688 + Penalty 2294.231793 = -15066693.277895 nChanged 1 SP:Iteration 78Q (7899.252060 sec): 3 clusters Score: Raw -15068987.665514 + Penalty 2294.231793 = -15066693.433721 nChanged 2 SP:Iteration 79Q (7899.473698 sec): 3 clusters Score: Raw -15068987.771443 + Penalty 2294.231793 = -15066693.539650 nChanged 0 SP:Iteration 80F (7899.721507 sec): 3 clusters Score: Raw -15068987.771443 + Penalty 2294.231793 = -15066693.539650 nChanged 0 Trying to split cluster 33 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7899.760622 sec): 2 clusters Score: Raw -15657.498696 + Penalty 524.918029 = -15132.580667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7899.809282 sec): 3 clusters Score: Raw -15706.169500 + Penalty 1049.836058 = -14656.333441 nChanged 47 SP:Iteration 1F (7899.854587 sec): 3 clusters Score: Raw -15836.569027 + Penalty 1049.836058 = -14786.732968 nChanged 18 SP:Iteration 2F (7899.898728 sec): 3 clusters Score: Raw -15906.139826 + Penalty 1049.836058 = -14856.303768 nChanged 16 SP:Iteration 3F (7899.942472 sec): 3 clusters Score: Raw -15954.263122 + Penalty 1049.836058 = -14904.427064 nChanged 10 SP:Iteration 4Q (7899.988807 sec): 3 clusters Score: Raw -15977.529400 + Penalty 1049.836058 = -14927.693341 nChanged 2 SP:Iteration 5Q (7900.022503 sec): 3 clusters Score: Raw -15980.547084 + Penalty 1049.836058 = -14930.711025 nChanged 2 SP:Iteration 6Q (7900.067957 sec): 3 clusters Score: Raw -15986.459344 + Penalty 1049.836058 = -14936.623285 nChanged 2 SP:Iteration 7Q (7900.113481 sec): 3 clusters Score: Raw -15990.328236 + Penalty 1049.836058 = -14940.492178 nChanged 0 SP:Iteration 8F (7900.157315 sec): 3 clusters Score: Raw -15990.328236 + Penalty 1049.836058 = -14940.492178 nChanged 0 Trying to split cluster 34 (7744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7900.195746 sec): 2 clusters Score: Raw -638383.005200 + Penalty 850.693995 = -637532.311205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7900.245616 sec): 3 clusters Score: Raw -633873.081930 + Penalty 1701.387990 = -632171.693940 nChanged 3409 SP:Iteration 1F (7900.299850 sec): 3 clusters Score: Raw -636046.942733 + Penalty 1701.387990 = -634345.554743 nChanged 652 SP:Iteration 2F (7900.361339 sec): 3 clusters Score: Raw -636582.117873 + Penalty 1701.387990 = -634880.729884 nChanged 663 SP:Iteration 3F (7900.419213 sec): 3 clusters Score: Raw -637149.928284 + Penalty 1701.387990 = -635448.540294 nChanged 590 SP:Iteration 4F (7900.475112 sec): 3 clusters Score: Raw -637639.544244 + Penalty 1701.387990 = -635938.156255 nChanged 507 SP:Iteration 5F (7900.514811 sec): 3 clusters Score: Raw -638034.468632 + Penalty 1701.387990 = -636333.080642 nChanged 425 SP:Iteration 6F (7900.579471 sec): 3 clusters Score: Raw -638354.799850 + Penalty 1701.387990 = -636653.411861 nChanged 299 SP:Iteration 7Q (7900.638234 sec): 3 clusters Score: Raw -638539.395405 + Penalty 1701.387990 = -636838.007415 nChanged 212 SP:Iteration 8Q (7900.696208 sec): 3 clusters Score: Raw -638668.326456 + Penalty 1701.387990 = -636966.938466 nChanged 161 SP:Iteration 9Q (7900.750014 sec): 3 clusters Score: Raw -638773.427562 + Penalty 1701.387990 = -637072.039572 nChanged 122 SP:Iteration 10Q (7900.799308 sec): 3 clusters Score: Raw -638862.684108 + Penalty 1701.387990 = -637161.296119 nChanged 86 SP:Iteration 11Q (7900.856600 sec): 3 clusters Score: Raw -638903.591902 + Penalty 1701.387990 = -637202.203912 nChanged 63 SP:Iteration 12Q (7900.902360 sec): 3 clusters Score: Raw -638924.931406 + Penalty 1701.387990 = -637223.543416 nChanged 54 SP:Iteration 13Q (7900.966388 sec): 3 clusters Score: Raw -638942.944810 + Penalty 1701.387990 = -637241.556820 nChanged 59 SP:Iteration 14Q (7901.018502 sec): 3 clusters Score: Raw -638962.313764 + Penalty 1701.387990 = -637260.925775 nChanged 54 SP:Iteration 15Q (7901.077867 sec): 3 clusters Score: Raw -638985.646054 + Penalty 1701.387990 = -637284.258065 nChanged 54 SP:Iteration 16Q (7901.122056 sec): 3 clusters Score: Raw -639007.828728 + Penalty 1701.387990 = -637306.440738 nChanged 47 SP:Iteration 17Q (7901.187559 sec): 3 clusters Score: Raw -639031.680585 + Penalty 1701.387990 = -637330.292596 nChanged 47 SP:Iteration 18Q (7901.232149 sec): 3 clusters Score: Raw -639053.459994 + Penalty 1701.387990 = -637352.072004 nChanged 41 SP:Iteration 19Q (7901.290289 sec): 3 clusters Score: Raw -639069.610301 + Penalty 1701.387990 = -637368.222312 nChanged 30 SP:Iteration 20F (7901.344277 sec): 3 clusters Score: Raw -639080.375345 + Penalty 1701.387990 = -637378.987356 nChanged 25 SP:Iteration 21Q (7901.401687 sec): 3 clusters Score: Raw -639087.318738 + Penalty 1701.387990 = -637385.930749 nChanged 18 SP:Iteration 22Q (7901.459284 sec): 3 clusters Score: Raw -639090.796960 + Penalty 1701.387990 = -637389.408970 nChanged 10 SP:Iteration 23Q (7901.504217 sec): 3 clusters Score: Raw -639092.466092 + Penalty 1701.387990 = -637391.078102 nChanged 10 SP:Iteration 24Q (7901.525183 sec): 3 clusters Score: Raw -639093.951524 + Penalty 1701.387990 = -637392.563535 nChanged 9 SP:Iteration 25Q (7901.546185 sec): 3 clusters Score: Raw -639095.799772 + Penalty 1701.387990 = -637394.411782 nChanged 8 SP:Iteration 26Q (7901.567536 sec): 3 clusters Score: Raw -639097.111180 + Penalty 1701.387990 = -637395.723191 nChanged 6 SP:Iteration 27Q (7901.588673 sec): 3 clusters Score: Raw -639098.393540 + Penalty 1701.387990 = -637397.005550 nChanged 4 SP:Iteration 28Q (7901.609671 sec): 3 clusters Score: Raw -639098.958450 + Penalty 1701.387990 = -637397.570460 nChanged 4 SP:Iteration 29Q (7901.643486 sec): 3 clusters Score: Raw -639099.955682 + Penalty 1701.387990 = -637398.567692 nChanged 8 SP:Iteration 30Q (7901.664569 sec): 3 clusters Score: Raw -639102.015905 + Penalty 1701.387990 = -637400.627915 nChanged 7 SP:Iteration 31Q (7901.685789 sec): 3 clusters Score: Raw -639104.233268 + Penalty 1701.387990 = -637402.845279 nChanged 9 SP:Iteration 32Q (7901.706771 sec): 3 clusters Score: Raw -639105.635441 + Penalty 1701.387990 = -637404.247451 nChanged 3 SP:Iteration 33Q (7901.728013 sec): 3 clusters Score: Raw -639105.868651 + Penalty 1701.387990 = -637404.480662 nChanged 5 SP:Iteration 34Q (7901.749243 sec): 3 clusters Score: Raw -639106.383908 + Penalty 1701.387990 = -637404.995918 nChanged 5 SP:Iteration 35Q (7901.770237 sec): 3 clusters Score: Raw -639107.332118 + Penalty 1701.387990 = -637405.944129 nChanged 7 SP:Iteration 36Q (7901.804821 sec): 3 clusters Score: Raw -639108.123764 + Penalty 1701.387990 = -637406.735775 nChanged 3 SP:Iteration 37Q (7901.824673 sec): 3 clusters Score: Raw -639108.466069 + Penalty 1701.387990 = -637407.078079 nChanged 3 SP:Iteration 38Q (7901.845607 sec): 3 clusters Score: Raw -639108.951404 + Penalty 1701.387990 = -637407.563415 nChanged 3 SP:Iteration 39Q (7901.866609 sec): 3 clusters Score: Raw -639109.365575 + Penalty 1701.387990 = -637407.977586 nChanged 2 SP:Iteration 40F (7901.922136 sec): 3 clusters Score: Raw -639109.728808 + Penalty 1701.387990 = -637408.340818 nChanged 2 SP:Iteration 41Q (7901.978188 sec): 3 clusters Score: Raw -639109.958349 + Penalty 1701.387990 = -637408.570359 nChanged 0 SP:Iteration 42F (7902.037248 sec): 3 clusters Score: Raw -639109.958349 + Penalty 1701.387990 = -637408.570359 nChanged 0 Trying to split cluster 35 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7902.053013 sec): 2 clusters Score: Raw -7480.170967 + Penalty 449.938853 = -7030.232114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7902.108431 sec): 3 clusters Score: Raw -7592.319433 + Penalty 899.877705 = -6692.441728 nChanged 18 SP:Iteration 1F (7902.144365 sec): 3 clusters Score: Raw -7647.225415 + Penalty 899.877705 = -6747.347709 nChanged 5 SP:Iteration 2Q (7902.193301 sec): 3 clusters Score: Raw -7652.985273 + Penalty 899.877705 = -6753.107567 nChanged 0 SP:Iteration 3F (7902.242556 sec): 3 clusters Score: Raw -7652.985273 + Penalty 899.877705 = -6753.107567 nChanged 0 Trying to split cluster 36 (7921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7902.279821 sec): 2 clusters Score: Raw -662418.737146 + Penalty 852.840910 = -661565.896236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7902.327002 sec): 3 clusters Score: Raw -657780.195802 + Penalty 1705.681820 = -656074.513982 nChanged 3511 SP:Iteration 1F (7902.385603 sec): 3 clusters Score: Raw -659706.816029 + Penalty 1705.681820 = -658001.134208 nChanged 478 SP:Iteration 2F (7902.452630 sec): 3 clusters Score: Raw -659922.335424 + Penalty 1705.681820 = -658216.653604 nChanged 427 SP:Iteration 3F (7902.513474 sec): 3 clusters Score: Raw -660168.369431 + Penalty 1705.681820 = -658462.687611 nChanged 450 SP:Iteration 4F (7902.562525 sec): 3 clusters Score: Raw -660436.899327 + Penalty 1705.681820 = -658731.217506 nChanged 458 SP:Iteration 5F (7902.631112 sec): 3 clusters Score: Raw -660711.483429 + Penalty 1705.681820 = -659005.801609 nChanged 422 SP:Iteration 6F (7902.685752 sec): 3 clusters Score: Raw -660982.141845 + Penalty 1705.681820 = -659276.460024 nChanged 387 SP:Iteration 7Q (7902.728471 sec): 3 clusters Score: Raw -661217.093684 + Penalty 1705.681820 = -659511.411863 nChanged 359 SP:Iteration 8Q (7902.781783 sec): 3 clusters Score: Raw -661407.659668 + Penalty 1705.681820 = -659701.977847 nChanged 309 SP:Iteration 9Q (7902.846207 sec): 3 clusters Score: Raw -661559.176548 + Penalty 1705.681820 = -659853.494728 nChanged 266 SP:Iteration 10Q (7902.895637 sec): 3 clusters Score: Raw -661687.591193 + Penalty 1705.681820 = -659981.909373 nChanged 245 SP:Iteration 11Q (7902.956579 sec): 3 clusters Score: Raw -661805.056099 + Penalty 1705.681820 = -660099.374279 nChanged 208 SP:Iteration 12Q (7903.012301 sec): 3 clusters Score: Raw -661915.942887 + Penalty 1705.681820 = -660210.261067 nChanged 206 SP:Iteration 13Q (7903.072559 sec): 3 clusters Score: Raw -662005.509016 + Penalty 1705.681820 = -660299.827196 nChanged 181 SP:Iteration 14Q (7903.128104 sec): 3 clusters Score: Raw -662074.922904 + Penalty 1705.681820 = -660369.241083 nChanged 148 SP:Iteration 15Q (7903.174092 sec): 3 clusters Score: Raw -662137.003629 + Penalty 1705.681820 = -660431.321808 nChanged 144 SP:Iteration 16Q (7903.236637 sec): 3 clusters Score: Raw -662196.707985 + Penalty 1705.681820 = -660491.026165 nChanged 140 SP:Iteration 17Q (7903.292593 sec): 3 clusters Score: Raw -662255.436996 + Penalty 1705.681820 = -660549.755175 nChanged 137 SP:Iteration 18Q (7903.335597 sec): 3 clusters Score: Raw -662311.303125 + Penalty 1705.681820 = -660605.621305 nChanged 111 SP:Iteration 19Q (7903.394007 sec): 3 clusters Score: Raw -662356.281595 + Penalty 1705.681820 = -660650.599774 nChanged 112 SP:Iteration 20F (7903.453525 sec): 3 clusters Score: Raw -662404.550116 + Penalty 1705.681820 = -660698.868296 nChanged 112 SP:Iteration 21Q (7903.498476 sec): 3 clusters Score: Raw -662452.096887 + Penalty 1705.681820 = -660746.415066 nChanged 106 SP:Iteration 22Q (7903.553412 sec): 3 clusters Score: Raw -662488.551633 + Penalty 1705.681820 = -660782.869813 nChanged 100 SP:Iteration 23Q (7903.615498 sec): 3 clusters Score: Raw -662521.043337 + Penalty 1705.681820 = -660815.361517 nChanged 88 SP:Iteration 24Q (7903.669316 sec): 3 clusters Score: Raw -662556.561945 + Penalty 1705.681820 = -660850.880124 nChanged 88 SP:Iteration 25Q (7903.718780 sec): 3 clusters Score: Raw -662594.664879 + Penalty 1705.681820 = -660888.983059 nChanged 86 SP:Iteration 26Q (7903.779616 sec): 3 clusters Score: Raw -662630.141372 + Penalty 1705.681820 = -660924.459551 nChanged 72 SP:Iteration 27Q (7903.833366 sec): 3 clusters Score: Raw -662660.778511 + Penalty 1705.681820 = -660955.096691 nChanged 66 SP:Iteration 28Q (7903.878354 sec): 3 clusters Score: Raw -662684.743212 + Penalty 1705.681820 = -660979.061391 nChanged 60 SP:Iteration 29Q (7903.946731 sec): 3 clusters Score: Raw -662703.457394 + Penalty 1705.681820 = -660997.775573 nChanged 62 SP:Iteration 30Q (7904.003666 sec): 3 clusters Score: Raw -662723.590205 + Penalty 1705.681820 = -661017.908385 nChanged 54 SP:Iteration 31Q (7904.058838 sec): 3 clusters Score: Raw -662742.534166 + Penalty 1705.681820 = -661036.852345 nChanged 58 SP:Iteration 32Q (7904.113703 sec): 3 clusters Score: Raw -662762.908153 + Penalty 1705.681820 = -661057.226333 nChanged 59 SP:Iteration 33Q (7904.167337 sec): 3 clusters Score: Raw -662783.243747 + Penalty 1705.681820 = -661077.561927 nChanged 57 SP:Iteration 34Q (7904.222748 sec): 3 clusters Score: Raw -662806.127967 + Penalty 1705.681820 = -661100.446146 nChanged 54 SP:Iteration 35Q (7904.273745 sec): 3 clusters Score: Raw -662823.620116 + Penalty 1705.681820 = -661117.938295 nChanged 47 SP:Iteration 36Q (7904.328699 sec): 3 clusters Score: Raw -662837.614502 + Penalty 1705.681820 = -661131.932682 nChanged 39 SP:Iteration 37Q (7904.373658 sec): 3 clusters Score: Raw -662848.977736 + Penalty 1705.681820 = -661143.295915 nChanged 30 SP:Iteration 38Q (7904.426863 sec): 3 clusters Score: Raw -662858.492159 + Penalty 1705.681820 = -661152.810339 nChanged 33 SP:Iteration 39Q (7904.489127 sec): 3 clusters Score: Raw -662868.517616 + Penalty 1705.681820 = -661162.835795 nChanged 28 SP:Iteration 40F (7904.543451 sec): 3 clusters Score: Raw -662875.036808 + Penalty 1705.681820 = -661169.354987 nChanged 19 SP:Iteration 41Q (7904.596997 sec): 3 clusters Score: Raw -662879.370715 + Penalty 1705.681820 = -661173.688895 nChanged 13 SP:Iteration 42Q (7904.641624 sec): 3 clusters Score: Raw -662882.106582 + Penalty 1705.681820 = -661176.424761 nChanged 7 SP:Iteration 43Q (7904.706067 sec): 3 clusters Score: Raw -662882.829869 + Penalty 1705.681820 = -661177.148048 nChanged 3 SP:Iteration 44Q (7904.750821 sec): 3 clusters Score: Raw -662883.022201 + Penalty 1705.681820 = -661177.340380 nChanged 3 SP:Iteration 45Q (7904.802760 sec): 3 clusters Score: Raw -662883.268759 + Penalty 1705.681820 = -661177.586938 nChanged 4 SP:Iteration 46Q (7904.859820 sec): 3 clusters Score: Raw -662883.591792 + Penalty 1705.681820 = -661177.909972 nChanged 3 SP:Iteration 47Q (7904.907528 sec): 3 clusters Score: Raw -662883.821474 + Penalty 1705.681820 = -661178.139654 nChanged 4 SP:Iteration 48Q (7904.964567 sec): 3 clusters Score: Raw -662884.227195 + Penalty 1705.681820 = -661178.545375 nChanged 7 SP:Iteration 49Q (7905.021727 sec): 3 clusters Score: Raw -662885.585608 + Penalty 1705.681820 = -661179.903787 nChanged 8 SP:Iteration 50Q (7905.076884 sec): 3 clusters Score: Raw -662886.941558 + Penalty 1705.681820 = -661181.259737 nChanged 4 SP:Iteration 51Q (7905.134351 sec): 3 clusters Score: Raw -662887.486930 + Penalty 1705.681820 = -661181.805109 nChanged 5 SP:Iteration 52Q (7905.192137 sec): 3 clusters Score: Raw -662888.147605 + Penalty 1705.681820 = -661182.465785 nChanged 3 SP:Iteration 53Q (7905.245166 sec): 3 clusters Score: Raw -662888.655653 + Penalty 1705.681820 = -661182.973833 nChanged 3 SP:Iteration 54Q (7905.297793 sec): 3 clusters Score: Raw -662889.234909 + Penalty 1705.681820 = -661183.553088 nChanged 4 SP:Iteration 55Q (7905.363181 sec): 3 clusters Score: Raw -662889.741472 + Penalty 1705.681820 = -661184.059651 nChanged 1 SP:Iteration 56Q (7905.411717 sec): 3 clusters Score: Raw -662889.856261 + Penalty 1705.681820 = -661184.174441 nChanged 0 SP:Iteration 57F (7905.470531 sec): 3 clusters Score: Raw -662889.856261 + Penalty 1705.681820 = -661184.174441 nChanged 0 Trying to split cluster 37 (15946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7905.510437 sec): 2 clusters Score: Raw -1388455.290480 + Penalty 919.311513 = -1387535.978967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7905.578428 sec): 3 clusters Score: Raw -1378666.341680 + Penalty 1838.623026 = -1376827.718655 nChanged 7322 SP:Iteration 1F (7905.642835 sec): 3 clusters Score: Raw -1382924.611091 + Penalty 1838.623026 = -1381085.988065 nChanged 923 SP:Iteration 2F (7905.696725 sec): 3 clusters Score: Raw -1383383.195019 + Penalty 1838.623026 = -1381544.571993 nChanged 950 SP:Iteration 3F (7905.771386 sec): 3 clusters Score: Raw -1383967.396803 + Penalty 1838.623026 = -1382128.773777 nChanged 1020 SP:Iteration 4F (7905.828862 sec): 3 clusters Score: Raw -1384712.333155 + Penalty 1838.623026 = -1382873.710129 nChanged 1032 SP:Iteration 5F (7905.898960 sec): 3 clusters Score: Raw -1385508.534717 + Penalty 1838.623026 = -1383669.911691 nChanged 1044 SP:Iteration 6F (7905.970957 sec): 3 clusters Score: Raw -1386236.926620 + Penalty 1838.623026 = -1384398.303595 nChanged 867 SP:Iteration 7F (7906.028881 sec): 3 clusters Score: Raw -1386768.632858 + Penalty 1838.623026 = -1384930.009833 nChanged 649 SP:Iteration 8Q (7906.095567 sec): 3 clusters Score: Raw -1387046.924107 + Penalty 1838.623026 = -1385208.301082 nChanged 409 SP:Iteration 9Q (7906.147700 sec): 3 clusters Score: Raw -1387178.449413 + Penalty 1838.623026 = -1385339.826388 nChanged 287 SP:Iteration 10Q (7906.206465 sec): 3 clusters Score: Raw -1387256.693055 + Penalty 1838.623026 = -1385418.070029 nChanged 219 SP:Iteration 11Q (7906.264368 sec): 3 clusters Score: Raw -1387317.219476 + Penalty 1838.623026 = -1385478.596450 nChanged 196 SP:Iteration 12Q (7906.330762 sec): 3 clusters Score: Raw -1387365.802578 + Penalty 1838.623026 = -1385527.179553 nChanged 162 SP:Iteration 13Q (7906.396972 sec): 3 clusters Score: Raw -1387406.477289 + Penalty 1838.623026 = -1385567.854264 nChanged 175 SP:Iteration 14Q (7906.463919 sec): 3 clusters Score: Raw -1387448.888356 + Penalty 1838.623026 = -1385610.265330 nChanged 182 SP:Iteration 15Q (7906.522891 sec): 3 clusters Score: Raw -1387492.268971 + Penalty 1838.623026 = -1385653.645945 nChanged 158 SP:Iteration 16Q (7906.589738 sec): 3 clusters Score: Raw -1387529.644877 + Penalty 1838.623026 = -1385691.021851 nChanged 144 SP:Iteration 17Q (7906.657319 sec): 3 clusters Score: Raw -1387563.023276 + Penalty 1838.623026 = -1385724.400251 nChanged 152 SP:Iteration 18Q (7906.722670 sec): 3 clusters Score: Raw -1387596.712454 + Penalty 1838.623026 = -1385758.089428 nChanged 144 SP:Iteration 19Q (7906.788621 sec): 3 clusters Score: Raw -1387621.917572 + Penalty 1838.623026 = -1385783.294546 nChanged 116 SP:Iteration 20F (7906.855490 sec): 3 clusters Score: Raw -1387640.447264 + Penalty 1838.623026 = -1385801.824238 nChanged 91 SP:Iteration 21Q (7906.931161 sec): 3 clusters Score: Raw -1387652.267541 + Penalty 1838.623026 = -1385813.644516 nChanged 74 SP:Iteration 22Q (7906.995713 sec): 3 clusters Score: Raw -1387659.194656 + Penalty 1838.623026 = -1385820.571631 nChanged 55 SP:Iteration 23Q (7907.052263 sec): 3 clusters Score: Raw -1387663.758636 + Penalty 1838.623026 = -1385825.135610 nChanged 42 SP:Iteration 24Q (7907.118694 sec): 3 clusters Score: Raw -1387667.502171 + Penalty 1838.623026 = -1385828.879145 nChanged 44 SP:Iteration 25Q (7907.185062 sec): 3 clusters Score: Raw -1387671.422893 + Penalty 1838.623026 = -1385832.799867 nChanged 40 SP:Iteration 26Q (7907.231283 sec): 3 clusters Score: Raw -1387675.072649 + Penalty 1838.623026 = -1385836.449624 nChanged 43 SP:Iteration 27Q (7907.297812 sec): 3 clusters Score: Raw -1387680.151328 + Penalty 1838.623026 = -1385841.528302 nChanged 49 SP:Iteration 28Q (7907.359299 sec): 3 clusters Score: Raw -1387685.915531 + Penalty 1838.623026 = -1385847.292505 nChanged 40 SP:Iteration 29Q (7907.417334 sec): 3 clusters Score: Raw -1387689.314971 + Penalty 1838.623026 = -1385850.691945 nChanged 28 SP:Iteration 30Q (7907.483862 sec): 3 clusters Score: Raw -1387691.571418 + Penalty 1838.623026 = -1385852.948392 nChanged 35 SP:Iteration 31Q (7907.538283 sec): 3 clusters Score: Raw -1387694.205963 + Penalty 1838.623026 = -1385855.582937 nChanged 26 SP:Iteration 32Q (7907.605044 sec): 3 clusters Score: Raw -1387696.474040 + Penalty 1838.623026 = -1385857.851015 nChanged 20 SP:Iteration 33Q (7907.668359 sec): 3 clusters Score: Raw -1387697.760661 + Penalty 1838.623026 = -1385859.137635 nChanged 22 SP:Iteration 34Q (7907.734783 sec): 3 clusters Score: Raw -1387698.849773 + Penalty 1838.623026 = -1385860.226748 nChanged 15 SP:Iteration 35Q (7907.794162 sec): 3 clusters Score: Raw -1387699.772229 + Penalty 1838.623026 = -1385861.149203 nChanged 15 SP:Iteration 36Q (7907.851280 sec): 3 clusters Score: Raw -1387700.935033 + Penalty 1838.623026 = -1385862.312007 nChanged 22 SP:Iteration 37Q (7907.918065 sec): 3 clusters Score: Raw -1387702.745088 + Penalty 1838.623026 = -1385864.122062 nChanged 22 SP:Iteration 38Q (7907.989298 sec): 3 clusters Score: Raw -1387704.531670 + Penalty 1838.623026 = -1385865.908644 nChanged 24 SP:Iteration 39Q (7908.055937 sec): 3 clusters Score: Raw -1387706.141515 + Penalty 1838.623026 = -1385867.518489 nChanged 17 SP:Iteration 40F (7908.112886 sec): 3 clusters Score: Raw -1387707.140938 + Penalty 1838.623026 = -1385868.517912 nChanged 15 SP:Iteration 41Q (7908.181704 sec): 3 clusters Score: Raw -1387707.911790 + Penalty 1838.623026 = -1385869.288764 nChanged 11 SP:Iteration 42Q (7908.245654 sec): 3 clusters Score: Raw -1387708.556459 + Penalty 1838.623026 = -1385869.933434 nChanged 9 SP:Iteration 43Q (7908.310064 sec): 3 clusters Score: Raw -1387709.210246 + Penalty 1838.623026 = -1385870.587220 nChanged 13 SP:Iteration 44Q (7908.375830 sec): 3 clusters Score: Raw -1387710.281833 + Penalty 1838.623026 = -1385871.658808 nChanged 16 SP:Iteration 45Q (7908.444220 sec): 3 clusters Score: Raw -1387711.409806 + Penalty 1838.623026 = -1385872.786780 nChanged 22 SP:Iteration 46Q (7908.519750 sec): 3 clusters Score: Raw -1387713.291477 + Penalty 1838.623026 = -1385874.668452 nChanged 25 SP:Iteration 47Q (7908.579395 sec): 3 clusters Score: Raw -1387714.980164 + Penalty 1838.623026 = -1385876.357138 nChanged 24 SP:Iteration 48Q (7908.646806 sec): 3 clusters Score: Raw -1387716.237782 + Penalty 1838.623026 = -1385877.614756 nChanged 16 SP:Iteration 49Q (7908.707760 sec): 3 clusters Score: Raw -1387717.317025 + Penalty 1838.623026 = -1385878.693999 nChanged 19 SP:Iteration 50Q (7908.781936 sec): 3 clusters Score: Raw -1387718.345288 + Penalty 1838.623026 = -1385879.722262 nChanged 11 SP:Iteration 51Q (7908.841204 sec): 3 clusters Score: Raw -1387718.907620 + Penalty 1838.623026 = -1385880.284594 nChanged 10 SP:Iteration 52Q (7908.897333 sec): 3 clusters Score: Raw -1387719.261216 + Penalty 1838.623026 = -1385880.638190 nChanged 4 SP:Iteration 53Q (7908.972042 sec): 3 clusters Score: Raw -1387719.512622 + Penalty 1838.623026 = -1385880.889596 nChanged 8 SP:Iteration 54Q (7909.031864 sec): 3 clusters Score: Raw -1387720.080715 + Penalty 1838.623026 = -1385881.457689 nChanged 6 SP:Iteration 55Q (7909.102582 sec): 3 clusters Score: Raw -1387720.326615 + Penalty 1838.623026 = -1385881.703589 nChanged 10 SP:Iteration 56Q (7909.164600 sec): 3 clusters Score: Raw -1387720.768315 + Penalty 1838.623026 = -1385882.145289 nChanged 9 SP:Iteration 57Q (7909.229154 sec): 3 clusters Score: Raw -1387721.196425 + Penalty 1838.623026 = -1385882.573400 nChanged 10 SP:Iteration 58Q (7909.295655 sec): 3 clusters Score: Raw -1387721.651204 + Penalty 1838.623026 = -1385883.028178 nChanged 9 SP:Iteration 59Q (7909.364735 sec): 3 clusters Score: Raw -1387721.910343 + Penalty 1838.623026 = -1385883.287318 nChanged 4 SP:Iteration 60F (7909.425746 sec): 3 clusters Score: Raw -1387722.009926 + Penalty 1838.623026 = -1385883.386901 nChanged 5 SP:Iteration 61Q (7909.494769 sec): 3 clusters Score: Raw -1387722.186836 + Penalty 1838.623026 = -1385883.563810 nChanged 8 SP:Iteration 62Q (7909.525840 sec): 3 clusters Score: Raw -1387722.665047 + Penalty 1838.623026 = -1385884.042021 nChanged 11 SP:Iteration 63Q (7909.562771 sec): 3 clusters Score: Raw -1387723.203090 + Penalty 1838.623026 = -1385884.580064 nChanged 8 SP:Iteration 64Q (7909.593847 sec): 3 clusters Score: Raw -1387723.671865 + Penalty 1838.623026 = -1385885.048839 nChanged 6 SP:Iteration 65Q (7909.625156 sec): 3 clusters Score: Raw -1387723.939754 + Penalty 1838.623026 = -1385885.316728 nChanged 3 SP:Iteration 66Q (7909.692551 sec): 3 clusters Score: Raw -1387724.069521 + Penalty 1838.623026 = -1385885.446496 nChanged 4 SP:Iteration 67Q (7909.761612 sec): 3 clusters Score: Raw -1387724.426151 + Penalty 1838.623026 = -1385885.803125 nChanged 4 SP:Iteration 68Q (7909.816313 sec): 3 clusters Score: Raw -1387724.716341 + Penalty 1838.623026 = -1385886.093316 nChanged 8 SP:Iteration 69Q (7909.888169 sec): 3 clusters Score: Raw -1387725.273358 + Penalty 1838.623026 = -1385886.650332 nChanged 5 SP:Iteration 70Q (7909.952155 sec): 3 clusters Score: Raw -1387725.614472 + Penalty 1838.623026 = -1385886.991446 nChanged 5 SP:Iteration 71Q (7910.016861 sec): 3 clusters Score: Raw -1387725.852367 + Penalty 1838.623026 = -1385887.229342 nChanged 6 SP:Iteration 72Q (7910.076606 sec): 3 clusters Score: Raw -1387726.086624 + Penalty 1838.623026 = -1385887.463598 nChanged 1 SP:Iteration 73Q (7910.149447 sec): 3 clusters Score: Raw -1387726.123211 + Penalty 1838.623026 = -1385887.500185 nChanged 1 SP:Iteration 74Q (7910.213028 sec): 3 clusters Score: Raw -1387726.173118 + Penalty 1838.623026 = -1385887.550092 nChanged 0 SP:Iteration 75F (7910.264607 sec): 3 clusters Score: Raw -1387726.173118 + Penalty 1838.623026 = -1385887.550092 nChanged 0 Trying to split cluster 38 (2600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7910.296997 sec): 2 clusters Score: Raw -236985.116316 + Penalty 747.010339 = -236238.105977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7910.340853 sec): 3 clusters Score: Raw -235657.309685 + Penalty 1494.020678 = -234163.289007 nChanged 1041 SP:Iteration 1F (7910.386782 sec): 3 clusters Score: Raw -236345.643934 + Penalty 1494.020678 = -234851.623257 nChanged 217 SP:Iteration 2F (7910.423799 sec): 3 clusters Score: Raw -236507.288855 + Penalty 1494.020678 = -235013.268177 nChanged 180 SP:Iteration 3F (7910.482145 sec): 3 clusters Score: Raw -236637.322692 + Penalty 1494.020678 = -235143.302015 nChanged 120 SP:Iteration 4Q (7910.525431 sec): 3 clusters Score: Raw -236705.536295 + Penalty 1494.020678 = -235211.515617 nChanged 76 SP:Iteration 5Q (7910.576606 sec): 3 clusters Score: Raw -236751.341742 + Penalty 1494.020678 = -235257.321064 nChanged 69 SP:Iteration 6Q (7910.628458 sec): 3 clusters Score: Raw -236795.848781 + Penalty 1494.020678 = -235301.828104 nChanged 67 SP:Iteration 7Q (7910.668204 sec): 3 clusters Score: Raw -236835.059149 + Penalty 1494.020678 = -235341.038471 nChanged 58 SP:Iteration 8Q (7910.718402 sec): 3 clusters Score: Raw -236875.078958 + Penalty 1494.020678 = -235381.058281 nChanged 53 SP:Iteration 9Q (7910.758302 sec): 3 clusters Score: Raw -236907.502651 + Penalty 1494.020678 = -235413.481974 nChanged 51 SP:Iteration 10Q (7910.810257 sec): 3 clusters Score: Raw -236938.011093 + Penalty 1494.020678 = -235443.990416 nChanged 50 SP:Iteration 11Q (7910.852552 sec): 3 clusters Score: Raw -236976.262752 + Penalty 1494.020678 = -235482.242075 nChanged 50 SP:Iteration 12Q (7910.909371 sec): 3 clusters Score: Raw -237005.830603 + Penalty 1494.020678 = -235511.809925 nChanged 29 SP:Iteration 13Q (7910.948301 sec): 3 clusters Score: Raw -237027.625640 + Penalty 1494.020678 = -235533.604962 nChanged 30 SP:Iteration 14Q (7910.992982 sec): 3 clusters Score: Raw -237040.876818 + Penalty 1494.020678 = -235546.856141 nChanged 26 SP:Iteration 15Q (7911.038758 sec): 3 clusters Score: Raw -237053.751895 + Penalty 1494.020678 = -235559.731218 nChanged 28 SP:Iteration 16Q (7911.084491 sec): 3 clusters Score: Raw -237066.484618 + Penalty 1494.020678 = -235572.463941 nChanged 22 SP:Iteration 17Q (7911.142920 sec): 3 clusters Score: Raw -237075.268607 + Penalty 1494.020678 = -235581.247930 nChanged 21 SP:Iteration 18Q (7911.182552 sec): 3 clusters Score: Raw -237084.532618 + Penalty 1494.020678 = -235590.511940 nChanged 10 SP:Iteration 19Q (7911.243251 sec): 3 clusters Score: Raw -237089.818517 + Penalty 1494.020678 = -235595.797839 nChanged 11 SP:Iteration 20F (7911.292565 sec): 3 clusters Score: Raw -237093.971642 + Penalty 1494.020678 = -235599.950965 nChanged 12 SP:Iteration 21Q (7911.326515 sec): 3 clusters Score: Raw -237098.569191 + Penalty 1494.020678 = -235604.548514 nChanged 16 SP:Iteration 22Q (7911.377010 sec): 3 clusters Score: Raw -237103.484031 + Penalty 1494.020678 = -235609.463353 nChanged 13 SP:Iteration 23Q (7911.426854 sec): 3 clusters Score: Raw -237108.425353 + Penalty 1494.020678 = -235614.404676 nChanged 12 SP:Iteration 24Q (7911.472666 sec): 3 clusters Score: Raw -237114.175223 + Penalty 1494.020678 = -235620.154546 nChanged 9 SP:Iteration 25Q (7911.513022 sec): 3 clusters Score: Raw -237119.203255 + Penalty 1494.020678 = -235625.182577 nChanged 9 SP:Iteration 26Q (7911.561087 sec): 3 clusters Score: Raw -237123.542586 + Penalty 1494.020678 = -235629.521908 nChanged 8 SP:Iteration 27Q (7911.602018 sec): 3 clusters Score: Raw -237128.501852 + Penalty 1494.020678 = -235634.481175 nChanged 9 SP:Iteration 28Q (7911.642737 sec): 3 clusters Score: Raw -237131.701921 + Penalty 1494.020678 = -235637.681243 nChanged 7 SP:Iteration 29Q (7911.689332 sec): 3 clusters Score: Raw -237135.674169 + Penalty 1494.020678 = -235641.653492 nChanged 10 SP:Iteration 30Q (7911.736610 sec): 3 clusters Score: Raw -237138.529010 + Penalty 1494.020678 = -235644.508332 nChanged 9 SP:Iteration 31Q (7911.779286 sec): 3 clusters Score: Raw -237141.107206 + Penalty 1494.020678 = -235647.086529 nChanged 9 SP:Iteration 32Q (7911.833075 sec): 3 clusters Score: Raw -237144.926855 + Penalty 1494.020678 = -235650.906177 nChanged 10 SP:Iteration 33Q (7911.879211 sec): 3 clusters Score: Raw -237149.337255 + Penalty 1494.020678 = -235655.316577 nChanged 9 SP:Iteration 34Q (7911.930159 sec): 3 clusters Score: Raw -237154.234342 + Penalty 1494.020678 = -235660.213664 nChanged 12 SP:Iteration 35Q (7911.981153 sec): 3 clusters Score: Raw -237161.442574 + Penalty 1494.020678 = -235667.421896 nChanged 17 SP:Iteration 36Q (7912.031107 sec): 3 clusters Score: Raw -237167.925408 + Penalty 1494.020678 = -235673.904730 nChanged 15 SP:Iteration 37Q (7912.079415 sec): 3 clusters Score: Raw -237178.103133 + Penalty 1494.020678 = -235684.082456 nChanged 14 SP:Iteration 38Q (7912.130441 sec): 3 clusters Score: Raw -237186.369538 + Penalty 1494.020678 = -235692.348860 nChanged 12 SP:Iteration 39Q (7912.184661 sec): 3 clusters Score: Raw -237189.624409 + Penalty 1494.020678 = -235695.603731 nChanged 4 SP:Iteration 40F (7912.234246 sec): 3 clusters Score: Raw -237190.101248 + Penalty 1494.020678 = -235696.080570 nChanged 2 SP:Iteration 41Q (7912.287043 sec): 3 clusters Score: Raw -237190.404750 + Penalty 1494.020678 = -235696.384072 nChanged 1 SP:Iteration 42Q (7912.332352 sec): 3 clusters Score: Raw -237190.515487 + Penalty 1494.020678 = -235696.494810 nChanged 0 SP:Iteration 43F (7912.382529 sec): 3 clusters Score: Raw -237190.515487 + Penalty 1494.020678 = -235696.494810 nChanged 0 Trying to split cluster 39 (6362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7912.412800 sec): 2 clusters Score: Raw -546013.938224 + Penalty 832.019317 = -545181.918907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7912.464779 sec): 3 clusters Score: Raw -542364.769950 + Penalty 1664.038634 = -540700.731316 nChanged 2812 SP:Iteration 1F (7912.504707 sec): 3 clusters Score: Raw -543951.256491 + Penalty 1664.038634 = -542287.217857 nChanged 407 SP:Iteration 2F (7912.556477 sec): 3 clusters Score: Raw -544161.341623 + Penalty 1664.038634 = -542497.302989 nChanged 395 SP:Iteration 3F (7912.616112 sec): 3 clusters Score: Raw -544353.833837 + Penalty 1664.038634 = -542689.795203 nChanged 345 SP:Iteration 4F (7912.661600 sec): 3 clusters Score: Raw -544532.814792 + Penalty 1664.038634 = -542868.776159 nChanged 341 SP:Iteration 5F (7912.711951 sec): 3 clusters Score: Raw -544721.680261 + Penalty 1664.038634 = -543057.641627 nChanged 314 SP:Iteration 6Q (7912.761137 sec): 3 clusters Score: Raw -544926.152500 + Penalty 1664.038634 = -543262.113866 nChanged 357 SP:Iteration 7F (7912.813995 sec): 3 clusters Score: Raw -545215.350679 + Penalty 1664.038634 = -543551.312045 nChanged 347 SP:Iteration 8F (7912.869506 sec): 3 clusters Score: Raw -545534.863922 + Penalty 1664.038634 = -543870.825288 nChanged 268 SP:Iteration 9Q (7912.926005 sec): 3 clusters Score: Raw -545765.642754 + Penalty 1664.038634 = -544101.604120 nChanged 214 SP:Iteration 10Q (7912.974775 sec): 3 clusters Score: Raw -545946.131735 + Penalty 1664.038634 = -544282.093101 nChanged 156 SP:Iteration 11Q (7913.030299 sec): 3 clusters Score: Raw -546050.268312 + Penalty 1664.038634 = -544386.229678 nChanged 90 SP:Iteration 12Q (7913.085482 sec): 3 clusters Score: Raw -546097.992838 + Penalty 1664.038634 = -544433.954204 nChanged 81 SP:Iteration 13Q (7913.136333 sec): 3 clusters Score: Raw -546143.538781 + Penalty 1664.038634 = -544479.500148 nChanged 72 SP:Iteration 14Q (7913.191183 sec): 3 clusters Score: Raw -546173.931259 + Penalty 1664.038634 = -544509.892625 nChanged 51 SP:Iteration 15Q (7913.246163 sec): 3 clusters Score: Raw -546195.170436 + Penalty 1664.038634 = -544531.131802 nChanged 36 SP:Iteration 16Q (7913.298469 sec): 3 clusters Score: Raw -546206.950849 + Penalty 1664.038634 = -544542.912215 nChanged 27 SP:Iteration 17Q (7913.353206 sec): 3 clusters Score: Raw -546216.486682 + Penalty 1664.038634 = -544552.448049 nChanged 30 SP:Iteration 18Q (7913.408009 sec): 3 clusters Score: Raw -546226.816428 + Penalty 1664.038634 = -544562.777795 nChanged 28 SP:Iteration 19Q (7913.460591 sec): 3 clusters Score: Raw -546235.209788 + Penalty 1664.038634 = -544571.171154 nChanged 23 SP:Iteration 20F (7913.517249 sec): 3 clusters Score: Raw -546240.683041 + Penalty 1664.038634 = -544576.644408 nChanged 18 SP:Iteration 21Q (7913.572894 sec): 3 clusters Score: Raw -546245.695182 + Penalty 1664.038634 = -544581.656548 nChanged 16 SP:Iteration 22Q (7913.627591 sec): 3 clusters Score: Raw -546250.892011 + Penalty 1664.038634 = -544586.853378 nChanged 17 SP:Iteration 23Q (7913.684861 sec): 3 clusters Score: Raw -546254.805492 + Penalty 1664.038634 = -544590.766859 nChanged 11 SP:Iteration 24Q (7913.738333 sec): 3 clusters Score: Raw -546257.279465 + Penalty 1664.038634 = -544593.240831 nChanged 9 SP:Iteration 25Q (7913.793661 sec): 3 clusters Score: Raw -546259.313860 + Penalty 1664.038634 = -544595.275226 nChanged 8 SP:Iteration 26Q (7913.861366 sec): 3 clusters Score: Raw -546261.635298 + Penalty 1664.038634 = -544597.596664 nChanged 10 SP:Iteration 27Q (7913.902630 sec): 3 clusters Score: Raw -546265.245533 + Penalty 1664.038634 = -544601.206899 nChanged 8 SP:Iteration 28Q (7913.959956 sec): 3 clusters Score: Raw -546266.697553 + Penalty 1664.038634 = -544602.658919 nChanged 7 SP:Iteration 29Q (7914.016623 sec): 3 clusters Score: Raw -546268.094862 + Penalty 1664.038634 = -544604.056229 nChanged 4 SP:Iteration 30Q (7914.062603 sec): 3 clusters Score: Raw -546269.294651 + Penalty 1664.038634 = -544605.256018 nChanged 4 SP:Iteration 31Q (7914.126130 sec): 3 clusters Score: Raw -546270.227110 + Penalty 1664.038634 = -544606.188476 nChanged 6 SP:Iteration 32Q (7914.170867 sec): 3 clusters Score: Raw -546271.260332 + Penalty 1664.038634 = -544607.221698 nChanged 4 SP:Iteration 33Q (7914.225426 sec): 3 clusters Score: Raw -546272.138680 + Penalty 1664.038634 = -544608.100046 nChanged 3 SP:Iteration 34Q (7914.280025 sec): 3 clusters Score: Raw -546273.189590 + Penalty 1664.038634 = -544609.150956 nChanged 3 SP:Iteration 35Q (7914.347237 sec): 3 clusters Score: Raw -546273.960816 + Penalty 1664.038634 = -544609.922183 nChanged 1 SP:Iteration 36Q (7914.391474 sec): 3 clusters Score: Raw -546274.384845 + Penalty 1664.038634 = -544610.346211 nChanged 4 SP:Iteration 37Q (7914.445646 sec): 3 clusters Score: Raw -546276.205251 + Penalty 1664.038634 = -544612.166617 nChanged 4 SP:Iteration 38Q (7914.499812 sec): 3 clusters Score: Raw -546277.194460 + Penalty 1664.038634 = -544613.155826 nChanged 5 SP:Iteration 39Q (7914.544575 sec): 3 clusters Score: Raw -546279.031136 + Penalty 1664.038634 = -544614.992503 nChanged 7 SP:Iteration 40F (7914.597803 sec): 3 clusters Score: Raw -546280.967545 + Penalty 1664.038634 = -544616.928912 nChanged 5 SP:Iteration 41Q (7914.650887 sec): 3 clusters Score: Raw -546281.568443 + Penalty 1664.038634 = -544617.529809 nChanged 4 SP:Iteration 42Q (7914.705254 sec): 3 clusters Score: Raw -546282.232665 + Penalty 1664.038634 = -544618.194031 nChanged 4 SP:Iteration 43Q (7914.759854 sec): 3 clusters Score: Raw -546283.026456 + Penalty 1664.038634 = -544618.987823 nChanged 3 SP:Iteration 44Q (7914.825997 sec): 3 clusters Score: Raw -546283.558907 + Penalty 1664.038634 = -544619.520273 nChanged 3 SP:Iteration 45Q (7914.870129 sec): 3 clusters Score: Raw -546283.959784 + Penalty 1664.038634 = -544619.921150 nChanged 3 SP:Iteration 46Q (7914.924654 sec): 3 clusters Score: Raw -546284.317316 + Penalty 1664.038634 = -544620.278682 nChanged 2 SP:Iteration 47Q (7914.980500 sec): 3 clusters Score: Raw -546284.622470 + Penalty 1664.038634 = -544620.583837 nChanged 0 SP:Iteration 48F (7915.025484 sec): 3 clusters Score: Raw -546284.622470 + Penalty 1664.038634 = -544620.583837 nChanged 0 Trying to split cluster 40 (26067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7915.069647 sec): 2 clusters Score: Raw -2304592.914816 + Penalty 966.000415 = -2303626.914401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7915.139862 sec): 3 clusters Score: Raw -2288045.746665 + Penalty 1932.000831 = -2286113.745834 nChanged 12231 SP:Iteration 1F (7915.217045 sec): 3 clusters Score: Raw -2295131.200712 + Penalty 1932.000831 = -2293199.199881 nChanged 1327 SP:Iteration 2F (7915.299806 sec): 3 clusters Score: Raw -2295696.076713 + Penalty 1932.000831 = -2293764.075882 nChanged 1529 SP:Iteration 3F (7915.382273 sec): 3 clusters Score: Raw -2296511.935573 + Penalty 1932.000831 = -2294579.934743 nChanged 1850 SP:Iteration 4F (7915.464788 sec): 3 clusters Score: Raw -2297749.495532 + Penalty 1932.000831 = -2295817.494701 nChanged 2040 SP:Iteration 5F (7915.545633 sec): 3 clusters Score: Raw -2299395.193043 + Penalty 1932.000831 = -2297463.192212 nChanged 2056 SP:Iteration 6F (7915.628316 sec): 3 clusters Score: Raw -2301224.979528 + Penalty 1932.000831 = -2299292.978698 nChanged 1678 SP:Iteration 7F (7915.707838 sec): 3 clusters Score: Raw -2302813.158537 + Penalty 1932.000831 = -2300881.157706 nChanged 1088 SP:Iteration 8Q (7915.791313 sec): 3 clusters Score: Raw -2303846.073035 + Penalty 1932.000831 = -2301914.072204 nChanged 565 SP:Iteration 9Q (7915.859971 sec): 3 clusters Score: Raw -2304348.022006 + Penalty 1932.000831 = -2302416.021175 nChanged 234 SP:Iteration 10Q (7915.942255 sec): 3 clusters Score: Raw -2304565.424734 + Penalty 1932.000831 = -2302633.423904 nChanged 77 SP:Iteration 11Q (7916.021287 sec): 3 clusters Score: Raw -2304652.991513 + Penalty 1932.000831 = -2302720.990682 nChanged 28 SP:Iteration 12Q (7916.088244 sec): 3 clusters Score: Raw -2304681.501339 + Penalty 1932.000831 = -2302749.500509 nChanged 14 SP:Iteration 13Q (7916.158830 sec): 3 clusters Score: Raw -2304695.480237 + Penalty 1932.000831 = -2302763.479406 nChanged 7 SP:Iteration 14Q (7916.234306 sec): 3 clusters Score: Raw -2304703.953997 + Penalty 1932.000831 = -2302771.953167 nChanged 9 SP:Iteration 15Q (7916.317387 sec): 3 clusters Score: Raw -2304713.586210 + Penalty 1932.000831 = -2302781.585379 nChanged 3 SP:Iteration 16Q (7916.391381 sec): 3 clusters Score: Raw -2304715.568223 + Penalty 1932.000831 = -2302783.567393 nChanged 2 SP:Iteration 17Q (7916.460419 sec): 3 clusters Score: Raw -2304717.499120 + Penalty 1932.000831 = -2302785.498289 nChanged 1 SP:Iteration 18Q (7916.539639 sec): 3 clusters Score: Raw -2304718.962912 + Penalty 1932.000831 = -2302786.962082 nChanged 0 SP:Iteration 19F (7916.617629 sec): 3 clusters Score: Raw -2304718.962912 + Penalty 1932.000831 = -2302786.962082 nChanged 0 Trying to split cluster 41 (124684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7916.773366 sec): 2 clusters Score: Raw -10873895.827789 + Penalty 1114.686092 = -10872781.141696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7916.976745 sec): 3 clusters Score: Raw -10791277.552776 + Penalty 2229.372185 = -10789048.180591 nChanged 60577 SP:Iteration 1F (7917.184626 sec): 3 clusters Score: Raw -10830308.825281 + Penalty 2229.372185 = -10828079.453096 nChanged 6504 SP:Iteration 2F (7917.385850 sec): 3 clusters Score: Raw -10833558.695941 + Penalty 2229.372185 = -10831329.323757 nChanged 7277 SP:Iteration 3F (7917.589942 sec): 3 clusters Score: Raw -10837752.028540 + Penalty 2229.372185 = -10835522.656355 nChanged 7788 SP:Iteration 4F (7917.793613 sec): 3 clusters Score: Raw -10842684.641098 + Penalty 2229.372185 = -10840455.268913 nChanged 8032 SP:Iteration 5F (7917.976718 sec): 3 clusters Score: Raw -10848162.737604 + Penalty 2229.372185 = -10845933.365419 nChanged 7624 SP:Iteration 6F (7918.185585 sec): 3 clusters Score: Raw -10853207.569439 + Penalty 2229.372185 = -10850978.197254 nChanged 6296 SP:Iteration 7F (7918.398018 sec): 3 clusters Score: Raw -10856605.195597 + Penalty 2229.372185 = -10854375.823412 nChanged 4609 SP:Iteration 8Q (7918.602028 sec): 3 clusters Score: Raw -10858302.924621 + Penalty 2229.372185 = -10856073.552436 nChanged 3012 SP:Iteration 9Q (7918.816979 sec): 3 clusters Score: Raw -10859130.833180 + Penalty 2229.372185 = -10856901.460995 nChanged 2075 SP:Iteration 10Q (7919.043959 sec): 3 clusters Score: Raw -10859625.501100 + Penalty 2229.372185 = -10857396.128915 nChanged 1685 SP:Iteration 11Q (7919.242623 sec): 3 clusters Score: Raw -10860011.349956 + Penalty 2229.372185 = -10857781.977771 nChanged 1534 SP:Iteration 12Q (7919.462496 sec): 3 clusters Score: Raw -10860354.868139 + Penalty 2229.372185 = -10858125.495954 nChanged 1506 SP:Iteration 13Q (7919.667501 sec): 3 clusters Score: Raw -10860678.872216 + Penalty 2229.372185 = -10858449.500032 nChanged 1511 SP:Iteration 14Q (7919.887504 sec): 3 clusters Score: Raw -10861003.488217 + Penalty 2229.372185 = -10858774.116032 nChanged 1530 SP:Iteration 15Q (7920.103526 sec): 3 clusters Score: Raw -10861349.229836 + Penalty 2229.372185 = -10859119.857651 nChanged 1551 SP:Iteration 16Q (7920.319007 sec): 3 clusters Score: Raw -10861705.456672 + Penalty 2229.372185 = -10859476.084487 nChanged 1619 SP:Iteration 17Q (7920.525496 sec): 3 clusters Score: Raw -10862072.824698 + Penalty 2229.372185 = -10859843.452513 nChanged 1624 SP:Iteration 18Q (7920.725646 sec): 3 clusters Score: Raw -10862441.802163 + Penalty 2229.372185 = -10860212.429978 nChanged 1647 SP:Iteration 19Q (7920.918582 sec): 3 clusters Score: Raw -10862820.305895 + Penalty 2229.372185 = -10860590.933710 nChanged 1702 SP:Iteration 20F (7921.123980 sec): 3 clusters Score: Raw -10863230.797824 + Penalty 2229.372185 = -10861001.425639 nChanged 1743 SP:Iteration 21Q (7921.320894 sec): 3 clusters Score: Raw -10863660.144217 + Penalty 2229.372185 = -10861430.772032 nChanged 1714 SP:Iteration 22Q (7921.523279 sec): 3 clusters Score: Raw -10864077.356492 + Penalty 2229.372185 = -10861847.984307 nChanged 1681 SP:Iteration 23Q (7921.717277 sec): 3 clusters Score: Raw -10864489.083456 + Penalty 2229.372185 = -10862259.711271 nChanged 1695 SP:Iteration 24Q (7921.917134 sec): 3 clusters Score: Raw -10864928.664993 + Penalty 2229.372185 = -10862699.292808 nChanged 1700 SP:Iteration 25Q (7922.114272 sec): 3 clusters Score: Raw -10865393.929180 + Penalty 2229.372185 = -10863164.556995 nChanged 1776 SP:Iteration 26Q (7922.314936 sec): 3 clusters Score: Raw -10865903.548670 + Penalty 2229.372185 = -10863674.176485 nChanged 1833 SP:Iteration 27Q (7922.518097 sec): 3 clusters Score: Raw -10866452.570996 + Penalty 2229.372185 = -10864223.198811 nChanged 1768 SP:Iteration 28Q (7922.710946 sec): 3 clusters Score: Raw -10866999.070185 + Penalty 2229.372185 = -10864769.698000 nChanged 1732 SP:Iteration 29Q (7922.918539 sec): 3 clusters Score: Raw -10867560.717629 + Penalty 2229.372185 = -10865331.345444 nChanged 1728 SP:Iteration 30Q (7923.114789 sec): 3 clusters Score: Raw -10868135.983387 + Penalty 2229.372185 = -10865906.611202 nChanged 1603 SP:Iteration 31Q (7923.320488 sec): 3 clusters Score: Raw -10868683.947790 + Penalty 2229.372185 = -10866454.575605 nChanged 1549 SP:Iteration 32Q (7923.514428 sec): 3 clusters Score: Raw -10869225.924094 + Penalty 2229.372185 = -10866996.551909 nChanged 1475 SP:Iteration 33Q (7923.725677 sec): 3 clusters Score: Raw -10869770.666628 + Penalty 2229.372185 = -10867541.294443 nChanged 1434 SP:Iteration 34Q (7923.924832 sec): 3 clusters Score: Raw -10870312.265910 + Penalty 2229.372185 = -10868082.893725 nChanged 1276 SP:Iteration 35Q (7924.116372 sec): 3 clusters Score: Raw -10870785.424797 + Penalty 2229.372185 = -10868556.052612 nChanged 1158 SP:Iteration 36Q (7924.301556 sec): 3 clusters Score: Raw -10871214.259574 + Penalty 2229.372185 = -10868984.887389 nChanged 1050 SP:Iteration 37Q (7924.500927 sec): 3 clusters Score: Raw -10871622.335476 + Penalty 2229.372185 = -10869392.963291 nChanged 911 SP:Iteration 38Q (7924.691014 sec): 3 clusters Score: Raw -10871978.658916 + Penalty 2229.372185 = -10869749.286732 nChanged 796 SP:Iteration 39Q (7924.883282 sec): 3 clusters Score: Raw -10872282.519409 + Penalty 2229.372185 = -10870053.147224 nChanged 690 SP:Iteration 40F (7925.071376 sec): 3 clusters Score: Raw -10872559.729424 + Penalty 2229.372185 = -10870330.357239 nChanged 630 SP:Iteration 41Q (7925.265667 sec): 3 clusters Score: Raw -10872801.422291 + Penalty 2229.372185 = -10870572.050106 nChanged 557 SP:Iteration 42Q (7925.455298 sec): 3 clusters Score: Raw -10873018.325422 + Penalty 2229.372185 = -10870788.953237 nChanged 466 SP:Iteration 43Q (7925.633580 sec): 3 clusters Score: Raw -10873182.574013 + Penalty 2229.372185 = -10870953.201828 nChanged 392 SP:Iteration 44Q (7925.824841 sec): 3 clusters Score: Raw -10873321.843747 + Penalty 2229.372185 = -10871092.471562 nChanged 361 SP:Iteration 45Q (7926.010331 sec): 3 clusters Score: Raw -10873452.825352 + Penalty 2229.372185 = -10871223.453167 nChanged 318 SP:Iteration 46Q (7926.188139 sec): 3 clusters Score: Raw -10873574.479608 + Penalty 2229.372185 = -10871345.107423 nChanged 256 SP:Iteration 47Q (7926.368071 sec): 3 clusters Score: Raw -10873664.606156 + Penalty 2229.372185 = -10871435.233971 nChanged 221 SP:Iteration 48Q (7926.558455 sec): 3 clusters Score: Raw -10873732.642156 + Penalty 2229.372185 = -10871503.269971 nChanged 165 SP:Iteration 49Q (7926.745436 sec): 3 clusters Score: Raw -10873782.281881 + Penalty 2229.372185 = -10871552.909696 nChanged 157 SP:Iteration 50Q (7926.920303 sec): 3 clusters Score: Raw -10873834.123145 + Penalty 2229.372185 = -10871604.750960 nChanged 144 SP:Iteration 51Q (7927.104068 sec): 3 clusters Score: Raw -10873875.256982 + Penalty 2229.372185 = -10871645.884797 nChanged 114 SP:Iteration 52Q (7927.283115 sec): 3 clusters Score: Raw -10873911.601248 + Penalty 2229.372185 = -10871682.229063 nChanged 104 SP:Iteration 53Q (7927.470558 sec): 3 clusters Score: Raw -10873946.473376 + Penalty 2229.372185 = -10871717.101191 nChanged 90 SP:Iteration 54Q (7927.655499 sec): 3 clusters Score: Raw -10873978.684670 + Penalty 2229.372185 = -10871749.312485 nChanged 93 SP:Iteration 55Q (7927.835874 sec): 3 clusters Score: Raw -10874010.656999 + Penalty 2229.372185 = -10871781.284814 nChanged 88 SP:Iteration 56Q (7928.000511 sec): 3 clusters Score: Raw -10874042.117481 + Penalty 2229.372185 = -10871812.745296 nChanged 68 SP:Iteration 57Q (7928.181685 sec): 3 clusters Score: Raw -10874066.452299 + Penalty 2229.372185 = -10871837.080114 nChanged 63 SP:Iteration 58Q (7928.353305 sec): 3 clusters Score: Raw -10874087.232529 + Penalty 2229.372185 = -10871857.860344 nChanged 64 SP:Iteration 59Q (7928.527690 sec): 3 clusters Score: Raw -10874104.481243 + Penalty 2229.372185 = -10871875.109058 nChanged 49 SP:Iteration 60F (7928.734295 sec): 3 clusters Score: Raw -10874116.399525 + Penalty 2229.372185 = -10871887.027340 nChanged 45 SP:Iteration 61Q (7928.903443 sec): 3 clusters Score: Raw -10874129.235737 + Penalty 2229.372185 = -10871899.863552 nChanged 44 SP:Iteration 62Q (7929.100302 sec): 3 clusters Score: Raw -10874142.965986 + Penalty 2229.372185 = -10871913.593801 nChanged 36 SP:Iteration 63Q (7929.275474 sec): 3 clusters Score: Raw -10874155.932298 + Penalty 2229.372185 = -10871926.560113 nChanged 35 SP:Iteration 64Q (7929.451819 sec): 3 clusters Score: Raw -10874165.792933 + Penalty 2229.372185 = -10871936.420748 nChanged 32 SP:Iteration 65Q (7929.627196 sec): 3 clusters Score: Raw -10874173.041644 + Penalty 2229.372185 = -10871943.669459 nChanged 41 SP:Iteration 66Q (7929.801377 sec): 3 clusters Score: Raw -10874181.121127 + Penalty 2229.372185 = -10871951.748942 nChanged 29 SP:Iteration 67Q (7929.972676 sec): 3 clusters Score: Raw -10874187.900780 + Penalty 2229.372185 = -10871958.528595 nChanged 30 SP:Iteration 68Q (7930.141632 sec): 3 clusters Score: Raw -10874195.070639 + Penalty 2229.372185 = -10871965.698454 nChanged 30 SP:Iteration 69Q (7930.316573 sec): 3 clusters Score: Raw -10874202.743101 + Penalty 2229.372185 = -10871973.370916 nChanged 25 SP:Iteration 70Q (7930.512509 sec): 3 clusters Score: Raw -10874207.747808 + Penalty 2229.372185 = -10871978.375623 nChanged 21 SP:Iteration 71Q (7930.687472 sec): 3 clusters Score: Raw -10874212.318788 + Penalty 2229.372185 = -10871982.946603 nChanged 23 SP:Iteration 72Q (7930.864681 sec): 3 clusters Score: Raw -10874216.934098 + Penalty 2229.372185 = -10871987.561913 nChanged 17 SP:Iteration 73Q (7931.046105 sec): 3 clusters Score: Raw -10874220.112663 + Penalty 2229.372185 = -10871990.740478 nChanged 16 SP:Iteration 74Q (7931.238814 sec): 3 clusters Score: Raw -10874222.445596 + Penalty 2229.372185 = -10871993.073411 nChanged 10 SP:Iteration 75Q (7931.419414 sec): 3 clusters Score: Raw -10874224.165716 + Penalty 2229.372185 = -10871994.793531 nChanged 7 SP:Iteration 76Q (7931.560687 sec): 3 clusters Score: Raw -10874225.694974 + Penalty 2229.372185 = -10871996.322789 nChanged 5 SP:Iteration 77Q (7931.749197 sec): 3 clusters Score: Raw -10874226.432149 + Penalty 2229.372185 = -10871997.059964 nChanged 4 SP:Iteration 78Q (7931.943310 sec): 3 clusters Score: Raw -10874227.361581 + Penalty 2229.372185 = -10871997.989396 nChanged 3 SP:Iteration 79Q (7932.142203 sec): 3 clusters Score: Raw -10874227.699071 + Penalty 2229.372185 = -10871998.326886 nChanged 2 SP:Iteration 80F (7932.354684 sec): 3 clusters Score: Raw -10874228.037984 + Penalty 2229.372185 = -10871998.665799 nChanged 5 SP:Iteration 81Q (7932.540052 sec): 3 clusters Score: Raw -10874228.693017 + Penalty 2229.372185 = -10871999.320833 nChanged 3 SP:Iteration 82Q (7932.721905 sec): 3 clusters Score: Raw -10874229.399746 + Penalty 2229.372185 = -10872000.027561 nChanged 2 SP:Iteration 83Q (7932.905623 sec): 3 clusters Score: Raw -10874229.557292 + Penalty 2229.372185 = -10872000.185107 nChanged 1 SP:Iteration 84Q (7933.083824 sec): 3 clusters Score: Raw -10874229.626493 + Penalty 2229.372185 = -10872000.254308 nChanged 0 SP:Iteration 85F (7933.284406 sec): 3 clusters Score: Raw -10874229.626493 + Penalty 2229.372185 = -10872000.254308 nChanged 0 Trying to split cluster 42 (1277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7933.305104 sec): 2 clusters Score: Raw -89547.583245 + Penalty 679.465541 = -88868.117704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7933.352713 sec): 3 clusters Score: Raw -89020.510902 + Penalty 1358.931083 = -87661.579819 nChanged 470 SP:Iteration 1F (7933.394815 sec): 3 clusters Score: Raw -89400.873655 + Penalty 1358.931083 = -88041.942573 nChanged 103 SP:Iteration 2F (7933.452696 sec): 3 clusters Score: Raw -89487.790538 + Penalty 1358.931083 = -88128.859455 nChanged 67 SP:Iteration 3F (7933.489806 sec): 3 clusters Score: Raw -89535.415469 + Penalty 1358.931083 = -88176.484386 nChanged 42 SP:Iteration 4Q (7933.542881 sec): 3 clusters Score: Raw -89570.994747 + Penalty 1358.931083 = -88212.063664 nChanged 37 SP:Iteration 5Q (7933.591424 sec): 3 clusters Score: Raw -89598.956344 + Penalty 1358.931083 = -88240.025262 nChanged 30 SP:Iteration 6Q (7933.633050 sec): 3 clusters Score: Raw -89619.656527 + Penalty 1358.931083 = -88260.725444 nChanged 27 SP:Iteration 7Q (7933.690342 sec): 3 clusters Score: Raw -89635.425885 + Penalty 1358.931083 = -88276.494802 nChanged 21 SP:Iteration 8Q (7933.736202 sec): 3 clusters Score: Raw -89653.489169 + Penalty 1358.931083 = -88294.558087 nChanged 21 SP:Iteration 9Q (7933.778121 sec): 3 clusters Score: Raw -89674.405203 + Penalty 1358.931083 = -88315.474120 nChanged 15 SP:Iteration 10Q (7933.824767 sec): 3 clusters Score: Raw -89685.045194 + Penalty 1358.931083 = -88326.114112 nChanged 16 SP:Iteration 11Q (7933.871962 sec): 3 clusters Score: Raw -89697.084939 + Penalty 1358.931083 = -88338.153856 nChanged 18 SP:Iteration 12Q (7933.922708 sec): 3 clusters Score: Raw -89708.769778 + Penalty 1358.931083 = -88349.838696 nChanged 10 SP:Iteration 13Q (7933.970848 sec): 3 clusters Score: Raw -89715.054751 + Penalty 1358.931083 = -88356.123669 nChanged 5 SP:Iteration 14Q (7934.002364 sec): 3 clusters Score: Raw -89717.387459 + Penalty 1358.931083 = -88358.456376 nChanged 3 SP:Iteration 15Q (7934.061373 sec): 3 clusters Score: Raw -89718.755701 + Penalty 1358.931083 = -88359.824618 nChanged 3 SP:Iteration 16Q (7934.106183 sec): 3 clusters Score: Raw -89719.475174 + Penalty 1358.931083 = -88360.544091 nChanged 1 SP:Iteration 17Q (7934.151378 sec): 3 clusters Score: Raw -89719.792554 + Penalty 1358.931083 = -88360.861471 nChanged 0 SP:Iteration 18F (7934.193340 sec): 3 clusters Score: Raw -89721.401814 + Penalty 1358.931083 = -88362.470731 nChanged 1 SP:Iteration 19Q (7934.238455 sec): 3 clusters Score: Raw -89726.180631 + Penalty 1358.931083 = -88367.249548 nChanged 6 SP:Iteration 20F (7934.286456 sec): 3 clusters Score: Raw -89729.214452 + Penalty 1358.931083 = -88370.283370 nChanged 2 SP:Iteration 21Q (7934.335183 sec): 3 clusters Score: Raw -89731.428327 + Penalty 1358.931083 = -88372.497244 nChanged 3 SP:Iteration 22Q (7934.379368 sec): 3 clusters Score: Raw -89733.772896 + Penalty 1358.931083 = -88374.841814 nChanged 6 SP:Iteration 23Q (7934.427017 sec): 3 clusters Score: Raw -89738.162153 + Penalty 1358.931083 = -88379.231071 nChanged 6 SP:Iteration 24Q (7934.474841 sec): 3 clusters Score: Raw -89740.779467 + Penalty 1358.931083 = -88381.848384 nChanged 1 SP:Iteration 25Q (7934.518891 sec): 3 clusters Score: Raw -89742.237079 + Penalty 1358.931083 = -88383.305996 nChanged 2 SP:Iteration 26Q (7934.545926 sec): 3 clusters Score: Raw -89743.607446 + Penalty 1358.931083 = -88384.676363 nChanged 3 SP:Iteration 27Q (7934.582281 sec): 3 clusters Score: Raw -89745.480596 + Penalty 1358.931083 = -88386.549513 nChanged 4 SP:Iteration 28Q (7934.617400 sec): 3 clusters Score: Raw -89747.508046 + Penalty 1358.931083 = -88388.576963 nChanged 1 SP:Iteration 29Q (7934.666403 sec): 3 clusters Score: Raw -89748.198700 + Penalty 1358.931083 = -88389.267618 nChanged 2 SP:Iteration 30Q (7934.714819 sec): 3 clusters Score: Raw -89750.832135 + Penalty 1358.931083 = -88391.901052 nChanged 4 SP:Iteration 31Q (7934.751347 sec): 3 clusters Score: Raw -89753.521744 + Penalty 1358.931083 = -88394.590662 nChanged 6 SP:Iteration 32Q (7934.798596 sec): 3 clusters Score: Raw -89755.711970 + Penalty 1358.931083 = -88396.780887 nChanged 3 SP:Iteration 33Q (7934.846590 sec): 3 clusters Score: Raw -89756.688560 + Penalty 1358.931083 = -88397.757477 nChanged 1 SP:Iteration 34Q (7934.894263 sec): 3 clusters Score: Raw -89757.363234 + Penalty 1358.931083 = -88398.432151 nChanged 0 SP:Iteration 35F (7934.937113 sec): 3 clusters Score: Raw -89757.363234 + Penalty 1358.931083 = -88398.432151 nChanged 0 Iteration 139Q (7943.687654 sec): 43 clusters Score: Raw -69572586.644760 + Penalty 54436.506744 = -69518150.138016 nChanged 310 Iteration 140F (7960.326892 sec): 43 clusters Score: Raw -69572594.558759 + Penalty 54436.506744 = -69518158.052014 nChanged 341 Iteration 141Q (7969.024397 sec): 43 clusters Score: Raw -69572603.246225 + Penalty 54436.506744 = -69518166.739481 nChanged 316 Iteration 142Q (7977.416210 sec): 43 clusters Score: Raw -69572611.522690 + Penalty 54436.506744 = -69518175.015945 nChanged 300 Iteration 143Q (7985.685156 sec): 43 clusters Score: Raw -69572618.133498 + Penalty 54436.506744 = -69518181.626754 nChanged 267 Iteration 144Q (7994.399677 sec): 43 clusters Score: Raw -69572624.161956 + Penalty 54436.506744 = -69518187.655212 nChanged 254 Iteration 145Q (8003.204139 sec): 43 clusters Score: Raw -69572630.150115 + Penalty 54436.506744 = -69518193.643370 nChanged 281 Iteration 146Q (8011.953563 sec): 43 clusters Score: Raw -69572637.105014 + Penalty 54436.506744 = -69518200.598269 nChanged 272 Iteration 147Q (8020.402463 sec): 43 clusters Score: Raw -69572642.703578 + Penalty 54436.506744 = -69518206.196833 nChanged 245 Iteration 148Q (8028.640413 sec): 43 clusters Score: Raw -69572647.908494 + Penalty 54436.506744 = -69518211.401750 nChanged 281 Iteration 149Q (8037.299669 sec): 43 clusters Score: Raw -69572654.743923 + Penalty 54436.506744 = -69518218.237179 nChanged 229 Iteration 150Q (8046.222664 sec): 43 clusters Score: Raw -69572660.237238 + Penalty 54436.506744 = -69518223.730493 nChanged 217 Iteration 151Q (8054.974601 sec): 43 clusters Score: Raw -69572665.793574 + Penalty 54436.506744 = -69518229.286829 nChanged 203 Iteration 152Q (8063.243319 sec): 43 clusters Score: Raw -69572671.013013 + Penalty 54436.506744 = -69518234.506268 nChanged 208 Iteration 153Q (8071.694818 sec): 43 clusters Score: Raw -69572675.886617 + Penalty 54436.506744 = -69518239.379872 nChanged 218 Iteration 154Q (8080.652642 sec): 43 clusters Score: Raw -69572681.330247 + Penalty 54436.506744 = -69518244.823502 nChanged 235 Iteration 155Q (8089.496779 sec): 43 clusters Score: Raw -69572687.129562 + Penalty 54436.506744 = -69518250.622818 nChanged 198 Iteration 156Q (8097.927529 sec): 43 clusters Score: Raw -69572692.696051 + Penalty 54436.506744 = -69518256.189306 nChanged 178 Iteration 157Q (8106.145990 sec): 43 clusters Score: Raw -69572696.816502 + Penalty 54436.506744 = -69518260.309758 nChanged 178 Iteration 158Q (8114.914168 sec): 43 clusters Score: Raw -69572701.149663 + Penalty 54436.506744 = -69518264.642919 nChanged 167 Iteration 159Q (8123.898748 sec): 43 clusters Score: Raw -69572705.448161 + Penalty 54436.506744 = -69518268.941417 nChanged 148 Iteration 160F (8140.622397 sec): 43 clusters Score: Raw -69572708.815103 + Penalty 54436.506744 = -69518272.308359 nChanged 143 Iteration 161Q (8149.378165 sec): 43 clusters Score: Raw -69572712.390240 + Penalty 54436.506744 = -69518275.883496 nChanged 147 Iteration 162Q (8157.531799 sec): 43 clusters Score: Raw -69572715.454646 + Penalty 54436.506744 = -69518278.947902 nChanged 142 Iteration 163Q (8165.447829 sec): 43 clusters Score: Raw -69572718.555894 + Penalty 54436.506744 = -69518282.049150 nChanged 140 Iteration 164Q (8173.804376 sec): 43 clusters Score: Raw -69572721.920808 + Penalty 54436.506744 = -69518285.414064 nChanged 128 Iteration 165Q (8182.764550 sec): 43 clusters Score: Raw -69572725.034999 + Penalty 54436.506744 = -69518288.528254 nChanged 128 Iteration 166Q (8191.495628 sec): 43 clusters Score: Raw -69572727.376690 + Penalty 54436.506744 = -69518290.869946 nChanged 107 Iteration 167Q (8199.896181 sec): 43 clusters Score: Raw -69572729.316273 + Penalty 54436.506744 = -69518292.809528 nChanged 119 Iteration 168Q (8208.203502 sec): 43 clusters Score: Raw -69572731.076858 + Penalty 54436.506744 = -69518294.570114 nChanged 117 Iteration 169Q (8216.393671 sec): 43 clusters Score: Raw -69572733.231185 + Penalty 54436.506744 = -69518296.724440 nChanged 126 Iteration 170Q (8225.278347 sec): 43 clusters Score: Raw -69572735.931249 + Penalty 54436.506744 = -69518299.424504 nChanged 93 Iteration 171Q (8233.884147 sec): 43 clusters Score: Raw -69572737.977971 + Penalty 54436.506744 = -69518301.471227 nChanged 92 Iteration 172Q (8242.270647 sec): 43 clusters Score: Raw -69572739.496776 + Penalty 54436.506744 = -69518302.990031 nChanged 94 Iteration 173Q (8250.770449 sec): 43 clusters Score: Raw -69572741.656123 + Penalty 54436.506744 = -69518305.149379 nChanged 91 Iteration 174Q (8259.048134 sec): 43 clusters Score: Raw -69572743.714603 + Penalty 54436.506744 = -69518307.207859 nChanged 97 Iteration 175Q (8267.438366 sec): 43 clusters Score: Raw -69572745.144076 + Penalty 54436.506744 = -69518308.637331 nChanged 81 Iteration 176Q (8275.736753 sec): 43 clusters Score: Raw -69572746.149756 + Penalty 54436.506744 = -69518309.643012 nChanged 67 Iteration 177Q (8283.794016 sec): 43 clusters Score: Raw -69572747.165467 + Penalty 54436.506744 = -69518310.658722 nChanged 68 Iteration 178Q (8291.627517 sec): 43 clusters Score: Raw -69572748.412853 + Penalty 54436.506744 = -69518311.906109 nChanged 72 Writing temp clu file Because OldScore, -69518310.658722, is greater than current (better) Score,-69518311.906109 Compute initial score before splitting: Score: Raw -69572748.412853 + Penalty 54436.506744 = -69518311.906109 Trying to split cluster 1 (3480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8291.805017 sec): 2 clusters Score: Raw -293564.912194 + Penalty 774.704819 = -292790.207374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8291.856849 sec): 3 clusters Score: Raw -291733.859137 + Penalty 1549.409639 = -290184.449498 nChanged 1420 SP:Iteration 1F (8291.908508 sec): 3 clusters Score: Raw -292560.065844 + Penalty 1549.409639 = -291010.656205 nChanged 292 SP:Iteration 2F (8291.960054 sec): 3 clusters Score: Raw -292799.215880 + Penalty 1549.409639 = -291249.806241 nChanged 271 SP:Iteration 3F (8292.011533 sec): 3 clusters Score: Raw -293075.952294 + Penalty 1549.409639 = -291526.542655 nChanged 254 SP:Iteration 4F (8292.062600 sec): 3 clusters Score: Raw -293310.957536 + Penalty 1549.409639 = -291761.547897 nChanged 217 SP:Iteration 5F (8292.114068 sec): 3 clusters Score: Raw -293514.337832 + Penalty 1549.409639 = -291964.928193 nChanged 198 SP:Iteration 6F (8292.165657 sec): 3 clusters Score: Raw -293682.823488 + Penalty 1549.409639 = -292133.413849 nChanged 129 SP:Iteration 7Q (8292.217194 sec): 3 clusters Score: Raw -293769.508547 + Penalty 1549.409639 = -292220.098909 nChanged 112 SP:Iteration 8Q (8292.269149 sec): 3 clusters Score: Raw -293853.481622 + Penalty 1549.409639 = -292304.071983 nChanged 102 SP:Iteration 9Q (8292.320956 sec): 3 clusters Score: Raw -293932.016063 + Penalty 1549.409639 = -292382.606425 nChanged 75 SP:Iteration 10Q (8292.373008 sec): 3 clusters Score: Raw -293990.926912 + Penalty 1549.409639 = -292441.517273 nChanged 78 SP:Iteration 11Q (8292.425080 sec): 3 clusters Score: Raw -294036.327640 + Penalty 1549.409639 = -292486.918002 nChanged 47 SP:Iteration 12Q (8292.482028 sec): 3 clusters Score: Raw -294064.858228 + Penalty 1549.409639 = -292515.448589 nChanged 44 SP:Iteration 13Q (8292.527475 sec): 3 clusters Score: Raw -294089.195228 + Penalty 1549.409639 = -292539.785589 nChanged 39 SP:Iteration 14Q (8292.589661 sec): 3 clusters Score: Raw -294108.059928 + Penalty 1549.409639 = -292558.650289 nChanged 29 SP:Iteration 15Q (8292.641980 sec): 3 clusters Score: Raw -294121.986760 + Penalty 1549.409639 = -292572.577122 nChanged 25 SP:Iteration 16Q (8292.694124 sec): 3 clusters Score: Raw -294141.146005 + Penalty 1549.409639 = -292591.736366 nChanged 20 SP:Iteration 17Q (8292.746114 sec): 3 clusters Score: Raw -294152.010745 + Penalty 1549.409639 = -292602.601106 nChanged 17 SP:Iteration 18Q (8292.797110 sec): 3 clusters Score: Raw -294160.474640 + Penalty 1549.409639 = -292611.065001 nChanged 19 SP:Iteration 19Q (8292.845364 sec): 3 clusters Score: Raw -294170.030608 + Penalty 1549.409639 = -292620.620970 nChanged 12 SP:Iteration 20F (8292.891223 sec): 3 clusters Score: Raw -294174.723818 + Penalty 1549.409639 = -292625.314179 nChanged 5 SP:Iteration 21Q (8292.943556 sec): 3 clusters Score: Raw -294176.224506 + Penalty 1549.409639 = -292626.814867 nChanged 6 SP:Iteration 22Q (8292.996092 sec): 3 clusters Score: Raw -294178.972320 + Penalty 1549.409639 = -292629.562681 nChanged 10 SP:Iteration 23Q (8293.047977 sec): 3 clusters Score: Raw -294183.258762 + Penalty 1549.409639 = -292633.849123 nChanged 4 SP:Iteration 24Q (8293.111044 sec): 3 clusters Score: Raw -294185.169029 + Penalty 1549.409639 = -292635.759390 nChanged 2 SP:Iteration 25Q (8293.154549 sec): 3 clusters Score: Raw -294185.832534 + Penalty 1549.409639 = -292636.422896 nChanged 2 SP:Iteration 26Q (8293.205488 sec): 3 clusters Score: Raw -294186.266794 + Penalty 1549.409639 = -292636.857155 nChanged 2 SP:Iteration 27Q (8293.269664 sec): 3 clusters Score: Raw -294186.863328 + Penalty 1549.409639 = -292637.453690 nChanged 3 SP:Iteration 28Q (8293.311905 sec): 3 clusters Score: Raw -294187.741370 + Penalty 1549.409639 = -292638.331731 nChanged 1 SP:Iteration 29Q (8293.362336 sec): 3 clusters Score: Raw -294187.953131 + Penalty 1549.409639 = -292638.543492 nChanged 2 SP:Iteration 30Q (8293.409675 sec): 3 clusters Score: Raw -294188.346403 + Penalty 1549.409639 = -292638.936765 nChanged 0 SP:Iteration 31F (8293.461953 sec): 3 clusters Score: Raw -294188.346403 + Penalty 1549.409639 = -292638.936765 nChanged 0 Trying to split cluster 2 (1280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8293.487628 sec): 2 clusters Score: Raw -105620.481483 + Penalty 679.688459 = -104940.793024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8293.535717 sec): 3 clusters Score: Raw -105067.706197 + Penalty 1359.376918 = -103708.329279 nChanged 480 SP:Iteration 1F (8293.586915 sec): 3 clusters Score: Raw -105398.694287 + Penalty 1359.376918 = -104039.317369 nChanged 96 SP:Iteration 2F (8293.650051 sec): 3 clusters Score: Raw -105469.298804 + Penalty 1359.376918 = -104109.921886 nChanged 58 SP:Iteration 3Q (8293.696321 sec): 3 clusters Score: Raw -105517.051184 + Penalty 1359.376918 = -104157.674266 nChanged 44 SP:Iteration 4Q (8293.734120 sec): 3 clusters Score: Raw -105560.000123 + Penalty 1359.376918 = -104200.623206 nChanged 29 SP:Iteration 5Q (8293.790132 sec): 3 clusters Score: Raw -105582.880543 + Penalty 1359.376918 = -104223.503625 nChanged 33 SP:Iteration 6Q (8293.843076 sec): 3 clusters Score: Raw -105605.129739 + Penalty 1359.376918 = -104245.752821 nChanged 20 SP:Iteration 7Q (8293.895526 sec): 3 clusters Score: Raw -105615.732185 + Penalty 1359.376918 = -104256.355267 nChanged 14 SP:Iteration 8Q (8293.939862 sec): 3 clusters Score: Raw -105623.571240 + Penalty 1359.376918 = -104264.194323 nChanged 15 SP:Iteration 9Q (8293.980218 sec): 3 clusters Score: Raw -105632.704646 + Penalty 1359.376918 = -104273.327728 nChanged 15 SP:Iteration 10Q (8294.037210 sec): 3 clusters Score: Raw -105643.623143 + Penalty 1359.376918 = -104284.246225 nChanged 14 SP:Iteration 11Q (8294.091293 sec): 3 clusters Score: Raw -105653.873324 + Penalty 1359.376918 = -104294.496406 nChanged 23 SP:Iteration 12Q (8294.140339 sec): 3 clusters Score: Raw -105670.898130 + Penalty 1359.376918 = -104311.521213 nChanged 24 SP:Iteration 13Q (8294.180232 sec): 3 clusters Score: Raw -105690.239115 + Penalty 1359.376918 = -104330.862197 nChanged 26 SP:Iteration 14Q (8294.230732 sec): 3 clusters Score: Raw -105708.583355 + Penalty 1359.376918 = -104349.206437 nChanged 26 SP:Iteration 15Q (8294.293611 sec): 3 clusters Score: Raw -105731.666549 + Penalty 1359.376918 = -104372.289632 nChanged 27 SP:Iteration 16Q (8294.331427 sec): 3 clusters Score: Raw -105750.491092 + Penalty 1359.376918 = -104391.114174 nChanged 19 SP:Iteration 17Q (8294.381442 sec): 3 clusters Score: Raw -105765.721219 + Penalty 1359.376918 = -104406.344301 nChanged 19 SP:Iteration 18Q (8294.443852 sec): 3 clusters Score: Raw -105788.455545 + Penalty 1359.376918 = -104429.078627 nChanged 21 SP:Iteration 19Q (8294.485869 sec): 3 clusters Score: Raw -105811.896205 + Penalty 1359.376918 = -104452.519287 nChanged 19 SP:Iteration 20F (8294.530481 sec): 3 clusters Score: Raw -105824.596776 + Penalty 1359.376918 = -104465.219858 nChanged 10 SP:Iteration 21Q (8294.588485 sec): 3 clusters Score: Raw -105829.911571 + Penalty 1359.376918 = -104470.534653 nChanged 10 SP:Iteration 22Q (8294.639583 sec): 3 clusters Score: Raw -105838.498299 + Penalty 1359.376918 = -104479.121381 nChanged 14 SP:Iteration 23Q (8294.679193 sec): 3 clusters Score: Raw -105850.864738 + Penalty 1359.376918 = -104491.487821 nChanged 14 SP:Iteration 24Q (8294.738841 sec): 3 clusters Score: Raw -105864.863963 + Penalty 1359.376918 = -104505.487046 nChanged 13 SP:Iteration 25Q (8294.789739 sec): 3 clusters Score: Raw -105878.329772 + Penalty 1359.376918 = -104518.952855 nChanged 12 SP:Iteration 26Q (8294.843178 sec): 3 clusters Score: Raw -105891.699411 + Penalty 1359.376918 = -104532.322493 nChanged 11 SP:Iteration 27Q (8294.885899 sec): 3 clusters Score: Raw -105901.020772 + Penalty 1359.376918 = -104541.643854 nChanged 12 SP:Iteration 28Q (8294.938364 sec): 3 clusters Score: Raw -105909.156493 + Penalty 1359.376918 = -104549.779575 nChanged 8 SP:Iteration 29Q (8294.974456 sec): 3 clusters Score: Raw -105913.193084 + Penalty 1359.376918 = -104553.816167 nChanged 7 SP:Iteration 30Q (8295.033433 sec): 3 clusters Score: Raw -105916.907017 + Penalty 1359.376918 = -104557.530100 nChanged 4 SP:Iteration 31Q (8295.084589 sec): 3 clusters Score: Raw -105918.355243 + Penalty 1359.376918 = -104558.978325 nChanged 3 SP:Iteration 32Q (8295.136876 sec): 3 clusters Score: Raw -105919.699817 + Penalty 1359.376918 = -104560.322899 nChanged 2 SP:Iteration 33Q (8295.174458 sec): 3 clusters Score: Raw -105921.659097 + Penalty 1359.376918 = -104562.282179 nChanged 2 SP:Iteration 34Q (8295.234251 sec): 3 clusters Score: Raw -105922.890790 + Penalty 1359.376918 = -104563.513872 nChanged 2 SP:Iteration 35Q (8295.285277 sec): 3 clusters Score: Raw -105923.427137 + Penalty 1359.376918 = -104564.050219 nChanged 1 SP:Iteration 36Q (8295.322017 sec): 3 clusters Score: Raw -105923.671669 + Penalty 1359.376918 = -104564.294751 nChanged 1 SP:Iteration 37Q (8295.383764 sec): 3 clusters Score: Raw -105923.996407 + Penalty 1359.376918 = -104564.619489 nChanged 0 SP:Iteration 38F (8295.430609 sec): 3 clusters Score: Raw -105923.996407 + Penalty 1359.376918 = -104564.619489 nChanged 0 Trying to split cluster 3 (9903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8295.466965 sec): 2 clusters Score: Raw -834373.989507 + Penalty 874.056337 = -833499.933170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8295.518440 sec): 3 clusters Score: Raw -828486.963269 + Penalty 1748.112674 = -826738.850595 nChanged 4438 SP:Iteration 1F (8295.589700 sec): 3 clusters Score: Raw -831084.326211 + Penalty 1748.112674 = -829336.213537 nChanged 643 SP:Iteration 2F (8295.628793 sec): 3 clusters Score: Raw -831404.176983 + Penalty 1748.112674 = -829656.064310 nChanged 580 SP:Iteration 3F (8295.700896 sec): 3 clusters Score: Raw -831717.727361 + Penalty 1748.112674 = -829969.614687 nChanged 540 SP:Iteration 4F (8295.753945 sec): 3 clusters Score: Raw -832045.615980 + Penalty 1748.112674 = -830297.503306 nChanged 544 SP:Iteration 5F (8295.776889 sec): 3 clusters Score: Raw -832391.049542 + Penalty 1748.112674 = -830642.936868 nChanged 522 SP:Iteration 6F (8295.801524 sec): 3 clusters Score: Raw -832710.402099 + Penalty 1748.112674 = -830962.289425 nChanged 489 SP:Iteration 7Q (8295.826183 sec): 3 clusters Score: Raw -832984.980237 + Penalty 1748.112674 = -831236.867563 nChanged 385 SP:Iteration 8Q (8295.850734 sec): 3 clusters Score: Raw -833176.253904 + Penalty 1748.112674 = -831428.141230 nChanged 333 SP:Iteration 9Q (8295.875222 sec): 3 clusters Score: Raw -833314.545055 + Penalty 1748.112674 = -831566.432381 nChanged 278 SP:Iteration 10Q (8295.900004 sec): 3 clusters Score: Raw -833433.578359 + Penalty 1748.112674 = -831685.465685 nChanged 227 SP:Iteration 11Q (8295.924371 sec): 3 clusters Score: Raw -833525.440077 + Penalty 1748.112674 = -831777.327403 nChanged 240 SP:Iteration 12Q (8295.963482 sec): 3 clusters Score: Raw -833617.005594 + Penalty 1748.112674 = -831868.892920 nChanged 202 SP:Iteration 13Q (8295.985985 sec): 3 clusters Score: Raw -833688.024815 + Penalty 1748.112674 = -831939.912141 nChanged 175 SP:Iteration 14Q (8296.010122 sec): 3 clusters Score: Raw -833746.487382 + Penalty 1748.112674 = -831998.374708 nChanged 170 SP:Iteration 15Q (8296.036372 sec): 3 clusters Score: Raw -833804.262535 + Penalty 1748.112674 = -832056.149861 nChanged 150 SP:Iteration 16Q (8296.060275 sec): 3 clusters Score: Raw -833855.973213 + Penalty 1748.112674 = -832107.860539 nChanged 156 SP:Iteration 17Q (8296.084073 sec): 3 clusters Score: Raw -833915.158917 + Penalty 1748.112674 = -832167.046243 nChanged 150 SP:Iteration 18Q (8296.152319 sec): 3 clusters Score: Raw -833972.827107 + Penalty 1748.112674 = -832224.714433 nChanged 155 SP:Iteration 19Q (8296.214760 sec): 3 clusters Score: Raw -834041.928466 + Penalty 1748.112674 = -832293.815792 nChanged 166 SP:Iteration 20F (8296.273561 sec): 3 clusters Score: Raw -834114.154727 + Penalty 1748.112674 = -832366.042053 nChanged 144 SP:Iteration 21Q (8296.337745 sec): 3 clusters Score: Raw -834182.568546 + Penalty 1748.112674 = -832434.455872 nChanged 154 SP:Iteration 22Q (8296.387191 sec): 3 clusters Score: Raw -834268.681771 + Penalty 1748.112674 = -832520.569097 nChanged 144 SP:Iteration 23Q (8296.457919 sec): 3 clusters Score: Raw -834346.711943 + Penalty 1748.112674 = -832598.599269 nChanged 156 SP:Iteration 24Q (8296.507998 sec): 3 clusters Score: Raw -834439.722040 + Penalty 1748.112674 = -832691.609367 nChanged 114 SP:Iteration 25Q (8296.568423 sec): 3 clusters Score: Raw -834500.967295 + Penalty 1748.112674 = -832752.854621 nChanged 96 SP:Iteration 26Q (8296.637414 sec): 3 clusters Score: Raw -834569.878318 + Penalty 1748.112674 = -832821.765644 nChanged 103 SP:Iteration 27Q (8296.689720 sec): 3 clusters Score: Raw -834643.644558 + Penalty 1748.112674 = -832895.531884 nChanged 94 SP:Iteration 28Q (8296.749266 sec): 3 clusters Score: Raw -834697.260938 + Penalty 1748.112674 = -832949.148265 nChanged 79 SP:Iteration 29Q (8296.813371 sec): 3 clusters Score: Raw -834739.688345 + Penalty 1748.112674 = -832991.575671 nChanged 54 SP:Iteration 30Q (8296.868352 sec): 3 clusters Score: Raw -834766.864449 + Penalty 1748.112674 = -833018.751775 nChanged 45 SP:Iteration 31Q (8296.930945 sec): 3 clusters Score: Raw -834788.398852 + Penalty 1748.112674 = -833040.286178 nChanged 32 SP:Iteration 32Q (8296.989716 sec): 3 clusters Score: Raw -834800.572134 + Penalty 1748.112674 = -833052.459460 nChanged 30 SP:Iteration 33Q (8297.038634 sec): 3 clusters Score: Raw -834811.792638 + Penalty 1748.112674 = -833063.679964 nChanged 20 SP:Iteration 34Q (8297.098356 sec): 3 clusters Score: Raw -834818.746062 + Penalty 1748.112674 = -833070.633388 nChanged 14 SP:Iteration 35Q (8297.157674 sec): 3 clusters Score: Raw -834823.425949 + Penalty 1748.112674 = -833075.313275 nChanged 8 SP:Iteration 36Q (8297.217882 sec): 3 clusters Score: Raw -834825.203966 + Penalty 1748.112674 = -833077.091292 nChanged 8 SP:Iteration 37Q (8297.281636 sec): 3 clusters Score: Raw -834827.653260 + Penalty 1748.112674 = -833079.540586 nChanged 8 SP:Iteration 38Q (8297.335057 sec): 3 clusters Score: Raw -834830.035034 + Penalty 1748.112674 = -833081.922360 nChanged 4 SP:Iteration 39Q (8297.379425 sec): 3 clusters Score: Raw -834831.231452 + Penalty 1748.112674 = -833083.118778 nChanged 1 SP:Iteration 40F (8297.440348 sec): 3 clusters Score: Raw -834831.504741 + Penalty 1748.112674 = -833083.392067 nChanged 1 SP:Iteration 41Q (8297.501023 sec): 3 clusters Score: Raw -834832.083357 + Penalty 1748.112674 = -833083.970684 nChanged 2 SP:Iteration 42Q (8297.548334 sec): 3 clusters Score: Raw -834832.625726 + Penalty 1748.112674 = -833084.513052 nChanged 4 SP:Iteration 43Q (8297.608355 sec): 3 clusters Score: Raw -834833.271881 + Penalty 1748.112674 = -833085.159207 nChanged 3 SP:Iteration 44Q (8297.665225 sec): 3 clusters Score: Raw -834833.887723 + Penalty 1748.112674 = -833085.775049 nChanged 5 SP:Iteration 45Q (8297.732601 sec): 3 clusters Score: Raw -834835.046964 + Penalty 1748.112674 = -833086.934290 nChanged 11 SP:Iteration 46Q (8297.781673 sec): 3 clusters Score: Raw -834838.553741 + Penalty 1748.112674 = -833090.441067 nChanged 13 SP:Iteration 47Q (8297.840447 sec): 3 clusters Score: Raw -834843.385648 + Penalty 1748.112674 = -833095.272974 nChanged 13 SP:Iteration 48Q (8297.900318 sec): 3 clusters Score: Raw -834848.515694 + Penalty 1748.112674 = -833100.403020 nChanged 15 SP:Iteration 49Q (8297.964273 sec): 3 clusters Score: Raw -834852.582994 + Penalty 1748.112674 = -833104.470320 nChanged 9 SP:Iteration 50Q (8298.025104 sec): 3 clusters Score: Raw -834854.199804 + Penalty 1748.112674 = -833106.087130 nChanged 4 SP:Iteration 51Q (8298.086499 sec): 3 clusters Score: Raw -834855.032031 + Penalty 1748.112674 = -833106.919357 nChanged 2 SP:Iteration 52Q (8298.143556 sec): 3 clusters Score: Raw -834855.498183 + Penalty 1748.112674 = -833107.385509 nChanged 1 SP:Iteration 53Q (8298.202398 sec): 3 clusters Score: Raw -834855.786097 + Penalty 1748.112674 = -833107.673423 nChanged 2 SP:Iteration 54Q (8298.261923 sec): 3 clusters Score: Raw -834855.976757 + Penalty 1748.112674 = -833107.864084 nChanged 0 SP:Iteration 55F (8298.323075 sec): 3 clusters Score: Raw -834855.976757 + Penalty 1748.112674 = -833107.864084 nChanged 0 Trying to split cluster 4 (27086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8298.375342 sec): 2 clusters Score: Raw -2345083.543823 + Penalty 969.643365 = -2344113.900458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8298.463183 sec): 3 clusters Score: Raw -2327944.372685 + Penalty 1939.286731 = -2326005.085954 nChanged 12718 SP:Iteration 1F (8298.528859 sec): 3 clusters Score: Raw -2335290.470339 + Penalty 1939.286731 = -2333351.183608 nChanged 1273 SP:Iteration 2Q (8298.604081 sec): 3 clusters Score: Raw -2335822.835219 + Penalty 1939.286731 = -2333883.548488 nChanged 1280 SP:Iteration 3Q (8298.689056 sec): 3 clusters Score: Raw -2336442.297831 + Penalty 1939.286731 = -2334503.011100 nChanged 1376 SP:Iteration 4F (8298.763799 sec): 3 clusters Score: Raw -2337227.766846 + Penalty 1939.286731 = -2335288.480115 nChanged 1515 SP:Iteration 5F (8298.836595 sec): 3 clusters Score: Raw -2338238.211207 + Penalty 1939.286731 = -2336298.924476 nChanged 1584 SP:Iteration 6F (8298.910823 sec): 3 clusters Score: Raw -2339523.081828 + Penalty 1939.286731 = -2337583.795097 nChanged 1550 SP:Iteration 7F (8298.985096 sec): 3 clusters Score: Raw -2340885.123970 + Penalty 1939.286731 = -2338945.837239 nChanged 1326 SP:Iteration 8Q (8299.053531 sec): 3 clusters Score: Raw -2341979.296828 + Penalty 1939.286731 = -2340040.010097 nChanged 1097 SP:Iteration 9Q (8299.128375 sec): 3 clusters Score: Raw -2342710.023870 + Penalty 1939.286731 = -2340770.737139 nChanged 816 SP:Iteration 10Q (8299.186888 sec): 3 clusters Score: Raw -2343145.980464 + Penalty 1939.286731 = -2341206.693733 nChanged 603 SP:Iteration 11Q (8299.255396 sec): 3 clusters Score: Raw -2343426.395754 + Penalty 1939.286731 = -2341487.109023 nChanged 494 SP:Iteration 12Q (8299.320722 sec): 3 clusters Score: Raw -2343618.414147 + Penalty 1939.286731 = -2341679.127416 nChanged 383 SP:Iteration 13Q (8299.391793 sec): 3 clusters Score: Raw -2343748.387037 + Penalty 1939.286731 = -2341809.100306 nChanged 306 SP:Iteration 14Q (8299.452287 sec): 3 clusters Score: Raw -2343841.772921 + Penalty 1939.286731 = -2341902.486190 nChanged 269 SP:Iteration 15Q (8299.526469 sec): 3 clusters Score: Raw -2343930.738253 + Penalty 1939.286731 = -2341991.451522 nChanged 244 SP:Iteration 16Q (8299.591976 sec): 3 clusters Score: Raw -2344020.049242 + Penalty 1939.286731 = -2342080.762511 nChanged 237 SP:Iteration 17Q (8299.664135 sec): 3 clusters Score: Raw -2344099.266839 + Penalty 1939.286731 = -2342159.980108 nChanged 232 SP:Iteration 18Q (8299.730584 sec): 3 clusters Score: Raw -2344173.427649 + Penalty 1939.286731 = -2342234.140918 nChanged 215 SP:Iteration 19Q (8299.805926 sec): 3 clusters Score: Raw -2344238.461881 + Penalty 1939.286731 = -2342299.175150 nChanged 207 SP:Iteration 20F (8299.882571 sec): 3 clusters Score: Raw -2344308.319828 + Penalty 1939.286731 = -2342369.033097 nChanged 220 SP:Iteration 21Q (8299.970502 sec): 3 clusters Score: Raw -2344382.125938 + Penalty 1939.286731 = -2342442.839207 nChanged 200 SP:Iteration 22Q (8300.048637 sec): 3 clusters Score: Raw -2344440.666449 + Penalty 1939.286731 = -2342501.379718 nChanged 183 SP:Iteration 23Q (8300.127512 sec): 3 clusters Score: Raw -2344501.831396 + Penalty 1939.286731 = -2342562.544665 nChanged 197 SP:Iteration 24Q (8300.205622 sec): 3 clusters Score: Raw -2344575.680743 + Penalty 1939.286731 = -2342636.394012 nChanged 177 SP:Iteration 25Q (8300.282880 sec): 3 clusters Score: Raw -2344637.543418 + Penalty 1939.286731 = -2342698.256687 nChanged 187 SP:Iteration 26Q (8300.360021 sec): 3 clusters Score: Raw -2344705.687348 + Penalty 1939.286731 = -2342766.400618 nChanged 157 SP:Iteration 27Q (8300.437514 sec): 3 clusters Score: Raw -2344760.036973 + Penalty 1939.286731 = -2342820.750242 nChanged 140 SP:Iteration 28Q (8300.514749 sec): 3 clusters Score: Raw -2344804.850316 + Penalty 1939.286731 = -2342865.563585 nChanged 122 SP:Iteration 29Q (8300.591804 sec): 3 clusters Score: Raw -2344843.945122 + Penalty 1939.286731 = -2342904.658392 nChanged 106 SP:Iteration 30Q (8300.668610 sec): 3 clusters Score: Raw -2344872.917936 + Penalty 1939.286731 = -2342933.631205 nChanged 98 SP:Iteration 31Q (8300.745285 sec): 3 clusters Score: Raw -2344898.659597 + Penalty 1939.286731 = -2342959.372866 nChanged 74 SP:Iteration 32Q (8300.821867 sec): 3 clusters Score: Raw -2344917.667899 + Penalty 1939.286731 = -2342978.381168 nChanged 75 SP:Iteration 33Q (8300.898318 sec): 3 clusters Score: Raw -2344939.417195 + Penalty 1939.286731 = -2343000.130464 nChanged 78 SP:Iteration 34Q (8300.975782 sec): 3 clusters Score: Raw -2344962.513154 + Penalty 1939.286731 = -2343023.226423 nChanged 74 SP:Iteration 35Q (8301.053498 sec): 3 clusters Score: Raw -2344984.138013 + Penalty 1939.286731 = -2343044.851282 nChanged 68 SP:Iteration 36Q (8301.131028 sec): 3 clusters Score: Raw -2345008.694200 + Penalty 1939.286731 = -2343069.407469 nChanged 67 SP:Iteration 37Q (8301.208578 sec): 3 clusters Score: Raw -2345032.641926 + Penalty 1939.286731 = -2343093.355195 nChanged 62 SP:Iteration 38Q (8301.285496 sec): 3 clusters Score: Raw -2345050.979219 + Penalty 1939.286731 = -2343111.692488 nChanged 51 SP:Iteration 39Q (8301.347740 sec): 3 clusters Score: Raw -2345068.608108 + Penalty 1939.286731 = -2343129.321377 nChanged 42 SP:Iteration 40F (8301.424798 sec): 3 clusters Score: Raw -2345084.181603 + Penalty 1939.286731 = -2343144.894872 nChanged 41 SP:Iteration 41Q (8301.505672 sec): 3 clusters Score: Raw -2345099.844091 + Penalty 1939.286731 = -2343160.557360 nChanged 42 SP:Iteration 42Q (8301.573990 sec): 3 clusters Score: Raw -2345117.246853 + Penalty 1939.286731 = -2343177.960122 nChanged 39 SP:Iteration 43Q (8301.657506 sec): 3 clusters Score: Raw -2345134.363768 + Penalty 1939.286731 = -2343195.077037 nChanged 32 SP:Iteration 44Q (8301.733226 sec): 3 clusters Score: Raw -2345146.418595 + Penalty 1939.286731 = -2343207.131864 nChanged 26 SP:Iteration 45Q (8301.808739 sec): 3 clusters Score: Raw -2345155.851415 + Penalty 1939.286731 = -2343216.564684 nChanged 24 SP:Iteration 46Q (8301.884585 sec): 3 clusters Score: Raw -2345164.721273 + Penalty 1939.286731 = -2343225.434542 nChanged 28 SP:Iteration 47Q (8301.960415 sec): 3 clusters Score: Raw -2345177.009309 + Penalty 1939.286731 = -2343237.722578 nChanged 24 SP:Iteration 48Q (8302.035911 sec): 3 clusters Score: Raw -2345185.677776 + Penalty 1939.286731 = -2343246.391045 nChanged 17 SP:Iteration 49Q (8302.111571 sec): 3 clusters Score: Raw -2345191.887493 + Penalty 1939.286731 = -2343252.600762 nChanged 13 SP:Iteration 50Q (8302.183456 sec): 3 clusters Score: Raw -2345196.492405 + Penalty 1939.286731 = -2343257.205674 nChanged 26 SP:Iteration 51Q (8302.258923 sec): 3 clusters Score: Raw -2345205.860909 + Penalty 1939.286731 = -2343266.574178 nChanged 22 SP:Iteration 52Q (8302.325079 sec): 3 clusters Score: Raw -2345213.823066 + Penalty 1939.286731 = -2343274.536336 nChanged 24 SP:Iteration 53Q (8302.375958 sec): 3 clusters Score: Raw -2345222.452929 + Penalty 1939.286731 = -2343283.166198 nChanged 19 SP:Iteration 54Q (8302.428277 sec): 3 clusters Score: Raw -2345228.583557 + Penalty 1939.286731 = -2343289.296826 nChanged 8 SP:Iteration 55Q (8302.473241 sec): 3 clusters Score: Raw -2345232.081542 + Penalty 1939.286731 = -2343292.794811 nChanged 12 SP:Iteration 56Q (8302.519026 sec): 3 clusters Score: Raw -2345237.178214 + Penalty 1939.286731 = -2343297.891483 nChanged 11 SP:Iteration 57Q (8302.569967 sec): 3 clusters Score: Raw -2345242.971025 + Penalty 1939.286731 = -2343303.684294 nChanged 6 SP:Iteration 58Q (8302.617601 sec): 3 clusters Score: Raw -2345245.593266 + Penalty 1939.286731 = -2343306.306535 nChanged 7 SP:Iteration 59Q (8302.669468 sec): 3 clusters Score: Raw -2345248.615782 + Penalty 1939.286731 = -2343309.329051 nChanged 7 SP:Iteration 60F (8302.727322 sec): 3 clusters Score: Raw -2345250.472155 + Penalty 1939.286731 = -2343311.185424 nChanged 3 SP:Iteration 61Q (8302.779176 sec): 3 clusters Score: Raw -2345251.153692 + Penalty 1939.286731 = -2343311.866961 nChanged 2 SP:Iteration 62Q (8302.822988 sec): 3 clusters Score: Raw -2345251.527722 + Penalty 1939.286731 = -2343312.240991 nChanged 2 SP:Iteration 63Q (8302.868793 sec): 3 clusters Score: Raw -2345252.079126 + Penalty 1939.286731 = -2343312.792395 nChanged 2 SP:Iteration 64Q (8302.919258 sec): 3 clusters Score: Raw -2345252.788894 + Penalty 1939.286731 = -2343313.502163 nChanged 1 SP:Iteration 65Q (8302.963805 sec): 3 clusters Score: Raw -2345252.907777 + Penalty 1939.286731 = -2343313.621046 nChanged 0 SP:Iteration 66F (8303.013539 sec): 3 clusters Score: Raw -2345252.907777 + Penalty 1939.286731 = -2343313.621046 nChanged 0 Trying to split cluster 5 (11083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8303.046142 sec): 2 clusters Score: Raw -939019.074751 + Penalty 884.750930 = -938134.323822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8303.109727 sec): 3 clusters Score: Raw -932433.119075 + Penalty 1769.501860 = -930663.617216 nChanged 4994 SP:Iteration 1F (8303.169389 sec): 3 clusters Score: Raw -935389.195032 + Penalty 1769.501860 = -933619.693172 nChanged 721 SP:Iteration 2F (8303.230190 sec): 3 clusters Score: Raw -935789.703211 + Penalty 1769.501860 = -934020.201352 nChanged 796 SP:Iteration 3F (8303.281264 sec): 3 clusters Score: Raw -936316.625929 + Penalty 1769.501860 = -934547.124070 nChanged 790 SP:Iteration 4F (8303.354243 sec): 3 clusters Score: Raw -936913.980084 + Penalty 1769.501860 = -935144.478225 nChanged 757 SP:Iteration 5F (8303.405277 sec): 3 clusters Score: Raw -937485.434331 + Penalty 1769.501860 = -935715.932471 nChanged 635 SP:Iteration 6F (8303.465472 sec): 3 clusters Score: Raw -937958.200697 + Penalty 1769.501860 = -936188.698837 nChanged 467 SP:Iteration 7Q (8303.537384 sec): 3 clusters Score: Raw -938306.225659 + Penalty 1769.501860 = -936536.723800 nChanged 379 SP:Iteration 8Q (8303.587189 sec): 3 clusters Score: Raw -938595.631403 + Penalty 1769.501860 = -936826.129543 nChanged 287 SP:Iteration 9Q (8303.643556 sec): 3 clusters Score: Raw -938816.225616 + Penalty 1769.501860 = -937046.723756 nChanged 169 SP:Iteration 10Q (8303.708258 sec): 3 clusters Score: Raw -938957.464449 + Penalty 1769.501860 = -937187.962589 nChanged 116 SP:Iteration 11Q (8303.771282 sec): 3 clusters Score: Raw -939064.093469 + Penalty 1769.501860 = -937294.591609 nChanged 83 SP:Iteration 12Q (8303.816839 sec): 3 clusters Score: Raw -939128.381068 + Penalty 1769.501860 = -937358.879208 nChanged 50 SP:Iteration 13Q (8303.883174 sec): 3 clusters Score: Raw -939162.088593 + Penalty 1769.501860 = -937392.586733 nChanged 36 SP:Iteration 14Q (8303.930162 sec): 3 clusters Score: Raw -939184.948106 + Penalty 1769.501860 = -937415.446246 nChanged 24 SP:Iteration 15Q (8304.000180 sec): 3 clusters Score: Raw -939198.469713 + Penalty 1769.501860 = -937428.967854 nChanged 16 SP:Iteration 16Q (8304.036131 sec): 3 clusters Score: Raw -939206.705278 + Penalty 1769.501860 = -937437.203418 nChanged 9 SP:Iteration 17Q (8304.098070 sec): 3 clusters Score: Raw -939214.340222 + Penalty 1769.501860 = -937444.838362 nChanged 17 SP:Iteration 18Q (8304.149030 sec): 3 clusters Score: Raw -939224.739023 + Penalty 1769.501860 = -937455.237163 nChanged 16 SP:Iteration 19Q (8304.208200 sec): 3 clusters Score: Raw -939232.610429 + Penalty 1769.501860 = -937463.108570 nChanged 6 SP:Iteration 20F (8304.272284 sec): 3 clusters Score: Raw -939236.390755 + Penalty 1769.501860 = -937466.888896 nChanged 8 SP:Iteration 21Q (8304.307249 sec): 3 clusters Score: Raw -939241.596550 + Penalty 1769.501860 = -937472.094690 nChanged 4 SP:Iteration 22Q (8304.361072 sec): 3 clusters Score: Raw -939245.023277 + Penalty 1769.501860 = -937475.521418 nChanged 5 SP:Iteration 23Q (8304.427978 sec): 3 clusters Score: Raw -939248.808372 + Penalty 1769.501860 = -937479.306512 nChanged 6 SP:Iteration 24Q (8304.473433 sec): 3 clusters Score: Raw -939253.153307 + Penalty 1769.501860 = -937483.651447 nChanged 5 SP:Iteration 25Q (8304.530322 sec): 3 clusters Score: Raw -939256.319615 + Penalty 1769.501860 = -937486.817755 nChanged 6 SP:Iteration 26Q (8304.597072 sec): 3 clusters Score: Raw -939259.061067 + Penalty 1769.501860 = -937489.559208 nChanged 4 SP:Iteration 27Q (8304.644330 sec): 3 clusters Score: Raw -939261.076407 + Penalty 1769.501860 = -937491.574547 nChanged 4 SP:Iteration 28Q (8304.704907 sec): 3 clusters Score: Raw -939263.427584 + Penalty 1769.501860 = -937493.925724 nChanged 8 SP:Iteration 29Q (8304.776739 sec): 3 clusters Score: Raw -939267.341976 + Penalty 1769.501860 = -937497.840116 nChanged 4 SP:Iteration 30Q (8304.826108 sec): 3 clusters Score: Raw -939268.784350 + Penalty 1769.501860 = -937499.282490 nChanged 3 SP:Iteration 31Q (8304.862483 sec): 3 clusters Score: Raw -939269.903078 + Penalty 1769.501860 = -937500.401219 nChanged 3 SP:Iteration 32Q (8304.886113 sec): 3 clusters Score: Raw -939271.622119 + Penalty 1769.501860 = -937502.120260 nChanged 2 SP:Iteration 33Q (8304.909476 sec): 3 clusters Score: Raw -939272.858315 + Penalty 1769.501860 = -937503.356456 nChanged 2 SP:Iteration 34Q (8304.933087 sec): 3 clusters Score: Raw -939274.123593 + Penalty 1769.501860 = -937504.621733 nChanged 5 SP:Iteration 35Q (8304.956562 sec): 3 clusters Score: Raw -939277.200528 + Penalty 1769.501860 = -937507.698668 nChanged 6 SP:Iteration 36Q (8304.979999 sec): 3 clusters Score: Raw -939279.753834 + Penalty 1769.501860 = -937510.251975 nChanged 4 SP:Iteration 37Q (8305.003845 sec): 3 clusters Score: Raw -939282.787729 + Penalty 1769.501860 = -937513.285869 nChanged 7 SP:Iteration 38Q (8305.027136 sec): 3 clusters Score: Raw -939287.176795 + Penalty 1769.501860 = -937517.674935 nChanged 4 SP:Iteration 39Q (8305.050722 sec): 3 clusters Score: Raw -939289.948064 + Penalty 1769.501860 = -937520.446205 nChanged 3 SP:Iteration 40F (8305.077154 sec): 3 clusters Score: Raw -939291.857561 + Penalty 1769.501860 = -937522.355701 nChanged 4 SP:Iteration 41Q (8305.100509 sec): 3 clusters Score: Raw -939294.061117 + Penalty 1769.501860 = -937524.559258 nChanged 4 SP:Iteration 42Q (8305.162184 sec): 3 clusters Score: Raw -939296.168817 + Penalty 1769.501860 = -937526.666958 nChanged 3 SP:Iteration 43Q (8305.223304 sec): 3 clusters Score: Raw -939297.263907 + Penalty 1769.501860 = -937527.762048 nChanged 1 SP:Iteration 44Q (8305.280756 sec): 3 clusters Score: Raw -939297.740835 + Penalty 1769.501860 = -937528.238976 nChanged 1 SP:Iteration 45Q (8305.340468 sec): 3 clusters Score: Raw -939299.071487 + Penalty 1769.501860 = -937529.569628 nChanged 0 SP:Iteration 46F (8305.403100 sec): 3 clusters Score: Raw -939299.071487 + Penalty 1769.501860 = -937529.569628 nChanged 0 Trying to split cluster 6 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8305.426940 sec): 2 clusters Score: Raw -33012.404708 + Penalty 585.714696 = -32426.690012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8305.472108 sec): 3 clusters Score: Raw -32895.928664 + Penalty 1171.429392 = -31724.499272 nChanged 152 SP:Iteration 1F (8305.515288 sec): 3 clusters Score: Raw -33061.622760 + Penalty 1171.429392 = -31890.193368 nChanged 41 SP:Iteration 2F (8305.555242 sec): 3 clusters Score: Raw -33143.113563 + Penalty 1171.429392 = -31971.684171 nChanged 33 SP:Iteration 3F (8305.604814 sec): 3 clusters Score: Raw -33193.217034 + Penalty 1171.429392 = -32021.787641 nChanged 25 SP:Iteration 4F (8305.651604 sec): 3 clusters Score: Raw -33230.756617 + Penalty 1171.429392 = -32059.327224 nChanged 21 SP:Iteration 5Q (8305.697870 sec): 3 clusters Score: Raw -33341.913621 + Penalty 1171.429392 = -32170.484228 nChanged 24 SP:Iteration 6F (8305.744815 sec): 3 clusters Score: Raw -33405.558235 + Penalty 1171.429392 = -32234.128843 nChanged 23 SP:Iteration 7Q (8305.794898 sec): 3 clusters Score: Raw -33453.632590 + Penalty 1171.429392 = -32282.203198 nChanged 16 SP:Iteration 8Q (8305.840714 sec): 3 clusters Score: Raw -33492.695122 + Penalty 1171.429392 = -32321.265730 nChanged 16 SP:Iteration 9Q (8305.880725 sec): 3 clusters Score: Raw -33569.411069 + Penalty 1171.429392 = -32397.981677 nChanged 19 SP:Iteration 10Q (8305.939134 sec): 3 clusters Score: Raw -33671.821064 + Penalty 1171.429392 = -32500.391672 nChanged 13 SP:Iteration 11Q (8305.983064 sec): 3 clusters Score: Raw -33751.335271 + Penalty 1171.429392 = -32579.905879 nChanged 9 SP:Iteration 12Q (8306.021830 sec): 3 clusters Score: Raw -33817.278891 + Penalty 1171.429392 = -32645.849499 nChanged 10 SP:Iteration 13Q (8306.066593 sec): 3 clusters Score: Raw -33873.775864 + Penalty 1171.429392 = -32702.346472 nChanged 9 SP:Iteration 14Q (8306.115892 sec): 3 clusters Score: Raw -33899.945594 + Penalty 1171.429392 = -32728.516202 nChanged 3 SP:Iteration 15Q (8306.165200 sec): 3 clusters Score: Raw -33905.929202 + Penalty 1171.429392 = -32734.499810 nChanged 2 SP:Iteration 16Q (8306.203506 sec): 3 clusters Score: Raw -33909.472949 + Penalty 1171.429392 = -32738.043557 nChanged 1 SP:Iteration 17Q (8306.252420 sec): 3 clusters Score: Raw -33910.371620 + Penalty 1171.429392 = -32738.942228 nChanged 0 SP:Iteration 18F (8306.299383 sec): 3 clusters Score: Raw -33911.326289 + Penalty 1171.429392 = -32739.896897 nChanged 1 SP:Iteration 19Q (8306.348317 sec): 3 clusters Score: Raw -33913.338323 + Penalty 1171.429392 = -32741.908931 nChanged 0 SP:Iteration 20F (8306.395435 sec): 3 clusters Score: Raw -33913.338323 + Penalty 1171.429392 = -32741.908931 nChanged 0 Score: Raw -69573650.238119 + Penalty 55732.614048 = -69517917.624072 Splitting cluster 6 changes total score from -69518311.906109 to -69517917.624072 So it's not getting split. Trying to split cluster 7 (16647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8323.186526 sec): 2 clusters Score: Raw -1432026.323590 + Penalty 923.398603 = -1431102.924986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8323.254810 sec): 3 clusters Score: Raw -1421632.161595 + Penalty 1846.797207 = -1419785.364388 nChanged 7726 SP:Iteration 1F (8323.306307 sec): 3 clusters Score: Raw -1425945.182402 + Penalty 1846.797207 = -1424098.385195 nChanged 722 SP:Iteration 2Q (8323.382590 sec): 3 clusters Score: Raw -1426203.163224 + Penalty 1846.797207 = -1424356.366017 nChanged 754 SP:Iteration 3Q (8323.444758 sec): 3 clusters Score: Raw -1426530.722626 + Penalty 1846.797207 = -1424683.925419 nChanged 846 SP:Iteration 4F (8323.506877 sec): 3 clusters Score: Raw -1426996.848995 + Penalty 1846.797207 = -1425150.051788 nChanged 917 SP:Iteration 5F (8323.572310 sec): 3 clusters Score: Raw -1427593.353315 + Penalty 1846.797207 = -1425746.556108 nChanged 956 SP:Iteration 6F (8323.641856 sec): 3 clusters Score: Raw -1428282.380246 + Penalty 1846.797207 = -1426435.583039 nChanged 972 SP:Iteration 7F (8323.710258 sec): 3 clusters Score: Raw -1429103.528572 + Penalty 1846.797207 = -1427256.731365 nChanged 909 SP:Iteration 8F (8323.778794 sec): 3 clusters Score: Raw -1429914.908665 + Penalty 1846.797207 = -1428068.111458 nChanged 768 SP:Iteration 9Q (8323.858089 sec): 3 clusters Score: Raw -1430543.304568 + Penalty 1846.797207 = -1428696.507361 nChanged 641 SP:Iteration 10Q (8323.917730 sec): 3 clusters Score: Raw -1430983.332496 + Penalty 1846.797207 = -1429136.535289 nChanged 448 SP:Iteration 11Q (8323.995575 sec): 3 clusters Score: Raw -1431274.628858 + Penalty 1846.797207 = -1429427.831651 nChanged 350 SP:Iteration 12Q (8324.053169 sec): 3 clusters Score: Raw -1431513.317037 + Penalty 1846.797207 = -1429666.519830 nChanged 294 SP:Iteration 13Q (8324.118956 sec): 3 clusters Score: Raw -1431687.111192 + Penalty 1846.797207 = -1429840.313985 nChanged 256 SP:Iteration 14Q (8324.186911 sec): 3 clusters Score: Raw -1431816.062095 + Penalty 1846.797207 = -1429969.264888 nChanged 190 SP:Iteration 15Q (8324.254394 sec): 3 clusters Score: Raw -1431905.355774 + Penalty 1846.797207 = -1430058.558567 nChanged 149 SP:Iteration 16Q (8324.320968 sec): 3 clusters Score: Raw -1431973.808527 + Penalty 1846.797207 = -1430127.011320 nChanged 127 SP:Iteration 17Q (8324.396426 sec): 3 clusters Score: Raw -1432031.437429 + Penalty 1846.797207 = -1430184.640222 nChanged 120 SP:Iteration 18Q (8324.453865 sec): 3 clusters Score: Raw -1432084.422759 + Penalty 1846.797207 = -1430237.625552 nChanged 95 SP:Iteration 19Q (8324.520689 sec): 3 clusters Score: Raw -1432123.011380 + Penalty 1846.797207 = -1430276.214173 nChanged 88 SP:Iteration 20F (8324.589684 sec): 3 clusters Score: Raw -1432155.342498 + Penalty 1846.797207 = -1430308.545291 nChanged 70 SP:Iteration 21Q (8324.665524 sec): 3 clusters Score: Raw -1432181.110568 + Penalty 1846.797207 = -1430334.313361 nChanged 65 SP:Iteration 22Q (8324.722140 sec): 3 clusters Score: Raw -1432203.773742 + Penalty 1846.797207 = -1430356.976535 nChanged 53 SP:Iteration 23Q (8324.788972 sec): 3 clusters Score: Raw -1432221.995550 + Penalty 1846.797207 = -1430375.198343 nChanged 49 SP:Iteration 24Q (8324.855293 sec): 3 clusters Score: Raw -1432240.551920 + Penalty 1846.797207 = -1430393.754713 nChanged 53 SP:Iteration 25Q (8324.921623 sec): 3 clusters Score: Raw -1432258.004565 + Penalty 1846.797207 = -1430411.207358 nChanged 37 SP:Iteration 26Q (8324.987305 sec): 3 clusters Score: Raw -1432270.847717 + Penalty 1846.797207 = -1430424.050510 nChanged 37 SP:Iteration 27Q (8325.063809 sec): 3 clusters Score: Raw -1432282.489465 + Penalty 1846.797207 = -1430435.692258 nChanged 29 SP:Iteration 28Q (8325.119236 sec): 3 clusters Score: Raw -1432290.113210 + Penalty 1846.797207 = -1430443.316003 nChanged 25 SP:Iteration 29Q (8325.187511 sec): 3 clusters Score: Raw -1432297.040477 + Penalty 1846.797207 = -1430450.243270 nChanged 27 SP:Iteration 30Q (8325.254354 sec): 3 clusters Score: Raw -1432303.551933 + Penalty 1846.797207 = -1430456.754726 nChanged 25 SP:Iteration 31Q (8325.329704 sec): 3 clusters Score: Raw -1432312.177098 + Penalty 1846.797207 = -1430465.379891 nChanged 32 SP:Iteration 32Q (8325.390356 sec): 3 clusters Score: Raw -1432323.285207 + Penalty 1846.797207 = -1430476.488000 nChanged 34 SP:Iteration 33Q (8325.459997 sec): 3 clusters Score: Raw -1432333.617262 + Penalty 1846.797207 = -1430486.820055 nChanged 18 SP:Iteration 34Q (8325.518025 sec): 3 clusters Score: Raw -1432338.337485 + Penalty 1846.797207 = -1430491.540278 nChanged 19 SP:Iteration 35Q (8325.575025 sec): 3 clusters Score: Raw -1432342.805236 + Penalty 1846.797207 = -1430496.008029 nChanged 10 SP:Iteration 36Q (8325.647922 sec): 3 clusters Score: Raw -1432344.868824 + Penalty 1846.797207 = -1430498.071617 nChanged 10 SP:Iteration 37Q (8325.715429 sec): 3 clusters Score: Raw -1432348.570601 + Penalty 1846.797207 = -1430501.773394 nChanged 12 SP:Iteration 38Q (8325.783391 sec): 3 clusters Score: Raw -1432352.488676 + Penalty 1846.797207 = -1430505.691470 nChanged 13 SP:Iteration 39Q (8325.848448 sec): 3 clusters Score: Raw -1432355.081180 + Penalty 1846.797207 = -1430508.283973 nChanged 11 SP:Iteration 40F (8325.909434 sec): 3 clusters Score: Raw -1432358.990617 + Penalty 1846.797207 = -1430512.193411 nChanged 13 SP:Iteration 41Q (8325.977850 sec): 3 clusters Score: Raw -1432362.906226 + Penalty 1846.797207 = -1430516.109019 nChanged 13 SP:Iteration 42Q (8326.052587 sec): 3 clusters Score: Raw -1432366.998137 + Penalty 1846.797207 = -1430520.200931 nChanged 12 SP:Iteration 43Q (8326.111620 sec): 3 clusters Score: Raw -1432369.956751 + Penalty 1846.797207 = -1430523.159544 nChanged 4 SP:Iteration 44Q (8326.186756 sec): 3 clusters Score: Raw -1432370.650811 + Penalty 1846.797207 = -1430523.853604 nChanged 7 SP:Iteration 45Q (8326.247801 sec): 3 clusters Score: Raw -1432371.934078 + Penalty 1846.797207 = -1430525.136872 nChanged 5 SP:Iteration 46Q (8326.298309 sec): 3 clusters Score: Raw -1432373.082437 + Penalty 1846.797207 = -1430526.285230 nChanged 2 SP:Iteration 47Q (8326.362063 sec): 3 clusters Score: Raw -1432373.520290 + Penalty 1846.797207 = -1430526.723083 nChanged 2 SP:Iteration 48Q (8326.426944 sec): 3 clusters Score: Raw -1432373.907077 + Penalty 1846.797207 = -1430527.109870 nChanged 2 SP:Iteration 49Q (8326.494892 sec): 3 clusters Score: Raw -1432374.236307 + Penalty 1846.797207 = -1430527.439100 nChanged 1 SP:Iteration 50Q (8326.558369 sec): 3 clusters Score: Raw -1432374.357232 + Penalty 1846.797207 = -1430527.560025 nChanged 1 SP:Iteration 51Q (8326.623024 sec): 3 clusters Score: Raw -1432374.533095 + Penalty 1846.797207 = -1430527.735888 nChanged 2 SP:Iteration 52Q (8326.682197 sec): 3 clusters Score: Raw -1432374.918835 + Penalty 1846.797207 = -1430528.121629 nChanged 2 SP:Iteration 53Q (8326.752040 sec): 3 clusters Score: Raw -1432375.233099 + Penalty 1846.797207 = -1430528.435892 nChanged 0 SP:Iteration 54F (8326.808236 sec): 3 clusters Score: Raw -1432375.233099 + Penalty 1846.797207 = -1430528.435892 nChanged 0 Trying to split cluster 8 (1500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8326.843990 sec): 2 clusters Score: Raw -122379.548230 + Penalty 694.755937 = -121684.792293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8326.882763 sec): 3 clusters Score: Raw -121701.971794 + Penalty 1389.511874 = -120312.459921 nChanged 567 SP:Iteration 1F (8326.933539 sec): 3 clusters Score: Raw -122136.504533 + Penalty 1389.511874 = -120746.992660 nChanged 162 SP:Iteration 2F (8326.991822 sec): 3 clusters Score: Raw -122286.263017 + Penalty 1389.511874 = -120896.751143 nChanged 108 SP:Iteration 3F (8327.041182 sec): 3 clusters Score: Raw -122421.397434 + Penalty 1389.511874 = -121031.885560 nChanged 98 SP:Iteration 4F (8327.089227 sec): 3 clusters Score: Raw -122548.626707 + Penalty 1389.511874 = -121159.114833 nChanged 73 SP:Iteration 5Q (8327.121742 sec): 3 clusters Score: Raw -122649.193388 + Penalty 1389.511874 = -121259.681514 nChanged 57 SP:Iteration 6Q (8327.169580 sec): 3 clusters Score: Raw -122737.849020 + Penalty 1389.511874 = -121348.337146 nChanged 40 SP:Iteration 7Q (8327.215297 sec): 3 clusters Score: Raw -122785.121218 + Penalty 1389.511874 = -121395.609345 nChanged 26 SP:Iteration 8Q (8327.260973 sec): 3 clusters Score: Raw -122810.111057 + Penalty 1389.511874 = -121420.599184 nChanged 18 SP:Iteration 9Q (8327.310346 sec): 3 clusters Score: Raw -122828.910309 + Penalty 1389.511874 = -121439.398435 nChanged 19 SP:Iteration 10Q (8327.364083 sec): 3 clusters Score: Raw -122842.244318 + Penalty 1389.511874 = -121452.732445 nChanged 9 SP:Iteration 11Q (8327.412072 sec): 3 clusters Score: Raw -122848.352532 + Penalty 1389.511874 = -121458.840659 nChanged 7 SP:Iteration 12Q (8327.453950 sec): 3 clusters Score: Raw -122852.614229 + Penalty 1389.511874 = -121463.102356 nChanged 5 SP:Iteration 13Q (8327.497095 sec): 3 clusters Score: Raw -122855.555974 + Penalty 1389.511874 = -121466.044101 nChanged 7 SP:Iteration 14Q (8327.543634 sec): 3 clusters Score: Raw -122859.883860 + Penalty 1389.511874 = -121470.371987 nChanged 5 SP:Iteration 15Q (8327.581632 sec): 3 clusters Score: Raw -122863.960308 + Penalty 1389.511874 = -121474.448434 nChanged 2 SP:Iteration 16Q (8327.626027 sec): 3 clusters Score: Raw -122865.393986 + Penalty 1389.511874 = -121475.882113 nChanged 4 SP:Iteration 17Q (8327.669903 sec): 3 clusters Score: Raw -122867.452514 + Penalty 1389.511874 = -121477.940640 nChanged 1 SP:Iteration 18Q (8327.723486 sec): 3 clusters Score: Raw -122867.968092 + Penalty 1389.511874 = -121478.456218 nChanged 0 SP:Iteration 19F (8327.777679 sec): 3 clusters Score: Raw -122873.796632 + Penalty 1389.511874 = -121484.284759 nChanged 2 SP:Iteration 20F (8327.811732 sec): 3 clusters Score: Raw -122881.751688 + Penalty 1389.511874 = -121492.239815 nChanged 2 SP:Iteration 21Q (8327.834119 sec): 3 clusters Score: Raw -122882.530042 + Penalty 1389.511874 = -121493.018169 nChanged 0 SP:Iteration 22F (8327.875182 sec): 3 clusters Score: Raw -122882.530042 + Penalty 1389.511874 = -121493.018169 nChanged 0 Trying to split cluster 9 (4779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8327.909102 sec): 2 clusters Score: Raw -398775.593301 + Penalty 804.838727 = -397970.754574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8327.960571 sec): 3 clusters Score: Raw -396132.008622 + Penalty 1609.677454 = -394522.331168 nChanged 2002 SP:Iteration 1F (8328.014266 sec): 3 clusters Score: Raw -397258.070239 + Penalty 1609.677454 = -395648.392785 nChanged 361 SP:Iteration 2F (8328.069222 sec): 3 clusters Score: Raw -397462.127317 + Penalty 1609.677454 = -395852.449864 nChanged 312 SP:Iteration 3F (8328.123477 sec): 3 clusters Score: Raw -397643.010484 + Penalty 1609.677454 = -396033.333030 nChanged 289 SP:Iteration 4F (8328.177176 sec): 3 clusters Score: Raw -397814.253519 + Penalty 1609.677454 = -396204.576065 nChanged 259 SP:Iteration 5F (8328.229526 sec): 3 clusters Score: Raw -397980.223852 + Penalty 1609.677454 = -396370.546398 nChanged 214 SP:Iteration 6Q (8328.267736 sec): 3 clusters Score: Raw -398116.880100 + Penalty 1609.677454 = -396507.202646 nChanged 190 SP:Iteration 7Q (8328.321599 sec): 3 clusters Score: Raw -398246.961279 + Penalty 1609.677454 = -396637.283825 nChanged 166 SP:Iteration 8Q (8328.375120 sec): 3 clusters Score: Raw -398366.314524 + Penalty 1609.677454 = -396756.637071 nChanged 132 SP:Iteration 9Q (8328.427939 sec): 3 clusters Score: Raw -398458.123728 + Penalty 1609.677454 = -396848.446274 nChanged 123 SP:Iteration 10Q (8328.474829 sec): 3 clusters Score: Raw -398532.220548 + Penalty 1609.677454 = -396922.543095 nChanged 75 SP:Iteration 11Q (8328.527749 sec): 3 clusters Score: Raw -398575.572841 + Penalty 1609.677454 = -396965.895387 nChanged 62 SP:Iteration 12Q (8328.581627 sec): 3 clusters Score: Raw -398613.029894 + Penalty 1609.677454 = -397003.352440 nChanged 57 SP:Iteration 13Q (8328.636818 sec): 3 clusters Score: Raw -398653.080729 + Penalty 1609.677454 = -397043.403275 nChanged 51 SP:Iteration 14Q (8328.689187 sec): 3 clusters Score: Raw -398694.715147 + Penalty 1609.677454 = -397085.037693 nChanged 58 SP:Iteration 15Q (8328.744801 sec): 3 clusters Score: Raw -398745.370681 + Penalty 1609.677454 = -397135.693227 nChanged 46 SP:Iteration 16Q (8328.788642 sec): 3 clusters Score: Raw -398774.547506 + Penalty 1609.677454 = -397164.870052 nChanged 40 SP:Iteration 17Q (8328.838029 sec): 3 clusters Score: Raw -398795.746495 + Penalty 1609.677454 = -397186.069041 nChanged 26 SP:Iteration 18Q (8328.890064 sec): 3 clusters Score: Raw -398806.398000 + Penalty 1609.677454 = -397196.720547 nChanged 20 SP:Iteration 19Q (8328.942483 sec): 3 clusters Score: Raw -398818.284355 + Penalty 1609.677454 = -397208.606901 nChanged 23 SP:Iteration 20F (8329.003172 sec): 3 clusters Score: Raw -398830.537053 + Penalty 1609.677454 = -397220.859599 nChanged 19 SP:Iteration 21Q (8329.043598 sec): 3 clusters Score: Raw -398844.375654 + Penalty 1609.677454 = -397234.698201 nChanged 17 SP:Iteration 22Q (8329.096149 sec): 3 clusters Score: Raw -398857.993727 + Penalty 1609.677454 = -397248.316274 nChanged 20 SP:Iteration 23Q (8329.147632 sec): 3 clusters Score: Raw -398868.744251 + Penalty 1609.677454 = -397259.066797 nChanged 12 SP:Iteration 24Q (8329.200210 sec): 3 clusters Score: Raw -398873.925242 + Penalty 1609.677454 = -397264.247788 nChanged 12 SP:Iteration 25Q (8329.252845 sec): 3 clusters Score: Raw -398878.473216 + Penalty 1609.677454 = -397268.795763 nChanged 8 SP:Iteration 26Q (8329.296446 sec): 3 clusters Score: Raw -398881.451887 + Penalty 1609.677454 = -397271.774433 nChanged 3 SP:Iteration 27Q (8329.348236 sec): 3 clusters Score: Raw -398883.392924 + Penalty 1609.677454 = -397273.715470 nChanged 4 SP:Iteration 28Q (8329.399465 sec): 3 clusters Score: Raw -398884.429040 + Penalty 1609.677454 = -397274.751586 nChanged 3 SP:Iteration 29Q (8329.451125 sec): 3 clusters Score: Raw -398885.523408 + Penalty 1609.677454 = -397275.845955 nChanged 4 SP:Iteration 30Q (8329.502792 sec): 3 clusters Score: Raw -398888.692600 + Penalty 1609.677454 = -397279.015146 nChanged 6 SP:Iteration 31Q (8329.547290 sec): 3 clusters Score: Raw -398891.678603 + Penalty 1609.677454 = -397282.001149 nChanged 4 SP:Iteration 32Q (8329.590593 sec): 3 clusters Score: Raw -398893.630551 + Penalty 1609.677454 = -397283.953098 nChanged 3 SP:Iteration 33Q (8329.629398 sec): 3 clusters Score: Raw -398895.376007 + Penalty 1609.677454 = -397285.698553 nChanged 6 SP:Iteration 34Q (8329.677828 sec): 3 clusters Score: Raw -398898.434135 + Penalty 1609.677454 = -397288.756681 nChanged 4 SP:Iteration 35Q (8329.731577 sec): 3 clusters Score: Raw -398899.921906 + Penalty 1609.677454 = -397290.244452 nChanged 4 SP:Iteration 36Q (8329.770163 sec): 3 clusters Score: Raw -398901.166743 + Penalty 1609.677454 = -397291.489289 nChanged 3 SP:Iteration 37Q (8329.811107 sec): 3 clusters Score: Raw -398902.282822 + Penalty 1609.677454 = -397292.605369 nChanged 4 SP:Iteration 38Q (8329.853938 sec): 3 clusters Score: Raw -398903.415886 + Penalty 1609.677454 = -397293.738432 nChanged 3 SP:Iteration 39Q (8329.905746 sec): 3 clusters Score: Raw -398905.060722 + Penalty 1609.677454 = -397295.383268 nChanged 6 SP:Iteration 40F (8329.958527 sec): 3 clusters Score: Raw -398908.257084 + Penalty 1609.677454 = -397298.579630 nChanged 5 SP:Iteration 41Q (8330.010270 sec): 3 clusters Score: Raw -398911.943309 + Penalty 1609.677454 = -397302.265855 nChanged 11 SP:Iteration 42Q (8330.073683 sec): 3 clusters Score: Raw -398919.734842 + Penalty 1609.677454 = -397310.057388 nChanged 11 SP:Iteration 43Q (8330.110836 sec): 3 clusters Score: Raw -398924.794264 + Penalty 1609.677454 = -397315.116810 nChanged 6 SP:Iteration 44Q (8330.163041 sec): 3 clusters Score: Raw -398927.814110 + Penalty 1609.677454 = -397318.136657 nChanged 5 SP:Iteration 45Q (8330.214878 sec): 3 clusters Score: Raw -398930.689125 + Penalty 1609.677454 = -397321.011672 nChanged 3 SP:Iteration 46Q (8330.260968 sec): 3 clusters Score: Raw -398931.749357 + Penalty 1609.677454 = -397322.071904 nChanged 1 SP:Iteration 47Q (8330.312602 sec): 3 clusters Score: Raw -398932.120919 + Penalty 1609.677454 = -397322.443465 nChanged 2 SP:Iteration 48Q (8330.364272 sec): 3 clusters Score: Raw -398933.304015 + Penalty 1609.677454 = -397323.626561 nChanged 0 SP:Iteration 49F (8330.417249 sec): 3 clusters Score: Raw -398933.304015 + Penalty 1609.677454 = -397323.626561 nChanged 0 Trying to split cluster 10 (69668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8330.514850 sec): 2 clusters Score: Raw -6164899.126824 + Penalty 1059.392156 = -6163839.734668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8330.630752 sec): 3 clusters Score: Raw -6119478.925048 + Penalty 2118.784312 = -6117360.140736 nChanged 33451 SP:Iteration 1F (8330.751524 sec): 3 clusters Score: Raw -6140817.882342 + Penalty 2118.784312 = -6138699.098029 nChanged 4239 SP:Iteration 2F (8330.878973 sec): 3 clusters Score: Raw -6143071.677183 + Penalty 2118.784312 = -6140952.892871 nChanged 4914 SP:Iteration 3F (8331.024931 sec): 3 clusters Score: Raw -6146444.232082 + Penalty 2118.784312 = -6144325.447769 nChanged 5175 SP:Iteration 4F (8331.160886 sec): 3 clusters Score: Raw -6150607.952262 + Penalty 2118.784312 = -6148489.167950 nChanged 4770 SP:Iteration 5F (8331.259896 sec): 3 clusters Score: Raw -6154789.615626 + Penalty 2118.784312 = -6152670.831313 nChanged 3834 SP:Iteration 6F (8331.385317 sec): 3 clusters Score: Raw -6158069.938414 + Penalty 2118.784312 = -6155951.154102 nChanged 2657 SP:Iteration 7Q (8331.525264 sec): 3 clusters Score: Raw -6160204.007620 + Penalty 2118.784312 = -6158085.223307 nChanged 1736 SP:Iteration 8Q (8331.661353 sec): 3 clusters Score: Raw -6161345.676203 + Penalty 2118.784312 = -6159226.891890 nChanged 1174 SP:Iteration 9Q (8331.795050 sec): 3 clusters Score: Raw -6162076.449714 + Penalty 2118.784312 = -6159957.665401 nChanged 979 SP:Iteration 10Q (8331.933163 sec): 3 clusters Score: Raw -6162671.553953 + Penalty 2118.784312 = -6160552.769641 nChanged 827 SP:Iteration 11Q (8332.051533 sec): 3 clusters Score: Raw -6163121.276439 + Penalty 2118.784312 = -6161002.492127 nChanged 658 SP:Iteration 12Q (8332.175792 sec): 3 clusters Score: Raw -6163456.348179 + Penalty 2118.784312 = -6161337.563866 nChanged 531 SP:Iteration 13Q (8332.304029 sec): 3 clusters Score: Raw -6163719.088094 + Penalty 2118.784312 = -6161600.303782 nChanged 493 SP:Iteration 14Q (8332.426386 sec): 3 clusters Score: Raw -6163965.127146 + Penalty 2118.784312 = -6161846.342834 nChanged 410 SP:Iteration 15Q (8332.537896 sec): 3 clusters Score: Raw -6164170.360338 + Penalty 2118.784312 = -6162051.576026 nChanged 373 SP:Iteration 16Q (8332.661887 sec): 3 clusters Score: Raw -6164350.875627 + Penalty 2118.784312 = -6162232.091314 nChanged 320 SP:Iteration 17Q (8332.792738 sec): 3 clusters Score: Raw -6164509.580503 + Penalty 2118.784312 = -6162390.796191 nChanged 291 SP:Iteration 18Q (8332.913908 sec): 3 clusters Score: Raw -6164652.573341 + Penalty 2118.784312 = -6162533.789029 nChanged 221 SP:Iteration 19Q (8333.032551 sec): 3 clusters Score: Raw -6164750.309387 + Penalty 2118.784312 = -6162631.525075 nChanged 174 SP:Iteration 20F (8333.163198 sec): 3 clusters Score: Raw -6164812.095750 + Penalty 2118.784312 = -6162693.311438 nChanged 132 SP:Iteration 21Q (8333.274525 sec): 3 clusters Score: Raw -6164857.310291 + Penalty 2118.784312 = -6162738.525979 nChanged 129 SP:Iteration 22Q (8333.391161 sec): 3 clusters Score: Raw -6164897.381468 + Penalty 2118.784312 = -6162778.597155 nChanged 111 SP:Iteration 23Q (8333.508841 sec): 3 clusters Score: Raw -6164936.295867 + Penalty 2118.784312 = -6162817.511554 nChanged 91 SP:Iteration 24Q (8333.630703 sec): 3 clusters Score: Raw -6164965.525774 + Penalty 2118.784312 = -6162846.741461 nChanged 79 SP:Iteration 25Q (8333.743767 sec): 3 clusters Score: Raw -6164992.572995 + Penalty 2118.784312 = -6162873.788683 nChanged 78 SP:Iteration 26Q (8333.853419 sec): 3 clusters Score: Raw -6165023.892548 + Penalty 2118.784312 = -6162905.108236 nChanged 68 SP:Iteration 27Q (8333.966484 sec): 3 clusters Score: Raw -6165042.570993 + Penalty 2118.784312 = -6162923.786680 nChanged 53 SP:Iteration 28Q (8334.076676 sec): 3 clusters Score: Raw -6165056.479479 + Penalty 2118.784312 = -6162937.695166 nChanged 52 SP:Iteration 29Q (8334.190013 sec): 3 clusters Score: Raw -6165069.347998 + Penalty 2118.784312 = -6162950.563685 nChanged 41 SP:Iteration 30Q (8334.304168 sec): 3 clusters Score: Raw -6165077.202743 + Penalty 2118.784312 = -6162958.418431 nChanged 34 SP:Iteration 31Q (8334.416528 sec): 3 clusters Score: Raw -6165084.645665 + Penalty 2118.784312 = -6162965.861352 nChanged 36 SP:Iteration 32Q (8334.527120 sec): 3 clusters Score: Raw -6165093.385668 + Penalty 2118.784312 = -6162974.601356 nChanged 42 SP:Iteration 33Q (8334.625904 sec): 3 clusters Score: Raw -6165101.717874 + Penalty 2118.784312 = -6162982.933562 nChanged 30 SP:Iteration 34Q (8334.725478 sec): 3 clusters Score: Raw -6165107.122328 + Penalty 2118.784312 = -6162988.338016 nChanged 28 SP:Iteration 35Q (8334.846945 sec): 3 clusters Score: Raw -6165112.864477 + Penalty 2118.784312 = -6162994.080164 nChanged 30 SP:Iteration 36Q (8334.962614 sec): 3 clusters Score: Raw -6165117.722123 + Penalty 2118.784312 = -6162998.937811 nChanged 18 SP:Iteration 37Q (8335.080966 sec): 3 clusters Score: Raw -6165120.722028 + Penalty 2118.784312 = -6163001.937716 nChanged 11 SP:Iteration 38Q (8335.208419 sec): 3 clusters Score: Raw -6165122.577296 + Penalty 2118.784312 = -6163003.792984 nChanged 13 SP:Iteration 39Q (8335.334663 sec): 3 clusters Score: Raw -6165124.495086 + Penalty 2118.784312 = -6163005.710774 nChanged 11 SP:Iteration 40F (8335.463549 sec): 3 clusters Score: Raw -6165126.742095 + Penalty 2118.784312 = -6163007.957782 nChanged 8 SP:Iteration 41Q (8335.581014 sec): 3 clusters Score: Raw -6165128.289814 + Penalty 2118.784312 = -6163009.505502 nChanged 10 SP:Iteration 42Q (8335.698898 sec): 3 clusters Score: Raw -6165130.364859 + Penalty 2118.784312 = -6163011.580547 nChanged 12 SP:Iteration 43Q (8335.820535 sec): 3 clusters Score: Raw -6165132.419519 + Penalty 2118.784312 = -6163013.635207 nChanged 6 SP:Iteration 44Q (8335.934593 sec): 3 clusters Score: Raw -6165133.214966 + Penalty 2118.784312 = -6163014.430654 nChanged 4 SP:Iteration 45Q (8336.051866 sec): 3 clusters Score: Raw -6165133.600461 + Penalty 2118.784312 = -6163014.816148 nChanged 4 SP:Iteration 46Q (8336.171599 sec): 3 clusters Score: Raw -6165134.212912 + Penalty 2118.784312 = -6163015.428600 nChanged 4 SP:Iteration 47Q (8336.294729 sec): 3 clusters Score: Raw -6165134.582634 + Penalty 2118.784312 = -6163015.798322 nChanged 2 SP:Iteration 48Q (8336.414374 sec): 3 clusters Score: Raw -6165134.923418 + Penalty 2118.784312 = -6163016.139106 nChanged 5 SP:Iteration 49Q (8336.527530 sec): 3 clusters Score: Raw -6165135.763463 + Penalty 2118.784312 = -6163016.979151 nChanged 4 SP:Iteration 50Q (8336.640279 sec): 3 clusters Score: Raw -6165136.358247 + Penalty 2118.784312 = -6163017.573934 nChanged 1 SP:Iteration 51Q (8336.764707 sec): 3 clusters Score: Raw -6165136.470156 + Penalty 2118.784312 = -6163017.685844 nChanged 2 SP:Iteration 52Q (8336.887016 sec): 3 clusters Score: Raw -6165136.792177 + Penalty 2118.784312 = -6163018.007865 nChanged 4 SP:Iteration 53Q (8337.014402 sec): 3 clusters Score: Raw -6165137.565996 + Penalty 2118.784312 = -6163018.781684 nChanged 2 SP:Iteration 54Q (8337.132745 sec): 3 clusters Score: Raw -6165137.814521 + Penalty 2118.784312 = -6163019.030208 nChanged 1 SP:Iteration 55Q (8337.252684 sec): 3 clusters Score: Raw -6165137.917496 + Penalty 2118.784312 = -6163019.133183 nChanged 0 SP:Iteration 56F (8337.377762 sec): 3 clusters Score: Raw -6165137.917496 + Penalty 2118.784312 = -6163019.133183 nChanged 0 Trying to split cluster 11 (4282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8337.424532 sec): 2 clusters Score: Raw -368620.484877 + Penalty 794.406670 = -367826.078207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8337.464923 sec): 3 clusters Score: Raw -366315.070814 + Penalty 1588.813339 = -364726.257475 nChanged 1807 SP:Iteration 1F (8337.516481 sec): 3 clusters Score: Raw -367340.637173 + Penalty 1588.813339 = -365751.823834 nChanged 285 SP:Iteration 2F (8337.569737 sec): 3 clusters Score: Raw -367476.907663 + Penalty 1588.813339 = -365888.094324 nChanged 219 SP:Iteration 3F (8337.610023 sec): 3 clusters Score: Raw -367578.874874 + Penalty 1588.813339 = -365990.061535 nChanged 164 SP:Iteration 4Q (8337.663514 sec): 3 clusters Score: Raw -367657.833491 + Penalty 1588.813339 = -366069.020152 nChanged 147 SP:Iteration 5Q (8337.707501 sec): 3 clusters Score: Raw -367736.053229 + Penalty 1588.813339 = -366147.239890 nChanged 129 SP:Iteration 6Q (8337.760792 sec): 3 clusters Score: Raw -367812.903985 + Penalty 1588.813339 = -366224.090646 nChanged 141 SP:Iteration 7Q (8337.813989 sec): 3 clusters Score: Raw -367895.958688 + Penalty 1588.813339 = -366307.145349 nChanged 150 SP:Iteration 8Q (8337.858012 sec): 3 clusters Score: Raw -367997.591236 + Penalty 1588.813339 = -366408.777897 nChanged 168 SP:Iteration 9Q (8337.912052 sec): 3 clusters Score: Raw -368104.472021 + Penalty 1588.813339 = -366515.658682 nChanged 173 SP:Iteration 10Q (8337.956521 sec): 3 clusters Score: Raw -368193.268112 + Penalty 1588.813339 = -366604.454773 nChanged 154 SP:Iteration 11Q (8338.018027 sec): 3 clusters Score: Raw -368271.161691 + Penalty 1588.813339 = -366682.348352 nChanged 142 SP:Iteration 12Q (8338.060050 sec): 3 clusters Score: Raw -368345.505297 + Penalty 1588.813339 = -366756.691958 nChanged 125 SP:Iteration 13Q (8338.114115 sec): 3 clusters Score: Raw -368403.228960 + Penalty 1588.813339 = -366814.415621 nChanged 119 SP:Iteration 14Q (8338.168448 sec): 3 clusters Score: Raw -368447.116978 + Penalty 1588.813339 = -366858.303639 nChanged 91 SP:Iteration 15Q (8338.220792 sec): 3 clusters Score: Raw -368482.887915 + Penalty 1588.813339 = -366894.074576 nChanged 77 SP:Iteration 16Q (8338.277739 sec): 3 clusters Score: Raw -368507.821034 + Penalty 1588.813339 = -366919.007695 nChanged 51 SP:Iteration 17Q (8338.331760 sec): 3 clusters Score: Raw -368523.217565 + Penalty 1588.813339 = -366934.404225 nChanged 43 SP:Iteration 18Q (8338.385764 sec): 3 clusters Score: Raw -368533.522703 + Penalty 1588.813339 = -366944.709364 nChanged 39 SP:Iteration 19Q (8338.437250 sec): 3 clusters Score: Raw -368543.040039 + Penalty 1588.813339 = -366954.226700 nChanged 24 SP:Iteration 20F (8338.481067 sec): 3 clusters Score: Raw -368547.216909 + Penalty 1588.813339 = -366958.403570 nChanged 22 SP:Iteration 21Q (8338.533259 sec): 3 clusters Score: Raw -368551.457838 + Penalty 1588.813339 = -366962.644498 nChanged 23 SP:Iteration 22Q (8338.590491 sec): 3 clusters Score: Raw -368555.522387 + Penalty 1588.813339 = -366966.709048 nChanged 16 SP:Iteration 23Q (8338.632292 sec): 3 clusters Score: Raw -368558.441344 + Penalty 1588.813339 = -366969.628005 nChanged 17 SP:Iteration 24Q (8338.684618 sec): 3 clusters Score: Raw -368562.930242 + Penalty 1588.813339 = -366974.116902 nChanged 18 SP:Iteration 25Q (8338.725203 sec): 3 clusters Score: Raw -368566.841165 + Penalty 1588.813339 = -366978.027826 nChanged 14 SP:Iteration 26Q (8338.770499 sec): 3 clusters Score: Raw -368570.168466 + Penalty 1588.813339 = -366981.355127 nChanged 15 SP:Iteration 27Q (8338.822879 sec): 3 clusters Score: Raw -368573.289071 + Penalty 1588.813339 = -366984.475731 nChanged 10 SP:Iteration 28Q (8338.874950 sec): 3 clusters Score: Raw -368575.020412 + Penalty 1588.813339 = -366986.207073 nChanged 6 SP:Iteration 29Q (8338.927236 sec): 3 clusters Score: Raw -368575.943427 + Penalty 1588.813339 = -366987.130088 nChanged 5 SP:Iteration 30Q (8338.964194 sec): 3 clusters Score: Raw -368576.697131 + Penalty 1588.813339 = -366987.883792 nChanged 3 SP:Iteration 31Q (8339.016466 sec): 3 clusters Score: Raw -368577.075509 + Penalty 1588.813339 = -366988.262170 nChanged 4 SP:Iteration 32Q (8339.061944 sec): 3 clusters Score: Raw -368577.487343 + Penalty 1588.813339 = -366988.674004 nChanged 1 SP:Iteration 33Q (8339.113043 sec): 3 clusters Score: Raw -368577.641660 + Penalty 1588.813339 = -366988.828321 nChanged 1 SP:Iteration 34Q (8339.163835 sec): 3 clusters Score: Raw -368577.748231 + Penalty 1588.813339 = -366988.934892 nChanged 3 SP:Iteration 35Q (8339.216253 sec): 3 clusters Score: Raw -368578.270188 + Penalty 1588.813339 = -366989.456849 nChanged 4 SP:Iteration 36Q (8339.269011 sec): 3 clusters Score: Raw -368578.960402 + Penalty 1588.813339 = -366990.147062 nChanged 4 SP:Iteration 37Q (8339.313927 sec): 3 clusters Score: Raw -368580.044745 + Penalty 1588.813339 = -366991.231405 nChanged 5 SP:Iteration 38Q (8339.358426 sec): 3 clusters Score: Raw -368580.476687 + Penalty 1588.813339 = -366991.663348 nChanged 4 SP:Iteration 39Q (8339.411305 sec): 3 clusters Score: Raw -368581.341736 + Penalty 1588.813339 = -366992.528397 nChanged 6 SP:Iteration 40F (8339.464479 sec): 3 clusters Score: Raw -368581.847543 + Penalty 1588.813339 = -366993.034204 nChanged 2 SP:Iteration 41Q (8339.517326 sec): 3 clusters Score: Raw -368582.072809 + Penalty 1588.813339 = -366993.259470 nChanged 2 SP:Iteration 42Q (8339.570341 sec): 3 clusters Score: Raw -368584.148303 + Penalty 1588.813339 = -366995.334964 nChanged 7 SP:Iteration 43Q (8339.623302 sec): 3 clusters Score: Raw -368586.223454 + Penalty 1588.813339 = -366997.410115 nChanged 12 SP:Iteration 44Q (8339.675880 sec): 3 clusters Score: Raw -368587.724816 + Penalty 1588.813339 = -366998.911477 nChanged 10 SP:Iteration 45Q (8339.728825 sec): 3 clusters Score: Raw -368588.872036 + Penalty 1588.813339 = -367000.058697 nChanged 5 SP:Iteration 46Q (8339.779374 sec): 3 clusters Score: Raw -368589.744912 + Penalty 1588.813339 = -367000.931573 nChanged 9 SP:Iteration 47Q (8339.826462 sec): 3 clusters Score: Raw -368591.313124 + Penalty 1588.813339 = -367002.499785 nChanged 7 SP:Iteration 48Q (8339.879184 sec): 3 clusters Score: Raw -368592.402782 + Penalty 1588.813339 = -367003.589443 nChanged 5 SP:Iteration 49Q (8339.932125 sec): 3 clusters Score: Raw -368593.195948 + Penalty 1588.813339 = -367004.382609 nChanged 6 SP:Iteration 50Q (8339.974961 sec): 3 clusters Score: Raw -368594.017817 + Penalty 1588.813339 = -367005.204477 nChanged 9 SP:Iteration 51Q (8340.027973 sec): 3 clusters Score: Raw -368595.251843 + Penalty 1588.813339 = -367006.438504 nChanged 8 SP:Iteration 52Q (8340.081060 sec): 3 clusters Score: Raw -368596.583627 + Penalty 1588.813339 = -367007.770288 nChanged 9 SP:Iteration 53Q (8340.134299 sec): 3 clusters Score: Raw -368597.656120 + Penalty 1588.813339 = -367008.842781 nChanged 7 SP:Iteration 54Q (8340.175434 sec): 3 clusters Score: Raw -368598.453781 + Penalty 1588.813339 = -367009.640442 nChanged 8 SP:Iteration 55Q (8340.228440 sec): 3 clusters Score: Raw -368599.386810 + Penalty 1588.813339 = -367010.573471 nChanged 7 SP:Iteration 56Q (8340.281231 sec): 3 clusters Score: Raw -368600.664071 + Penalty 1588.813339 = -367011.850732 nChanged 10 SP:Iteration 57Q (8340.334347 sec): 3 clusters Score: Raw -368602.772179 + Penalty 1588.813339 = -367013.958840 nChanged 9 SP:Iteration 58Q (8340.387106 sec): 3 clusters Score: Raw -368603.988245 + Penalty 1588.813339 = -367015.174906 nChanged 5 SP:Iteration 59Q (8340.439727 sec): 3 clusters Score: Raw -368604.519252 + Penalty 1588.813339 = -367015.705913 nChanged 4 SP:Iteration 60F (8340.492553 sec): 3 clusters Score: Raw -368604.942854 + Penalty 1588.813339 = -367016.129515 nChanged 3 SP:Iteration 61Q (8340.542999 sec): 3 clusters Score: Raw -368605.381655 + Penalty 1588.813339 = -367016.568316 nChanged 3 SP:Iteration 62Q (8340.583911 sec): 3 clusters Score: Raw -368605.918848 + Penalty 1588.813339 = -367017.105509 nChanged 4 SP:Iteration 63Q (8340.635979 sec): 3 clusters Score: Raw -368606.289442 + Penalty 1588.813339 = -367017.476103 nChanged 0 SP:Iteration 64F (8340.688583 sec): 3 clusters Score: Raw -368606.289442 + Penalty 1588.813339 = -367017.476103 nChanged 0 Trying to split cluster 12 (1514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8340.714369 sec): 2 clusters Score: Raw -124901.207918 + Penalty 695.638491 = -124205.569427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8340.765577 sec): 3 clusters Score: Raw -124221.331725 + Penalty 1391.276982 = -122830.054743 nChanged 556 SP:Iteration 1F (8340.815778 sec): 3 clusters Score: Raw -124606.848634 + Penalty 1391.276982 = -123215.571651 nChanged 131 SP:Iteration 2F (8340.878010 sec): 3 clusters Score: Raw -124705.759868 + Penalty 1391.276982 = -123314.482886 nChanged 91 SP:Iteration 3F (8340.914672 sec): 3 clusters Score: Raw -124774.782786 + Penalty 1391.276982 = -123383.505803 nChanged 71 SP:Iteration 4Q (8340.964366 sec): 3 clusters Score: Raw -124833.086946 + Penalty 1391.276982 = -123441.809963 nChanged 64 SP:Iteration 5Q (8341.011442 sec): 3 clusters Score: Raw -124885.910228 + Penalty 1391.276982 = -123494.633246 nChanged 52 SP:Iteration 6Q (8341.051823 sec): 3 clusters Score: Raw -124926.548102 + Penalty 1391.276982 = -123535.271120 nChanged 45 SP:Iteration 7Q (8341.088567 sec): 3 clusters Score: Raw -124959.956261 + Penalty 1391.276982 = -123568.679278 nChanged 26 SP:Iteration 8Q (8341.135063 sec): 3 clusters Score: Raw -124980.940472 + Penalty 1391.276982 = -123589.663489 nChanged 19 SP:Iteration 9Q (8341.184035 sec): 3 clusters Score: Raw -124994.248995 + Penalty 1391.276982 = -123602.972012 nChanged 14 SP:Iteration 10Q (8341.230156 sec): 3 clusters Score: Raw -125004.892222 + Penalty 1391.276982 = -123613.615240 nChanged 12 SP:Iteration 11Q (8341.282692 sec): 3 clusters Score: Raw -125014.605427 + Penalty 1391.276982 = -123623.328444 nChanged 9 SP:Iteration 12Q (8341.319215 sec): 3 clusters Score: Raw -125021.210057 + Penalty 1391.276982 = -123629.933074 nChanged 8 SP:Iteration 13Q (8341.372001 sec): 3 clusters Score: Raw -125025.290707 + Penalty 1391.276982 = -123634.013725 nChanged 8 SP:Iteration 14Q (8341.416646 sec): 3 clusters Score: Raw -125028.791749 + Penalty 1391.276982 = -123637.514766 nChanged 8 SP:Iteration 15Q (8341.459967 sec): 3 clusters Score: Raw -125034.652807 + Penalty 1391.276982 = -123643.375825 nChanged 10 SP:Iteration 16Q (8341.509593 sec): 3 clusters Score: Raw -125041.246172 + Penalty 1391.276982 = -123649.969190 nChanged 5 SP:Iteration 17Q (8341.556008 sec): 3 clusters Score: Raw -125046.036594 + Penalty 1391.276982 = -123654.759612 nChanged 6 SP:Iteration 18Q (8341.608887 sec): 3 clusters Score: Raw -125051.377050 + Penalty 1391.276982 = -123660.100068 nChanged 8 SP:Iteration 19Q (8341.647863 sec): 3 clusters Score: Raw -125058.664879 + Penalty 1391.276982 = -123667.387896 nChanged 3 SP:Iteration 20F (8341.696843 sec): 3 clusters Score: Raw -125061.156957 + Penalty 1391.276982 = -123669.879974 nChanged 2 SP:Iteration 21Q (8341.745473 sec): 3 clusters Score: Raw -125063.381346 + Penalty 1391.276982 = -123672.104363 nChanged 2 SP:Iteration 22Q (8341.787873 sec): 3 clusters Score: Raw -125064.813148 + Penalty 1391.276982 = -123673.536165 nChanged 2 SP:Iteration 23Q (8341.843635 sec): 3 clusters Score: Raw -125066.635648 + Penalty 1391.276982 = -123675.358666 nChanged 2 SP:Iteration 24Q (8341.885784 sec): 3 clusters Score: Raw -125067.440678 + Penalty 1391.276982 = -123676.163696 nChanged 3 SP:Iteration 25Q (8341.928062 sec): 3 clusters Score: Raw -125069.699798 + Penalty 1391.276982 = -123678.422815 nChanged 2 SP:Iteration 26Q (8341.989707 sec): 3 clusters Score: Raw -125071.469517 + Penalty 1391.276982 = -123680.192535 nChanged 2 SP:Iteration 27Q (8342.040414 sec): 3 clusters Score: Raw -125073.290244 + Penalty 1391.276982 = -123682.013262 nChanged 2 SP:Iteration 28Q (8342.088588 sec): 3 clusters Score: Raw -125073.866928 + Penalty 1391.276982 = -123682.589946 nChanged 1 SP:Iteration 29Q (8342.130869 sec): 3 clusters Score: Raw -125074.857982 + Penalty 1391.276982 = -123683.580999 nChanged 1 SP:Iteration 30Q (8342.175573 sec): 3 clusters Score: Raw -125075.336839 + Penalty 1391.276982 = -123684.059856 nChanged 0 SP:Iteration 31F (8342.228015 sec): 3 clusters Score: Raw -125075.336839 + Penalty 1391.276982 = -123684.059856 nChanged 0 Trying to split cluster 13 (5754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8342.258558 sec): 2 clusters Score: Raw -505472.004916 + Penalty 822.476802 = -504649.528115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8342.303567 sec): 3 clusters Score: Raw -502195.713860 + Penalty 1644.953603 = -500550.760256 nChanged 2526 SP:Iteration 1F (8342.369312 sec): 3 clusters Score: Raw -503696.173198 + Penalty 1644.953603 = -502051.219595 nChanged 407 SP:Iteration 2F (8342.414741 sec): 3 clusters Score: Raw -503903.273984 + Penalty 1644.953603 = -502258.320381 nChanged 340 SP:Iteration 3F (8342.470381 sec): 3 clusters Score: Raw -504079.996818 + Penalty 1644.953603 = -502435.043215 nChanged 295 SP:Iteration 4F (8342.525847 sec): 3 clusters Score: Raw -504224.167895 + Penalty 1644.953603 = -502579.214291 nChanged 254 SP:Iteration 5Q (8342.588573 sec): 3 clusters Score: Raw -504369.625249 + Penalty 1644.953603 = -502724.671646 nChanged 261 SP:Iteration 6Q (8342.645269 sec): 3 clusters Score: Raw -504509.471716 + Penalty 1644.953603 = -502864.518113 nChanged 219 SP:Iteration 7Q (8342.690820 sec): 3 clusters Score: Raw -504617.605564 + Penalty 1644.953603 = -502972.651961 nChanged 202 SP:Iteration 8Q (8342.747719 sec): 3 clusters Score: Raw -504709.959896 + Penalty 1644.953603 = -503065.006292 nChanged 165 SP:Iteration 9Q (8342.810439 sec): 3 clusters Score: Raw -504800.789582 + Penalty 1644.953603 = -503155.835979 nChanged 166 SP:Iteration 10Q (8342.851756 sec): 3 clusters Score: Raw -504893.599269 + Penalty 1644.953603 = -503248.645665 nChanged 165 SP:Iteration 11Q (8342.903593 sec): 3 clusters Score: Raw -504978.854356 + Penalty 1644.953603 = -503333.900752 nChanged 149 SP:Iteration 12Q (8342.955425 sec): 3 clusters Score: Raw -505056.221847 + Penalty 1644.953603 = -503411.268244 nChanged 119 SP:Iteration 13Q (8343.015907 sec): 3 clusters Score: Raw -505116.106758 + Penalty 1644.953603 = -503471.153154 nChanged 117 SP:Iteration 14Q (8343.068528 sec): 3 clusters Score: Raw -505172.910006 + Penalty 1644.953603 = -503527.956402 nChanged 78 SP:Iteration 15Q (8343.120520 sec): 3 clusters Score: Raw -505222.230852 + Penalty 1644.953603 = -503577.277249 nChanged 76 SP:Iteration 16Q (8343.165169 sec): 3 clusters Score: Raw -505269.910617 + Penalty 1644.953603 = -503624.957013 nChanged 74 SP:Iteration 17Q (8343.215772 sec): 3 clusters Score: Raw -505315.929661 + Penalty 1644.953603 = -503670.976057 nChanged 66 SP:Iteration 18Q (8343.269865 sec): 3 clusters Score: Raw -505361.030756 + Penalty 1644.953603 = -503716.077152 nChanged 61 SP:Iteration 19Q (8343.320535 sec): 3 clusters Score: Raw -505390.915169 + Penalty 1644.953603 = -503745.961565 nChanged 56 SP:Iteration 20F (8343.376406 sec): 3 clusters Score: Raw -505418.928744 + Penalty 1644.953603 = -503773.975141 nChanged 49 SP:Iteration 21Q (8343.428625 sec): 3 clusters Score: Raw -505444.133291 + Penalty 1644.953603 = -503799.179688 nChanged 48 SP:Iteration 22Q (8343.485388 sec): 3 clusters Score: Raw -505459.421789 + Penalty 1644.953603 = -503814.468185 nChanged 38 SP:Iteration 23Q (8343.540686 sec): 3 clusters Score: Raw -505469.379486 + Penalty 1644.953603 = -503824.425883 nChanged 25 SP:Iteration 24Q (8343.596088 sec): 3 clusters Score: Raw -505474.360513 + Penalty 1644.953603 = -503829.406910 nChanged 15 SP:Iteration 25Q (8343.649861 sec): 3 clusters Score: Raw -505476.367973 + Penalty 1644.953603 = -503831.414369 nChanged 6 SP:Iteration 26Q (8343.692759 sec): 3 clusters Score: Raw -505477.469154 + Penalty 1644.953603 = -503832.515550 nChanged 3 SP:Iteration 27Q (8343.742002 sec): 3 clusters Score: Raw -505478.105337 + Penalty 1644.953603 = -503833.151734 nChanged 3 SP:Iteration 28Q (8343.799009 sec): 3 clusters Score: Raw -505478.612964 + Penalty 1644.953603 = -503833.659361 nChanged 4 SP:Iteration 29Q (8343.842789 sec): 3 clusters Score: Raw -505479.421494 + Penalty 1644.953603 = -503834.467891 nChanged 5 SP:Iteration 30Q (8343.889037 sec): 3 clusters Score: Raw -505480.252759 + Penalty 1644.953603 = -503835.299155 nChanged 4 SP:Iteration 31Q (8343.947177 sec): 3 clusters Score: Raw -505480.859611 + Penalty 1644.953603 = -503835.906007 nChanged 5 SP:Iteration 32Q (8344.003558 sec): 3 clusters Score: Raw -505481.958600 + Penalty 1644.953603 = -503837.004997 nChanged 5 SP:Iteration 33Q (8344.058047 sec): 3 clusters Score: Raw -505482.956185 + Penalty 1644.953603 = -503838.002581 nChanged 3 SP:Iteration 34Q (8344.108613 sec): 3 clusters Score: Raw -505483.493110 + Penalty 1644.953603 = -503838.539507 nChanged 1 SP:Iteration 35Q (8344.168686 sec): 3 clusters Score: Raw -505483.691724 + Penalty 1644.953603 = -503838.738120 nChanged 1 SP:Iteration 36Q (8344.216988 sec): 3 clusters Score: Raw -505483.945224 + Penalty 1644.953603 = -503838.991621 nChanged 1 SP:Iteration 37Q (8344.282699 sec): 3 clusters Score: Raw -505484.095803 + Penalty 1644.953603 = -503839.142199 nChanged 0 SP:Iteration 38F (8344.327529 sec): 3 clusters Score: Raw -505484.095803 + Penalty 1644.953603 = -503839.142199 nChanged 0 Trying to split cluster 14 (2597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8344.365254 sec): 2 clusters Score: Raw -212535.794821 + Penalty 746.900660 = -211788.894161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8344.407035 sec): 3 clusters Score: Raw -211214.650130 + Penalty 1493.801320 = -209720.848810 nChanged 1018 SP:Iteration 1F (8344.444276 sec): 3 clusters Score: Raw -211825.035985 + Penalty 1493.801320 = -210331.234665 nChanged 202 SP:Iteration 2F (8344.491828 sec): 3 clusters Score: Raw -211945.184410 + Penalty 1493.801320 = -210451.383090 nChanged 141 SP:Iteration 3F (8344.537859 sec): 3 clusters Score: Raw -212023.941783 + Penalty 1493.801320 = -210530.140463 nChanged 104 SP:Iteration 4Q (8344.582629 sec): 3 clusters Score: Raw -212076.426391 + Penalty 1493.801320 = -210582.625071 nChanged 91 SP:Iteration 5Q (8344.626937 sec): 3 clusters Score: Raw -212115.940094 + Penalty 1493.801320 = -210622.138773 nChanged 81 SP:Iteration 6Q (8344.670881 sec): 3 clusters Score: Raw -212157.018926 + Penalty 1493.801320 = -210663.217605 nChanged 72 SP:Iteration 7Q (8344.714936 sec): 3 clusters Score: Raw -212193.274677 + Penalty 1493.801320 = -210699.473357 nChanged 67 SP:Iteration 8Q (8344.759111 sec): 3 clusters Score: Raw -212229.951158 + Penalty 1493.801320 = -210736.149838 nChanged 76 SP:Iteration 9Q (8344.803346 sec): 3 clusters Score: Raw -212267.188472 + Penalty 1493.801320 = -210773.387152 nChanged 68 SP:Iteration 10Q (8344.847446 sec): 3 clusters Score: Raw -212305.596997 + Penalty 1493.801320 = -210811.795677 nChanged 61 SP:Iteration 11Q (8344.882091 sec): 3 clusters Score: Raw -212334.957325 + Penalty 1493.801320 = -210841.156005 nChanged 60 SP:Iteration 12Q (8344.926494 sec): 3 clusters Score: Raw -212372.589935 + Penalty 1493.801320 = -210878.788614 nChanged 68 SP:Iteration 13Q (8344.976975 sec): 3 clusters Score: Raw -212410.941035 + Penalty 1493.801320 = -210917.139715 nChanged 64 SP:Iteration 14Q (8345.021027 sec): 3 clusters Score: Raw -212446.572581 + Penalty 1493.801320 = -210952.771261 nChanged 56 SP:Iteration 15Q (8345.065296 sec): 3 clusters Score: Raw -212475.224755 + Penalty 1493.801320 = -210981.423435 nChanged 49 SP:Iteration 16Q (8345.116440 sec): 3 clusters Score: Raw -212507.348364 + Penalty 1493.801320 = -211013.547044 nChanged 52 SP:Iteration 17Q (8345.167506 sec): 3 clusters Score: Raw -212541.370973 + Penalty 1493.801320 = -211047.569653 nChanged 55 SP:Iteration 18Q (8345.211027 sec): 3 clusters Score: Raw -212581.248722 + Penalty 1493.801320 = -211087.447402 nChanged 44 SP:Iteration 19Q (8345.262089 sec): 3 clusters Score: Raw -212610.950911 + Penalty 1493.801320 = -211117.149591 nChanged 33 SP:Iteration 20F (8345.314201 sec): 3 clusters Score: Raw -212629.962382 + Penalty 1493.801320 = -211136.161061 nChanged 32 SP:Iteration 21Q (8345.362711 sec): 3 clusters Score: Raw -212653.357896 + Penalty 1493.801320 = -211159.556576 nChanged 33 SP:Iteration 22Q (8345.409274 sec): 3 clusters Score: Raw -212665.663024 + Penalty 1493.801320 = -211171.861704 nChanged 14 SP:Iteration 23Q (8345.459211 sec): 3 clusters Score: Raw -212670.461164 + Penalty 1493.801320 = -211176.659844 nChanged 8 SP:Iteration 24Q (8345.469334 sec): 3 clusters Score: Raw -212672.983608 + Penalty 1493.801320 = -211179.182288 nChanged 6 SP:Iteration 25Q (8345.487079 sec): 3 clusters Score: Raw -212676.593622 + Penalty 1493.801320 = -211182.792302 nChanged 8 SP:Iteration 26Q (8345.506115 sec): 3 clusters Score: Raw -212680.106299 + Penalty 1493.801320 = -211186.304979 nChanged 5 SP:Iteration 27Q (8345.539956 sec): 3 clusters Score: Raw -212681.304887 + Penalty 1493.801320 = -211187.503567 nChanged 4 SP:Iteration 28Q (8345.590957 sec): 3 clusters Score: Raw -212682.963691 + Penalty 1493.801320 = -211189.162370 nChanged 6 SP:Iteration 29Q (8345.641064 sec): 3 clusters Score: Raw -212685.195224 + Penalty 1493.801320 = -211191.393904 nChanged 7 SP:Iteration 30Q (8345.680135 sec): 3 clusters Score: Raw -212687.007414 + Penalty 1493.801320 = -211193.206094 nChanged 5 SP:Iteration 31Q (8345.727141 sec): 3 clusters Score: Raw -212687.887642 + Penalty 1493.801320 = -211194.086322 nChanged 3 SP:Iteration 32Q (8345.768369 sec): 3 clusters Score: Raw -212688.382203 + Penalty 1493.801320 = -211194.580882 nChanged 0 SP:Iteration 33F (8345.814485 sec): 3 clusters Score: Raw -212688.382203 + Penalty 1493.801320 = -211194.580882 nChanged 0 Trying to split cluster 15 (8773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8345.848054 sec): 2 clusters Score: Raw -651653.283565 + Penalty 862.546240 = -650790.737326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8345.907927 sec): 3 clusters Score: Raw -646507.115868 + Penalty 1725.092479 = -644782.023389 nChanged 4008 SP:Iteration 1F (8345.967153 sec): 3 clusters Score: Raw -649692.625052 + Penalty 1725.092479 = -647967.532573 nChanged 1063 SP:Iteration 2F (8346.025997 sec): 3 clusters Score: Raw -650811.517126 + Penalty 1725.092479 = -649086.424647 nChanged 888 SP:Iteration 3F (8346.079316 sec): 3 clusters Score: Raw -651672.356280 + Penalty 1725.092479 = -649947.263800 nChanged 616 SP:Iteration 4F (8346.138532 sec): 3 clusters Score: Raw -652078.209972 + Penalty 1725.092479 = -650353.117492 nChanged 338 SP:Iteration 5Q (8346.190618 sec): 3 clusters Score: Raw -652239.554282 + Penalty 1725.092479 = -650514.461802 nChanged 196 SP:Iteration 6Q (8346.260551 sec): 3 clusters Score: Raw -652334.961336 + Penalty 1725.092479 = -650609.868857 nChanged 144 SP:Iteration 7Q (8346.321001 sec): 3 clusters Score: Raw -652391.471919 + Penalty 1725.092479 = -650666.379440 nChanged 99 SP:Iteration 8Q (8346.377114 sec): 3 clusters Score: Raw -652419.265484 + Penalty 1725.092479 = -650694.173004 nChanged 74 SP:Iteration 9Q (8346.435761 sec): 3 clusters Score: Raw -652434.452193 + Penalty 1725.092479 = -650709.359714 nChanged 57 SP:Iteration 10Q (8346.491024 sec): 3 clusters Score: Raw -652447.592711 + Penalty 1725.092479 = -650722.500232 nChanged 47 SP:Iteration 11Q (8346.553660 sec): 3 clusters Score: Raw -652459.629364 + Penalty 1725.092479 = -650734.536884 nChanged 53 SP:Iteration 12Q (8346.612299 sec): 3 clusters Score: Raw -652469.676268 + Penalty 1725.092479 = -650744.583788 nChanged 40 SP:Iteration 13Q (8346.671045 sec): 3 clusters Score: Raw -652477.544236 + Penalty 1725.092479 = -650752.451757 nChanged 41 SP:Iteration 14Q (8346.730044 sec): 3 clusters Score: Raw -652486.519005 + Penalty 1725.092479 = -650761.426526 nChanged 38 SP:Iteration 15Q (8346.778495 sec): 3 clusters Score: Raw -652494.954453 + Penalty 1725.092479 = -650769.861973 nChanged 33 SP:Iteration 16Q (8346.837988 sec): 3 clusters Score: Raw -652500.527596 + Penalty 1725.092479 = -650775.435117 nChanged 23 SP:Iteration 17Q (8346.904639 sec): 3 clusters Score: Raw -652505.697268 + Penalty 1725.092479 = -650780.604789 nChanged 20 SP:Iteration 18Q (8346.964860 sec): 3 clusters Score: Raw -652508.485644 + Penalty 1725.092479 = -650783.393164 nChanged 16 SP:Iteration 19Q (8347.023171 sec): 3 clusters Score: Raw -652510.465432 + Penalty 1725.092479 = -650785.372952 nChanged 19 SP:Iteration 20F (8347.074342 sec): 3 clusters Score: Raw -652512.446429 + Penalty 1725.092479 = -650787.353949 nChanged 11 SP:Iteration 21Q (8347.130170 sec): 3 clusters Score: Raw -652513.893186 + Penalty 1725.092479 = -650788.800707 nChanged 9 SP:Iteration 22Q (8347.185976 sec): 3 clusters Score: Raw -652515.424496 + Penalty 1725.092479 = -650790.332017 nChanged 8 SP:Iteration 23Q (8347.239826 sec): 3 clusters Score: Raw -652516.224324 + Penalty 1725.092479 = -650791.131844 nChanged 9 SP:Iteration 24Q (8347.296984 sec): 3 clusters Score: Raw -652517.997170 + Penalty 1725.092479 = -650792.904691 nChanged 14 SP:Iteration 25Q (8347.358031 sec): 3 clusters Score: Raw -652520.572006 + Penalty 1725.092479 = -650795.479527 nChanged 16 SP:Iteration 26Q (8347.409949 sec): 3 clusters Score: Raw -652523.212150 + Penalty 1725.092479 = -650798.119671 nChanged 14 SP:Iteration 27Q (8347.470491 sec): 3 clusters Score: Raw -652526.108991 + Penalty 1725.092479 = -650801.016512 nChanged 15 SP:Iteration 28Q (8347.525844 sec): 3 clusters Score: Raw -652528.874233 + Penalty 1725.092479 = -650803.781753 nChanged 10 SP:Iteration 29Q (8347.585155 sec): 3 clusters Score: Raw -652531.161140 + Penalty 1725.092479 = -650806.068660 nChanged 14 SP:Iteration 30Q (8347.641918 sec): 3 clusters Score: Raw -652533.576536 + Penalty 1725.092479 = -650808.484056 nChanged 7 SP:Iteration 31Q (8347.688019 sec): 3 clusters Score: Raw -652534.620748 + Penalty 1725.092479 = -650809.528268 nChanged 7 SP:Iteration 32Q (8347.740181 sec): 3 clusters Score: Raw -652536.491625 + Penalty 1725.092479 = -650811.399145 nChanged 9 SP:Iteration 33Q (8347.805592 sec): 3 clusters Score: Raw -652538.262484 + Penalty 1725.092479 = -650813.170004 nChanged 7 SP:Iteration 34Q (8347.865149 sec): 3 clusters Score: Raw -652539.687517 + Penalty 1725.092479 = -650814.595037 nChanged 9 SP:Iteration 35Q (8347.920161 sec): 3 clusters Score: Raw -652541.398533 + Penalty 1725.092479 = -650816.306054 nChanged 4 SP:Iteration 36Q (8347.980656 sec): 3 clusters Score: Raw -652541.838814 + Penalty 1725.092479 = -650816.746334 nChanged 3 SP:Iteration 37Q (8348.039058 sec): 3 clusters Score: Raw -652542.201508 + Penalty 1725.092479 = -650817.109029 nChanged 2 SP:Iteration 38Q (8348.096202 sec): 3 clusters Score: Raw -652542.589675 + Penalty 1725.092479 = -650817.497196 nChanged 4 SP:Iteration 39Q (8348.140857 sec): 3 clusters Score: Raw -652543.292920 + Penalty 1725.092479 = -650818.200441 nChanged 3 SP:Iteration 40F (8348.195456 sec): 3 clusters Score: Raw -652543.919696 + Penalty 1725.092479 = -650818.827217 nChanged 2 SP:Iteration 41Q (8348.248568 sec): 3 clusters Score: Raw -652544.215545 + Penalty 1725.092479 = -650819.123066 nChanged 1 SP:Iteration 42Q (8348.281412 sec): 3 clusters Score: Raw -652544.264053 + Penalty 1725.092479 = -650819.171573 nChanged 0 SP:Iteration 43F (8348.303742 sec): 3 clusters Score: Raw -652544.264053 + Penalty 1725.092479 = -650819.171573 nChanged 0 Score: Raw -69573640.284991 + Penalty 55732.614048 = -69517907.670944 Splitting cluster 15 changes total score from -69518311.906109 to -69517907.670944 So it's not getting split. Trying to split cluster 16 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8366.491394 sec): 2 clusters Score: Raw -236371.180870 + Penalty 753.676647 = -235617.504223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8366.539727 sec): 3 clusters Score: Raw -234948.914721 + Penalty 1507.353294 = -233441.561427 nChanged 1114 SP:Iteration 1F (8366.586981 sec): 3 clusters Score: Raw -235706.404864 + Penalty 1507.353294 = -234199.051571 nChanged 241 SP:Iteration 2F (8366.639899 sec): 3 clusters Score: Raw -235887.916479 + Penalty 1507.353294 = -234380.563185 nChanged 185 SP:Iteration 3F (8366.692511 sec): 3 clusters Score: Raw -236028.093954 + Penalty 1507.353294 = -234520.740660 nChanged 145 SP:Iteration 4F (8366.745910 sec): 3 clusters Score: Raw -236121.223811 + Penalty 1507.353294 = -234613.870517 nChanged 118 SP:Iteration 5Q (8366.799097 sec): 3 clusters Score: Raw -236199.963827 + Penalty 1507.353294 = -234692.610533 nChanged 91 SP:Iteration 6Q (8366.849673 sec): 3 clusters Score: Raw -236248.743697 + Penalty 1507.353294 = -234741.390403 nChanged 85 SP:Iteration 7Q (8366.902184 sec): 3 clusters Score: Raw -236293.579159 + Penalty 1507.353294 = -234786.225865 nChanged 76 SP:Iteration 8Q (8366.953171 sec): 3 clusters Score: Raw -236344.028541 + Penalty 1507.353294 = -234836.675248 nChanged 82 SP:Iteration 9Q (8366.999638 sec): 3 clusters Score: Raw -236391.791827 + Penalty 1507.353294 = -234884.438533 nChanged 70 SP:Iteration 10Q (8367.051524 sec): 3 clusters Score: Raw -236429.454995 + Penalty 1507.353294 = -234922.101702 nChanged 54 SP:Iteration 11Q (8367.086732 sec): 3 clusters Score: Raw -236457.591998 + Penalty 1507.353294 = -234950.238705 nChanged 42 SP:Iteration 12Q (8367.138653 sec): 3 clusters Score: Raw -236476.692074 + Penalty 1507.353294 = -234969.338780 nChanged 36 SP:Iteration 13Q (8367.190504 sec): 3 clusters Score: Raw -236498.209417 + Penalty 1507.353294 = -234990.856123 nChanged 34 SP:Iteration 14Q (8367.242379 sec): 3 clusters Score: Raw -236514.685230 + Penalty 1507.353294 = -235007.331936 nChanged 30 SP:Iteration 15Q (8367.293924 sec): 3 clusters Score: Raw -236529.386662 + Penalty 1507.353294 = -235022.033368 nChanged 25 SP:Iteration 16Q (8367.345666 sec): 3 clusters Score: Raw -236537.290156 + Penalty 1507.353294 = -235029.936863 nChanged 23 SP:Iteration 17Q (8367.380754 sec): 3 clusters Score: Raw -236547.268111 + Penalty 1507.353294 = -235039.914817 nChanged 18 SP:Iteration 18Q (8367.426646 sec): 3 clusters Score: Raw -236551.981071 + Penalty 1507.353294 = -235044.627777 nChanged 11 SP:Iteration 19Q (8367.478229 sec): 3 clusters Score: Raw -236554.969104 + Penalty 1507.353294 = -235047.615810 nChanged 15 SP:Iteration 20F (8367.530126 sec): 3 clusters Score: Raw -236560.668479 + Penalty 1507.353294 = -235053.315185 nChanged 19 SP:Iteration 21Q (8367.581841 sec): 3 clusters Score: Raw -236566.123411 + Penalty 1507.353294 = -235058.770118 nChanged 8 SP:Iteration 22Q (8367.633527 sec): 3 clusters Score: Raw -236569.061430 + Penalty 1507.353294 = -235061.708136 nChanged 11 SP:Iteration 23Q (8367.685326 sec): 3 clusters Score: Raw -236572.094104 + Penalty 1507.353294 = -235064.740810 nChanged 7 SP:Iteration 24Q (8367.736516 sec): 3 clusters Score: Raw -236573.973771 + Penalty 1507.353294 = -235066.620477 nChanged 4 SP:Iteration 25Q (8367.784991 sec): 3 clusters Score: Raw -236574.545904 + Penalty 1507.353294 = -235067.192610 nChanged 5 SP:Iteration 26Q (8367.835830 sec): 3 clusters Score: Raw -236575.354234 + Penalty 1507.353294 = -235068.000941 nChanged 6 SP:Iteration 27Q (8367.882090 sec): 3 clusters Score: Raw -236576.830438 + Penalty 1507.353294 = -235069.477144 nChanged 3 SP:Iteration 28Q (8367.933136 sec): 3 clusters Score: Raw -236578.598763 + Penalty 1507.353294 = -235071.245469 nChanged 5 SP:Iteration 29Q (8367.978085 sec): 3 clusters Score: Raw -236579.232398 + Penalty 1507.353294 = -235071.879104 nChanged 3 SP:Iteration 30Q (8368.028919 sec): 3 clusters Score: Raw -236579.548578 + Penalty 1507.353294 = -235072.195284 nChanged 1 SP:Iteration 31Q (8368.079652 sec): 3 clusters Score: Raw -236579.685588 + Penalty 1507.353294 = -235072.332294 nChanged 0 SP:Iteration 32F (8368.119931 sec): 3 clusters Score: Raw -236579.685588 + Penalty 1507.353294 = -235072.332294 nChanged 0 Trying to split cluster 17 (6078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8368.162516 sec): 2 clusters Score: Raw -545055.408272 + Penalty 827.680942 = -544227.727329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8368.209635 sec): 3 clusters Score: Raw -541641.507327 + Penalty 1655.361885 = -539986.145442 nChanged 2630 SP:Iteration 1F (8368.253900 sec): 3 clusters Score: Raw -543118.868460 + Penalty 1655.361885 = -541463.506575 nChanged 407 SP:Iteration 2F (8368.308499 sec): 3 clusters Score: Raw -543332.394456 + Penalty 1655.361885 = -541677.032571 nChanged 351 SP:Iteration 3F (8368.354338 sec): 3 clusters Score: Raw -543527.818094 + Penalty 1655.361885 = -541872.456209 nChanged 340 SP:Iteration 4F (8368.409140 sec): 3 clusters Score: Raw -543735.186722 + Penalty 1655.361885 = -542079.824837 nChanged 371 SP:Iteration 5F (8368.463921 sec): 3 clusters Score: Raw -543973.825190 + Penalty 1655.361885 = -542318.463305 nChanged 356 SP:Iteration 6F (8368.517948 sec): 3 clusters Score: Raw -544246.356662 + Penalty 1655.361885 = -542590.994777 nChanged 339 SP:Iteration 7F (8368.572893 sec): 3 clusters Score: Raw -544535.696419 + Penalty 1655.361885 = -542880.334534 nChanged 296 SP:Iteration 8Q (8368.627513 sec): 3 clusters Score: Raw -544778.120887 + Penalty 1655.361885 = -543122.759002 nChanged 232 SP:Iteration 9Q (8368.681519 sec): 3 clusters Score: Raw -544922.554891 + Penalty 1655.361885 = -543267.193006 nChanged 136 SP:Iteration 10Q (8368.735681 sec): 3 clusters Score: Raw -544972.072013 + Penalty 1655.361885 = -543316.710128 nChanged 68 SP:Iteration 11Q (8368.790242 sec): 3 clusters Score: Raw -544998.590422 + Penalty 1655.361885 = -543343.228537 nChanged 60 SP:Iteration 12Q (8368.840300 sec): 3 clusters Score: Raw -545017.841617 + Penalty 1655.361885 = -543362.479732 nChanged 55 SP:Iteration 13Q (8368.894624 sec): 3 clusters Score: Raw -545035.160767 + Penalty 1655.361885 = -543379.798882 nChanged 45 SP:Iteration 14Q (8368.949271 sec): 3 clusters Score: Raw -545048.653749 + Penalty 1655.361885 = -543393.291864 nChanged 40 SP:Iteration 15Q (8369.003595 sec): 3 clusters Score: Raw -545059.502611 + Penalty 1655.361885 = -543404.140726 nChanged 31 SP:Iteration 16Q (8369.057688 sec): 3 clusters Score: Raw -545068.103489 + Penalty 1655.361885 = -543412.741604 nChanged 37 SP:Iteration 17Q (8369.112366 sec): 3 clusters Score: Raw -545078.240299 + Penalty 1655.361885 = -543422.878414 nChanged 27 SP:Iteration 18Q (8369.167193 sec): 3 clusters Score: Raw -545085.422810 + Penalty 1655.361885 = -543430.060925 nChanged 24 SP:Iteration 19Q (8369.232946 sec): 3 clusters Score: Raw -545093.871602 + Penalty 1655.361885 = -543438.509717 nChanged 30 SP:Iteration 20F (8369.268203 sec): 3 clusters Score: Raw -545099.379446 + Penalty 1655.361885 = -543444.017561 nChanged 21 SP:Iteration 21Q (8369.320699 sec): 3 clusters Score: Raw -545103.716390 + Penalty 1655.361885 = -543448.354505 nChanged 13 SP:Iteration 22Q (8369.374586 sec): 3 clusters Score: Raw -545105.918410 + Penalty 1655.361885 = -543450.556525 nChanged 9 SP:Iteration 23Q (8369.420675 sec): 3 clusters Score: Raw -545107.731692 + Penalty 1655.361885 = -543452.369807 nChanged 11 SP:Iteration 24Q (8369.479737 sec): 3 clusters Score: Raw -545109.123201 + Penalty 1655.361885 = -543453.761316 nChanged 7 SP:Iteration 25Q (8369.534522 sec): 3 clusters Score: Raw -545109.791955 + Penalty 1655.361885 = -543454.430070 nChanged 4 SP:Iteration 26Q (8369.582327 sec): 3 clusters Score: Raw -545110.258425 + Penalty 1655.361885 = -543454.896540 nChanged 7 SP:Iteration 27Q (8369.636400 sec): 3 clusters Score: Raw -545112.163137 + Penalty 1655.361885 = -543456.801252 nChanged 7 SP:Iteration 28Q (8369.692104 sec): 3 clusters Score: Raw -545113.348443 + Penalty 1655.361885 = -543457.986558 nChanged 6 SP:Iteration 29Q (8369.743736 sec): 3 clusters Score: Raw -545114.204380 + Penalty 1655.361885 = -543458.842496 nChanged 7 SP:Iteration 30Q (8369.787911 sec): 3 clusters Score: Raw -545115.284250 + Penalty 1655.361885 = -543459.922365 nChanged 3 SP:Iteration 31Q (8369.845808 sec): 3 clusters Score: Raw -545115.489113 + Penalty 1655.361885 = -543460.127228 nChanged 3 SP:Iteration 32Q (8369.895681 sec): 3 clusters Score: Raw -545115.614177 + Penalty 1655.361885 = -543460.252292 nChanged 1 SP:Iteration 33Q (8369.955390 sec): 3 clusters Score: Raw -545115.681501 + Penalty 1655.361885 = -543460.319616 nChanged 0 SP:Iteration 34F (8369.999696 sec): 3 clusters Score: Raw -545115.681501 + Penalty 1655.361885 = -543460.319616 nChanged 0 Trying to split cluster 18 (38964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8370.076657 sec): 2 clusters Score: Raw -3218418.593974 + Penalty 1004.187375 = -3217414.406599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8370.174989 sec): 3 clusters Score: Raw -3193543.066792 + Penalty 2008.374750 = -3191534.692042 nChanged 18414 SP:Iteration 1F (8370.260831 sec): 3 clusters Score: Raw -3204483.286827 + Penalty 2008.374750 = -3202474.912076 nChanged 1979 SP:Iteration 2F (8370.359583 sec): 3 clusters Score: Raw -3205375.021154 + Penalty 2008.374750 = -3203366.646404 nChanged 2330 SP:Iteration 3F (8370.456697 sec): 3 clusters Score: Raw -3206722.408991 + Penalty 2008.374750 = -3204714.034241 nChanged 2790 SP:Iteration 4F (8370.548474 sec): 3 clusters Score: Raw -3208779.732756 + Penalty 2008.374750 = -3206771.358005 nChanged 3086 SP:Iteration 5F (8370.654374 sec): 3 clusters Score: Raw -3211508.616514 + Penalty 2008.374750 = -3209500.241764 nChanged 2880 SP:Iteration 6F (8370.739941 sec): 3 clusters Score: Raw -3214316.457625 + Penalty 2008.374750 = -3212308.082875 nChanged 2116 SP:Iteration 7F (8370.845042 sec): 3 clusters Score: Raw -3216378.110477 + Penalty 2008.374750 = -3214369.735727 nChanged 1197 SP:Iteration 8Q (8370.943487 sec): 3 clusters Score: Raw -3217521.945668 + Penalty 2008.374750 = -3215513.570917 nChanged 585 SP:Iteration 9Q (8371.038970 sec): 3 clusters Score: Raw -3218075.700925 + Penalty 2008.374750 = -3216067.326174 nChanged 271 SP:Iteration 10Q (8371.132335 sec): 3 clusters Score: Raw -3218308.778946 + Penalty 2008.374750 = -3216300.404195 nChanged 126 SP:Iteration 11Q (8371.224680 sec): 3 clusters Score: Raw -3218409.449477 + Penalty 2008.374750 = -3216401.074727 nChanged 65 SP:Iteration 12Q (8371.300436 sec): 3 clusters Score: Raw -3218472.752640 + Penalty 2008.374750 = -3216464.377890 nChanged 34 SP:Iteration 13Q (8371.385736 sec): 3 clusters Score: Raw -3218506.584513 + Penalty 2008.374750 = -3216498.209763 nChanged 21 SP:Iteration 14Q (8371.477690 sec): 3 clusters Score: Raw -3218531.463583 + Penalty 2008.374750 = -3216523.088833 nChanged 15 SP:Iteration 15Q (8371.575195 sec): 3 clusters Score: Raw -3218550.167586 + Penalty 2008.374750 = -3216541.792836 nChanged 9 SP:Iteration 16Q (8371.665881 sec): 3 clusters Score: Raw -3218559.201580 + Penalty 2008.374750 = -3216550.826830 nChanged 7 SP:Iteration 17Q (8371.744389 sec): 3 clusters Score: Raw -3218565.234170 + Penalty 2008.374750 = -3216556.859420 nChanged 1 SP:Iteration 18Q (8371.837085 sec): 3 clusters Score: Raw -3218565.749392 + Penalty 2008.374750 = -3216557.374642 nChanged 1 SP:Iteration 19Q (8371.924846 sec): 3 clusters Score: Raw -3218566.717573 + Penalty 2008.374750 = -3216558.342823 nChanged 0 SP:Iteration 20F (8372.021844 sec): 3 clusters Score: Raw -3218566.717573 + Penalty 2008.374750 = -3216558.342823 nChanged 0 Trying to split cluster 19 (2101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8372.041514 sec): 2 clusters Score: Raw -162590.527865 + Penalty 726.766027 = -161863.761838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8372.091909 sec): 3 clusters Score: Raw -161543.540360 + Penalty 1453.532053 = -160090.008307 nChanged 815 SP:Iteration 1F (8372.142448 sec): 3 clusters Score: Raw -162008.182045 + Penalty 1453.532053 = -160554.649991 nChanged 176 SP:Iteration 2F (8372.186785 sec): 3 clusters Score: Raw -162174.374282 + Penalty 1453.532053 = -160720.842229 nChanged 162 SP:Iteration 3F (8372.238444 sec): 3 clusters Score: Raw -162297.199856 + Penalty 1453.532053 = -160843.667803 nChanged 125 SP:Iteration 4F (8372.282093 sec): 3 clusters Score: Raw -162389.473521 + Penalty 1453.532053 = -160935.941468 nChanged 102 SP:Iteration 5Q (8372.333623 sec): 3 clusters Score: Raw -162456.532565 + Penalty 1453.532053 = -161003.000512 nChanged 85 SP:Iteration 6Q (8372.384278 sec): 3 clusters Score: Raw -162496.662726 + Penalty 1453.532053 = -161043.130673 nChanged 58 SP:Iteration 7Q (8372.434720 sec): 3 clusters Score: Raw -162527.294272 + Penalty 1453.532053 = -161073.762219 nChanged 50 SP:Iteration 8Q (8372.474655 sec): 3 clusters Score: Raw -162558.298016 + Penalty 1453.532053 = -161104.765963 nChanged 44 SP:Iteration 9Q (8372.526016 sec): 3 clusters Score: Raw -162590.399191 + Penalty 1453.532053 = -161136.867138 nChanged 50 SP:Iteration 10Q (8372.577143 sec): 3 clusters Score: Raw -162615.766247 + Penalty 1453.532053 = -161162.234194 nChanged 44 SP:Iteration 11Q (8372.629021 sec): 3 clusters Score: Raw -162638.827558 + Penalty 1453.532053 = -161185.295505 nChanged 34 SP:Iteration 12Q (8372.680926 sec): 3 clusters Score: Raw -162660.275930 + Penalty 1453.532053 = -161206.743877 nChanged 43 SP:Iteration 13Q (8372.732846 sec): 3 clusters Score: Raw -162686.294620 + Penalty 1453.532053 = -161232.762567 nChanged 30 SP:Iteration 14Q (8372.785017 sec): 3 clusters Score: Raw -162700.142976 + Penalty 1453.532053 = -161246.610923 nChanged 24 SP:Iteration 15Q (8372.802888 sec): 3 clusters Score: Raw -162710.757771 + Penalty 1453.532053 = -161257.225718 nChanged 22 SP:Iteration 16Q (8372.847234 sec): 3 clusters Score: Raw -162717.524021 + Penalty 1453.532053 = -161263.991967 nChanged 10 SP:Iteration 17Q (8372.896942 sec): 3 clusters Score: Raw -162720.604610 + Penalty 1453.532053 = -161267.072557 nChanged 11 SP:Iteration 18Q (8372.936924 sec): 3 clusters Score: Raw -162724.280546 + Penalty 1453.532053 = -161270.748493 nChanged 9 SP:Iteration 19Q (8372.966630 sec): 3 clusters Score: Raw -162727.776089 + Penalty 1453.532053 = -161274.244036 nChanged 10 SP:Iteration 20F (8372.974406 sec): 3 clusters Score: Raw -162730.863078 + Penalty 1453.532053 = -161277.331025 nChanged 8 SP:Iteration 21Q (8372.982091 sec): 3 clusters Score: Raw -162733.824275 + Penalty 1453.532053 = -161280.292221 nChanged 6 SP:Iteration 22Q (8372.989772 sec): 3 clusters Score: Raw -162736.382214 + Penalty 1453.532053 = -161282.850160 nChanged 8 SP:Iteration 23Q (8372.997474 sec): 3 clusters Score: Raw -162739.332108 + Penalty 1453.532053 = -161285.800055 nChanged 4 SP:Iteration 24Q (8373.005080 sec): 3 clusters Score: Raw -162740.996897 + Penalty 1453.532053 = -161287.464844 nChanged 7 SP:Iteration 25Q (8373.012750 sec): 3 clusters Score: Raw -162743.631405 + Penalty 1453.532053 = -161290.099352 nChanged 4 SP:Iteration 26Q (8373.020427 sec): 3 clusters Score: Raw -162744.851337 + Penalty 1453.532053 = -161291.319283 nChanged 3 SP:Iteration 27Q (8373.028021 sec): 3 clusters Score: Raw -162747.023364 + Penalty 1453.532053 = -161293.491311 nChanged 6 SP:Iteration 28Q (8373.035673 sec): 3 clusters Score: Raw -162749.187752 + Penalty 1453.532053 = -161295.655699 nChanged 2 SP:Iteration 29Q (8373.043344 sec): 3 clusters Score: Raw -162750.034322 + Penalty 1453.532053 = -161296.502269 nChanged 2 SP:Iteration 30Q (8373.050996 sec): 3 clusters Score: Raw -162750.565269 + Penalty 1453.532053 = -161297.033215 nChanged 2 SP:Iteration 31Q (8373.058645 sec): 3 clusters Score: Raw -162751.337195 + Penalty 1453.532053 = -161297.805142 nChanged 3 SP:Iteration 32Q (8373.066341 sec): 3 clusters Score: Raw -162751.777268 + Penalty 1453.532053 = -161298.245215 nChanged 4 SP:Iteration 33Q (8373.073914 sec): 3 clusters Score: Raw -162752.849276 + Penalty 1453.532053 = -161299.317223 nChanged 2 SP:Iteration 34Q (8373.081491 sec): 3 clusters Score: Raw -162755.461348 + Penalty 1453.532053 = -161301.929295 nChanged 6 SP:Iteration 35Q (8373.089147 sec): 3 clusters Score: Raw -162758.299372 + Penalty 1453.532053 = -161304.767319 nChanged 5 SP:Iteration 36Q (8373.096825 sec): 3 clusters Score: Raw -162759.590948 + Penalty 1453.532053 = -161306.058895 nChanged 5 SP:Iteration 37Q (8373.104409 sec): 3 clusters Score: Raw -162760.763458 + Penalty 1453.532053 = -161307.231405 nChanged 2 SP:Iteration 38Q (8373.112049 sec): 3 clusters Score: Raw -162761.139756 + Penalty 1453.532053 = -161307.607703 nChanged 1 SP:Iteration 39Q (8373.119701 sec): 3 clusters Score: Raw -162761.221074 + Penalty 1453.532053 = -161307.689020 nChanged 0 SP:Iteration 40F (8373.127390 sec): 3 clusters Score: Raw -162761.221074 + Penalty 1453.532053 = -161307.689020 nChanged 0 Trying to split cluster 20 (26889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8373.168744 sec): 2 clusters Score: Raw -2310310.695949 + Penalty 968.949893 = -2309341.746056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8373.213961 sec): 3 clusters Score: Raw -2293309.972641 + Penalty 1937.899786 = -2291372.072854 nChanged 12717 SP:Iteration 1F (8373.255290 sec): 3 clusters Score: Raw -2300832.267466 + Penalty 1937.899786 = -2298894.367680 nChanged 1424 SP:Iteration 2F (8373.297261 sec): 3 clusters Score: Raw -2301478.413387 + Penalty 1937.899786 = -2299540.513601 nChanged 1402 SP:Iteration 3F (8373.339594 sec): 3 clusters Score: Raw -2302175.329048 + Penalty 1937.899786 = -2300237.429261 nChanged 1444 SP:Iteration 4F (8373.381686 sec): 3 clusters Score: Raw -2303006.783631 + Penalty 1937.899786 = -2301068.883844 nChanged 1601 SP:Iteration 5F (8373.423706 sec): 3 clusters Score: Raw -2304078.749802 + Penalty 1937.899786 = -2302140.850015 nChanged 1604 SP:Iteration 6F (8373.465838 sec): 3 clusters Score: Raw -2305097.814284 + Penalty 1937.899786 = -2303159.914497 nChanged 1453 SP:Iteration 7F (8373.508018 sec): 3 clusters Score: Raw -2305904.202360 + Penalty 1937.899786 = -2303966.302574 nChanged 1184 SP:Iteration 8Q (8373.550599 sec): 3 clusters Score: Raw -2306441.927882 + Penalty 1937.899786 = -2304504.028095 nChanged 953 SP:Iteration 9Q (8373.592720 sec): 3 clusters Score: Raw -2306755.822759 + Penalty 1937.899786 = -2304817.922973 nChanged 671 SP:Iteration 10Q (8373.634686 sec): 3 clusters Score: Raw -2306926.218527 + Penalty 1937.899786 = -2304988.318741 nChanged 485 SP:Iteration 11Q (8373.676481 sec): 3 clusters Score: Raw -2307040.952837 + Penalty 1937.899786 = -2305103.053050 nChanged 404 SP:Iteration 12Q (8373.718051 sec): 3 clusters Score: Raw -2307129.429463 + Penalty 1937.899786 = -2305191.529677 nChanged 360 SP:Iteration 13Q (8373.759897 sec): 3 clusters Score: Raw -2307199.290366 + Penalty 1937.899786 = -2305261.390579 nChanged 315 SP:Iteration 14Q (8373.801241 sec): 3 clusters Score: Raw -2307262.971477 + Penalty 1937.899786 = -2305325.071690 nChanged 303 SP:Iteration 15Q (8373.842782 sec): 3 clusters Score: Raw -2307321.222314 + Penalty 1937.899786 = -2305383.322527 nChanged 308 SP:Iteration 16Q (8373.884430 sec): 3 clusters Score: Raw -2307378.429998 + Penalty 1937.899786 = -2305440.530212 nChanged 291 SP:Iteration 17Q (8373.926429 sec): 3 clusters Score: Raw -2307436.425920 + Penalty 1937.899786 = -2305498.526134 nChanged 281 SP:Iteration 18Q (8373.967484 sec): 3 clusters Score: Raw -2307500.505362 + Penalty 1937.899786 = -2305562.605575 nChanged 319 SP:Iteration 19Q (8374.009001 sec): 3 clusters Score: Raw -2307579.940508 + Penalty 1937.899786 = -2305642.040721 nChanged 346 SP:Iteration 20F (8374.086868 sec): 3 clusters Score: Raw -2307676.559321 + Penalty 1937.899786 = -2305738.659535 nChanged 348 SP:Iteration 21Q (8374.127900 sec): 3 clusters Score: Raw -2307771.522264 + Penalty 1937.899786 = -2305833.622478 nChanged 342 SP:Iteration 22Q (8374.169280 sec): 3 clusters Score: Raw -2307865.546868 + Penalty 1937.899786 = -2305927.647081 nChanged 386 SP:Iteration 23Q (8374.210503 sec): 3 clusters Score: Raw -2307979.517735 + Penalty 1937.899786 = -2306041.617949 nChanged 369 SP:Iteration 24Q (8374.251557 sec): 3 clusters Score: Raw -2308089.988263 + Penalty 1937.899786 = -2306152.088477 nChanged 382 SP:Iteration 25Q (8374.292782 sec): 3 clusters Score: Raw -2308204.773670 + Penalty 1937.899786 = -2306266.873883 nChanged 383 SP:Iteration 26Q (8374.333536 sec): 3 clusters Score: Raw -2308325.081540 + Penalty 1937.899786 = -2306387.181753 nChanged 400 SP:Iteration 27Q (8374.374685 sec): 3 clusters Score: Raw -2308465.361352 + Penalty 1937.899786 = -2306527.461566 nChanged 428 SP:Iteration 28Q (8374.415346 sec): 3 clusters Score: Raw -2308621.538415 + Penalty 1937.899786 = -2306683.638629 nChanged 442 SP:Iteration 29Q (8374.456071 sec): 3 clusters Score: Raw -2308787.260971 + Penalty 1937.899786 = -2306849.361185 nChanged 427 SP:Iteration 30Q (8374.497038 sec): 3 clusters Score: Raw -2308965.921519 + Penalty 1937.899786 = -2307028.021732 nChanged 424 SP:Iteration 31Q (8374.537374 sec): 3 clusters Score: Raw -2309144.065642 + Penalty 1937.899786 = -2307206.165855 nChanged 417 SP:Iteration 32Q (8374.577644 sec): 3 clusters Score: Raw -2309358.644619 + Penalty 1937.899786 = -2307420.744832 nChanged 431 SP:Iteration 33Q (8374.618106 sec): 3 clusters Score: Raw -2309588.296621 + Penalty 1937.899786 = -2307650.396835 nChanged 421 SP:Iteration 34Q (8374.657557 sec): 3 clusters Score: Raw -2309833.295299 + Penalty 1937.899786 = -2307895.395513 nChanged 383 SP:Iteration 35Q (8374.697193 sec): 3 clusters Score: Raw -2310080.968657 + Penalty 1937.899786 = -2308143.068871 nChanged 352 SP:Iteration 36Q (8374.736588 sec): 3 clusters Score: Raw -2310297.780066 + Penalty 1937.899786 = -2308359.880279 nChanged 351 SP:Iteration 37Q (8374.775445 sec): 3 clusters Score: Raw -2310499.920674 + Penalty 1937.899786 = -2308562.020887 nChanged 303 SP:Iteration 38Q (8374.814492 sec): 3 clusters Score: Raw -2310638.934710 + Penalty 1937.899786 = -2308701.034924 nChanged 242 SP:Iteration 39Q (8374.853019 sec): 3 clusters Score: Raw -2310737.447223 + Penalty 1937.899786 = -2308799.547436 nChanged 182 SP:Iteration 40F (8374.894607 sec): 3 clusters Score: Raw -2310873.584205 + Penalty 1937.899786 = -2308935.684419 nChanged 216 SP:Iteration 41Q (8374.933321 sec): 3 clusters Score: Raw -2310970.306090 + Penalty 1937.899786 = -2309032.406303 nChanged 188 SP:Iteration 42Q (8374.971641 sec): 3 clusters Score: Raw -2311026.128704 + Penalty 1937.899786 = -2309088.228917 nChanged 145 SP:Iteration 43Q (8375.009723 sec): 3 clusters Score: Raw -2311057.970902 + Penalty 1937.899786 = -2309120.071116 nChanged 119 SP:Iteration 44Q (8375.047786 sec): 3 clusters Score: Raw -2311080.051891 + Penalty 1937.899786 = -2309142.152104 nChanged 87 SP:Iteration 45Q (8375.085671 sec): 3 clusters Score: Raw -2311095.223391 + Penalty 1937.899786 = -2309157.323604 nChanged 79 SP:Iteration 46Q (8375.123671 sec): 3 clusters Score: Raw -2311106.754637 + Penalty 1937.899786 = -2309168.854850 nChanged 65 SP:Iteration 47Q (8375.161683 sec): 3 clusters Score: Raw -2311115.091191 + Penalty 1937.899786 = -2309177.191405 nChanged 49 SP:Iteration 48Q (8375.199802 sec): 3 clusters Score: Raw -2311119.817086 + Penalty 1937.899786 = -2309181.917300 nChanged 34 SP:Iteration 49Q (8375.237797 sec): 3 clusters Score: Raw -2311122.264735 + Penalty 1937.899786 = -2309184.364948 nChanged 22 SP:Iteration 50Q (8375.275550 sec): 3 clusters Score: Raw -2311123.844751 + Penalty 1937.899786 = -2309185.944965 nChanged 14 SP:Iteration 51Q (8375.313514 sec): 3 clusters Score: Raw -2311124.850539 + Penalty 1937.899786 = -2309186.950753 nChanged 8 SP:Iteration 52Q (8375.351793 sec): 3 clusters Score: Raw -2311125.283759 + Penalty 1937.899786 = -2309187.383972 nChanged 8 SP:Iteration 53Q (8375.389487 sec): 3 clusters Score: Raw -2311125.871926 + Penalty 1937.899786 = -2309187.972140 nChanged 3 SP:Iteration 54Q (8375.427312 sec): 3 clusters Score: Raw -2311126.114660 + Penalty 1937.899786 = -2309188.214874 nChanged 4 SP:Iteration 55Q (8375.465278 sec): 3 clusters Score: Raw -2311126.280667 + Penalty 1937.899786 = -2309188.380880 nChanged 2 SP:Iteration 56Q (8375.503190 sec): 3 clusters Score: Raw -2311126.299878 + Penalty 1937.899786 = -2309188.400092 nChanged 0 SP:Iteration 57F (8375.544800 sec): 3 clusters Score: Raw -2311126.299878 + Penalty 1937.899786 = -2309188.400092 nChanged 0 Trying to split cluster 21 (73716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8375.628096 sec): 2 clusters Score: Raw -6101375.937921 + Penalty 1064.757639 = -6100311.180282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8375.724916 sec): 3 clusters Score: Raw -6053333.652834 + Penalty 2129.515279 = -6051204.137555 nChanged 35406 SP:Iteration 1F (8375.820254 sec): 3 clusters Score: Raw -6074418.740439 + Penalty 2129.515279 = -6072289.225160 nChanged 3289 SP:Iteration 2Q (8375.923391 sec): 3 clusters Score: Raw -6075521.622222 + Penalty 2129.515279 = -6073392.106944 nChanged 3518 SP:Iteration 3Q (8376.026214 sec): 3 clusters Score: Raw -6076948.722630 + Penalty 2129.515279 = -6074819.207351 nChanged 4085 SP:Iteration 4F (8376.120970 sec): 3 clusters Score: Raw -6078991.061161 + Penalty 2129.515279 = -6076861.545882 nChanged 4518 SP:Iteration 5F (8376.215709 sec): 3 clusters Score: Raw -6081881.585112 + Penalty 2129.515279 = -6079752.069833 nChanged 4792 SP:Iteration 6F (8376.310931 sec): 3 clusters Score: Raw -6085648.662540 + Penalty 2129.515279 = -6083519.147262 nChanged 4520 SP:Iteration 7F (8376.406011 sec): 3 clusters Score: Raw -6089631.058493 + Penalty 2129.515279 = -6087501.543214 nChanged 3752 SP:Iteration 8F (8376.501105 sec): 3 clusters Score: Raw -6092917.050404 + Penalty 2129.515279 = -6090787.535126 nChanged 2732 SP:Iteration 9Q (8376.597562 sec): 3 clusters Score: Raw -6094954.272549 + Penalty 2129.515279 = -6092824.757270 nChanged 1991 SP:Iteration 10Q (8376.690744 sec): 3 clusters Score: Raw -6096192.455672 + Penalty 2129.515279 = -6094062.940394 nChanged 1573 SP:Iteration 11Q (8376.782464 sec): 3 clusters Score: Raw -6097109.458896 + Penalty 2129.515279 = -6094979.943618 nChanged 1391 SP:Iteration 12Q (8376.873176 sec): 3 clusters Score: Raw -6097889.551197 + Penalty 2129.515279 = -6095760.035918 nChanged 1271 SP:Iteration 13Q (8376.962823 sec): 3 clusters Score: Raw -6098590.231808 + Penalty 2129.515279 = -6096460.716529 nChanged 1131 SP:Iteration 14Q (8377.051253 sec): 3 clusters Score: Raw -6099218.014313 + Penalty 2129.515279 = -6097088.499034 nChanged 927 SP:Iteration 15Q (8377.138802 sec): 3 clusters Score: Raw -6099722.882234 + Penalty 2129.515279 = -6097593.366955 nChanged 760 SP:Iteration 16Q (8377.225271 sec): 3 clusters Score: Raw -6100119.122939 + Penalty 2129.515279 = -6097989.607661 nChanged 625 SP:Iteration 17Q (8377.310863 sec): 3 clusters Score: Raw -6100437.044891 + Penalty 2129.515279 = -6098307.529613 nChanged 526 SP:Iteration 18Q (8377.394827 sec): 3 clusters Score: Raw -6100730.406747 + Penalty 2129.515279 = -6098600.891469 nChanged 432 SP:Iteration 19Q (8377.478188 sec): 3 clusters Score: Raw -6100965.180373 + Penalty 2129.515279 = -6098835.665095 nChanged 336 SP:Iteration 20F (8377.572168 sec): 3 clusters Score: Raw -6101145.558680 + Penalty 2129.515279 = -6099016.043402 nChanged 255 SP:Iteration 21Q (8377.655471 sec): 3 clusters Score: Raw -6101285.593150 + Penalty 2129.515279 = -6099156.077871 nChanged 176 SP:Iteration 22Q (8377.738055 sec): 3 clusters Score: Raw -6101371.277269 + Penalty 2129.515279 = -6099241.761990 nChanged 102 SP:Iteration 23Q (8377.820095 sec): 3 clusters Score: Raw -6101420.553000 + Penalty 2129.515279 = -6099291.037722 nChanged 79 SP:Iteration 24Q (8377.902156 sec): 3 clusters Score: Raw -6101460.971115 + Penalty 2129.515279 = -6099331.455836 nChanged 61 SP:Iteration 25Q (8377.983908 sec): 3 clusters Score: Raw -6101491.936397 + Penalty 2129.515279 = -6099362.421118 nChanged 48 SP:Iteration 26Q (8378.065390 sec): 3 clusters Score: Raw -6101514.230397 + Penalty 2129.515279 = -6099384.715119 nChanged 33 SP:Iteration 27Q (8378.146846 sec): 3 clusters Score: Raw -6101531.793737 + Penalty 2129.515279 = -6099402.278459 nChanged 37 SP:Iteration 28Q (8378.228338 sec): 3 clusters Score: Raw -6101549.590052 + Penalty 2129.515279 = -6099420.074774 nChanged 32 SP:Iteration 29Q (8378.309910 sec): 3 clusters Score: Raw -6101562.738888 + Penalty 2129.515279 = -6099433.223609 nChanged 22 SP:Iteration 30Q (8378.391498 sec): 3 clusters Score: Raw -6101569.453915 + Penalty 2129.515279 = -6099439.938636 nChanged 14 SP:Iteration 31Q (8378.472973 sec): 3 clusters Score: Raw -6101574.796593 + Penalty 2129.515279 = -6099445.281314 nChanged 14 SP:Iteration 32Q (8378.554341 sec): 3 clusters Score: Raw -6101578.973444 + Penalty 2129.515279 = -6099449.458165 nChanged 12 SP:Iteration 33Q (8378.636118 sec): 3 clusters Score: Raw -6101582.996567 + Penalty 2129.515279 = -6099453.481288 nChanged 11 SP:Iteration 34Q (8378.717743 sec): 3 clusters Score: Raw -6101586.260869 + Penalty 2129.515279 = -6099456.745590 nChanged 4 SP:Iteration 35Q (8378.799472 sec): 3 clusters Score: Raw -6101588.425831 + Penalty 2129.515279 = -6099458.910553 nChanged 3 SP:Iteration 36Q (8378.880778 sec): 3 clusters Score: Raw -6101589.109947 + Penalty 2129.515279 = -6099459.594669 nChanged 1 SP:Iteration 37Q (8378.962002 sec): 3 clusters Score: Raw -6101589.618047 + Penalty 2129.515279 = -6099460.102768 nChanged 2 SP:Iteration 38Q (8379.043285 sec): 3 clusters Score: Raw -6101590.337621 + Penalty 2129.515279 = -6099460.822342 nChanged 1 SP:Iteration 39Q (8379.124517 sec): 3 clusters Score: Raw -6101590.496582 + Penalty 2129.515279 = -6099460.981303 nChanged 0 SP:Iteration 40F (8379.218118 sec): 3 clusters Score: Raw -6101590.496582 + Penalty 2129.515279 = -6099460.981303 nChanged 0 Trying to split cluster 22 (10734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8379.232972 sec): 2 clusters Score: Raw -919863.355635 + Penalty 881.711298 = -918981.644337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8379.259009 sec): 3 clusters Score: Raw -913455.188245 + Penalty 1763.422595 = -911691.765650 nChanged 4838 SP:Iteration 1F (8379.283770 sec): 3 clusters Score: Raw -916219.975515 + Penalty 1763.422595 = -914456.552920 nChanged 676 SP:Iteration 2F (8379.309164 sec): 3 clusters Score: Raw -916566.269843 + Penalty 1763.422595 = -914802.847248 nChanged 655 SP:Iteration 3F (8379.334124 sec): 3 clusters Score: Raw -916972.005779 + Penalty 1763.422595 = -915208.583184 nChanged 646 SP:Iteration 4F (8379.358888 sec): 3 clusters Score: Raw -917493.648237 + Penalty 1763.422595 = -915730.225642 nChanged 698 SP:Iteration 5F (8379.383814 sec): 3 clusters Score: Raw -918056.560862 + Penalty 1763.422595 = -916293.138267 nChanged 666 SP:Iteration 6F (8379.408625 sec): 3 clusters Score: Raw -918582.251243 + Penalty 1763.422595 = -916818.828648 nChanged 603 SP:Iteration 7F (8379.433407 sec): 3 clusters Score: Raw -919008.495551 + Penalty 1763.422595 = -917245.072956 nChanged 494 SP:Iteration 8Q (8379.457931 sec): 3 clusters Score: Raw -919320.774258 + Penalty 1763.422595 = -917557.351663 nChanged 361 SP:Iteration 9Q (8379.482477 sec): 3 clusters Score: Raw -919499.742325 + Penalty 1763.422595 = -917736.319730 nChanged 230 SP:Iteration 10Q (8379.506781 sec): 3 clusters Score: Raw -919607.502433 + Penalty 1763.422595 = -917844.079838 nChanged 190 SP:Iteration 11Q (8379.531098 sec): 3 clusters Score: Raw -919682.831986 + Penalty 1763.422595 = -917919.409391 nChanged 159 SP:Iteration 12Q (8379.555137 sec): 3 clusters Score: Raw -919730.275692 + Penalty 1763.422595 = -917966.853097 nChanged 111 SP:Iteration 13Q (8379.579426 sec): 3 clusters Score: Raw -919756.111535 + Penalty 1763.422595 = -917992.688940 nChanged 83 SP:Iteration 14Q (8379.603576 sec): 3 clusters Score: Raw -919772.364078 + Penalty 1763.422595 = -918008.941483 nChanged 82 SP:Iteration 15Q (8379.627637 sec): 3 clusters Score: Raw -919786.570867 + Penalty 1763.422595 = -918023.148272 nChanged 65 SP:Iteration 16Q (8379.651589 sec): 3 clusters Score: Raw -919794.589860 + Penalty 1763.422595 = -918031.167265 nChanged 41 SP:Iteration 17Q (8379.675725 sec): 3 clusters Score: Raw -919799.099194 + Penalty 1763.422595 = -918035.676599 nChanged 35 SP:Iteration 18Q (8379.699906 sec): 3 clusters Score: Raw -919802.115061 + Penalty 1763.422595 = -918038.692466 nChanged 26 SP:Iteration 19Q (8379.723800 sec): 3 clusters Score: Raw -919804.972938 + Penalty 1763.422595 = -918041.550343 nChanged 26 SP:Iteration 20F (8379.748757 sec): 3 clusters Score: Raw -919808.091435 + Penalty 1763.422595 = -918044.668840 nChanged 32 SP:Iteration 21Q (8379.772753 sec): 3 clusters Score: Raw -919811.856909 + Penalty 1763.422595 = -918048.434314 nChanged 26 SP:Iteration 22Q (8379.796840 sec): 3 clusters Score: Raw -919814.279357 + Penalty 1763.422595 = -918050.856762 nChanged 19 SP:Iteration 23Q (8379.820838 sec): 3 clusters Score: Raw -919816.146790 + Penalty 1763.422595 = -918052.724195 nChanged 19 SP:Iteration 24Q (8379.844851 sec): 3 clusters Score: Raw -919818.194178 + Penalty 1763.422595 = -918054.771583 nChanged 20 SP:Iteration 25Q (8379.868889 sec): 3 clusters Score: Raw -919820.107340 + Penalty 1763.422595 = -918056.684744 nChanged 14 SP:Iteration 26Q (8379.892778 sec): 3 clusters Score: Raw -919820.970665 + Penalty 1763.422595 = -918057.548070 nChanged 13 SP:Iteration 27Q (8379.917023 sec): 3 clusters Score: Raw -919822.037024 + Penalty 1763.422595 = -918058.614429 nChanged 10 SP:Iteration 28Q (8379.941137 sec): 3 clusters Score: Raw -919822.776277 + Penalty 1763.422595 = -918059.353682 nChanged 8 SP:Iteration 29Q (8379.965110 sec): 3 clusters Score: Raw -919823.429425 + Penalty 1763.422595 = -918060.006830 nChanged 5 SP:Iteration 30Q (8379.989297 sec): 3 clusters Score: Raw -919823.704415 + Penalty 1763.422595 = -918060.281820 nChanged 9 SP:Iteration 31Q (8380.013347 sec): 3 clusters Score: Raw -919824.396574 + Penalty 1763.422595 = -918060.973979 nChanged 13 SP:Iteration 32Q (8380.037391 sec): 3 clusters Score: Raw -919825.432371 + Penalty 1763.422595 = -918062.009776 nChanged 10 SP:Iteration 33Q (8380.061353 sec): 3 clusters Score: Raw -919825.934286 + Penalty 1763.422595 = -918062.511691 nChanged 6 SP:Iteration 34Q (8380.085638 sec): 3 clusters Score: Raw -919826.384829 + Penalty 1763.422595 = -918062.962234 nChanged 6 SP:Iteration 35Q (8380.109584 sec): 3 clusters Score: Raw -919826.721976 + Penalty 1763.422595 = -918063.299381 nChanged 9 SP:Iteration 36Q (8380.133507 sec): 3 clusters Score: Raw -919827.249290 + Penalty 1763.422595 = -918063.826695 nChanged 12 SP:Iteration 37Q (8380.157502 sec): 3 clusters Score: Raw -919828.288374 + Penalty 1763.422595 = -918064.865779 nChanged 13 SP:Iteration 38Q (8380.181522 sec): 3 clusters Score: Raw -919829.525338 + Penalty 1763.422595 = -918066.102743 nChanged 18 SP:Iteration 39Q (8380.205529 sec): 3 clusters Score: Raw -919830.941384 + Penalty 1763.422595 = -918067.518789 nChanged 14 SP:Iteration 40F (8380.230383 sec): 3 clusters Score: Raw -919831.938878 + Penalty 1763.422595 = -918068.516283 nChanged 15 SP:Iteration 41Q (8380.254313 sec): 3 clusters Score: Raw -919833.102210 + Penalty 1763.422595 = -918069.679614 nChanged 17 SP:Iteration 42Q (8380.278371 sec): 3 clusters Score: Raw -919834.891836 + Penalty 1763.422595 = -918071.469241 nChanged 19 SP:Iteration 43Q (8380.302331 sec): 3 clusters Score: Raw -919836.889330 + Penalty 1763.422595 = -918073.466735 nChanged 20 SP:Iteration 44Q (8380.326234 sec): 3 clusters Score: Raw -919838.832238 + Penalty 1763.422595 = -918075.409643 nChanged 25 SP:Iteration 45Q (8380.350172 sec): 3 clusters Score: Raw -919841.507555 + Penalty 1763.422595 = -918078.084960 nChanged 24 SP:Iteration 46Q (8380.384695 sec): 3 clusters Score: Raw -919843.834568 + Penalty 1763.422595 = -918080.411973 nChanged 28 SP:Iteration 47Q (8380.408967 sec): 3 clusters Score: Raw -919846.996169 + Penalty 1763.422595 = -918083.573574 nChanged 34 SP:Iteration 48Q (8380.433074 sec): 3 clusters Score: Raw -919851.490850 + Penalty 1763.422595 = -918088.068255 nChanged 30 SP:Iteration 49Q (8380.456963 sec): 3 clusters Score: Raw -919856.582526 + Penalty 1763.422595 = -918093.159931 nChanged 36 SP:Iteration 50Q (8380.480901 sec): 3 clusters Score: Raw -919861.321651 + Penalty 1763.422595 = -918097.899056 nChanged 28 SP:Iteration 51Q (8380.504952 sec): 3 clusters Score: Raw -919864.059008 + Penalty 1763.422595 = -918100.636413 nChanged 24 SP:Iteration 52Q (8380.528925 sec): 3 clusters Score: Raw -919867.211682 + Penalty 1763.422595 = -918103.789087 nChanged 21 SP:Iteration 53Q (8380.552871 sec): 3 clusters Score: Raw -919868.889124 + Penalty 1763.422595 = -918105.466529 nChanged 19 SP:Iteration 54Q (8380.576800 sec): 3 clusters Score: Raw -919870.514750 + Penalty 1763.422595 = -918107.092155 nChanged 16 SP:Iteration 55Q (8380.600674 sec): 3 clusters Score: Raw -919872.668710 + Penalty 1763.422595 = -918109.246115 nChanged 19 SP:Iteration 56Q (8380.624627 sec): 3 clusters Score: Raw -919874.620649 + Penalty 1763.422595 = -918111.198054 nChanged 17 SP:Iteration 57Q (8380.648524 sec): 3 clusters Score: Raw -919876.007680 + Penalty 1763.422595 = -918112.585085 nChanged 17 SP:Iteration 58Q (8380.672490 sec): 3 clusters Score: Raw -919877.234785 + Penalty 1763.422595 = -918113.812190 nChanged 16 SP:Iteration 59Q (8380.696304 sec): 3 clusters Score: Raw -919878.947946 + Penalty 1763.422595 = -918115.525351 nChanged 17 SP:Iteration 60F (8380.721265 sec): 3 clusters Score: Raw -919880.996452 + Penalty 1763.422595 = -918117.573857 nChanged 17 SP:Iteration 61Q (8380.745165 sec): 3 clusters Score: Raw -919883.247127 + Penalty 1763.422595 = -918119.824532 nChanged 24 SP:Iteration 62Q (8380.769060 sec): 3 clusters Score: Raw -919886.395187 + Penalty 1763.422595 = -918122.972592 nChanged 27 SP:Iteration 63Q (8380.793005 sec): 3 clusters Score: Raw -919890.288397 + Penalty 1763.422595 = -918126.865802 nChanged 29 SP:Iteration 64Q (8380.816994 sec): 3 clusters Score: Raw -919894.084344 + Penalty 1763.422595 = -918130.661749 nChanged 26 SP:Iteration 65Q (8380.840785 sec): 3 clusters Score: Raw -919896.997500 + Penalty 1763.422595 = -918133.574905 nChanged 27 SP:Iteration 66Q (8380.864676 sec): 3 clusters Score: Raw -919900.832604 + Penalty 1763.422595 = -918137.410009 nChanged 24 SP:Iteration 67Q (8380.888512 sec): 3 clusters Score: Raw -919903.575067 + Penalty 1763.422595 = -918140.152472 nChanged 23 SP:Iteration 68Q (8380.912394 sec): 3 clusters Score: Raw -919906.833943 + Penalty 1763.422595 = -918143.411348 nChanged 22 SP:Iteration 69Q (8380.936287 sec): 3 clusters Score: Raw -919910.984704 + Penalty 1763.422595 = -918147.562109 nChanged 29 SP:Iteration 70Q (8380.960107 sec): 3 clusters Score: Raw -919917.053382 + Penalty 1763.422595 = -918153.630787 nChanged 36 SP:Iteration 71Q (8380.983976 sec): 3 clusters Score: Raw -919925.904987 + Penalty 1763.422595 = -918162.482392 nChanged 48 SP:Iteration 72Q (8381.007689 sec): 3 clusters Score: Raw -919935.677699 + Penalty 1763.422595 = -918172.255104 nChanged 39 SP:Iteration 73Q (8381.031735 sec): 3 clusters Score: Raw -919943.364655 + Penalty 1763.422595 = -918179.942060 nChanged 46 SP:Iteration 74Q (8381.055426 sec): 3 clusters Score: Raw -919955.194965 + Penalty 1763.422595 = -918191.772370 nChanged 60 SP:Iteration 75Q (8381.079323 sec): 3 clusters Score: Raw -919972.927892 + Penalty 1763.422595 = -918209.505296 nChanged 71 SP:Iteration 76Q (8381.103070 sec): 3 clusters Score: Raw -919993.768619 + Penalty 1763.422595 = -918230.346024 nChanged 54 SP:Iteration 77Q (8381.126833 sec): 3 clusters Score: Raw -920012.330587 + Penalty 1763.422595 = -918248.907992 nChanged 63 SP:Iteration 78Q (8381.150554 sec): 3 clusters Score: Raw -920039.462581 + Penalty 1763.422595 = -918276.039986 nChanged 73 SP:Iteration 79Q (8381.174194 sec): 3 clusters Score: Raw -920072.150863 + Penalty 1763.422595 = -918308.728268 nChanged 81 SP:Iteration 80F (8381.198943 sec): 3 clusters Score: Raw -920103.208492 + Penalty 1763.422595 = -918339.785897 nChanged 82 SP:Iteration 81Q (8381.222543 sec): 3 clusters Score: Raw -920139.297038 + Penalty 1763.422595 = -918375.874443 nChanged 92 SP:Iteration 82Q (8381.246111 sec): 3 clusters Score: Raw -920177.496228 + Penalty 1763.422595 = -918414.073633 nChanged 82 SP:Iteration 83Q (8381.269670 sec): 3 clusters Score: Raw -920205.762259 + Penalty 1763.422595 = -918442.339664 nChanged 70 SP:Iteration 84Q (8381.293164 sec): 3 clusters Score: Raw -920231.041384 + Penalty 1763.422595 = -918467.618789 nChanged 58 SP:Iteration 85Q (8381.316628 sec): 3 clusters Score: Raw -920246.625289 + Penalty 1763.422595 = -918483.202694 nChanged 52 SP:Iteration 86Q (8381.340050 sec): 3 clusters Score: Raw -920261.007459 + Penalty 1763.422595 = -918497.584864 nChanged 50 SP:Iteration 87Q (8381.363477 sec): 3 clusters Score: Raw -920272.072959 + Penalty 1763.422595 = -918508.650364 nChanged 53 SP:Iteration 88Q (8381.386797 sec): 3 clusters Score: Raw -920284.122957 + Penalty 1763.422595 = -918520.700362 nChanged 59 SP:Iteration 89Q (8381.410192 sec): 3 clusters Score: Raw -920296.339775 + Penalty 1763.422595 = -918532.917180 nChanged 50 SP:Iteration 90Q (8381.433447 sec): 3 clusters Score: Raw -920306.112718 + Penalty 1763.422595 = -918542.690123 nChanged 35 SP:Iteration 91Q (8381.456738 sec): 3 clusters Score: Raw -920310.840274 + Penalty 1763.422595 = -918547.417679 nChanged 23 SP:Iteration 92Q (8381.480147 sec): 3 clusters Score: Raw -920314.168265 + Penalty 1763.422595 = -918550.745670 nChanged 19 SP:Iteration 93Q (8381.503362 sec): 3 clusters Score: Raw -920316.532441 + Penalty 1763.422595 = -918553.109846 nChanged 17 SP:Iteration 94Q (8381.526601 sec): 3 clusters Score: Raw -920318.469916 + Penalty 1763.422595 = -918555.047321 nChanged 15 SP:Iteration 95Q (8381.549773 sec): 3 clusters Score: Raw -920320.107194 + Penalty 1763.422595 = -918556.684599 nChanged 14 SP:Iteration 96Q (8381.572970 sec): 3 clusters Score: Raw -920321.613419 + Penalty 1763.422595 = -918558.190824 nChanged 13 SP:Iteration 97Q (8381.596405 sec): 3 clusters Score: Raw -920323.976972 + Penalty 1763.422595 = -918560.554377 nChanged 12 SP:Iteration 98Q (8381.619772 sec): 3 clusters Score: Raw -920325.972624 + Penalty 1763.422595 = -918562.550029 nChanged 7 SP:Iteration 99Q (8381.643168 sec): 3 clusters Score: Raw -920326.815239 + Penalty 1763.422595 = -918563.392644 nChanged 6 SP:Iteration 100F (8381.668039 sec): 3 clusters Score: Raw -920327.689690 + Penalty 1763.422595 = -918564.267095 nChanged 9 SP:Iteration 101Q (8381.691268 sec): 3 clusters Score: Raw -920329.400363 + Penalty 1763.422595 = -918565.977768 nChanged 9 SP:Iteration 102Q (8381.714560 sec): 3 clusters Score: Raw -920330.249695 + Penalty 1763.422595 = -918566.827100 nChanged 8 SP:Iteration 103Q (8381.737890 sec): 3 clusters Score: Raw -920330.736281 + Penalty 1763.422595 = -918567.313686 nChanged 5 SP:Iteration 104Q (8381.761200 sec): 3 clusters Score: Raw -920331.152441 + Penalty 1763.422595 = -918567.729846 nChanged 4 SP:Iteration 105Q (8381.784516 sec): 3 clusters Score: Raw -920331.609500 + Penalty 1763.422595 = -918568.186905 nChanged 8 SP:Iteration 106Q (8381.807784 sec): 3 clusters Score: Raw -920332.382900 + Penalty 1763.422595 = -918568.960305 nChanged 7 SP:Iteration 107Q (8381.831059 sec): 3 clusters Score: Raw -920333.213089 + Penalty 1763.422595 = -918569.790494 nChanged 8 SP:Iteration 108Q (8381.854458 sec): 3 clusters Score: Raw -920334.263356 + Penalty 1763.422595 = -918570.840761 nChanged 5 SP:Iteration 109Q (8381.877674 sec): 3 clusters Score: Raw -920334.739877 + Penalty 1763.422595 = -918571.317282 nChanged 5 SP:Iteration 110Q (8381.900875 sec): 3 clusters Score: Raw -920334.982745 + Penalty 1763.422595 = -918571.560150 nChanged 2 SP:Iteration 111Q (8381.924054 sec): 3 clusters Score: Raw -920335.078347 + Penalty 1763.422595 = -918571.655752 nChanged 2 SP:Iteration 112Q (8381.947273 sec): 3 clusters Score: Raw -920335.114529 + Penalty 1763.422595 = -918571.691934 nChanged 1 SP:Iteration 113Q (8381.970624 sec): 3 clusters Score: Raw -920335.245819 + Penalty 1763.422595 = -918571.823224 nChanged 4 SP:Iteration 114Q (8381.993848 sec): 3 clusters Score: Raw -920335.530065 + Penalty 1763.422595 = -918572.107470 nChanged 4 SP:Iteration 115Q (8382.017061 sec): 3 clusters Score: Raw -920336.022633 + Penalty 1763.422595 = -918572.600038 nChanged 7 SP:Iteration 116Q (8382.040246 sec): 3 clusters Score: Raw -920336.575083 + Penalty 1763.422595 = -918573.152488 nChanged 7 SP:Iteration 117Q (8382.063478 sec): 3 clusters Score: Raw -920337.211168 + Penalty 1763.422595 = -918573.788573 nChanged 4 SP:Iteration 118Q (8382.086671 sec): 3 clusters Score: Raw -920337.592640 + Penalty 1763.422595 = -918574.170045 nChanged 4 SP:Iteration 119Q (8382.109850 sec): 3 clusters Score: Raw -920337.990085 + Penalty 1763.422595 = -918574.567490 nChanged 7 SP:Iteration 120F (8382.134831 sec): 3 clusters Score: Raw -920338.633243 + Penalty 1763.422595 = -918575.210648 nChanged 7 SP:Iteration 121Q (8382.158018 sec): 3 clusters Score: Raw -920339.409988 + Penalty 1763.422595 = -918575.987393 nChanged 4 SP:Iteration 122Q (8382.181230 sec): 3 clusters Score: Raw -920340.090042 + Penalty 1763.422595 = -918576.667447 nChanged 4 SP:Iteration 123Q (8382.204392 sec): 3 clusters Score: Raw -920340.349640 + Penalty 1763.422595 = -918576.927045 nChanged 4 SP:Iteration 124Q (8382.227622 sec): 3 clusters Score: Raw -920340.722115 + Penalty 1763.422595 = -918577.299520 nChanged 4 SP:Iteration 125Q (8382.251016 sec): 3 clusters Score: Raw -920341.029143 + Penalty 1763.422595 = -918577.606548 nChanged 2 SP:Iteration 126Q (8382.274214 sec): 3 clusters Score: Raw -920341.180456 + Penalty 1763.422595 = -918577.757861 nChanged 3 SP:Iteration 127Q (8382.297592 sec): 3 clusters Score: Raw -920341.626058 + Penalty 1763.422595 = -918578.203463 nChanged 3 SP:Iteration 128Q (8382.320965 sec): 3 clusters Score: Raw -920341.996749 + Penalty 1763.422595 = -918578.574154 nChanged 3 SP:Iteration 129Q (8382.344361 sec): 3 clusters Score: Raw -920342.285573 + Penalty 1763.422595 = -918578.862978 nChanged 2 SP:Iteration 130Q (8382.367613 sec): 3 clusters Score: Raw -920342.491724 + Penalty 1763.422595 = -918579.069129 nChanged 3 SP:Iteration 131Q (8382.391017 sec): 3 clusters Score: Raw -920342.794531 + Penalty 1763.422595 = -918579.371936 nChanged 6 SP:Iteration 132Q (8382.414304 sec): 3 clusters Score: Raw -920343.462964 + Penalty 1763.422595 = -918580.040369 nChanged 5 SP:Iteration 133Q (8382.437643 sec): 3 clusters Score: Raw -920343.911938 + Penalty 1763.422595 = -918580.489343 nChanged 6 SP:Iteration 134Q (8382.460871 sec): 3 clusters Score: Raw -920344.266438 + Penalty 1763.422595 = -918580.843843 nChanged 2 SP:Iteration 135Q (8382.484128 sec): 3 clusters Score: Raw -920344.393858 + Penalty 1763.422595 = -918580.971263 nChanged 3 SP:Iteration 136Q (8382.507406 sec): 3 clusters Score: Raw -920344.527676 + Penalty 1763.422595 = -918581.105081 nChanged 2 SP:Iteration 137Q (8382.530480 sec): 3 clusters Score: Raw -920344.778140 + Penalty 1763.422595 = -918581.355545 nChanged 2 SP:Iteration 138Q (8382.553640 sec): 3 clusters Score: Raw -920344.928840 + Penalty 1763.422595 = -918581.506245 nChanged 2 SP:Iteration 139Q (8382.576809 sec): 3 clusters Score: Raw -920345.317972 + Penalty 1763.422595 = -918581.895377 nChanged 3 SP:Iteration 140F (8382.601799 sec): 3 clusters Score: Raw -920345.629594 + Penalty 1763.422595 = -918582.206999 nChanged 3 SP:Iteration 141Q (8382.625100 sec): 3 clusters Score: Raw -920345.768459 + Penalty 1763.422595 = -918582.345864 nChanged 1 SP:Iteration 142Q (8382.648290 sec): 3 clusters Score: Raw -920345.841538 + Penalty 1763.422595 = -918582.418942 nChanged 2 SP:Iteration 143Q (8382.671512 sec): 3 clusters Score: Raw -920345.916691 + Penalty 1763.422595 = -918582.494096 nChanged 0 SP:Iteration 144F (8382.696293 sec): 3 clusters Score: Raw -920345.916691 + Penalty 1763.422595 = -918582.494096 nChanged 0 Trying to split cluster 23 (2004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8382.711435 sec): 2 clusters Score: Raw -167919.753075 + Penalty 722.275544 = -167197.477531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8382.719767 sec): 3 clusters Score: Raw -166904.797099 + Penalty 1444.551088 = -165460.246011 nChanged 788 SP:Iteration 1F (8382.761204 sec): 3 clusters Score: Raw -167398.049509 + Penalty 1444.551088 = -165953.498421 nChanged 202 SP:Iteration 2F (8382.768960 sec): 3 clusters Score: Raw -167543.105827 + Penalty 1444.551088 = -166098.554740 nChanged 121 SP:Iteration 3F (8382.776603 sec): 3 clusters Score: Raw -167614.997190 + Penalty 1444.551088 = -166170.446102 nChanged 81 SP:Iteration 4Q (8382.784285 sec): 3 clusters Score: Raw -167672.855686 + Penalty 1444.551088 = -166228.304598 nChanged 83 SP:Iteration 5Q (8382.791951 sec): 3 clusters Score: Raw -167739.162608 + Penalty 1444.551088 = -166294.611520 nChanged 84 SP:Iteration 6Q (8382.799626 sec): 3 clusters Score: Raw -167809.907316 + Penalty 1444.551088 = -166365.356228 nChanged 74 SP:Iteration 7Q (8382.807212 sec): 3 clusters Score: Raw -167870.339551 + Penalty 1444.551088 = -166425.788463 nChanged 74 SP:Iteration 8Q (8382.814835 sec): 3 clusters Score: Raw -167920.294833 + Penalty 1444.551088 = -166475.743745 nChanged 54 SP:Iteration 9Q (8382.822425 sec): 3 clusters Score: Raw -167951.986538 + Penalty 1444.551088 = -166507.435450 nChanged 34 SP:Iteration 10Q (8382.830099 sec): 3 clusters Score: Raw -167966.536973 + Penalty 1444.551088 = -166521.985885 nChanged 25 SP:Iteration 11Q (8382.837612 sec): 3 clusters Score: Raw -167982.568572 + Penalty 1444.551088 = -166538.017484 nChanged 22 SP:Iteration 12Q (8382.845188 sec): 3 clusters Score: Raw -167996.083481 + Penalty 1444.551088 = -166551.532394 nChanged 22 SP:Iteration 13Q (8382.852683 sec): 3 clusters Score: Raw -168011.068831 + Penalty 1444.551088 = -166566.517743 nChanged 32 SP:Iteration 14Q (8382.860315 sec): 3 clusters Score: Raw -168025.465467 + Penalty 1444.551088 = -166580.914380 nChanged 20 SP:Iteration 15Q (8382.867870 sec): 3 clusters Score: Raw -168035.663739 + Penalty 1444.551088 = -166591.112651 nChanged 16 SP:Iteration 16Q (8382.875403 sec): 3 clusters Score: Raw -168044.890456 + Penalty 1444.551088 = -166600.339368 nChanged 16 SP:Iteration 17Q (8382.882928 sec): 3 clusters Score: Raw -168049.986501 + Penalty 1444.551088 = -166605.435413 nChanged 14 SP:Iteration 18Q (8382.890503 sec): 3 clusters Score: Raw -168055.740601 + Penalty 1444.551088 = -166611.189513 nChanged 9 SP:Iteration 19Q (8382.897942 sec): 3 clusters Score: Raw -168058.924907 + Penalty 1444.551088 = -166614.373819 nChanged 5 SP:Iteration 20F (8382.905540 sec): 3 clusters Score: Raw -168061.386110 + Penalty 1444.551088 = -166616.835023 nChanged 9 SP:Iteration 21Q (8382.913026 sec): 3 clusters Score: Raw -168065.991095 + Penalty 1444.551088 = -166621.440007 nChanged 12 SP:Iteration 22Q (8382.920486 sec): 3 clusters Score: Raw -168072.954083 + Penalty 1444.551088 = -166628.402995 nChanged 14 SP:Iteration 23Q (8382.927983 sec): 3 clusters Score: Raw -168078.360946 + Penalty 1444.551088 = -166633.809858 nChanged 11 SP:Iteration 24Q (8382.940390 sec): 3 clusters Score: Raw -168082.463143 + Penalty 1444.551088 = -166637.912055 nChanged 11 SP:Iteration 25Q (8382.948050 sec): 3 clusters Score: Raw -168086.336002 + Penalty 1444.551088 = -166641.784914 nChanged 9 SP:Iteration 26Q (8382.955643 sec): 3 clusters Score: Raw -168088.868731 + Penalty 1444.551088 = -166644.317643 nChanged 5 SP:Iteration 27Q (8382.963134 sec): 3 clusters Score: Raw -168090.086513 + Penalty 1444.551088 = -166645.535425 nChanged 4 SP:Iteration 28Q (8382.970528 sec): 3 clusters Score: Raw -168090.898152 + Penalty 1444.551088 = -166646.347064 nChanged 5 SP:Iteration 29Q (8382.977987 sec): 3 clusters Score: Raw -168092.504450 + Penalty 1444.551088 = -166647.953362 nChanged 2 SP:Iteration 30Q (8382.985521 sec): 3 clusters Score: Raw -168093.028156 + Penalty 1444.551088 = -166648.477068 nChanged 1 SP:Iteration 31Q (8382.992942 sec): 3 clusters Score: Raw -168093.186320 + Penalty 1444.551088 = -166648.635233 nChanged 0 SP:Iteration 32F (8383.000537 sec): 3 clusters Score: Raw -168093.186320 + Penalty 1444.551088 = -166648.635233 nChanged 0 Trying to split cluster 24 (7324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8383.020825 sec): 2 clusters Score: Raw -620233.960819 + Penalty 845.396631 = -619388.564188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8383.043073 sec): 3 clusters Score: Raw -616014.912878 + Penalty 1690.793262 = -614324.119616 nChanged 3220 SP:Iteration 1F (8383.064376 sec): 3 clusters Score: Raw -617950.929995 + Penalty 1690.793262 = -616260.136732 nChanged 555 SP:Iteration 2F (8383.085709 sec): 3 clusters Score: Raw -618286.689703 + Penalty 1690.793262 = -616595.896441 nChanged 512 SP:Iteration 3F (8383.107199 sec): 3 clusters Score: Raw -618603.570265 + Penalty 1690.793262 = -616912.777003 nChanged 457 SP:Iteration 4F (8383.128749 sec): 3 clusters Score: Raw -618888.338249 + Penalty 1690.793262 = -617197.544986 nChanged 432 SP:Iteration 5F (8383.150131 sec): 3 clusters Score: Raw -619196.581017 + Penalty 1690.793262 = -617505.787755 nChanged 400 SP:Iteration 6F (8383.171527 sec): 3 clusters Score: Raw -619502.270270 + Penalty 1690.793262 = -617811.477008 nChanged 352 SP:Iteration 7Q (8383.192786 sec): 3 clusters Score: Raw -619791.706204 + Penalty 1690.793262 = -618100.912942 nChanged 273 SP:Iteration 8Q (8383.214011 sec): 3 clusters Score: Raw -620009.151878 + Penalty 1690.793262 = -618318.358616 nChanged 212 SP:Iteration 9Q (8383.235537 sec): 3 clusters Score: Raw -620165.057778 + Penalty 1690.793262 = -618474.264516 nChanged 143 SP:Iteration 10Q (8383.256599 sec): 3 clusters Score: Raw -620250.512278 + Penalty 1690.793262 = -618559.719016 nChanged 100 SP:Iteration 11Q (8383.277390 sec): 3 clusters Score: Raw -620296.602786 + Penalty 1690.793262 = -618605.809524 nChanged 71 SP:Iteration 12Q (8383.298464 sec): 3 clusters Score: Raw -620322.876711 + Penalty 1690.793262 = -618632.083449 nChanged 59 SP:Iteration 13Q (8383.319308 sec): 3 clusters Score: Raw -620339.946800 + Penalty 1690.793262 = -618649.153538 nChanged 46 SP:Iteration 14Q (8383.340165 sec): 3 clusters Score: Raw -620353.164711 + Penalty 1690.793262 = -618662.371448 nChanged 41 SP:Iteration 15Q (8383.360923 sec): 3 clusters Score: Raw -620363.563222 + Penalty 1690.793262 = -618672.769960 nChanged 32 SP:Iteration 16Q (8383.381546 sec): 3 clusters Score: Raw -620370.809733 + Penalty 1690.793262 = -618680.016471 nChanged 23 SP:Iteration 17Q (8383.402305 sec): 3 clusters Score: Raw -620375.264228 + Penalty 1690.793262 = -618684.470966 nChanged 20 SP:Iteration 18Q (8383.423032 sec): 3 clusters Score: Raw -620378.322386 + Penalty 1690.793262 = -618687.529124 nChanged 14 SP:Iteration 19Q (8383.443494 sec): 3 clusters Score: Raw -620380.710639 + Penalty 1690.793262 = -618689.917377 nChanged 15 SP:Iteration 20F (8383.465149 sec): 3 clusters Score: Raw -620383.969663 + Penalty 1690.793262 = -618693.176401 nChanged 14 SP:Iteration 21Q (8383.485935 sec): 3 clusters Score: Raw -620386.374805 + Penalty 1690.793262 = -618695.581543 nChanged 12 SP:Iteration 22Q (8383.506632 sec): 3 clusters Score: Raw -620388.235887 + Penalty 1690.793262 = -618697.442624 nChanged 7 SP:Iteration 23Q (8383.527163 sec): 3 clusters Score: Raw -620389.328038 + Penalty 1690.793262 = -618698.534775 nChanged 8 SP:Iteration 24Q (8383.548058 sec): 3 clusters Score: Raw -620390.385899 + Penalty 1690.793262 = -618699.592637 nChanged 5 SP:Iteration 25Q (8383.568719 sec): 3 clusters Score: Raw -620390.890727 + Penalty 1690.793262 = -618700.097465 nChanged 3 SP:Iteration 26Q (8383.589313 sec): 3 clusters Score: Raw -620391.199047 + Penalty 1690.793262 = -618700.405785 nChanged 4 SP:Iteration 27Q (8383.609973 sec): 3 clusters Score: Raw -620391.460628 + Penalty 1690.793262 = -618700.667366 nChanged 1 SP:Iteration 28Q (8383.630624 sec): 3 clusters Score: Raw -620391.691066 + Penalty 1690.793262 = -618700.897804 nChanged 4 SP:Iteration 29Q (8383.651075 sec): 3 clusters Score: Raw -620392.596271 + Penalty 1690.793262 = -618701.803008 nChanged 5 SP:Iteration 30Q (8383.671700 sec): 3 clusters Score: Raw -620393.308068 + Penalty 1690.793262 = -618702.514806 nChanged 2 SP:Iteration 31Q (8383.692162 sec): 3 clusters Score: Raw -620393.538671 + Penalty 1690.793262 = -618702.745409 nChanged 1 SP:Iteration 32Q (8383.713007 sec): 3 clusters Score: Raw -620393.571656 + Penalty 1690.793262 = -618702.778394 nChanged 1 SP:Iteration 33Q (8383.733659 sec): 3 clusters Score: Raw -620393.593093 + Penalty 1690.793262 = -618702.799830 nChanged 1 SP:Iteration 34Q (8383.754170 sec): 3 clusters Score: Raw -620393.654735 + Penalty 1690.793262 = -618702.861473 nChanged 0 SP:Iteration 35F (8383.775426 sec): 3 clusters Score: Raw -620393.654735 + Penalty 1690.793262 = -618702.861473 nChanged 0 Trying to split cluster 25 (7950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8383.795628 sec): 2 clusters Score: Raw -690311.145226 + Penalty 853.188085 = -689457.957142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8383.818408 sec): 3 clusters Score: Raw -685704.011501 + Penalty 1706.376169 = -683997.635331 nChanged 3526 SP:Iteration 1F (8383.840760 sec): 3 clusters Score: Raw -687683.134052 + Penalty 1706.376169 = -685976.757882 nChanged 517 SP:Iteration 2F (8383.862600 sec): 3 clusters Score: Raw -687956.845572 + Penalty 1706.376169 = -686250.469403 nChanged 496 SP:Iteration 3F (8383.884478 sec): 3 clusters Score: Raw -688237.063520 + Penalty 1706.376169 = -686530.687350 nChanged 466 SP:Iteration 4F (8383.906107 sec): 3 clusters Score: Raw -688526.369471 + Penalty 1706.376169 = -686819.993302 nChanged 454 SP:Iteration 5F (8383.927912 sec): 3 clusters Score: Raw -688833.444334 + Penalty 1706.376169 = -687127.068165 nChanged 446 SP:Iteration 6F (8383.949747 sec): 3 clusters Score: Raw -689149.956870 + Penalty 1706.376169 = -687443.580700 nChanged 443 SP:Iteration 7F (8383.971404 sec): 3 clusters Score: Raw -689439.821262 + Penalty 1706.376169 = -687733.445093 nChanged 344 SP:Iteration 8Q (8383.993170 sec): 3 clusters Score: Raw -689626.605856 + Penalty 1706.376169 = -687920.229686 nChanged 252 SP:Iteration 9Q (8384.014946 sec): 3 clusters Score: Raw -689734.832232 + Penalty 1706.376169 = -688028.456062 nChanged 203 SP:Iteration 10Q (8384.036565 sec): 3 clusters Score: Raw -689812.370484 + Penalty 1706.376169 = -688105.994315 nChanged 142 SP:Iteration 11Q (8384.058366 sec): 3 clusters Score: Raw -689867.901754 + Penalty 1706.376169 = -688161.525585 nChanged 131 SP:Iteration 12Q (8384.079926 sec): 3 clusters Score: Raw -689909.748071 + Penalty 1706.376169 = -688203.371901 nChanged 119 SP:Iteration 13Q (8384.101514 sec): 3 clusters Score: Raw -689946.795110 + Penalty 1706.376169 = -688240.418940 nChanged 127 SP:Iteration 14Q (8384.123157 sec): 3 clusters Score: Raw -689990.210334 + Penalty 1706.376169 = -688283.834165 nChanged 126 SP:Iteration 15Q (8384.144601 sec): 3 clusters Score: Raw -690030.247576 + Penalty 1706.376169 = -688323.871406 nChanged 125 SP:Iteration 16Q (8384.166163 sec): 3 clusters Score: Raw -690071.470627 + Penalty 1706.376169 = -688365.094457 nChanged 105 SP:Iteration 17Q (8384.187604 sec): 3 clusters Score: Raw -690108.640100 + Penalty 1706.376169 = -688402.263931 nChanged 98 SP:Iteration 18Q (8384.209113 sec): 3 clusters Score: Raw -690136.966572 + Penalty 1706.376169 = -688430.590402 nChanged 90 SP:Iteration 19Q (8384.230647 sec): 3 clusters Score: Raw -690161.761460 + Penalty 1706.376169 = -688455.385290 nChanged 81 SP:Iteration 20F (8384.252762 sec): 3 clusters Score: Raw -690185.623833 + Penalty 1706.376169 = -688479.247663 nChanged 85 SP:Iteration 21Q (8384.274146 sec): 3 clusters Score: Raw -690205.978610 + Penalty 1706.376169 = -688499.602441 nChanged 71 SP:Iteration 22Q (8384.295579 sec): 3 clusters Score: Raw -690224.263749 + Penalty 1706.376169 = -688517.887580 nChanged 65 SP:Iteration 23Q (8384.316903 sec): 3 clusters Score: Raw -690240.921916 + Penalty 1706.376169 = -688534.545746 nChanged 67 SP:Iteration 24Q (8384.338317 sec): 3 clusters Score: Raw -690255.560463 + Penalty 1706.376169 = -688549.184293 nChanged 52 SP:Iteration 25Q (8384.381718 sec): 3 clusters Score: Raw -690267.434329 + Penalty 1706.376169 = -688561.058159 nChanged 53 SP:Iteration 26Q (8384.403000 sec): 3 clusters Score: Raw -690278.553908 + Penalty 1706.376169 = -688572.177738 nChanged 44 SP:Iteration 27Q (8384.424331 sec): 3 clusters Score: Raw -690288.019703 + Penalty 1706.376169 = -688581.643534 nChanged 41 SP:Iteration 28Q (8384.445686 sec): 3 clusters Score: Raw -690297.642677 + Penalty 1706.376169 = -688591.266508 nChanged 53 SP:Iteration 29Q (8384.466788 sec): 3 clusters Score: Raw -690310.047405 + Penalty 1706.376169 = -688603.671235 nChanged 51 SP:Iteration 30Q (8384.488059 sec): 3 clusters Score: Raw -690319.985196 + Penalty 1706.376169 = -688613.609027 nChanged 41 SP:Iteration 31Q (8384.509199 sec): 3 clusters Score: Raw -690327.422767 + Penalty 1706.376169 = -688621.046598 nChanged 30 SP:Iteration 32Q (8384.530265 sec): 3 clusters Score: Raw -690332.736469 + Penalty 1706.376169 = -688626.360300 nChanged 27 SP:Iteration 33Q (8384.551772 sec): 3 clusters Score: Raw -690336.654555 + Penalty 1706.376169 = -688630.278386 nChanged 28 SP:Iteration 34Q (8384.573058 sec): 3 clusters Score: Raw -690341.048403 + Penalty 1706.376169 = -688634.672233 nChanged 26 SP:Iteration 35Q (8384.594269 sec): 3 clusters Score: Raw -690344.665701 + Penalty 1706.376169 = -688638.289532 nChanged 16 SP:Iteration 36Q (8384.615435 sec): 3 clusters Score: Raw -690347.043398 + Penalty 1706.376169 = -688640.667228 nChanged 16 SP:Iteration 37Q (8384.636564 sec): 3 clusters Score: Raw -690349.062378 + Penalty 1706.376169 = -688642.686208 nChanged 13 SP:Iteration 38Q (8384.657895 sec): 3 clusters Score: Raw -690350.746709 + Penalty 1706.376169 = -688644.370539 nChanged 8 SP:Iteration 39Q (8384.679329 sec): 3 clusters Score: Raw -690351.493057 + Penalty 1706.376169 = -688645.116887 nChanged 4 SP:Iteration 40F (8384.700961 sec): 3 clusters Score: Raw -690351.773678 + Penalty 1706.376169 = -688645.397509 nChanged 3 SP:Iteration 41Q (8384.722121 sec): 3 clusters Score: Raw -690352.058291 + Penalty 1706.376169 = -688645.682122 nChanged 1 SP:Iteration 42Q (8384.743402 sec): 3 clusters Score: Raw -690352.121489 + Penalty 1706.376169 = -688645.745320 nChanged 4 SP:Iteration 43Q (8384.764491 sec): 3 clusters Score: Raw -690352.813266 + Penalty 1706.376169 = -688646.437096 nChanged 4 SP:Iteration 44Q (8384.785548 sec): 3 clusters Score: Raw -690353.193012 + Penalty 1706.376169 = -688646.816843 nChanged 5 SP:Iteration 45Q (8384.806559 sec): 3 clusters Score: Raw -690353.673018 + Penalty 1706.376169 = -688647.296849 nChanged 2 SP:Iteration 46Q (8384.828063 sec): 3 clusters Score: Raw -690353.765559 + Penalty 1706.376169 = -688647.389390 nChanged 2 SP:Iteration 47Q (8384.849406 sec): 3 clusters Score: Raw -690353.954449 + Penalty 1706.376169 = -688647.578279 nChanged 2 SP:Iteration 48Q (8384.870758 sec): 3 clusters Score: Raw -690354.057055 + Penalty 1706.376169 = -688647.680886 nChanged 0 SP:Iteration 49F (8384.892757 sec): 3 clusters Score: Raw -690354.057055 + Penalty 1706.376169 = -688647.680886 nChanged 0 Trying to split cluster 26 (64751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8384.976556 sec): 2 clusters Score: Raw -5746530.061433 + Penalty 1052.438920 = -5745477.622512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8385.070418 sec): 3 clusters Score: Raw -5704194.484634 + Penalty 2104.877840 = -5702089.606794 nChanged 31061 SP:Iteration 1F (8385.160905 sec): 3 clusters Score: Raw -5723473.477259 + Penalty 2104.877840 = -5721368.599418 nChanged 3610 SP:Iteration 2F (8385.251469 sec): 3 clusters Score: Raw -5725463.346775 + Penalty 2104.877840 = -5723358.468934 nChanged 4517 SP:Iteration 3F (8385.342135 sec): 3 clusters Score: Raw -5728640.498019 + Penalty 2104.877840 = -5726535.620178 nChanged 5070 SP:Iteration 4F (8385.432768 sec): 3 clusters Score: Raw -5732854.301814 + Penalty 2104.877840 = -5730749.423973 nChanged 4856 SP:Iteration 5F (8385.523266 sec): 3 clusters Score: Raw -5737289.422619 + Penalty 2104.877840 = -5735184.544779 nChanged 3833 SP:Iteration 6F (8385.613400 sec): 3 clusters Score: Raw -5740855.672327 + Penalty 2104.877840 = -5738750.794487 nChanged 2515 SP:Iteration 7Q (8385.703940 sec): 3 clusters Score: Raw -5743018.055862 + Penalty 2104.877840 = -5740913.178022 nChanged 1623 SP:Iteration 8Q (8385.790893 sec): 3 clusters Score: Raw -5744243.242925 + Penalty 2104.877840 = -5742138.365085 nChanged 1106 SP:Iteration 9Q (8385.874851 sec): 3 clusters Score: Raw -5744902.503220 + Penalty 2104.877840 = -5742797.625380 nChanged 782 SP:Iteration 10Q (8385.957274 sec): 3 clusters Score: Raw -5745317.852962 + Penalty 2104.877840 = -5743212.975121 nChanged 659 SP:Iteration 11Q (8386.038562 sec): 3 clusters Score: Raw -5745660.016633 + Penalty 2104.877840 = -5743555.138793 nChanged 543 SP:Iteration 12Q (8386.119098 sec): 3 clusters Score: Raw -5745920.399092 + Penalty 2104.877840 = -5743815.521251 nChanged 434 SP:Iteration 13Q (8386.198978 sec): 3 clusters Score: Raw -5746118.020884 + Penalty 2104.877840 = -5744013.143044 nChanged 378 SP:Iteration 14Q (8386.278401 sec): 3 clusters Score: Raw -5746279.717983 + Penalty 2104.877840 = -5744174.840142 nChanged 321 SP:Iteration 15Q (8386.356644 sec): 3 clusters Score: Raw -5746401.051122 + Penalty 2104.877840 = -5744296.173281 nChanged 270 SP:Iteration 16Q (8386.434863 sec): 3 clusters Score: Raw -5746500.176793 + Penalty 2104.877840 = -5744395.298953 nChanged 212 SP:Iteration 17Q (8386.513084 sec): 3 clusters Score: Raw -5746565.948351 + Penalty 2104.877840 = -5744461.070510 nChanged 187 SP:Iteration 18Q (8386.590842 sec): 3 clusters Score: Raw -5746628.475021 + Penalty 2104.877840 = -5744523.597180 nChanged 167 SP:Iteration 19Q (8386.667309 sec): 3 clusters Score: Raw -5746685.179805 + Penalty 2104.877840 = -5744580.301965 nChanged 144 SP:Iteration 20F (8386.756781 sec): 3 clusters Score: Raw -5746724.795494 + Penalty 2104.877840 = -5744619.917653 nChanged 118 SP:Iteration 21Q (8386.832957 sec): 3 clusters Score: Raw -5746757.975219 + Penalty 2104.877840 = -5744653.097379 nChanged 101 SP:Iteration 22Q (8386.921609 sec): 3 clusters Score: Raw -5746786.485910 + Penalty 2104.877840 = -5744681.608069 nChanged 83 SP:Iteration 23Q (8386.997055 sec): 3 clusters Score: Raw -5746811.823764 + Penalty 2104.877840 = -5744706.945924 nChanged 76 SP:Iteration 24Q (8387.072426 sec): 3 clusters Score: Raw -5746835.514698 + Penalty 2104.877840 = -5744730.636858 nChanged 67 SP:Iteration 25Q (8387.147579 sec): 3 clusters Score: Raw -5746856.370591 + Penalty 2104.877840 = -5744751.492750 nChanged 57 SP:Iteration 26Q (8387.223579 sec): 3 clusters Score: Raw -5746874.103152 + Penalty 2104.877840 = -5744769.225311 nChanged 52 SP:Iteration 27Q (8387.299007 sec): 3 clusters Score: Raw -5746888.663309 + Penalty 2104.877840 = -5744783.785468 nChanged 45 SP:Iteration 28Q (8387.374429 sec): 3 clusters Score: Raw -5746902.082459 + Penalty 2104.877840 = -5744797.204619 nChanged 42 SP:Iteration 29Q (8387.450509 sec): 3 clusters Score: Raw -5746915.603787 + Penalty 2104.877840 = -5744810.725946 nChanged 41 SP:Iteration 30Q (8387.526187 sec): 3 clusters Score: Raw -5746928.403806 + Penalty 2104.877840 = -5744823.525966 nChanged 39 SP:Iteration 31Q (8387.601845 sec): 3 clusters Score: Raw -5746942.145493 + Penalty 2104.877840 = -5744837.267652 nChanged 36 SP:Iteration 32Q (8387.677541 sec): 3 clusters Score: Raw -5746956.684581 + Penalty 2104.877840 = -5744851.806741 nChanged 41 SP:Iteration 33Q (8387.752851 sec): 3 clusters Score: Raw -5746971.904412 + Penalty 2104.877840 = -5744867.026571 nChanged 36 SP:Iteration 34Q (8387.827995 sec): 3 clusters Score: Raw -5746984.938908 + Penalty 2104.877840 = -5744880.061068 nChanged 40 SP:Iteration 35Q (8387.903480 sec): 3 clusters Score: Raw -5746997.033947 + Penalty 2104.877840 = -5744892.156107 nChanged 32 SP:Iteration 36Q (8387.978287 sec): 3 clusters Score: Raw -5747006.418962 + Penalty 2104.877840 = -5744901.541121 nChanged 28 SP:Iteration 37Q (8388.053302 sec): 3 clusters Score: Raw -5747014.218785 + Penalty 2104.877840 = -5744909.340945 nChanged 23 SP:Iteration 38Q (8388.132736 sec): 3 clusters Score: Raw -5747020.386188 + Penalty 2104.877840 = -5744915.508348 nChanged 20 SP:Iteration 39Q (8388.208342 sec): 3 clusters Score: Raw -5747024.536250 + Penalty 2104.877840 = -5744919.658409 nChanged 12 SP:Iteration 40F (8388.298618 sec): 3 clusters Score: Raw -5747026.246790 + Penalty 2104.877840 = -5744921.368949 nChanged 9 SP:Iteration 41Q (8388.374490 sec): 3 clusters Score: Raw -5747027.777930 + Penalty 2104.877840 = -5744922.900090 nChanged 5 SP:Iteration 42Q (8388.450100 sec): 3 clusters Score: Raw -5747028.979009 + Penalty 2104.877840 = -5744924.101168 nChanged 6 SP:Iteration 43Q (8388.525425 sec): 3 clusters Score: Raw -5747030.325974 + Penalty 2104.877840 = -5744925.448134 nChanged 6 SP:Iteration 44Q (8388.600531 sec): 3 clusters Score: Raw -5747032.557411 + Penalty 2104.877840 = -5744927.679571 nChanged 11 SP:Iteration 45Q (8388.676283 sec): 3 clusters Score: Raw -5747034.538893 + Penalty 2104.877840 = -5744929.661053 nChanged 6 SP:Iteration 46Q (8388.751367 sec): 3 clusters Score: Raw -5747035.340228 + Penalty 2104.877840 = -5744930.462387 nChanged 5 SP:Iteration 47Q (8388.838716 sec): 3 clusters Score: Raw -5747035.998523 + Penalty 2104.877840 = -5744931.120682 nChanged 3 SP:Iteration 48Q (8388.914731 sec): 3 clusters Score: Raw -5747036.494193 + Penalty 2104.877840 = -5744931.616352 nChanged 1 SP:Iteration 49Q (8389.001980 sec): 3 clusters Score: Raw -5747036.615872 + Penalty 2104.877840 = -5744931.738032 nChanged 0 SP:Iteration 50F (8389.090494 sec): 3 clusters Score: Raw -5747036.615872 + Penalty 2104.877840 = -5744931.738032 nChanged 0 Trying to split cluster 27 (37917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8389.145148 sec): 2 clusters Score: Raw -2994798.154664 + Penalty 1001.599710 = -2993796.554954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8389.246250 sec): 3 clusters Score: Raw -2970617.448199 + Penalty 2003.199419 = -2968614.248780 nChanged 17980 SP:Iteration 1F (8389.333497 sec): 3 clusters Score: Raw -2981755.389808 + Penalty 2003.199419 = -2979752.190388 nChanged 2099 SP:Iteration 2F (8389.425686 sec): 3 clusters Score: Raw -2982788.602123 + Penalty 2003.199419 = -2980785.402704 nChanged 2380 SP:Iteration 3F (8389.517409 sec): 3 clusters Score: Raw -2984230.143974 + Penalty 2003.199419 = -2982226.944554 nChanged 2544 SP:Iteration 4F (8389.602971 sec): 3 clusters Score: Raw -2986139.052712 + Penalty 2003.199419 = -2984135.853293 nChanged 2684 SP:Iteration 5F (8389.685257 sec): 3 clusters Score: Raw -2988406.112156 + Penalty 2003.199419 = -2986402.912736 nChanged 2376 SP:Iteration 6F (8389.771514 sec): 3 clusters Score: Raw -2990481.900362 + Penalty 2003.199419 = -2988478.700942 nChanged 1864 SP:Iteration 7Q (8389.857316 sec): 3 clusters Score: Raw -2992117.875715 + Penalty 2003.199419 = -2990114.676296 nChanged 1374 SP:Iteration 8Q (8389.907611 sec): 3 clusters Score: Raw -2993265.395981 + Penalty 2003.199419 = -2991262.196561 nChanged 960 SP:Iteration 9Q (8389.958580 sec): 3 clusters Score: Raw -2993985.909529 + Penalty 2003.199419 = -2991982.710110 nChanged 681 SP:Iteration 10Q (8390.008796 sec): 3 clusters Score: Raw -2994467.558826 + Penalty 2003.199419 = -2992464.359407 nChanged 501 SP:Iteration 11Q (8390.057498 sec): 3 clusters Score: Raw -2994790.360744 + Penalty 2003.199419 = -2992787.161324 nChanged 339 SP:Iteration 12Q (8390.105889 sec): 3 clusters Score: Raw -2994990.995347 + Penalty 2003.199419 = -2992987.795928 nChanged 233 SP:Iteration 13Q (8390.153591 sec): 3 clusters Score: Raw -2995112.368879 + Penalty 2003.199419 = -2993109.169460 nChanged 151 SP:Iteration 14Q (8390.200318 sec): 3 clusters Score: Raw -2995191.818072 + Penalty 2003.199419 = -2993188.618653 nChanged 127 SP:Iteration 15Q (8390.246600 sec): 3 clusters Score: Raw -2995252.208785 + Penalty 2003.199419 = -2993249.009366 nChanged 104 SP:Iteration 16Q (8390.292664 sec): 3 clusters Score: Raw -2995299.233281 + Penalty 2003.199419 = -2993296.033861 nChanged 73 SP:Iteration 17Q (8390.338894 sec): 3 clusters Score: Raw -2995333.729923 + Penalty 2003.199419 = -2993330.530503 nChanged 70 SP:Iteration 18Q (8390.385148 sec): 3 clusters Score: Raw -2995369.069186 + Penalty 2003.199419 = -2993365.869767 nChanged 44 SP:Iteration 19Q (8390.430695 sec): 3 clusters Score: Raw -2995390.161154 + Penalty 2003.199419 = -2993386.961735 nChanged 48 SP:Iteration 20F (8390.483489 sec): 3 clusters Score: Raw -2995409.419182 + Penalty 2003.199419 = -2993406.219762 nChanged 31 SP:Iteration 21Q (8390.529817 sec): 3 clusters Score: Raw -2995418.898042 + Penalty 2003.199419 = -2993415.698622 nChanged 24 SP:Iteration 22Q (8390.575032 sec): 3 clusters Score: Raw -2995426.299135 + Penalty 2003.199419 = -2993423.099716 nChanged 25 SP:Iteration 23Q (8390.620667 sec): 3 clusters Score: Raw -2995433.314041 + Penalty 2003.199419 = -2993430.114621 nChanged 11 SP:Iteration 24Q (8390.666254 sec): 3 clusters Score: Raw -2995437.089731 + Penalty 2003.199419 = -2993433.890312 nChanged 7 SP:Iteration 25Q (8390.711603 sec): 3 clusters Score: Raw -2995439.306941 + Penalty 2003.199419 = -2993436.107522 nChanged 6 SP:Iteration 26Q (8390.756483 sec): 3 clusters Score: Raw -2995441.816110 + Penalty 2003.199419 = -2993438.616691 nChanged 10 SP:Iteration 27Q (8390.801652 sec): 3 clusters Score: Raw -2995447.396637 + Penalty 2003.199419 = -2993444.197218 nChanged 9 SP:Iteration 28Q (8390.846673 sec): 3 clusters Score: Raw -2995451.303961 + Penalty 2003.199419 = -2993448.104541 nChanged 9 SP:Iteration 29Q (8390.891706 sec): 3 clusters Score: Raw -2995456.246950 + Penalty 2003.199419 = -2993453.047531 nChanged 9 SP:Iteration 30Q (8390.937134 sec): 3 clusters Score: Raw -2995461.927729 + Penalty 2003.199419 = -2993458.728309 nChanged 14 SP:Iteration 31Q (8390.982035 sec): 3 clusters Score: Raw -2995469.720915 + Penalty 2003.199419 = -2993466.521495 nChanged 13 SP:Iteration 32Q (8391.027127 sec): 3 clusters Score: Raw -2995475.705506 + Penalty 2003.199419 = -2993472.506087 nChanged 15 SP:Iteration 33Q (8391.072089 sec): 3 clusters Score: Raw -2995485.427692 + Penalty 2003.199419 = -2993482.228272 nChanged 20 SP:Iteration 34Q (8391.117698 sec): 3 clusters Score: Raw -2995495.515342 + Penalty 2003.199419 = -2993492.315922 nChanged 19 SP:Iteration 35Q (8391.162847 sec): 3 clusters Score: Raw -2995506.619893 + Penalty 2003.199419 = -2993503.420474 nChanged 23 SP:Iteration 36Q (8391.207618 sec): 3 clusters Score: Raw -2995522.969679 + Penalty 2003.199419 = -2993519.770260 nChanged 23 SP:Iteration 37Q (8391.252609 sec): 3 clusters Score: Raw -2995535.815786 + Penalty 2003.199419 = -2993532.616366 nChanged 21 SP:Iteration 38Q (8391.297298 sec): 3 clusters Score: Raw -2995546.855240 + Penalty 2003.199419 = -2993543.655821 nChanged 12 SP:Iteration 39Q (8391.342089 sec): 3 clusters Score: Raw -2995549.992643 + Penalty 2003.199419 = -2993546.793224 nChanged 4 SP:Iteration 40F (8391.395692 sec): 3 clusters Score: Raw -2995551.389525 + Penalty 2003.199419 = -2993548.190105 nChanged 1 SP:Iteration 41Q (8391.441553 sec): 3 clusters Score: Raw -2995551.607082 + Penalty 2003.199419 = -2993548.407663 nChanged 2 SP:Iteration 42Q (8391.486415 sec): 3 clusters Score: Raw -2995552.415253 + Penalty 2003.199419 = -2993549.215834 nChanged 2 SP:Iteration 43Q (8391.531647 sec): 3 clusters Score: Raw -2995553.445369 + Penalty 2003.199419 = -2993550.245949 nChanged 3 SP:Iteration 44Q (8391.576350 sec): 3 clusters Score: Raw -2995554.452774 + Penalty 2003.199419 = -2993551.253354 nChanged 2 SP:Iteration 45Q (8391.621231 sec): 3 clusters Score: Raw -2995555.079038 + Penalty 2003.199419 = -2993551.879619 nChanged 3 SP:Iteration 46Q (8391.666022 sec): 3 clusters Score: Raw -2995555.932868 + Penalty 2003.199419 = -2993552.733449 nChanged 4 SP:Iteration 47Q (8391.710940 sec): 3 clusters Score: Raw -2995556.688298 + Penalty 2003.199419 = -2993553.488878 nChanged 2 SP:Iteration 48Q (8391.755834 sec): 3 clusters Score: Raw -2995557.493400 + Penalty 2003.199419 = -2993554.293981 nChanged 1 SP:Iteration 49Q (8391.800706 sec): 3 clusters Score: Raw -2995557.967148 + Penalty 2003.199419 = -2993554.767729 nChanged 2 SP:Iteration 50Q (8391.846151 sec): 3 clusters Score: Raw -2995558.985413 + Penalty 2003.199419 = -2993555.785994 nChanged 2 SP:Iteration 51Q (8391.890784 sec): 3 clusters Score: Raw -2995559.411316 + Penalty 2003.199419 = -2993556.211897 nChanged 0 SP:Iteration 52F (8391.944007 sec): 3 clusters Score: Raw -2995559.411316 + Penalty 2003.199419 = -2993556.211897 nChanged 0 Trying to split cluster 28 (6479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8391.958955 sec): 2 clusters Score: Raw -494997.725056 + Penalty 833.750538 = -494163.974518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8391.980339 sec): 3 clusters Score: Raw -491317.947476 + Penalty 1667.501077 = -489650.446399 nChanged 2830 SP:Iteration 1F (8392.001211 sec): 3 clusters Score: Raw -493083.161547 + Penalty 1667.501077 = -491415.660470 nChanged 520 SP:Iteration 2F (8392.022061 sec): 3 clusters Score: Raw -493446.192803 + Penalty 1667.501077 = -491778.691726 nChanged 432 SP:Iteration 3F (8392.042834 sec): 3 clusters Score: Raw -493750.336734 + Penalty 1667.501077 = -492082.835658 nChanged 408 SP:Iteration 4F (8392.063503 sec): 3 clusters Score: Raw -494048.931981 + Penalty 1667.501077 = -492381.430904 nChanged 343 SP:Iteration 5F (8392.084243 sec): 3 clusters Score: Raw -494287.119296 + Penalty 1667.501077 = -492619.618219 nChanged 283 SP:Iteration 6Q (8392.105093 sec): 3 clusters Score: Raw -494461.323387 + Penalty 1667.501077 = -492793.822311 nChanged 219 SP:Iteration 7Q (8392.125554 sec): 3 clusters Score: Raw -494583.937636 + Penalty 1667.501077 = -492916.436559 nChanged 185 SP:Iteration 8Q (8392.146816 sec): 3 clusters Score: Raw -494686.759570 + Penalty 1667.501077 = -493019.258493 nChanged 175 SP:Iteration 9Q (8392.167230 sec): 3 clusters Score: Raw -494805.244901 + Penalty 1667.501077 = -493137.743824 nChanged 161 SP:Iteration 10Q (8392.187694 sec): 3 clusters Score: Raw -494908.882808 + Penalty 1667.501077 = -493241.381732 nChanged 133 SP:Iteration 11Q (8392.208053 sec): 3 clusters Score: Raw -494979.564961 + Penalty 1667.501077 = -493312.063884 nChanged 104 SP:Iteration 12Q (8392.228403 sec): 3 clusters Score: Raw -495032.143835 + Penalty 1667.501077 = -493364.642758 nChanged 108 SP:Iteration 13Q (8392.248501 sec): 3 clusters Score: Raw -495094.329064 + Penalty 1667.501077 = -493426.827987 nChanged 104 SP:Iteration 14Q (8392.268581 sec): 3 clusters Score: Raw -495143.308692 + Penalty 1667.501077 = -493475.807616 nChanged 71 SP:Iteration 15Q (8392.288640 sec): 3 clusters Score: Raw -495171.846956 + Penalty 1667.501077 = -493504.345880 nChanged 72 SP:Iteration 16Q (8392.308695 sec): 3 clusters Score: Raw -495200.625744 + Penalty 1667.501077 = -493533.124668 nChanged 63 SP:Iteration 17Q (8392.328401 sec): 3 clusters Score: Raw -495224.407354 + Penalty 1667.501077 = -493556.906278 nChanged 64 SP:Iteration 18Q (8392.348346 sec): 3 clusters Score: Raw -495246.486285 + Penalty 1667.501077 = -493578.985208 nChanged 53 SP:Iteration 19Q (8392.368019 sec): 3 clusters Score: Raw -495271.680128 + Penalty 1667.501077 = -493604.179051 nChanged 56 SP:Iteration 20F (8392.388703 sec): 3 clusters Score: Raw -495312.028722 + Penalty 1667.501077 = -493644.527646 nChanged 67 SP:Iteration 21Q (8392.408395 sec): 3 clusters Score: Raw -495375.578413 + Penalty 1667.501077 = -493708.077336 nChanged 71 SP:Iteration 22Q (8392.428234 sec): 3 clusters Score: Raw -495442.483571 + Penalty 1667.501077 = -493774.982494 nChanged 58 SP:Iteration 23Q (8392.447799 sec): 3 clusters Score: Raw -495482.886714 + Penalty 1667.501077 = -493815.385638 nChanged 48 SP:Iteration 24Q (8392.467372 sec): 3 clusters Score: Raw -495511.592557 + Penalty 1667.501077 = -493844.091480 nChanged 42 SP:Iteration 25Q (8392.486864 sec): 3 clusters Score: Raw -495532.813569 + Penalty 1667.501077 = -493865.312492 nChanged 43 SP:Iteration 26Q (8392.506641 sec): 3 clusters Score: Raw -495553.224107 + Penalty 1667.501077 = -493885.723030 nChanged 32 SP:Iteration 27Q (8392.526173 sec): 3 clusters Score: Raw -495565.175561 + Penalty 1667.501077 = -493897.674484 nChanged 27 SP:Iteration 28Q (8392.545649 sec): 3 clusters Score: Raw -495573.409005 + Penalty 1667.501077 = -493905.907928 nChanged 22 SP:Iteration 29Q (8392.565290 sec): 3 clusters Score: Raw -495579.627274 + Penalty 1667.501077 = -493912.126198 nChanged 21 SP:Iteration 30Q (8392.584716 sec): 3 clusters Score: Raw -495585.285442 + Penalty 1667.501077 = -493917.784365 nChanged 15 SP:Iteration 31Q (8392.604043 sec): 3 clusters Score: Raw -495590.239263 + Penalty 1667.501077 = -493922.738187 nChanged 16 SP:Iteration 32Q (8392.623699 sec): 3 clusters Score: Raw -495595.907124 + Penalty 1667.501077 = -493928.406047 nChanged 14 SP:Iteration 33Q (8392.643120 sec): 3 clusters Score: Raw -495602.232020 + Penalty 1667.501077 = -493934.730943 nChanged 15 SP:Iteration 34Q (8392.662660 sec): 3 clusters Score: Raw -495609.342449 + Penalty 1667.501077 = -493941.841373 nChanged 20 SP:Iteration 35Q (8392.682046 sec): 3 clusters Score: Raw -495618.996236 + Penalty 1667.501077 = -493951.495159 nChanged 11 SP:Iteration 36Q (8392.701393 sec): 3 clusters Score: Raw -495623.887640 + Penalty 1667.501077 = -493956.386564 nChanged 11 SP:Iteration 37Q (8392.720997 sec): 3 clusters Score: Raw -495626.251774 + Penalty 1667.501077 = -493958.750697 nChanged 5 SP:Iteration 38Q (8392.740482 sec): 3 clusters Score: Raw -495627.072019 + Penalty 1667.501077 = -493959.570942 nChanged 7 SP:Iteration 39Q (8392.759853 sec): 3 clusters Score: Raw -495628.952907 + Penalty 1667.501077 = -493961.451830 nChanged 6 SP:Iteration 40F (8392.780273 sec): 3 clusters Score: Raw -495632.754603 + Penalty 1667.501077 = -493965.253526 nChanged 6 SP:Iteration 41Q (8392.799669 sec): 3 clusters Score: Raw -495634.318761 + Penalty 1667.501077 = -493966.817685 nChanged 6 SP:Iteration 42Q (8392.819331 sec): 3 clusters Score: Raw -495635.394217 + Penalty 1667.501077 = -493967.893141 nChanged 2 SP:Iteration 43Q (8392.849207 sec): 3 clusters Score: Raw -495635.750810 + Penalty 1667.501077 = -493968.249733 nChanged 3 SP:Iteration 44Q (8392.868643 sec): 3 clusters Score: Raw -495636.055220 + Penalty 1667.501077 = -493968.554143 nChanged 2 SP:Iteration 45Q (8392.888247 sec): 3 clusters Score: Raw -495636.391649 + Penalty 1667.501077 = -493968.890573 nChanged 1 SP:Iteration 46Q (8392.907802 sec): 3 clusters Score: Raw -495636.527329 + Penalty 1667.501077 = -493969.026252 nChanged 0 SP:Iteration 47F (8392.928538 sec): 3 clusters Score: Raw -495636.527329 + Penalty 1667.501077 = -493969.026252 nChanged 0 Trying to split cluster 29 (11439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8392.952805 sec): 2 clusters Score: Raw -902756.146593 + Penalty 887.754466 = -901868.392128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8392.980120 sec): 3 clusters Score: Raw -895826.503208 + Penalty 1775.508931 = -894050.994277 nChanged 5196 SP:Iteration 1F (8393.006623 sec): 3 clusters Score: Raw -898757.090936 + Penalty 1775.508931 = -896981.582005 nChanged 665 SP:Iteration 2F (8393.033255 sec): 3 clusters Score: Raw -899037.330723 + Penalty 1775.508931 = -897261.821792 nChanged 596 SP:Iteration 3F (8393.060082 sec): 3 clusters Score: Raw -899340.975839 + Penalty 1775.508931 = -897565.466908 nChanged 652 SP:Iteration 4F (8393.086504 sec): 3 clusters Score: Raw -899735.273322 + Penalty 1775.508931 = -897959.764391 nChanged 741 SP:Iteration 5F (8393.113027 sec): 3 clusters Score: Raw -900274.988074 + Penalty 1775.508931 = -898499.479143 nChanged 811 SP:Iteration 6F (8393.139644 sec): 3 clusters Score: Raw -900878.935890 + Penalty 1775.508931 = -899103.426959 nChanged 762 SP:Iteration 7F (8393.166189 sec): 3 clusters Score: Raw -901395.101252 + Penalty 1775.508931 = -899619.592320 nChanged 644 SP:Iteration 8F (8393.192697 sec): 3 clusters Score: Raw -901796.167811 + Penalty 1775.508931 = -900020.658880 nChanged 476 SP:Iteration 9Q (8393.219170 sec): 3 clusters Score: Raw -902097.525833 + Penalty 1775.508931 = -900322.016902 nChanged 375 SP:Iteration 10Q (8393.245816 sec): 3 clusters Score: Raw -902322.764363 + Penalty 1775.508931 = -900547.255432 nChanged 283 SP:Iteration 11Q (8393.272254 sec): 3 clusters Score: Raw -902498.579806 + Penalty 1775.508931 = -900723.070875 nChanged 241 SP:Iteration 12Q (8393.298808 sec): 3 clusters Score: Raw -902652.171059 + Penalty 1775.508931 = -900876.662128 nChanged 203 SP:Iteration 13Q (8393.324792 sec): 3 clusters Score: Raw -902812.430071 + Penalty 1775.508931 = -901036.921140 nChanged 169 SP:Iteration 14Q (8393.350217 sec): 3 clusters Score: Raw -902944.143912 + Penalty 1775.508931 = -901168.634980 nChanged 137 SP:Iteration 15Q (8393.375281 sec): 3 clusters Score: Raw -903053.528688 + Penalty 1775.508931 = -901278.019756 nChanged 111 SP:Iteration 16Q (8393.400161 sec): 3 clusters Score: Raw -903134.014623 + Penalty 1775.508931 = -901358.505692 nChanged 87 SP:Iteration 17Q (8393.424774 sec): 3 clusters Score: Raw -903179.627709 + Penalty 1775.508931 = -901404.118777 nChanged 66 SP:Iteration 18Q (8393.449300 sec): 3 clusters Score: Raw -903211.245520 + Penalty 1775.508931 = -901435.736589 nChanged 56 SP:Iteration 19Q (8393.473606 sec): 3 clusters Score: Raw -903232.023190 + Penalty 1775.508931 = -901456.514259 nChanged 36 SP:Iteration 20F (8393.500253 sec): 3 clusters Score: Raw -903242.763570 + Penalty 1775.508931 = -901467.254639 nChanged 30 SP:Iteration 21Q (8393.524255 sec): 3 clusters Score: Raw -903251.284969 + Penalty 1775.508931 = -901475.776038 nChanged 29 SP:Iteration 22Q (8393.548457 sec): 3 clusters Score: Raw -903260.764657 + Penalty 1775.508931 = -901485.255725 nChanged 26 SP:Iteration 23Q (8393.572446 sec): 3 clusters Score: Raw -903266.556944 + Penalty 1775.508931 = -901491.048013 nChanged 20 SP:Iteration 24Q (8393.596456 sec): 3 clusters Score: Raw -903270.490522 + Penalty 1775.508931 = -901494.981591 nChanged 12 SP:Iteration 25Q (8393.620430 sec): 3 clusters Score: Raw -903273.132258 + Penalty 1775.508931 = -901497.623327 nChanged 15 SP:Iteration 26Q (8393.644303 sec): 3 clusters Score: Raw -903275.540237 + Penalty 1775.508931 = -901500.031306 nChanged 13 SP:Iteration 27Q (8393.668319 sec): 3 clusters Score: Raw -903277.202433 + Penalty 1775.508931 = -901501.693502 nChanged 6 SP:Iteration 28Q (8393.692218 sec): 3 clusters Score: Raw -903278.847028 + Penalty 1775.508931 = -901503.338097 nChanged 9 SP:Iteration 29Q (8393.716153 sec): 3 clusters Score: Raw -903281.023361 + Penalty 1775.508931 = -901505.514430 nChanged 6 SP:Iteration 30Q (8393.740091 sec): 3 clusters Score: Raw -903281.868449 + Penalty 1775.508931 = -901506.359518 nChanged 3 SP:Iteration 31Q (8393.763905 sec): 3 clusters Score: Raw -903282.193715 + Penalty 1775.508931 = -901506.684784 nChanged 1 SP:Iteration 32Q (8393.787795 sec): 3 clusters Score: Raw -903282.269211 + Penalty 1775.508931 = -901506.760280 nChanged 1 SP:Iteration 33Q (8393.811735 sec): 3 clusters Score: Raw -903282.446686 + Penalty 1775.508931 = -901506.937754 nChanged 1 SP:Iteration 34Q (8393.835601 sec): 3 clusters Score: Raw -903282.525697 + Penalty 1775.508931 = -901507.016765 nChanged 1 SP:Iteration 35Q (8393.859516 sec): 3 clusters Score: Raw -903282.618739 + Penalty 1775.508931 = -901507.109808 nChanged 0 SP:Iteration 36F (8393.886329 sec): 3 clusters Score: Raw -903282.618739 + Penalty 1775.508931 = -901507.109808 nChanged 0 Trying to split cluster 30 (3041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8393.902193 sec): 2 clusters Score: Raw -263957.866161 + Penalty 761.894460 = -263195.971701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8393.914604 sec): 3 clusters Score: Raw -262382.950637 + Penalty 1523.788921 = -260859.161717 nChanged 1218 SP:Iteration 1F (8393.925970 sec): 3 clusters Score: Raw -263101.115018 + Penalty 1523.788921 = -261577.326098 nChanged 249 SP:Iteration 2F (8393.937260 sec): 3 clusters Score: Raw -263275.298785 + Penalty 1523.788921 = -261751.509864 nChanged 209 SP:Iteration 3F (8393.948597 sec): 3 clusters Score: Raw -263445.870607 + Penalty 1523.788921 = -261922.081686 nChanged 174 SP:Iteration 4F (8393.959958 sec): 3 clusters Score: Raw -263593.177630 + Penalty 1523.788921 = -262069.388710 nChanged 148 SP:Iteration 5Q (8393.971339 sec): 3 clusters Score: Raw -263719.439566 + Penalty 1523.788921 = -262195.650646 nChanged 134 SP:Iteration 6Q (8393.982569 sec): 3 clusters Score: Raw -263817.786687 + Penalty 1523.788921 = -262293.997766 nChanged 127 SP:Iteration 7Q (8393.993635 sec): 3 clusters Score: Raw -263911.392946 + Penalty 1523.788921 = -262387.604025 nChanged 98 SP:Iteration 8Q (8394.004717 sec): 3 clusters Score: Raw -263990.587711 + Penalty 1523.788921 = -262466.798790 nChanged 87 SP:Iteration 9Q (8394.015908 sec): 3 clusters Score: Raw -264042.078134 + Penalty 1523.788921 = -262518.289213 nChanged 71 SP:Iteration 10Q (8394.027060 sec): 3 clusters Score: Raw -264077.756311 + Penalty 1523.788921 = -262553.967391 nChanged 59 SP:Iteration 11Q (8394.038017 sec): 3 clusters Score: Raw -264103.953706 + Penalty 1523.788921 = -262580.164785 nChanged 39 SP:Iteration 12Q (8394.049013 sec): 3 clusters Score: Raw -264121.051810 + Penalty 1523.788921 = -262597.262890 nChanged 34 SP:Iteration 13Q (8394.059944 sec): 3 clusters Score: Raw -264130.702976 + Penalty 1523.788921 = -262606.914055 nChanged 20 SP:Iteration 14Q (8394.070891 sec): 3 clusters Score: Raw -264135.512829 + Penalty 1523.788921 = -262611.723908 nChanged 13 SP:Iteration 15Q (8394.081838 sec): 3 clusters Score: Raw -264141.319652 + Penalty 1523.788921 = -262617.530731 nChanged 14 SP:Iteration 16Q (8394.092739 sec): 3 clusters Score: Raw -264145.772488 + Penalty 1523.788921 = -262621.983567 nChanged 15 SP:Iteration 17Q (8394.103768 sec): 3 clusters Score: Raw -264150.366943 + Penalty 1523.788921 = -262626.578022 nChanged 14 SP:Iteration 18Q (8394.114685 sec): 3 clusters Score: Raw -264154.431982 + Penalty 1523.788921 = -262630.643061 nChanged 11 SP:Iteration 19Q (8394.125701 sec): 3 clusters Score: Raw -264157.454877 + Penalty 1523.788921 = -262633.665957 nChanged 2 SP:Iteration 20F (8394.137050 sec): 3 clusters Score: Raw -264157.894165 + Penalty 1523.788921 = -262634.105245 nChanged 1 SP:Iteration 21Q (8394.148049 sec): 3 clusters Score: Raw -264158.053701 + Penalty 1523.788921 = -262634.264780 nChanged 1 SP:Iteration 22Q (8394.159034 sec): 3 clusters Score: Raw -264158.249824 + Penalty 1523.788921 = -262634.460904 nChanged 1 SP:Iteration 23Q (8394.170062 sec): 3 clusters Score: Raw -264158.323607 + Penalty 1523.788921 = -262634.534686 nChanged 3 SP:Iteration 24Q (8394.181013 sec): 3 clusters Score: Raw -264158.798647 + Penalty 1523.788921 = -262635.009727 nChanged 3 SP:Iteration 25Q (8394.192068 sec): 3 clusters Score: Raw -264159.180858 + Penalty 1523.788921 = -262635.391937 nChanged 3 SP:Iteration 26Q (8394.203003 sec): 3 clusters Score: Raw -264159.881634 + Penalty 1523.788921 = -262636.092713 nChanged 4 SP:Iteration 27Q (8394.214063 sec): 3 clusters Score: Raw -264160.886245 + Penalty 1523.788921 = -262637.097325 nChanged 2 SP:Iteration 28Q (8394.224957 sec): 3 clusters Score: Raw -264161.291671 + Penalty 1523.788921 = -262637.502750 nChanged 1 SP:Iteration 29Q (8394.235988 sec): 3 clusters Score: Raw -264161.978825 + Penalty 1523.788921 = -262638.189904 nChanged 3 SP:Iteration 30Q (8394.247015 sec): 3 clusters Score: Raw -264162.392435 + Penalty 1523.788921 = -262638.603514 nChanged 2 SP:Iteration 31Q (8394.258019 sec): 3 clusters Score: Raw -264162.582445 + Penalty 1523.788921 = -262638.793524 nChanged 0 SP:Iteration 32F (8394.269309 sec): 3 clusters Score: Raw -264162.582445 + Penalty 1523.788921 = -262638.793524 nChanged 0 Trying to split cluster 31 (1963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8394.284700 sec): 2 clusters Score: Raw -178800.982242 + Penalty 720.311773 = -178080.670469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8394.292902 sec): 3 clusters Score: Raw -177843.685698 + Penalty 1440.623547 = -176403.062151 nChanged 747 SP:Iteration 1F (8394.300403 sec): 3 clusters Score: Raw -178324.567533 + Penalty 1440.623547 = -176883.943987 nChanged 161 SP:Iteration 2F (8394.307813 sec): 3 clusters Score: Raw -178482.595984 + Penalty 1440.623547 = -177041.972437 nChanged 148 SP:Iteration 3F (8394.315170 sec): 3 clusters Score: Raw -178629.105434 + Penalty 1440.623547 = -177188.481887 nChanged 120 SP:Iteration 4F (8394.322678 sec): 3 clusters Score: Raw -178725.182226 + Penalty 1440.623547 = -177284.558679 nChanged 83 SP:Iteration 5Q (8394.330071 sec): 3 clusters Score: Raw -178790.882273 + Penalty 1440.623547 = -177350.258726 nChanged 74 SP:Iteration 6Q (8394.337580 sec): 3 clusters Score: Raw -178846.784274 + Penalty 1440.623547 = -177406.160727 nChanged 53 SP:Iteration 7Q (8394.345866 sec): 3 clusters Score: Raw -178881.210544 + Penalty 1440.623547 = -177440.586997 nChanged 40 SP:Iteration 8Q (8394.353263 sec): 3 clusters Score: Raw -178898.718646 + Penalty 1440.623547 = -177458.095099 nChanged 23 SP:Iteration 9Q (8394.360681 sec): 3 clusters Score: Raw -178910.191616 + Penalty 1440.623547 = -177469.568069 nChanged 17 SP:Iteration 10Q (8394.368136 sec): 3 clusters Score: Raw -178918.254516 + Penalty 1440.623547 = -177477.630969 nChanged 14 SP:Iteration 11Q (8394.375508 sec): 3 clusters Score: Raw -178928.735283 + Penalty 1440.623547 = -177488.111736 nChanged 19 SP:Iteration 12Q (8394.382966 sec): 3 clusters Score: Raw -178938.934704 + Penalty 1440.623547 = -177498.311157 nChanged 14 SP:Iteration 13Q (8394.390359 sec): 3 clusters Score: Raw -178946.559573 + Penalty 1440.623547 = -177505.936026 nChanged 23 SP:Iteration 14Q (8394.397644 sec): 3 clusters Score: Raw -178957.329989 + Penalty 1440.623547 = -177516.706442 nChanged 24 SP:Iteration 15Q (8394.405005 sec): 3 clusters Score: Raw -178967.641094 + Penalty 1440.623547 = -177527.017547 nChanged 21 SP:Iteration 16Q (8394.412307 sec): 3 clusters Score: Raw -178979.433119 + Penalty 1440.623547 = -177538.809572 nChanged 23 SP:Iteration 17Q (8394.419749 sec): 3 clusters Score: Raw -178997.460281 + Penalty 1440.623547 = -177556.836734 nChanged 24 SP:Iteration 18Q (8394.427156 sec): 3 clusters Score: Raw -179012.128233 + Penalty 1440.623547 = -177571.504686 nChanged 16 SP:Iteration 19Q (8394.434448 sec): 3 clusters Score: Raw -179017.953056 + Penalty 1440.623547 = -177577.329509 nChanged 10 SP:Iteration 20F (8394.441902 sec): 3 clusters Score: Raw -179024.233195 + Penalty 1440.623547 = -177583.609648 nChanged 16 SP:Iteration 21Q (8394.449260 sec): 3 clusters Score: Raw -179036.940393 + Penalty 1440.623547 = -177596.316846 nChanged 15 SP:Iteration 22Q (8394.456645 sec): 3 clusters Score: Raw -179046.826383 + Penalty 1440.623547 = -177606.202836 nChanged 13 SP:Iteration 23Q (8394.463981 sec): 3 clusters Score: Raw -179054.476091 + Penalty 1440.623547 = -177613.852544 nChanged 13 SP:Iteration 24Q (8394.471224 sec): 3 clusters Score: Raw -179061.830432 + Penalty 1440.623547 = -177621.206885 nChanged 14 SP:Iteration 25Q (8394.478564 sec): 3 clusters Score: Raw -179067.954464 + Penalty 1440.623547 = -177627.330917 nChanged 16 SP:Iteration 26Q (8394.485908 sec): 3 clusters Score: Raw -179074.854432 + Penalty 1440.623547 = -177634.230885 nChanged 9 SP:Iteration 27Q (8394.493209 sec): 3 clusters Score: Raw -179078.064522 + Penalty 1440.623547 = -177637.440975 nChanged 5 SP:Iteration 28Q (8394.500505 sec): 3 clusters Score: Raw -179079.878439 + Penalty 1440.623547 = -177639.254892 nChanged 5 SP:Iteration 29Q (8394.507712 sec): 3 clusters Score: Raw -179081.620841 + Penalty 1440.623547 = -177640.997294 nChanged 5 SP:Iteration 30Q (8394.515000 sec): 3 clusters Score: Raw -179083.382876 + Penalty 1440.623547 = -177642.759329 nChanged 3 SP:Iteration 31Q (8394.522292 sec): 3 clusters Score: Raw -179084.345157 + Penalty 1440.623547 = -177643.721610 nChanged 6 SP:Iteration 32Q (8394.529534 sec): 3 clusters Score: Raw -179087.711476 + Penalty 1440.623547 = -177647.087929 nChanged 6 SP:Iteration 33Q (8394.536789 sec): 3 clusters Score: Raw -179090.006845 + Penalty 1440.623547 = -177649.383298 nChanged 4 SP:Iteration 34Q (8394.544059 sec): 3 clusters Score: Raw -179091.577848 + Penalty 1440.623547 = -177650.954301 nChanged 8 SP:Iteration 35Q (8394.551322 sec): 3 clusters Score: Raw -179095.013691 + Penalty 1440.623547 = -177654.390144 nChanged 6 SP:Iteration 36Q (8394.558597 sec): 3 clusters Score: Raw -179096.905511 + Penalty 1440.623547 = -177656.281964 nChanged 3 SP:Iteration 37Q (8394.565752 sec): 3 clusters Score: Raw -179098.725970 + Penalty 1440.623547 = -177658.102423 nChanged 3 SP:Iteration 38Q (8394.573009 sec): 3 clusters Score: Raw -179100.622719 + Penalty 1440.623547 = -177659.999172 nChanged 5 SP:Iteration 39Q (8394.580259 sec): 3 clusters Score: Raw -179102.562699 + Penalty 1440.623547 = -177661.939152 nChanged 4 SP:Iteration 40F (8394.587504 sec): 3 clusters Score: Raw -179103.449160 + Penalty 1440.623547 = -177662.825613 nChanged 3 SP:Iteration 41Q (8394.594701 sec): 3 clusters Score: Raw -179103.984747 + Penalty 1440.623547 = -177663.361200 nChanged 1 SP:Iteration 42Q (8394.601892 sec): 3 clusters Score: Raw -179104.172070 + Penalty 1440.623547 = -177663.548523 nChanged 1 SP:Iteration 43Q (8394.609154 sec): 3 clusters Score: Raw -179104.579359 + Penalty 1440.623547 = -177663.955812 nChanged 2 SP:Iteration 44Q (8394.616416 sec): 3 clusters Score: Raw -179105.399024 + Penalty 1440.623547 = -177664.775477 nChanged 0 SP:Iteration 45F (8394.623723 sec): 3 clusters Score: Raw -179105.399024 + Penalty 1440.623547 = -177664.775477 nChanged 0 Trying to split cluster 32 (175473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8394.809411 sec): 2 clusters Score: Raw -15072766.110489 + Penalty 1147.147844 = -15071618.962645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8395.038274 sec): 3 clusters Score: Raw -14955533.445952 + Penalty 2294.295688 = -14953239.150264 nChanged 85630 SP:Iteration 1F (8395.263394 sec): 3 clusters Score: Raw -15007429.747973 + Penalty 2294.295688 = -15005135.452285 nChanged 6067 SP:Iteration 2Q (8395.505706 sec): 3 clusters Score: Raw -15008916.252853 + Penalty 2294.295688 = -15006621.957165 nChanged 6376 SP:Iteration 3Q (8395.748356 sec): 3 clusters Score: Raw -15010683.810420 + Penalty 2294.295688 = -15008389.514732 nChanged 6730 SP:Iteration 4Q (8395.998199 sec): 3 clusters Score: Raw -15012849.932692 + Penalty 2294.295688 = -15010555.637004 nChanged 7427 SP:Iteration 5Q (8396.241392 sec): 3 clusters Score: Raw -15015688.803208 + Penalty 2294.295688 = -15013394.507520 nChanged 8350 SP:Iteration 6Q (8396.483549 sec): 3 clusters Score: Raw -15019544.943876 + Penalty 2294.295688 = -15017250.648188 nChanged 9470 SP:Iteration 7F (8396.708299 sec): 3 clusters Score: Raw -15024752.707606 + Penalty 2294.295688 = -15022458.411918 nChanged 10432 SP:Iteration 8F (8396.934118 sec): 3 clusters Score: Raw -15031425.842670 + Penalty 2294.295688 = -15029131.546982 nChanged 10597 SP:Iteration 9F (8397.158991 sec): 3 clusters Score: Raw -15038960.605413 + Penalty 2294.295688 = -15036666.309725 nChanged 9943 SP:Iteration 10F (8397.383734 sec): 3 clusters Score: Raw -15045836.192637 + Penalty 2294.295688 = -15043541.896949 nChanged 8027 SP:Iteration 11Q (8397.618481 sec): 3 clusters Score: Raw -15050279.282573 + Penalty 2294.295688 = -15047984.986885 nChanged 5833 SP:Iteration 12Q (8397.850725 sec): 3 clusters Score: Raw -15052803.985705 + Penalty 2294.295688 = -15050509.690017 nChanged 4182 SP:Iteration 13Q (8398.078078 sec): 3 clusters Score: Raw -15054457.691555 + Penalty 2294.295688 = -15052163.395867 nChanged 3215 SP:Iteration 14Q (8398.302972 sec): 3 clusters Score: Raw -15055811.776826 + Penalty 2294.295688 = -15053517.481138 nChanged 2885 SP:Iteration 15Q (8398.525733 sec): 3 clusters Score: Raw -15057166.196856 + Penalty 2294.295688 = -15054871.901168 nChanged 2936 SP:Iteration 16Q (8398.745725 sec): 3 clusters Score: Raw -15058671.165884 + Penalty 2294.295688 = -15056376.870196 nChanged 2908 SP:Iteration 17Q (8398.963810 sec): 3 clusters Score: Raw -15060290.928757 + Penalty 2294.295688 = -15057996.633069 nChanged 2892 SP:Iteration 18Q (8399.180425 sec): 3 clusters Score: Raw -15062020.928264 + Penalty 2294.295688 = -15059726.632576 nChanged 2863 SP:Iteration 19Q (8399.394056 sec): 3 clusters Score: Raw -15063680.057215 + Penalty 2294.295688 = -15061385.761526 nChanged 2624 SP:Iteration 20F (8399.620531 sec): 3 clusters Score: Raw -15065178.760648 + Penalty 2294.295688 = -15062884.464960 nChanged 2562 SP:Iteration 21Q (8399.831062 sec): 3 clusters Score: Raw -15066495.910921 + Penalty 2294.295688 = -15064201.615232 nChanged 2199 SP:Iteration 22Q (8400.040916 sec): 3 clusters Score: Raw -15067481.324757 + Penalty 2294.295688 = -15065187.029069 nChanged 1955 SP:Iteration 23Q (8400.249016 sec): 3 clusters Score: Raw -15068255.446476 + Penalty 2294.295688 = -15065961.150788 nChanged 1621 SP:Iteration 24Q (8400.456603 sec): 3 clusters Score: Raw -15068789.865188 + Penalty 2294.295688 = -15066495.569500 nChanged 1274 SP:Iteration 25Q (8400.663800 sec): 3 clusters Score: Raw -15069129.594534 + Penalty 2294.295688 = -15066835.298845 nChanged 1046 SP:Iteration 26Q (8400.870351 sec): 3 clusters Score: Raw -15069370.370634 + Penalty 2294.295688 = -15067076.074945 nChanged 918 SP:Iteration 27Q (8401.076316 sec): 3 clusters Score: Raw -15069549.526168 + Penalty 2294.295688 = -15067255.230480 nChanged 733 SP:Iteration 28Q (8401.292773 sec): 3 clusters Score: Raw -15069669.755589 + Penalty 2294.295688 = -15067375.459901 nChanged 611 SP:Iteration 29Q (8401.497829 sec): 3 clusters Score: Raw -15069759.394581 + Penalty 2294.295688 = -15067465.098892 nChanged 525 SP:Iteration 30Q (8401.702867 sec): 3 clusters Score: Raw -15069824.568050 + Penalty 2294.295688 = -15067530.272362 nChanged 442 SP:Iteration 31Q (8401.907265 sec): 3 clusters Score: Raw -15069870.190694 + Penalty 2294.295688 = -15067575.895006 nChanged 381 SP:Iteration 32Q (8402.112105 sec): 3 clusters Score: Raw -15069906.259976 + Penalty 2294.295688 = -15067611.964287 nChanged 373 SP:Iteration 33Q (8402.316402 sec): 3 clusters Score: Raw -15069940.012066 + Penalty 2294.295688 = -15067645.716378 nChanged 334 SP:Iteration 34Q (8402.520496 sec): 3 clusters Score: Raw -15069966.185086 + Penalty 2294.295688 = -15067671.889398 nChanged 311 SP:Iteration 35Q (8402.724334 sec): 3 clusters Score: Raw -15069990.302018 + Penalty 2294.295688 = -15067696.006330 nChanged 283 SP:Iteration 36Q (8402.928098 sec): 3 clusters Score: Raw -15070010.458143 + Penalty 2294.295688 = -15067716.162454 nChanged 270 SP:Iteration 37Q (8403.131926 sec): 3 clusters Score: Raw -15070029.555534 + Penalty 2294.295688 = -15067735.259846 nChanged 251 SP:Iteration 38Q (8403.335633 sec): 3 clusters Score: Raw -15070045.746092 + Penalty 2294.295688 = -15067751.450404 nChanged 258 SP:Iteration 39Q (8403.538802 sec): 3 clusters Score: Raw -15070060.184013 + Penalty 2294.295688 = -15067765.888325 nChanged 216 SP:Iteration 40F (8403.765046 sec): 3 clusters Score: Raw -15070072.376515 + Penalty 2294.295688 = -15067778.080827 nChanged 220 SP:Iteration 41Q (8403.968971 sec): 3 clusters Score: Raw -15070083.160128 + Penalty 2294.295688 = -15067788.864439 nChanged 208 SP:Iteration 42Q (8404.172857 sec): 3 clusters Score: Raw -15070093.298601 + Penalty 2294.295688 = -15067799.002913 nChanged 212 SP:Iteration 43Q (8404.376414 sec): 3 clusters Score: Raw -15070104.581399 + Penalty 2294.295688 = -15067810.285711 nChanged 216 SP:Iteration 44Q (8404.580003 sec): 3 clusters Score: Raw -15070116.243984 + Penalty 2294.295688 = -15067821.948296 nChanged 225 SP:Iteration 45Q (8404.782731 sec): 3 clusters Score: Raw -15070128.758556 + Penalty 2294.295688 = -15067834.462868 nChanged 229 SP:Iteration 46Q (8404.984746 sec): 3 clusters Score: Raw -15070142.732331 + Penalty 2294.295688 = -15067848.436643 nChanged 257 SP:Iteration 47Q (8405.186878 sec): 3 clusters Score: Raw -15070157.324011 + Penalty 2294.295688 = -15067863.028323 nChanged 249 SP:Iteration 48Q (8405.389049 sec): 3 clusters Score: Raw -15070170.967035 + Penalty 2294.295688 = -15067876.671347 nChanged 239 SP:Iteration 49Q (8405.590874 sec): 3 clusters Score: Raw -15070184.199918 + Penalty 2294.295688 = -15067889.904230 nChanged 243 SP:Iteration 50Q (8405.792357 sec): 3 clusters Score: Raw -15070197.585989 + Penalty 2294.295688 = -15067903.290301 nChanged 232 SP:Iteration 51Q (8405.993835 sec): 3 clusters Score: Raw -15070209.112916 + Penalty 2294.295688 = -15067914.817228 nChanged 225 SP:Iteration 52Q (8406.193602 sec): 3 clusters Score: Raw -15070220.638025 + Penalty 2294.295688 = -15067926.342337 nChanged 236 SP:Iteration 53Q (8406.395894 sec): 3 clusters Score: Raw -15070233.101659 + Penalty 2294.295688 = -15067938.805971 nChanged 231 SP:Iteration 54Q (8406.598383 sec): 3 clusters Score: Raw -15070245.826241 + Penalty 2294.295688 = -15067951.530552 nChanged 235 SP:Iteration 55Q (8406.800221 sec): 3 clusters Score: Raw -15070258.056956 + Penalty 2294.295688 = -15067963.761268 nChanged 227 SP:Iteration 56Q (8407.003259 sec): 3 clusters Score: Raw -15070269.523168 + Penalty 2294.295688 = -15067975.227480 nChanged 225 SP:Iteration 57Q (8407.238660 sec): 3 clusters Score: Raw -15070280.800132 + Penalty 2294.295688 = -15067986.504444 nChanged 223 SP:Iteration 58Q (8407.475311 sec): 3 clusters Score: Raw -15070292.943691 + Penalty 2294.295688 = -15067998.648003 nChanged 238 SP:Iteration 59Q (8407.710860 sec): 3 clusters Score: Raw -15070305.624478 + Penalty 2294.295688 = -15068011.328790 nChanged 237 SP:Iteration 60F (8407.972171 sec): 3 clusters Score: Raw -15070318.124119 + Penalty 2294.295688 = -15068023.828431 nChanged 244 SP:Iteration 61Q (8408.206981 sec): 3 clusters Score: Raw -15070331.833032 + Penalty 2294.295688 = -15068037.537344 nChanged 246 SP:Iteration 62Q (8408.425705 sec): 3 clusters Score: Raw -15070345.486091 + Penalty 2294.295688 = -15068051.190403 nChanged 224 SP:Iteration 63Q (8408.624980 sec): 3 clusters Score: Raw -15070357.444187 + Penalty 2294.295688 = -15068063.148499 nChanged 223 SP:Iteration 64Q (8408.824335 sec): 3 clusters Score: Raw -15070369.405148 + Penalty 2294.295688 = -15068075.109460 nChanged 202 SP:Iteration 65Q (8409.022974 sec): 3 clusters Score: Raw -15070379.081545 + Penalty 2294.295688 = -15068084.785857 nChanged 183 SP:Iteration 66Q (8409.221518 sec): 3 clusters Score: Raw -15070387.510227 + Penalty 2294.295688 = -15068093.214539 nChanged 185 SP:Iteration 67Q (8409.420719 sec): 3 clusters Score: Raw -15070396.426390 + Penalty 2294.295688 = -15068102.130702 nChanged 183 SP:Iteration 68Q (8409.620937 sec): 3 clusters Score: Raw -15070404.254363 + Penalty 2294.295688 = -15068109.958675 nChanged 141 SP:Iteration 69Q (8409.819561 sec): 3 clusters Score: Raw -15070408.970300 + Penalty 2294.295688 = -15068114.674612 nChanged 112 SP:Iteration 70Q (8410.017811 sec): 3 clusters Score: Raw -15070412.334554 + Penalty 2294.295688 = -15068118.038866 nChanged 102 SP:Iteration 71Q (8410.216551 sec): 3 clusters Score: Raw -15070415.300674 + Penalty 2294.295688 = -15068121.004986 nChanged 86 SP:Iteration 72Q (8410.415777 sec): 3 clusters Score: Raw -15070417.762862 + Penalty 2294.295688 = -15068123.467174 nChanged 92 SP:Iteration 73Q (8410.615169 sec): 3 clusters Score: Raw -15070420.054391 + Penalty 2294.295688 = -15068125.758703 nChanged 83 SP:Iteration 74Q (8410.813361 sec): 3 clusters Score: Raw -15070422.151662 + Penalty 2294.295688 = -15068127.855973 nChanged 86 SP:Iteration 75Q (8411.011300 sec): 3 clusters Score: Raw -15070424.685417 + Penalty 2294.295688 = -15068130.389729 nChanged 81 SP:Iteration 76Q (8411.208950 sec): 3 clusters Score: Raw -15070426.906652 + Penalty 2294.295688 = -15068132.610964 nChanged 83 SP:Iteration 77Q (8411.406674 sec): 3 clusters Score: Raw -15070429.381233 + Penalty 2294.295688 = -15068135.085545 nChanged 75 SP:Iteration 78Q (8411.614983 sec): 3 clusters Score: Raw -15070431.245424 + Penalty 2294.295688 = -15068136.949736 nChanged 71 SP:Iteration 79Q (8411.812443 sec): 3 clusters Score: Raw -15070432.604471 + Penalty 2294.295688 = -15068138.308783 nChanged 68 SP:Iteration 80F (8412.037550 sec): 3 clusters Score: Raw -15070434.407602 + Penalty 2294.295688 = -15068140.111914 nChanged 72 SP:Iteration 81Q (8412.234708 sec): 3 clusters Score: Raw -15070436.014272 + Penalty 2294.295688 = -15068141.718584 nChanged 54 SP:Iteration 82Q (8412.431786 sec): 3 clusters Score: Raw -15070437.221905 + Penalty 2294.295688 = -15068142.926217 nChanged 51 SP:Iteration 83Q (8412.628810 sec): 3 clusters Score: Raw -15070438.287019 + Penalty 2294.295688 = -15068143.991331 nChanged 41 SP:Iteration 84Q (8412.826089 sec): 3 clusters Score: Raw -15070439.035442 + Penalty 2294.295688 = -15068144.739754 nChanged 35 SP:Iteration 85Q (8413.024003 sec): 3 clusters Score: Raw -15070439.611011 + Penalty 2294.295688 = -15068145.315322 nChanged 27 SP:Iteration 86Q (8413.221497 sec): 3 clusters Score: Raw -15070439.989559 + Penalty 2294.295688 = -15068145.693871 nChanged 21 SP:Iteration 87Q (8413.420794 sec): 3 clusters Score: Raw -15070440.272629 + Penalty 2294.295688 = -15068145.976940 nChanged 26 SP:Iteration 88Q (8413.618222 sec): 3 clusters Score: Raw -15070440.789505 + Penalty 2294.295688 = -15068146.493817 nChanged 41 SP:Iteration 89Q (8413.816346 sec): 3 clusters Score: Raw -15070441.616670 + Penalty 2294.295688 = -15068147.320982 nChanged 34 SP:Iteration 90Q (8414.013726 sec): 3 clusters Score: Raw -15070442.243595 + Penalty 2294.295688 = -15068147.947907 nChanged 33 SP:Iteration 91Q (8414.211605 sec): 3 clusters Score: Raw -15070442.859620 + Penalty 2294.295688 = -15068148.563932 nChanged 42 SP:Iteration 92Q (8414.409058 sec): 3 clusters Score: Raw -15070443.545525 + Penalty 2294.295688 = -15068149.249837 nChanged 47 SP:Iteration 93Q (8414.606167 sec): 3 clusters Score: Raw -15070444.507548 + Penalty 2294.295688 = -15068150.211860 nChanged 44 SP:Iteration 94Q (8414.803381 sec): 3 clusters Score: Raw -15070445.217058 + Penalty 2294.295688 = -15068150.921370 nChanged 41 SP:Iteration 95Q (8415.000741 sec): 3 clusters Score: Raw -15070445.793515 + Penalty 2294.295688 = -15068151.497827 nChanged 31 SP:Iteration 96Q (8415.198105 sec): 3 clusters Score: Raw -15070446.244828 + Penalty 2294.295688 = -15068151.949140 nChanged 31 SP:Iteration 97Q (8415.395283 sec): 3 clusters Score: Raw -15070446.760266 + Penalty 2294.295688 = -15068152.464578 nChanged 34 SP:Iteration 98Q (8415.592256 sec): 3 clusters Score: Raw -15070447.408818 + Penalty 2294.295688 = -15068153.113130 nChanged 40 SP:Iteration 99Q (8415.789718 sec): 3 clusters Score: Raw -15070448.171896 + Penalty 2294.295688 = -15068153.876208 nChanged 35 SP:Iteration 100F (8416.015548 sec): 3 clusters Score: Raw -15070448.660657 + Penalty 2294.295688 = -15068154.364969 nChanged 31 SP:Iteration 101Q (8416.212943 sec): 3 clusters Score: Raw -15070449.191825 + Penalty 2294.295688 = -15068154.896136 nChanged 35 SP:Iteration 102Q (8416.409745 sec): 3 clusters Score: Raw -15070449.768359 + Penalty 2294.295688 = -15068155.472671 nChanged 30 SP:Iteration 103Q (8416.607012 sec): 3 clusters Score: Raw -15070450.260097 + Penalty 2294.295688 = -15068155.964409 nChanged 38 SP:Iteration 104Q (8416.804108 sec): 3 clusters Score: Raw -15070450.881353 + Penalty 2294.295688 = -15068156.585665 nChanged 39 SP:Iteration 105Q (8417.001367 sec): 3 clusters Score: Raw -15070451.463411 + Penalty 2294.295688 = -15068157.167723 nChanged 28 SP:Iteration 106Q (8417.197841 sec): 3 clusters Score: Raw -15070451.963751 + Penalty 2294.295688 = -15068157.668063 nChanged 36 SP:Iteration 107Q (8417.395161 sec): 3 clusters Score: Raw -15070452.591850 + Penalty 2294.295688 = -15068158.296162 nChanged 34 SP:Iteration 108Q (8417.611557 sec): 3 clusters Score: Raw -15070453.166851 + Penalty 2294.295688 = -15068158.871163 nChanged 37 SP:Iteration 109Q (8417.808494 sec): 3 clusters Score: Raw -15070453.983983 + Penalty 2294.295688 = -15068159.688295 nChanged 49 SP:Iteration 110Q (8418.006403 sec): 3 clusters Score: Raw -15070455.084000 + Penalty 2294.295688 = -15068160.788311 nChanged 51 SP:Iteration 111Q (8418.222764 sec): 3 clusters Score: Raw -15070455.971516 + Penalty 2294.295688 = -15068161.675828 nChanged 41 SP:Iteration 112Q (8418.419650 sec): 3 clusters Score: Raw -15070456.653016 + Penalty 2294.295688 = -15068162.357328 nChanged 40 SP:Iteration 113Q (8418.617309 sec): 3 clusters Score: Raw -15070457.306551 + Penalty 2294.295688 = -15068163.010863 nChanged 38 SP:Iteration 114Q (8418.814143 sec): 3 clusters Score: Raw -15070457.885780 + Penalty 2294.295688 = -15068163.590092 nChanged 35 SP:Iteration 115Q (8419.010792 sec): 3 clusters Score: Raw -15070458.535758 + Penalty 2294.295688 = -15068164.240070 nChanged 29 SP:Iteration 116Q (8419.208089 sec): 3 clusters Score: Raw -15070459.046792 + Penalty 2294.295688 = -15068164.751104 nChanged 31 SP:Iteration 117Q (8419.416567 sec): 3 clusters Score: Raw -15070459.583543 + Penalty 2294.295688 = -15068165.287855 nChanged 23 SP:Iteration 118Q (8419.614040 sec): 3 clusters Score: Raw -15070459.961738 + Penalty 2294.295688 = -15068165.666049 nChanged 33 SP:Iteration 119Q (8419.811025 sec): 3 clusters Score: Raw -15070460.499278 + Penalty 2294.295688 = -15068166.203590 nChanged 31 SP:Iteration 120F (8420.036110 sec): 3 clusters Score: Raw -15070461.056487 + Penalty 2294.295688 = -15068166.760799 nChanged 40 SP:Iteration 121Q (8420.232637 sec): 3 clusters Score: Raw -15070461.842727 + Penalty 2294.295688 = -15068167.547038 nChanged 43 SP:Iteration 122Q (8420.429003 sec): 3 clusters Score: Raw -15070462.632523 + Penalty 2294.295688 = -15068168.336835 nChanged 44 SP:Iteration 123Q (8420.635489 sec): 3 clusters Score: Raw -15070463.419649 + Penalty 2294.295688 = -15068169.123960 nChanged 41 SP:Iteration 124Q (8420.832448 sec): 3 clusters Score: Raw -15070464.174924 + Penalty 2294.295688 = -15068169.879236 nChanged 43 SP:Iteration 125Q (8421.029102 sec): 3 clusters Score: Raw -15070465.015270 + Penalty 2294.295688 = -15068170.719582 nChanged 42 SP:Iteration 126Q (8421.248354 sec): 3 clusters Score: Raw -15070465.810048 + Penalty 2294.295688 = -15068171.514360 nChanged 44 SP:Iteration 127Q (8421.445459 sec): 3 clusters Score: Raw -15070466.585990 + Penalty 2294.295688 = -15068172.290302 nChanged 39 SP:Iteration 128Q (8421.642201 sec): 3 clusters Score: Raw -15070467.199237 + Penalty 2294.295688 = -15068172.903549 nChanged 38 SP:Iteration 129Q (8421.840033 sec): 3 clusters Score: Raw -15070467.936063 + Penalty 2294.295688 = -15068173.640375 nChanged 37 SP:Iteration 130Q (8422.038211 sec): 3 clusters Score: Raw -15070468.593923 + Penalty 2294.295688 = -15068174.298235 nChanged 32 SP:Iteration 131Q (8422.234572 sec): 3 clusters Score: Raw -15070469.075884 + Penalty 2294.295688 = -15068174.780195 nChanged 24 SP:Iteration 132Q (8422.430720 sec): 3 clusters Score: Raw -15070469.433618 + Penalty 2294.295688 = -15068175.137930 nChanged 24 SP:Iteration 133Q (8422.627569 sec): 3 clusters Score: Raw -15070469.778428 + Penalty 2294.295688 = -15068175.482740 nChanged 18 SP:Iteration 134Q (8422.824028 sec): 3 clusters Score: Raw -15070469.934601 + Penalty 2294.295688 = -15068175.638913 nChanged 11 SP:Iteration 135Q (8423.020483 sec): 3 clusters Score: Raw -15070470.011787 + Penalty 2294.295688 = -15068175.716099 nChanged 8 SP:Iteration 136Q (8423.216774 sec): 3 clusters Score: Raw -15070470.087132 + Penalty 2294.295688 = -15068175.791444 nChanged 6 SP:Iteration 137Q (8423.412888 sec): 3 clusters Score: Raw -15070470.132691 + Penalty 2294.295688 = -15068175.837003 nChanged 8 SP:Iteration 138Q (8423.610371 sec): 3 clusters Score: Raw -15070470.214383 + Penalty 2294.295688 = -15068175.918695 nChanged 10 SP:Iteration 139Q (8423.807931 sec): 3 clusters Score: Raw -15070470.332742 + Penalty 2294.295688 = -15068176.037053 nChanged 15 SP:Iteration 140F (8424.068247 sec): 3 clusters Score: Raw -15070470.542686 + Penalty 2294.295688 = -15068176.246998 nChanged 13 SP:Iteration 141Q (8424.263366 sec): 3 clusters Score: Raw -15070470.667092 + Penalty 2294.295688 = -15068176.371404 nChanged 13 SP:Iteration 142Q (8424.459905 sec): 3 clusters Score: Raw -15070470.776930 + Penalty 2294.295688 = -15068176.481242 nChanged 16 SP:Iteration 143Q (8424.655627 sec): 3 clusters Score: Raw -15070470.969802 + Penalty 2294.295688 = -15068176.674113 nChanged 16 SP:Iteration 144Q (8424.857706 sec): 3 clusters Score: Raw -15070471.111606 + Penalty 2294.295688 = -15068176.815918 nChanged 11 SP:Iteration 145Q (8425.053537 sec): 3 clusters Score: Raw -15070471.251057 + Penalty 2294.295688 = -15068176.955369 nChanged 18 SP:Iteration 146Q (8425.249521 sec): 3 clusters Score: Raw -15070471.443480 + Penalty 2294.295688 = -15068177.147792 nChanged 13 SP:Iteration 147Q (8425.445328 sec): 3 clusters Score: Raw -15070471.550536 + Penalty 2294.295688 = -15068177.254848 nChanged 10 SP:Iteration 148Q (8425.641182 sec): 3 clusters Score: Raw -15070471.689179 + Penalty 2294.295688 = -15068177.393491 nChanged 20 SP:Iteration 149Q (8425.837650 sec): 3 clusters Score: Raw -15070471.988203 + Penalty 2294.295688 = -15068177.692515 nChanged 20 SP:Iteration 150Q (8426.033604 sec): 3 clusters Score: Raw -15070472.303290 + Penalty 2294.295688 = -15068178.007602 nChanged 19 SP:Iteration 151Q (8426.229561 sec): 3 clusters Score: Raw -15070472.685340 + Penalty 2294.295688 = -15068178.389651 nChanged 16 SP:Iteration 152Q (8426.425832 sec): 3 clusters Score: Raw -15070472.940413 + Penalty 2294.295688 = -15068178.644725 nChanged 14 SP:Iteration 153Q (8426.621684 sec): 3 clusters Score: Raw -15070473.097694 + Penalty 2294.295688 = -15068178.802005 nChanged 12 SP:Iteration 154Q (8426.817538 sec): 3 clusters Score: Raw -15070473.214811 + Penalty 2294.295688 = -15068178.919123 nChanged 11 SP:Iteration 155Q (8427.013230 sec): 3 clusters Score: Raw -15070473.352755 + Penalty 2294.295688 = -15068179.057067 nChanged 11 SP:Iteration 156Q (8427.209654 sec): 3 clusters Score: Raw -15070473.486780 + Penalty 2294.295688 = -15068179.191092 nChanged 12 SP:Iteration 157Q (8427.405159 sec): 3 clusters Score: Raw -15070473.597399 + Penalty 2294.295688 = -15068179.301711 nChanged 13 SP:Iteration 158Q (8427.600946 sec): 3 clusters Score: Raw -15070473.763218 + Penalty 2294.295688 = -15068179.467529 nChanged 13 SP:Iteration 159Q (8427.796707 sec): 3 clusters Score: Raw -15070473.896412 + Penalty 2294.295688 = -15068179.600724 nChanged 13 SP:Iteration 160F (8428.022341 sec): 3 clusters Score: Raw -15070474.056129 + Penalty 2294.295688 = -15068179.760441 nChanged 13 SP:Iteration 161Q (8428.218301 sec): 3 clusters Score: Raw -15070474.177616 + Penalty 2294.295688 = -15068179.881928 nChanged 11 SP:Iteration 162Q (8428.414080 sec): 3 clusters Score: Raw -15070474.263404 + Penalty 2294.295688 = -15068179.967716 nChanged 13 SP:Iteration 163Q (8428.610131 sec): 3 clusters Score: Raw -15070474.359254 + Penalty 2294.295688 = -15068180.063566 nChanged 13 SP:Iteration 164Q (8428.809504 sec): 3 clusters Score: Raw -15070474.487792 + Penalty 2294.295688 = -15068180.192104 nChanged 17 SP:Iteration 165Q (8429.006152 sec): 3 clusters Score: Raw -15070474.710015 + Penalty 2294.295688 = -15068180.414327 nChanged 22 SP:Iteration 166Q (8429.202046 sec): 3 clusters Score: Raw -15070475.037845 + Penalty 2294.295688 = -15068180.742157 nChanged 20 SP:Iteration 167Q (8429.399153 sec): 3 clusters Score: Raw -15070475.338872 + Penalty 2294.295688 = -15068181.043184 nChanged 19 SP:Iteration 168Q (8429.597669 sec): 3 clusters Score: Raw -15070475.615204 + Penalty 2294.295688 = -15068181.319516 nChanged 22 SP:Iteration 169Q (8429.794618 sec): 3 clusters Score: Raw -15070475.942838 + Penalty 2294.295688 = -15068181.647150 nChanged 25 SP:Iteration 170Q (8429.990867 sec): 3 clusters Score: Raw -15070476.358519 + Penalty 2294.295688 = -15068182.062831 nChanged 30 SP:Iteration 171Q (8430.187003 sec): 3 clusters Score: Raw -15070476.752101 + Penalty 2294.295688 = -15068182.456413 nChanged 29 SP:Iteration 172Q (8430.382592 sec): 3 clusters Score: Raw -15070477.192497 + Penalty 2294.295688 = -15068182.896808 nChanged 31 SP:Iteration 173Q (8430.578235 sec): 3 clusters Score: Raw -15070477.693941 + Penalty 2294.295688 = -15068183.398253 nChanged 34 SP:Iteration 174Q (8430.773799 sec): 3 clusters Score: Raw -15070478.349665 + Penalty 2294.295688 = -15068184.053976 nChanged 44 SP:Iteration 175Q (8430.969441 sec): 3 clusters Score: Raw -15070479.160608 + Penalty 2294.295688 = -15068184.864920 nChanged 44 SP:Iteration 176Q (8431.165048 sec): 3 clusters Score: Raw -15070480.044345 + Penalty 2294.295688 = -15068185.748657 nChanged 41 SP:Iteration 177Q (8431.360634 sec): 3 clusters Score: Raw -15070480.873698 + Penalty 2294.295688 = -15068186.578009 nChanged 42 SP:Iteration 178Q (8431.556503 sec): 3 clusters Score: Raw -15070481.679030 + Penalty 2294.295688 = -15068187.383342 nChanged 47 SP:Iteration 179Q (8431.751787 sec): 3 clusters Score: Raw -15070482.862808 + Penalty 2294.295688 = -15068188.567120 nChanged 59 SP:Iteration 180F (8431.977247 sec): 3 clusters Score: Raw -15070484.432181 + Penalty 2294.295688 = -15068190.136493 nChanged 63 SP:Iteration 181Q (8432.172537 sec): 3 clusters Score: Raw -15070486.050550 + Penalty 2294.295688 = -15068191.754862 nChanged 60 SP:Iteration 182Q (8432.367699 sec): 3 clusters Score: Raw -15070487.265781 + Penalty 2294.295688 = -15068192.970093 nChanged 49 SP:Iteration 183Q (8432.563079 sec): 3 clusters Score: Raw -15070488.282418 + Penalty 2294.295688 = -15068193.986730 nChanged 43 SP:Iteration 184Q (8432.759014 sec): 3 clusters Score: Raw -15070489.276269 + Penalty 2294.295688 = -15068194.980581 nChanged 47 SP:Iteration 185Q (8432.954748 sec): 3 clusters Score: Raw -15070490.329681 + Penalty 2294.295688 = -15068196.033993 nChanged 45 SP:Iteration 186Q (8433.149945 sec): 3 clusters Score: Raw -15070491.312855 + Penalty 2294.295688 = -15068197.017167 nChanged 41 SP:Iteration 187Q (8433.344915 sec): 3 clusters Score: Raw -15070492.245062 + Penalty 2294.295688 = -15068197.949374 nChanged 48 SP:Iteration 188Q (8433.540057 sec): 3 clusters Score: Raw -15070493.607595 + Penalty 2294.295688 = -15068199.311907 nChanged 47 SP:Iteration 189Q (8433.735147 sec): 3 clusters Score: Raw -15070494.579678 + Penalty 2294.295688 = -15068200.283990 nChanged 46 SP:Iteration 190Q (8433.930427 sec): 3 clusters Score: Raw -15070495.520880 + Penalty 2294.295688 = -15068201.225192 nChanged 39 SP:Iteration 191Q (8434.125437 sec): 3 clusters Score: Raw -15070496.339712 + Penalty 2294.295688 = -15068202.044024 nChanged 44 SP:Iteration 192Q (8434.320164 sec): 3 clusters Score: Raw -15070497.215002 + Penalty 2294.295688 = -15068202.919314 nChanged 41 SP:Iteration 193Q (8434.515004 sec): 3 clusters Score: Raw -15070498.213492 + Penalty 2294.295688 = -15068203.917804 nChanged 41 SP:Iteration 194Q (8434.709873 sec): 3 clusters Score: Raw -15070498.989738 + Penalty 2294.295688 = -15068204.694049 nChanged 35 SP:Iteration 195Q (8434.904491 sec): 3 clusters Score: Raw -15070499.587557 + Penalty 2294.295688 = -15068205.291869 nChanged 38 SP:Iteration 196Q (8435.099218 sec): 3 clusters Score: Raw -15070500.301386 + Penalty 2294.295688 = -15068206.005698 nChanged 34 SP:Iteration 197Q (8435.293759 sec): 3 clusters Score: Raw -15070500.951634 + Penalty 2294.295688 = -15068206.655946 nChanged 37 SP:Iteration 198Q (8435.488395 sec): 3 clusters Score: Raw -15070501.613708 + Penalty 2294.295688 = -15068207.318020 nChanged 34 SP:Iteration 199Q (8435.683034 sec): 3 clusters Score: Raw -15070502.182060 + Penalty 2294.295688 = -15068207.886372 nChanged 40 SP:Iteration 200F (8435.910000 sec): 3 clusters Score: Raw -15070502.850175 + Penalty 2294.295688 = -15068208.554487 nChanged 29 SP:Iteration 201Q (8436.104762 sec): 3 clusters Score: Raw -15070503.305469 + Penalty 2294.295688 = -15068209.009781 nChanged 27 SP:Iteration 202Q (8436.299178 sec): 3 clusters Score: Raw -15070503.706023 + Penalty 2294.295688 = -15068209.410335 nChanged 19 SP:Iteration 203Q (8436.493637 sec): 3 clusters Score: Raw -15070504.026729 + Penalty 2294.295688 = -15068209.731040 nChanged 31 SP:Iteration 204Q (8436.688348 sec): 3 clusters Score: Raw -15070504.615569 + Penalty 2294.295688 = -15068210.319881 nChanged 39 SP:Iteration 205Q (8436.883101 sec): 3 clusters Score: Raw -15070505.413602 + Penalty 2294.295688 = -15068211.117914 nChanged 36 SP:Iteration 206Q (8437.077802 sec): 3 clusters Score: Raw -15070506.098869 + Penalty 2294.295688 = -15068211.803181 nChanged 34 SP:Iteration 207Q (8437.272476 sec): 3 clusters Score: Raw -15070506.596969 + Penalty 2294.295688 = -15068212.301281 nChanged 36 SP:Iteration 208Q (8437.467195 sec): 3 clusters Score: Raw -15070507.063601 + Penalty 2294.295688 = -15068212.767912 nChanged 28 SP:Iteration 209Q (8437.662179 sec): 3 clusters Score: Raw -15070507.404271 + Penalty 2294.295688 = -15068213.108583 nChanged 26 SP:Iteration 210Q (8437.856801 sec): 3 clusters Score: Raw -15070507.746904 + Penalty 2294.295688 = -15068213.451216 nChanged 29 SP:Iteration 211Q (8438.072823 sec): 3 clusters Score: Raw -15070508.201987 + Penalty 2294.295688 = -15068213.906299 nChanged 27 SP:Iteration 212Q (8438.267296 sec): 3 clusters Score: Raw -15070508.603791 + Penalty 2294.295688 = -15068214.308103 nChanged 22 SP:Iteration 213Q (8438.462688 sec): 3 clusters Score: Raw -15070508.903124 + Penalty 2294.295688 = -15068214.607436 nChanged 25 SP:Iteration 214Q (8438.657048 sec): 3 clusters Score: Raw -15070509.217507 + Penalty 2294.295688 = -15068214.921819 nChanged 19 SP:Iteration 215Q (8438.851909 sec): 3 clusters Score: Raw -15070509.564673 + Penalty 2294.295688 = -15068215.268985 nChanged 21 SP:Iteration 216Q (8439.046344 sec): 3 clusters Score: Raw -15070509.881159 + Penalty 2294.295688 = -15068215.585471 nChanged 20 SP:Iteration 217Q (8439.240852 sec): 3 clusters Score: Raw -15070510.189514 + Penalty 2294.295688 = -15068215.893826 nChanged 23 SP:Iteration 218Q (8439.435128 sec): 3 clusters Score: Raw -15070510.481207 + Penalty 2294.295688 = -15068216.185519 nChanged 21 SP:Iteration 219Q (8439.629435 sec): 3 clusters Score: Raw -15070510.720519 + Penalty 2294.295688 = -15068216.424831 nChanged 22 SP:Iteration 220F (8439.855376 sec): 3 clusters Score: Raw -15070511.006521 + Penalty 2294.295688 = -15068216.710832 nChanged 23 SP:Iteration 221Q (8440.050781 sec): 3 clusters Score: Raw -15070511.364100 + Penalty 2294.295688 = -15068217.068412 nChanged 39 SP:Iteration 222Q (8440.245897 sec): 3 clusters Score: Raw -15070512.260861 + Penalty 2294.295688 = -15068217.965173 nChanged 47 SP:Iteration 223Q (8440.440494 sec): 3 clusters Score: Raw -15070513.420557 + Penalty 2294.295688 = -15068219.124869 nChanged 58 SP:Iteration 224Q (8440.634445 sec): 3 clusters Score: Raw -15070514.870092 + Penalty 2294.295688 = -15068220.574404 nChanged 57 SP:Iteration 225Q (8440.829650 sec): 3 clusters Score: Raw -15070516.153682 + Penalty 2294.295688 = -15068221.857994 nChanged 46 SP:Iteration 226Q (8441.024734 sec): 3 clusters Score: Raw -15070517.082541 + Penalty 2294.295688 = -15068222.786853 nChanged 36 SP:Iteration 227Q (8441.254157 sec): 3 clusters Score: Raw -15070517.789794 + Penalty 2294.295688 = -15068223.494106 nChanged 48 SP:Iteration 228Q (8441.484432 sec): 3 clusters Score: Raw -15070518.976558 + Penalty 2294.295688 = -15068224.680870 nChanged 53 SP:Iteration 229Q (8441.705754 sec): 3 clusters Score: Raw -15070520.472965 + Penalty 2294.295688 = -15068226.177277 nChanged 61 SP:Iteration 230Q (8441.934845 sec): 3 clusters Score: Raw -15070521.924162 + Penalty 2294.295688 = -15068227.628474 nChanged 49 SP:Iteration 231Q (8442.165698 sec): 3 clusters Score: Raw -15070523.285870 + Penalty 2294.295688 = -15068228.990182 nChanged 62 SP:Iteration 232Q (8442.389303 sec): 3 clusters Score: Raw -15070525.081187 + Penalty 2294.295688 = -15068230.785499 nChanged 66 SP:Iteration 233Q (8442.585866 sec): 3 clusters Score: Raw -15070527.060784 + Penalty 2294.295688 = -15068232.765096 nChanged 72 SP:Iteration 234Q (8442.791427 sec): 3 clusters Score: Raw -15070529.122687 + Penalty 2294.295688 = -15068234.826999 nChanged 62 SP:Iteration 235Q (8442.998092 sec): 3 clusters Score: Raw -15070530.618155 + Penalty 2294.295688 = -15068236.322467 nChanged 49 SP:Iteration 236Q (8443.192513 sec): 3 clusters Score: Raw -15070531.604050 + Penalty 2294.295688 = -15068237.308362 nChanged 43 SP:Iteration 237Q (8443.385916 sec): 3 clusters Score: Raw -15070532.395415 + Penalty 2294.295688 = -15068238.099727 nChanged 32 SP:Iteration 238Q (8443.580069 sec): 3 clusters Score: Raw -15070532.869216 + Penalty 2294.295688 = -15068238.573528 nChanged 28 SP:Iteration 239Q (8443.773669 sec): 3 clusters Score: Raw -15070533.303598 + Penalty 2294.295688 = -15068239.007909 nChanged 24 SP:Iteration 240F (8443.999752 sec): 3 clusters Score: Raw -15070533.705601 + Penalty 2294.295688 = -15068239.409913 nChanged 21 SP:Iteration 241Q (8444.193978 sec): 3 clusters Score: Raw -15070533.984262 + Penalty 2294.295688 = -15068239.688574 nChanged 21 SP:Iteration 242Q (8444.388060 sec): 3 clusters Score: Raw -15070534.334301 + Penalty 2294.295688 = -15068240.038613 nChanged 23 SP:Iteration 243Q (8444.582201 sec): 3 clusters Score: Raw -15070534.756857 + Penalty 2294.295688 = -15068240.461169 nChanged 25 SP:Iteration 244Q (8444.775821 sec): 3 clusters Score: Raw -15070535.171235 + Penalty 2294.295688 = -15068240.875547 nChanged 24 SP:Iteration 245Q (8444.969501 sec): 3 clusters Score: Raw -15070535.647870 + Penalty 2294.295688 = -15068241.352182 nChanged 31 SP:Iteration 246Q (8445.162546 sec): 3 clusters Score: Raw -15070536.110743 + Penalty 2294.295688 = -15068241.815055 nChanged 25 SP:Iteration 247Q (8445.355808 sec): 3 clusters Score: Raw -15070536.467941 + Penalty 2294.295688 = -15068242.172253 nChanged 20 SP:Iteration 248Q (8445.549070 sec): 3 clusters Score: Raw -15070536.736411 + Penalty 2294.295688 = -15068242.440723 nChanged 15 SP:Iteration 249Q (8445.742767 sec): 3 clusters Score: Raw -15070536.929451 + Penalty 2294.295688 = -15068242.633763 nChanged 14 SP:Iteration 250Q (8445.936919 sec): 3 clusters Score: Raw -15070537.076952 + Penalty 2294.295688 = -15068242.781264 nChanged 9 SP:Iteration 251Q (8446.130560 sec): 3 clusters Score: Raw -15070537.160493 + Penalty 2294.295688 = -15068242.864805 nChanged 11 SP:Iteration 252Q (8446.324218 sec): 3 clusters Score: Raw -15070537.282154 + Penalty 2294.295688 = -15068242.986466 nChanged 12 SP:Iteration 253Q (8446.518041 sec): 3 clusters Score: Raw -15070537.404193 + Penalty 2294.295688 = -15068243.108505 nChanged 10 SP:Iteration 254Q (8446.711501 sec): 3 clusters Score: Raw -15070537.541750 + Penalty 2294.295688 = -15068243.246062 nChanged 16 SP:Iteration 255Q (8446.907027 sec): 3 clusters Score: Raw -15070537.797632 + Penalty 2294.295688 = -15068243.501944 nChanged 18 SP:Iteration 256Q (8447.096054 sec): 3 clusters Score: Raw -15070538.105310 + Penalty 2294.295688 = -15068243.809621 nChanged 17 SP:Iteration 257Q (8447.289568 sec): 3 clusters Score: Raw -15070538.423612 + Penalty 2294.295688 = -15068244.127924 nChanged 24 SP:Iteration 258Q (8447.484165 sec): 3 clusters Score: Raw -15070538.876924 + Penalty 2294.295688 = -15068244.581236 nChanged 33 SP:Iteration 259Q (8447.678578 sec): 3 clusters Score: Raw -15070539.442534 + Penalty 2294.295688 = -15068245.146846 nChanged 31 SP:Iteration 260F (8447.904227 sec): 3 clusters Score: Raw -15070539.980693 + Penalty 2294.295688 = -15068245.685005 nChanged 29 SP:Iteration 261Q (8448.097481 sec): 3 clusters Score: Raw -15070540.686820 + Penalty 2294.295688 = -15068246.391131 nChanged 27 SP:Iteration 262Q (8448.291946 sec): 3 clusters Score: Raw -15070541.201374 + Penalty 2294.295688 = -15068246.905686 nChanged 29 SP:Iteration 263Q (8448.485822 sec): 3 clusters Score: Raw -15070541.716452 + Penalty 2294.295688 = -15068247.420764 nChanged 32 SP:Iteration 264Q (8448.680168 sec): 3 clusters Score: Raw -15070542.233813 + Penalty 2294.295688 = -15068247.938125 nChanged 25 SP:Iteration 265Q (8448.876875 sec): 3 clusters Score: Raw -15070542.656623 + Penalty 2294.295688 = -15068248.360935 nChanged 33 SP:Iteration 266Q (8449.071718 sec): 3 clusters Score: Raw -15070543.285757 + Penalty 2294.295688 = -15068248.990069 nChanged 30 SP:Iteration 267Q (8449.264904 sec): 3 clusters Score: Raw -15070544.012774 + Penalty 2294.295688 = -15068249.717086 nChanged 32 SP:Iteration 268Q (8449.458260 sec): 3 clusters Score: Raw -15070544.545751 + Penalty 2294.295688 = -15068250.250063 nChanged 28 SP:Iteration 269Q (8449.652454 sec): 3 clusters Score: Raw -15070544.866145 + Penalty 2294.295688 = -15068250.570457 nChanged 23 SP:Iteration 270Q (8449.845452 sec): 3 clusters Score: Raw -15070545.165915 + Penalty 2294.295688 = -15068250.870227 nChanged 19 SP:Iteration 271Q (8450.038843 sec): 3 clusters Score: Raw -15070545.412056 + Penalty 2294.295688 = -15068251.116367 nChanged 18 SP:Iteration 272Q (8450.231758 sec): 3 clusters Score: Raw -15070545.698034 + Penalty 2294.295688 = -15068251.402346 nChanged 21 SP:Iteration 273Q (8450.424896 sec): 3 clusters Score: Raw -15070546.044285 + Penalty 2294.295688 = -15068251.748597 nChanged 21 SP:Iteration 274Q (8450.618136 sec): 3 clusters Score: Raw -15070546.412945 + Penalty 2294.295688 = -15068252.117257 nChanged 27 SP:Iteration 275Q (8450.811390 sec): 3 clusters Score: Raw -15070546.921135 + Penalty 2294.295688 = -15068252.625446 nChanged 27 SP:Iteration 276Q (8451.004549 sec): 3 clusters Score: Raw -15070547.448694 + Penalty 2294.295688 = -15068253.153006 nChanged 25 SP:Iteration 277Q (8451.197770 sec): 3 clusters Score: Raw -15070547.932632 + Penalty 2294.295688 = -15068253.636944 nChanged 30 SP:Iteration 278Q (8451.390803 sec): 3 clusters Score: Raw -15070548.440584 + Penalty 2294.295688 = -15068254.144896 nChanged 18 SP:Iteration 279Q (8451.583479 sec): 3 clusters Score: Raw -15070548.745791 + Penalty 2294.295688 = -15068254.450103 nChanged 29 SP:Iteration 280F (8451.810154 sec): 3 clusters Score: Raw -15070549.213081 + Penalty 2294.295688 = -15068254.917393 nChanged 28 SP:Iteration 281Q (8452.004880 sec): 3 clusters Score: Raw -15070549.666770 + Penalty 2294.295688 = -15068255.371082 nChanged 29 SP:Iteration 282Q (8452.198355 sec): 3 clusters Score: Raw -15070550.181414 + Penalty 2294.295688 = -15068255.885726 nChanged 36 SP:Iteration 283Q (8452.391613 sec): 3 clusters Score: Raw -15070550.754013 + Penalty 2294.295688 = -15068256.458325 nChanged 31 SP:Iteration 284Q (8452.584350 sec): 3 clusters Score: Raw -15070551.158299 + Penalty 2294.295688 = -15068256.862611 nChanged 24 SP:Iteration 285Q (8452.777941 sec): 3 clusters Score: Raw -15070551.591500 + Penalty 2294.295688 = -15068257.295812 nChanged 29 SP:Iteration 286Q (8452.970829 sec): 3 clusters Score: Raw -15070552.053326 + Penalty 2294.295688 = -15068257.757638 nChanged 27 SP:Iteration 287Q (8453.163490 sec): 3 clusters Score: Raw -15070552.535838 + Penalty 2294.295688 = -15068258.240150 nChanged 36 SP:Iteration 288Q (8453.355958 sec): 3 clusters Score: Raw -15070553.294744 + Penalty 2294.295688 = -15068258.999056 nChanged 38 SP:Iteration 289Q (8453.548777 sec): 3 clusters Score: Raw -15070554.213376 + Penalty 2294.295688 = -15068259.917688 nChanged 42 SP:Iteration 290Q (8453.741408 sec): 3 clusters Score: Raw -15070555.052776 + Penalty 2294.295688 = -15068260.757088 nChanged 34 SP:Iteration 291Q (8453.934097 sec): 3 clusters Score: Raw -15070555.711226 + Penalty 2294.295688 = -15068261.415538 nChanged 35 SP:Iteration 292Q (8454.126697 sec): 3 clusters Score: Raw -15070556.481534 + Penalty 2294.295688 = -15068262.185846 nChanged 50 SP:Iteration 293Q (8454.319527 sec): 3 clusters Score: Raw -15070557.716124 + Penalty 2294.295688 = -15068263.420436 nChanged 50 SP:Iteration 294Q (8454.513265 sec): 3 clusters Score: Raw -15070558.901424 + Penalty 2294.295688 = -15068264.605736 nChanged 49 SP:Iteration 295Q (8454.705957 sec): 3 clusters Score: Raw -15070560.093191 + Penalty 2294.295688 = -15068265.797502 nChanged 45 SP:Iteration 296Q (8454.899215 sec): 3 clusters Score: Raw -15070561.106421 + Penalty 2294.295688 = -15068266.810732 nChanged 41 SP:Iteration 297Q (8455.091383 sec): 3 clusters Score: Raw -15070562.000556 + Penalty 2294.295688 = -15068267.704868 nChanged 29 SP:Iteration 298Q (8455.284161 sec): 3 clusters Score: Raw -15070562.531734 + Penalty 2294.295688 = -15068268.236046 nChanged 27 SP:Iteration 299Q (8455.477014 sec): 3 clusters Score: Raw -15070562.981925 + Penalty 2294.295688 = -15068268.686236 nChanged 28 SP:Iteration 300F (8455.703223 sec): 3 clusters Score: Raw -15070563.462426 + Penalty 2294.295688 = -15068269.166738 nChanged 28 SP:Iteration 301Q (8455.895433 sec): 3 clusters Score: Raw -15070563.978385 + Penalty 2294.295688 = -15068269.682697 nChanged 35 SP:Iteration 302Q (8456.088240 sec): 3 clusters Score: Raw -15070564.745767 + Penalty 2294.295688 = -15068270.450079 nChanged 40 SP:Iteration 303Q (8456.281967 sec): 3 clusters Score: Raw -15070565.745075 + Penalty 2294.295688 = -15068271.449387 nChanged 38 SP:Iteration 304Q (8456.475328 sec): 3 clusters Score: Raw -15070566.634613 + Penalty 2294.295688 = -15068272.338925 nChanged 34 SP:Iteration 305Q (8456.667679 sec): 3 clusters Score: Raw -15070567.411484 + Penalty 2294.295688 = -15068273.115796 nChanged 31 SP:Iteration 306Q (8456.860086 sec): 3 clusters Score: Raw -15070568.047159 + Penalty 2294.295688 = -15068273.751471 nChanged 32 SP:Iteration 307Q (8457.052209 sec): 3 clusters Score: Raw -15070568.612495 + Penalty 2294.295688 = -15068274.316807 nChanged 28 SP:Iteration 308Q (8457.244232 sec): 3 clusters Score: Raw -15070569.063715 + Penalty 2294.295688 = -15068274.768026 nChanged 20 SP:Iteration 309Q (8457.436298 sec): 3 clusters Score: Raw -15070569.370587 + Penalty 2294.295688 = -15068275.074898 nChanged 23 SP:Iteration 310Q (8457.651275 sec): 3 clusters Score: Raw -15070569.797879 + Penalty 2294.295688 = -15068275.502191 nChanged 17 SP:Iteration 311Q (8457.843359 sec): 3 clusters Score: Raw -15070570.093804 + Penalty 2294.295688 = -15068275.798116 nChanged 22 SP:Iteration 312Q (8458.035254 sec): 3 clusters Score: Raw -15070570.475230 + Penalty 2294.295688 = -15068276.179542 nChanged 30 SP:Iteration 313Q (8458.227150 sec): 3 clusters Score: Raw -15070571.026890 + Penalty 2294.295688 = -15068276.731202 nChanged 31 SP:Iteration 314Q (8458.419167 sec): 3 clusters Score: Raw -15070571.733382 + Penalty 2294.295688 = -15068277.437694 nChanged 34 SP:Iteration 315Q (8458.611377 sec): 3 clusters Score: Raw -15070572.356711 + Penalty 2294.295688 = -15068278.061023 nChanged 23 SP:Iteration 316Q (8458.803918 sec): 3 clusters Score: Raw -15070572.741755 + Penalty 2294.295688 = -15068278.446067 nChanged 17 SP:Iteration 317Q (8458.996017 sec): 3 clusters Score: Raw -15070572.996424 + Penalty 2294.295688 = -15068278.700736 nChanged 22 SP:Iteration 318Q (8459.188124 sec): 3 clusters Score: Raw -15070573.338712 + Penalty 2294.295688 = -15068279.043024 nChanged 22 SP:Iteration 319Q (8459.403862 sec): 3 clusters Score: Raw -15070573.650272 + Penalty 2294.295688 = -15068279.354584 nChanged 22 SP:Iteration 320F (8459.629804 sec): 3 clusters Score: Raw -15070573.979932 + Penalty 2294.295688 = -15068279.684243 nChanged 28 SP:Iteration 321Q (8459.821564 sec): 3 clusters Score: Raw -15070574.389656 + Penalty 2294.295688 = -15068280.093968 nChanged 22 SP:Iteration 322Q (8460.014027 sec): 3 clusters Score: Raw -15070574.715349 + Penalty 2294.295688 = -15068280.419661 nChanged 25 SP:Iteration 323Q (8460.206318 sec): 3 clusters Score: Raw -15070575.113413 + Penalty 2294.295688 = -15068280.817725 nChanged 26 SP:Iteration 324Q (8460.398051 sec): 3 clusters Score: Raw -15070575.553449 + Penalty 2294.295688 = -15068281.257761 nChanged 20 SP:Iteration 325Q (8460.589812 sec): 3 clusters Score: Raw -15070575.877613 + Penalty 2294.295688 = -15068281.581925 nChanged 25 SP:Iteration 326Q (8460.781463 sec): 3 clusters Score: Raw -15070576.352707 + Penalty 2294.295688 = -15068282.057019 nChanged 23 SP:Iteration 327Q (8460.973268 sec): 3 clusters Score: Raw -15070576.722094 + Penalty 2294.295688 = -15068282.426405 nChanged 25 SP:Iteration 328Q (8461.164813 sec): 3 clusters Score: Raw -15070577.107319 + Penalty 2294.295688 = -15068282.811631 nChanged 20 SP:Iteration 329Q (8461.356448 sec): 3 clusters Score: Raw -15070577.411760 + Penalty 2294.295688 = -15068283.116072 nChanged 19 SP:Iteration 330Q (8461.547997 sec): 3 clusters Score: Raw -15070577.734760 + Penalty 2294.295688 = -15068283.439072 nChanged 28 SP:Iteration 331Q (8461.739468 sec): 3 clusters Score: Raw -15070578.279952 + Penalty 2294.295688 = -15068283.984264 nChanged 30 SP:Iteration 332Q (8461.935330 sec): 3 clusters Score: Raw -15070578.965058 + Penalty 2294.295688 = -15068284.669370 nChanged 33 SP:Iteration 333Q (8462.126891 sec): 3 clusters Score: Raw -15070579.721723 + Penalty 2294.295688 = -15068285.426035 nChanged 41 SP:Iteration 334Q (8462.318822 sec): 3 clusters Score: Raw -15070580.751239 + Penalty 2294.295688 = -15068286.455550 nChanged 41 SP:Iteration 335Q (8462.510175 sec): 3 clusters Score: Raw -15070581.635829 + Penalty 2294.295688 = -15068287.340141 nChanged 39 SP:Iteration 336Q (8462.701586 sec): 3 clusters Score: Raw -15070582.434200 + Penalty 2294.295688 = -15068288.138512 nChanged 42 SP:Iteration 337Q (8462.893116 sec): 3 clusters Score: Raw -15070583.363701 + Penalty 2294.295688 = -15068289.068012 nChanged 48 SP:Iteration 338Q (8463.085230 sec): 3 clusters Score: Raw -15070584.691500 + Penalty 2294.295688 = -15068290.395812 nChanged 52 SP:Iteration 339Q (8463.276868 sec): 3 clusters Score: Raw -15070586.247308 + Penalty 2294.295688 = -15068291.951620 nChanged 48 SP:Iteration 340F (8463.502249 sec): 3 clusters Score: Raw -15070587.723234 + Penalty 2294.295688 = -15068293.427545 nChanged 47 SP:Iteration 341Q (8463.694218 sec): 3 clusters Score: Raw -15070589.025462 + Penalty 2294.295688 = -15068294.729774 nChanged 51 SP:Iteration 342Q (8463.885327 sec): 3 clusters Score: Raw -15070590.512689 + Penalty 2294.295688 = -15068296.217001 nChanged 55 SP:Iteration 343Q (8464.076279 sec): 3 clusters Score: Raw -15070591.940094 + Penalty 2294.295688 = -15068297.644406 nChanged 56 SP:Iteration 344Q (8464.267388 sec): 3 clusters Score: Raw -15070593.816780 + Penalty 2294.295688 = -15068299.521092 nChanged 62 SP:Iteration 345Q (8464.458458 sec): 3 clusters Score: Raw -15070595.819393 + Penalty 2294.295688 = -15068301.523705 nChanged 55 SP:Iteration 346Q (8464.649461 sec): 3 clusters Score: Raw -15070597.526830 + Penalty 2294.295688 = -15068303.231142 nChanged 57 SP:Iteration 347Q (8464.840972 sec): 3 clusters Score: Raw -15070599.769987 + Penalty 2294.295688 = -15068305.474298 nChanged 54 SP:Iteration 348Q (8465.032507 sec): 3 clusters Score: Raw -15070601.793257 + Penalty 2294.295688 = -15068307.497569 nChanged 50 SP:Iteration 349Q (8465.222874 sec): 3 clusters Score: Raw -15070603.592993 + Penalty 2294.295688 = -15068309.297305 nChanged 61 SP:Iteration 350Q (8465.413873 sec): 3 clusters Score: Raw -15070605.450128 + Penalty 2294.295688 = -15068311.154440 nChanged 55 SP:Iteration 351Q (8465.604488 sec): 3 clusters Score: Raw -15070606.907255 + Penalty 2294.295688 = -15068312.611567 nChanged 67 SP:Iteration 352Q (8465.795556 sec): 3 clusters Score: Raw -15070609.157670 + Penalty 2294.295688 = -15068314.861981 nChanged 78 SP:Iteration 353Q (8465.986138 sec): 3 clusters Score: Raw -15070612.424308 + Penalty 2294.295688 = -15068318.128620 nChanged 89 SP:Iteration 354Q (8466.176567 sec): 3 clusters Score: Raw -15070616.396068 + Penalty 2294.295688 = -15068322.100379 nChanged 97 SP:Iteration 355Q (8466.367059 sec): 3 clusters Score: Raw -15070620.807484 + Penalty 2294.295688 = -15068326.511796 nChanged 103 SP:Iteration 356Q (8466.557306 sec): 3 clusters Score: Raw -15070625.746486 + Penalty 2294.295688 = -15068331.450797 nChanged 108 SP:Iteration 357Q (8466.747606 sec): 3 clusters Score: Raw -15070631.237009 + Penalty 2294.295688 = -15068336.941321 nChanged 120 SP:Iteration 358Q (8466.937872 sec): 3 clusters Score: Raw -15070636.967050 + Penalty 2294.295688 = -15068342.671362 nChanged 115 SP:Iteration 359Q (8467.127898 sec): 3 clusters Score: Raw -15070642.011658 + Penalty 2294.295688 = -15068347.715970 nChanged 107 SP:Iteration 360F (8467.353011 sec): 3 clusters Score: Raw -15070646.752723 + Penalty 2294.295688 = -15068352.457035 nChanged 100 SP:Iteration 361Q (8467.543276 sec): 3 clusters Score: Raw -15070650.812263 + Penalty 2294.295688 = -15068356.516575 nChanged 86 SP:Iteration 362Q (8467.733046 sec): 3 clusters Score: Raw -15070654.199541 + Penalty 2294.295688 = -15068359.903853 nChanged 89 SP:Iteration 363Q (8467.922776 sec): 3 clusters Score: Raw -15070657.831621 + Penalty 2294.295688 = -15068363.535933 nChanged 95 SP:Iteration 364Q (8468.112594 sec): 3 clusters Score: Raw -15070661.824257 + Penalty 2294.295688 = -15068367.528569 nChanged 109 SP:Iteration 365Q (8468.302392 sec): 3 clusters Score: Raw -15070666.659777 + Penalty 2294.295688 = -15068372.364089 nChanged 109 SP:Iteration 366Q (8468.491620 sec): 3 clusters Score: Raw -15070671.740355 + Penalty 2294.295688 = -15068377.444667 nChanged 109 SP:Iteration 367Q (8468.681649 sec): 3 clusters Score: Raw -15070676.703220 + Penalty 2294.295688 = -15068382.407532 nChanged 115 SP:Iteration 368Q (8468.871204 sec): 3 clusters Score: Raw -15070682.561968 + Penalty 2294.295688 = -15068388.266280 nChanged 107 SP:Iteration 369Q (8469.060440 sec): 3 clusters Score: Raw -15070687.838447 + Penalty 2294.295688 = -15068393.542759 nChanged 92 SP:Iteration 370Q (8469.249444 sec): 3 clusters Score: Raw -15070692.236304 + Penalty 2294.295688 = -15068397.940615 nChanged 101 SP:Iteration 371Q (8469.438562 sec): 3 clusters Score: Raw -15070697.015529 + Penalty 2294.295688 = -15068402.719841 nChanged 108 SP:Iteration 372Q (8469.627451 sec): 3 clusters Score: Raw -15070703.105579 + Penalty 2294.295688 = -15068408.809890 nChanged 134 SP:Iteration 373Q (8469.816176 sec): 3 clusters Score: Raw -15070710.749190 + Penalty 2294.295688 = -15068416.453502 nChanged 119 SP:Iteration 374Q (8470.004906 sec): 3 clusters Score: Raw -15070717.273279 + Penalty 2294.295688 = -15068422.977591 nChanged 126 SP:Iteration 375Q (8470.203075 sec): 3 clusters Score: Raw -15070724.285991 + Penalty 2294.295688 = -15068429.990303 nChanged 126 SP:Iteration 376Q (8470.391575 sec): 3 clusters Score: Raw -15070730.476561 + Penalty 2294.295688 = -15068436.180873 nChanged 106 SP:Iteration 377Q (8470.579804 sec): 3 clusters Score: Raw -15070735.149919 + Penalty 2294.295688 = -15068440.854231 nChanged 99 SP:Iteration 378Q (8470.768150 sec): 3 clusters Score: Raw -15070740.113085 + Penalty 2294.295688 = -15068445.817397 nChanged 86 SP:Iteration 379Q (8470.956075 sec): 3 clusters Score: Raw -15070744.048953 + Penalty 2294.295688 = -15068449.753265 nChanged 85 SP:Iteration 380F (8471.180573 sec): 3 clusters Score: Raw -15070747.745440 + Penalty 2294.295688 = -15068453.449751 nChanged 86 SP:Iteration 381Q (8471.368616 sec): 3 clusters Score: Raw -15070751.979905 + Penalty 2294.295688 = -15068457.684217 nChanged 111 SP:Iteration 382Q (8471.556476 sec): 3 clusters Score: Raw -15070757.398130 + Penalty 2294.295688 = -15068463.102442 nChanged 105 SP:Iteration 383Q (8471.779235 sec): 3 clusters Score: Raw -15070762.341349 + Penalty 2294.295688 = -15068468.045661 nChanged 107 SP:Iteration 384Q (8472.002806 sec): 3 clusters Score: Raw -15070767.742902 + Penalty 2294.295688 = -15068473.447214 nChanged 120 SP:Iteration 385Q (8472.215348 sec): 3 clusters Score: Raw -15070773.739993 + Penalty 2294.295688 = -15068479.444304 nChanged 107 SP:Iteration 386Q (8472.409823 sec): 3 clusters Score: Raw -15070778.999649 + Penalty 2294.295688 = -15068484.703961 nChanged 93 SP:Iteration 387Q (8472.598128 sec): 3 clusters Score: Raw -15070782.853200 + Penalty 2294.295688 = -15068488.557512 nChanged 81 SP:Iteration 388Q (8472.786162 sec): 3 clusters Score: Raw -15070785.984194 + Penalty 2294.295688 = -15068491.688506 nChanged 71 SP:Iteration 389Q (8472.973748 sec): 3 clusters Score: Raw -15070788.495174 + Penalty 2294.295688 = -15068494.199486 nChanged 66 SP:Iteration 390Q (8473.161004 sec): 3 clusters Score: Raw -15070791.006243 + Penalty 2294.295688 = -15068496.710555 nChanged 59 SP:Iteration 391Q (8473.348357 sec): 3 clusters Score: Raw -15070793.679488 + Penalty 2294.295688 = -15068499.383800 nChanged 73 SP:Iteration 392Q (8473.535508 sec): 3 clusters Score: Raw -15070797.350238 + Penalty 2294.295688 = -15068503.054550 nChanged 70 SP:Iteration 393Q (8473.722670 sec): 3 clusters Score: Raw -15070800.083033 + Penalty 2294.295688 = -15068505.787345 nChanged 58 SP:Iteration 394Q (8473.909840 sec): 3 clusters Score: Raw -15070801.974055 + Penalty 2294.295688 = -15068507.678367 nChanged 53 SP:Iteration 395Q (8474.097187 sec): 3 clusters Score: Raw -15070803.554874 + Penalty 2294.295688 = -15068509.259186 nChanged 61 SP:Iteration 396Q (8474.284206 sec): 3 clusters Score: Raw -15070806.201463 + Penalty 2294.295688 = -15068511.905775 nChanged 81 SP:Iteration 397Q (8474.471065 sec): 3 clusters Score: Raw -15070810.392182 + Penalty 2294.295688 = -15068516.096494 nChanged 95 SP:Iteration 398Q (8474.657724 sec): 3 clusters Score: Raw -15070815.245204 + Penalty 2294.295688 = -15068520.949516 nChanged 107 SP:Iteration 399Q (8474.844444 sec): 3 clusters Score: Raw -15070821.322329 + Penalty 2294.295688 = -15068527.026641 nChanged 103 SP:Iteration 400F (8475.071111 sec): 3 clusters Score: Raw -15070826.757972 + Penalty 2294.295688 = -15068532.462283 nChanged 102 SP:Iteration 401Q (8475.258596 sec): 3 clusters Score: Raw -15070832.150460 + Penalty 2294.295688 = -15068537.854771 nChanged 93 SP:Iteration 402Q (8475.445206 sec): 3 clusters Score: Raw -15070836.995178 + Penalty 2294.295688 = -15068542.699490 nChanged 96 SP:Iteration 403Q (8475.631620 sec): 3 clusters Score: Raw -15070841.810951 + Penalty 2294.295688 = -15068547.515262 nChanged 100 SP:Iteration 404Q (8475.817726 sec): 3 clusters Score: Raw -15070846.927875 + Penalty 2294.295688 = -15068552.632187 nChanged 109 SP:Iteration 405Q (8476.003836 sec): 3 clusters Score: Raw -15070853.417662 + Penalty 2294.295688 = -15068559.121974 nChanged 119 SP:Iteration 406Q (8476.189796 sec): 3 clusters Score: Raw -15070860.402764 + Penalty 2294.295688 = -15068566.107076 nChanged 95 SP:Iteration 407Q (8476.376123 sec): 3 clusters Score: Raw -15070865.234451 + Penalty 2294.295688 = -15068570.938763 nChanged 96 SP:Iteration 408Q (8476.563012 sec): 3 clusters Score: Raw -15070870.642411 + Penalty 2294.295688 = -15068576.346722 nChanged 103 SP:Iteration 409Q (8476.748922 sec): 3 clusters Score: Raw -15070876.689979 + Penalty 2294.295688 = -15068582.394291 nChanged 109 SP:Iteration 410Q (8476.934645 sec): 3 clusters Score: Raw -15070883.233369 + Penalty 2294.295688 = -15068588.937681 nChanged 119 SP:Iteration 411Q (8477.120549 sec): 3 clusters Score: Raw -15070891.206161 + Penalty 2294.295688 = -15068596.910473 nChanged 136 SP:Iteration 412Q (8477.307066 sec): 3 clusters Score: Raw -15070900.109015 + Penalty 2294.295688 = -15068605.813327 nChanged 117 SP:Iteration 413Q (8477.492463 sec): 3 clusters Score: Raw -15070906.829874 + Penalty 2294.295688 = -15068612.534185 nChanged 104 SP:Iteration 414Q (8477.678276 sec): 3 clusters Score: Raw -15070912.426200 + Penalty 2294.295688 = -15068618.130512 nChanged 90 SP:Iteration 415Q (8477.863601 sec): 3 clusters Score: Raw -15070916.561340 + Penalty 2294.295688 = -15068622.265651 nChanged 84 SP:Iteration 416Q (8478.083044 sec): 3 clusters Score: Raw -15070920.482613 + Penalty 2294.295688 = -15068626.186925 nChanged 90 SP:Iteration 417Q (8478.309626 sec): 3 clusters Score: Raw -15070924.887286 + Penalty 2294.295688 = -15068630.591597 nChanged 74 SP:Iteration 418Q (8478.523610 sec): 3 clusters Score: Raw -15070928.153501 + Penalty 2294.295688 = -15068633.857813 nChanged 76 SP:Iteration 419Q (8478.716752 sec): 3 clusters Score: Raw -15070931.607126 + Penalty 2294.295688 = -15068637.311438 nChanged 81 SP:Iteration 420F (8478.974223 sec): 3 clusters Score: Raw -15070936.017062 + Penalty 2294.295688 = -15068641.721374 nChanged 86 SP:Iteration 421Q (8479.199729 sec): 3 clusters Score: Raw -15070940.871130 + Penalty 2294.295688 = -15068646.575442 nChanged 84 SP:Iteration 422Q (8479.426072 sec): 3 clusters Score: Raw -15070945.638182 + Penalty 2294.295688 = -15068651.342494 nChanged 91 SP:Iteration 423Q (8479.658960 sec): 3 clusters Score: Raw -15070950.688529 + Penalty 2294.295688 = -15068656.392841 nChanged 79 SP:Iteration 424Q (8479.854356 sec): 3 clusters Score: Raw -15070954.366056 + Penalty 2294.295688 = -15068660.070368 nChanged 80 SP:Iteration 425Q (8480.066153 sec): 3 clusters Score: Raw -15070958.669917 + Penalty 2294.295688 = -15068664.374228 nChanged 83 SP:Iteration 426Q (8480.271526 sec): 3 clusters Score: Raw -15070963.418356 + Penalty 2294.295688 = -15068669.122668 nChanged 107 SP:Iteration 427Q (8480.469696 sec): 3 clusters Score: Raw -15070971.015077 + Penalty 2294.295688 = -15068676.719389 nChanged 125 SP:Iteration 428Q (8480.661660 sec): 3 clusters Score: Raw -15070980.798793 + Penalty 2294.295688 = -15068686.503105 nChanged 131 SP:Iteration 429Q (8480.871565 sec): 3 clusters Score: Raw -15070990.147419 + Penalty 2294.295688 = -15068695.851731 nChanged 131 SP:Iteration 430Q (8481.065695 sec): 3 clusters Score: Raw -15070999.546963 + Penalty 2294.295688 = -15068705.251274 nChanged 135 SP:Iteration 431Q (8481.287605 sec): 3 clusters Score: Raw -15071010.144581 + Penalty 2294.295688 = -15068715.848893 nChanged 130 SP:Iteration 432Q (8481.507299 sec): 3 clusters Score: Raw -15071019.718866 + Penalty 2294.295688 = -15068725.423178 nChanged 134 SP:Iteration 433Q (8481.733612 sec): 3 clusters Score: Raw -15071029.697883 + Penalty 2294.295688 = -15068735.402195 nChanged 138 SP:Iteration 434Q (8481.955095 sec): 3 clusters Score: Raw -15071041.492707 + Penalty 2294.295688 = -15068747.197019 nChanged 155 SP:Iteration 435Q (8482.179675 sec): 3 clusters Score: Raw -15071054.325392 + Penalty 2294.295688 = -15068760.029704 nChanged 152 SP:Iteration 436Q (8482.386202 sec): 3 clusters Score: Raw -15071067.502238 + Penalty 2294.295688 = -15068773.206549 nChanged 165 SP:Iteration 437Q (8482.570566 sec): 3 clusters Score: Raw -15071085.372997 + Penalty 2294.295688 = -15068791.077309 nChanged 175 SP:Iteration 438Q (8482.753562 sec): 3 clusters Score: Raw -15071104.590442 + Penalty 2294.295688 = -15068810.294754 nChanged 178 SP:Iteration 439Q (8482.937095 sec): 3 clusters Score: Raw -15071124.468586 + Penalty 2294.295688 = -15068830.172898 nChanged 182 SP:Iteration 440F (8483.162523 sec): 3 clusters Score: Raw -15071145.754760 + Penalty 2294.295688 = -15068851.459072 nChanged 183 SP:Iteration 441Q (8483.345692 sec): 3 clusters Score: Raw -15071165.868572 + Penalty 2294.295688 = -15068871.572884 nChanged 172 SP:Iteration 442Q (8483.528651 sec): 3 clusters Score: Raw -15071183.840314 + Penalty 2294.295688 = -15068889.544626 nChanged 176 SP:Iteration 443Q (8483.734164 sec): 3 clusters Score: Raw -15071202.875940 + Penalty 2294.295688 = -15068908.580252 nChanged 165 SP:Iteration 444Q (8483.917090 sec): 3 clusters Score: Raw -15071220.115183 + Penalty 2294.295688 = -15068925.819495 nChanged 173 SP:Iteration 445Q (8484.099381 sec): 3 clusters Score: Raw -15071240.451805 + Penalty 2294.295688 = -15068946.156117 nChanged 206 SP:Iteration 446Q (8484.281841 sec): 3 clusters Score: Raw -15071266.859770 + Penalty 2294.295688 = -15068972.564081 nChanged 200 SP:Iteration 447Q (8484.464312 sec): 3 clusters Score: Raw -15071294.648016 + Penalty 2294.295688 = -15069000.352328 nChanged 229 SP:Iteration 448Q (8484.646328 sec): 3 clusters Score: Raw -15071329.154233 + Penalty 2294.295688 = -15069034.858545 nChanged 239 SP:Iteration 449Q (8484.828313 sec): 3 clusters Score: Raw -15071367.558718 + Penalty 2294.295688 = -15069073.263030 nChanged 253 SP:Iteration 450Q (8485.011422 sec): 3 clusters Score: Raw -15071406.758411 + Penalty 2294.295688 = -15069112.462723 nChanged 254 SP:Iteration 451Q (8485.193280 sec): 3 clusters Score: Raw -15071446.497292 + Penalty 2294.295688 = -15069152.201604 nChanged 243 SP:Iteration 452Q (8485.375540 sec): 3 clusters Score: Raw -15071483.862481 + Penalty 2294.295688 = -15069189.566793 nChanged 244 SP:Iteration 453Q (8485.557124 sec): 3 clusters Score: Raw -15071521.846979 + Penalty 2294.295688 = -15069227.551291 nChanged 261 SP:Iteration 454Q (8485.738495 sec): 3 clusters Score: Raw -15071567.489261 + Penalty 2294.295688 = -15069273.193573 nChanged 274 SP:Iteration 455Q (8485.920009 sec): 3 clusters Score: Raw -15071618.163428 + Penalty 2294.295688 = -15069323.867740 nChanged 270 SP:Iteration 456Q (8486.101092 sec): 3 clusters Score: Raw -15071668.646253 + Penalty 2294.295688 = -15069374.350565 nChanged 263 SP:Iteration 457Q (8486.279714 sec): 3 clusters Score: Raw -15071719.546785 + Penalty 2294.295688 = -15069425.251097 nChanged 277 SP:Iteration 458Q (8486.458421 sec): 3 clusters Score: Raw -15071776.143423 + Penalty 2294.295688 = -15069481.847734 nChanged 280 SP:Iteration 459Q (8486.637335 sec): 3 clusters Score: Raw -15071834.720146 + Penalty 2294.295688 = -15069540.424458 nChanged 294 SP:Iteration 460F (8486.859207 sec): 3 clusters Score: Raw -15071900.381420 + Penalty 2294.295688 = -15069606.085732 nChanged 283 SP:Iteration 461Q (8487.038638 sec): 3 clusters Score: Raw -15071970.794487 + Penalty 2294.295688 = -15069676.498799 nChanged 294 SP:Iteration 462Q (8487.217005 sec): 3 clusters Score: Raw -15072047.406230 + Penalty 2294.295688 = -15069753.110542 nChanged 290 SP:Iteration 463Q (8487.394931 sec): 3 clusters Score: Raw -15072127.484548 + Penalty 2294.295688 = -15069833.188860 nChanged 270 SP:Iteration 464Q (8487.573189 sec): 3 clusters Score: Raw -15072209.541211 + Penalty 2294.295688 = -15069915.245522 nChanged 243 SP:Iteration 465Q (8487.752694 sec): 3 clusters Score: Raw -15072286.740238 + Penalty 2294.295688 = -15069992.444550 nChanged 250 SP:Iteration 466Q (8487.931039 sec): 3 clusters Score: Raw -15072360.063579 + Penalty 2294.295688 = -15070065.767891 nChanged 213 SP:Iteration 467Q (8488.108581 sec): 3 clusters Score: Raw -15072416.213799 + Penalty 2294.295688 = -15070121.918111 nChanged 199 SP:Iteration 468Q (8488.286213 sec): 3 clusters Score: Raw -15072471.603458 + Penalty 2294.295688 = -15070177.307770 nChanged 159 SP:Iteration 469Q (8488.463359 sec): 3 clusters Score: Raw -15072519.448285 + Penalty 2294.295688 = -15070225.152597 nChanged 152 SP:Iteration 470Q (8488.640484 sec): 3 clusters Score: Raw -15072560.108547 + Penalty 2294.295688 = -15070265.812859 nChanged 126 SP:Iteration 471Q (8488.817449 sec): 3 clusters Score: Raw -15072596.048742 + Penalty 2294.295688 = -15070301.753053 nChanged 138 SP:Iteration 472Q (8488.994495 sec): 3 clusters Score: Raw -15072641.258432 + Penalty 2294.295688 = -15070346.962744 nChanged 128 SP:Iteration 473Q (8489.171653 sec): 3 clusters Score: Raw -15072691.477867 + Penalty 2294.295688 = -15070397.182179 nChanged 128 SP:Iteration 474Q (8489.348858 sec): 3 clusters Score: Raw -15072733.104563 + Penalty 2294.295688 = -15070438.808875 nChanged 102 SP:Iteration 475Q (8489.525930 sec): 3 clusters Score: Raw -15072766.304736 + Penalty 2294.295688 = -15070472.009048 nChanged 83 SP:Iteration 476Q (8489.702687 sec): 3 clusters Score: Raw -15072792.067652 + Penalty 2294.295688 = -15070497.771964 nChanged 72 SP:Iteration 477Q (8489.879627 sec): 3 clusters Score: Raw -15072812.266355 + Penalty 2294.295688 = -15070517.970667 nChanged 61 SP:Iteration 478Q (8490.055932 sec): 3 clusters Score: Raw -15072827.921069 + Penalty 2294.295688 = -15070533.625381 nChanged 54 SP:Iteration 479Q (8490.233021 sec): 3 clusters Score: Raw -15072843.535207 + Penalty 2294.295688 = -15070549.239519 nChanged 59 SP:Iteration 480F (8490.455183 sec): 3 clusters Score: Raw -15072861.002222 + Penalty 2294.295688 = -15070566.706534 nChanged 47 SP:Iteration 481Q (8490.632059 sec): 3 clusters Score: Raw -15072874.082751 + Penalty 2294.295688 = -15070579.787063 nChanged 39 SP:Iteration 482Q (8490.808911 sec): 3 clusters Score: Raw -15072884.777555 + Penalty 2294.295688 = -15070590.481867 nChanged 32 SP:Iteration 483Q (8490.985798 sec): 3 clusters Score: Raw -15072892.556312 + Penalty 2294.295688 = -15070598.260624 nChanged 36 SP:Iteration 484Q (8491.162226 sec): 3 clusters Score: Raw -15072902.342185 + Penalty 2294.295688 = -15070608.046497 nChanged 35 SP:Iteration 485Q (8491.339018 sec): 3 clusters Score: Raw -15072913.428247 + Penalty 2294.295688 = -15070619.132559 nChanged 30 SP:Iteration 486Q (8491.515581 sec): 3 clusters Score: Raw -15072921.410108 + Penalty 2294.295688 = -15070627.114419 nChanged 28 SP:Iteration 487Q (8491.692094 sec): 3 clusters Score: Raw -15072929.369247 + Penalty 2294.295688 = -15070635.073559 nChanged 22 SP:Iteration 488Q (8491.868778 sec): 3 clusters Score: Raw -15072935.538943 + Penalty 2294.295688 = -15070641.243255 nChanged 23 SP:Iteration 489Q (8492.045361 sec): 3 clusters Score: Raw -15072942.336032 + Penalty 2294.295688 = -15070648.040344 nChanged 19 SP:Iteration 490Q (8492.221857 sec): 3 clusters Score: Raw -15072949.250271 + Penalty 2294.295688 = -15070654.954583 nChanged 29 SP:Iteration 491Q (8492.398406 sec): 3 clusters Score: Raw -15072958.300802 + Penalty 2294.295688 = -15070664.005114 nChanged 21 SP:Iteration 492Q (8492.575056 sec): 3 clusters Score: Raw -15072963.027526 + Penalty 2294.295688 = -15070668.731838 nChanged 13 SP:Iteration 493Q (8492.751335 sec): 3 clusters Score: Raw -15072966.424823 + Penalty 2294.295688 = -15070672.129135 nChanged 7 SP:Iteration 494Q (8492.927812 sec): 3 clusters Score: Raw -15072967.721873 + Penalty 2294.295688 = -15070673.426184 nChanged 9 SP:Iteration 495Q (8493.104483 sec): 3 clusters Score: Raw -15072969.609884 + Penalty 2294.295688 = -15070675.314195 nChanged 5 SP:Iteration 496Q (8493.281862 sec): 3 clusters Score: Raw -15072970.746278 + Penalty 2294.295688 = -15070676.450590 nChanged 2 SP:Iteration 497Q (8493.458534 sec): 3 clusters Score: Raw -15072971.252742 + Penalty 2294.295688 = -15070676.957053 nChanged 2 SP:Iteration 498Q (8493.635354 sec): 3 clusters Score: Raw -15072971.679072 + Penalty 2294.295688 = -15070677.383384 nChanged 3 SP:Iteration 499Q (8493.811769 sec): 3 clusters Score: Raw -15072972.333074 + Penalty 2294.295688 = -15070678.037386 nChanged 4 SP:Iteration 500F (8494.033349 sec): 3 clusters Score: Raw -15072973.003577 + Penalty 2294.295688 = -15070678.707889 nChanged 1 SP:Iteration 501Q (8494.210042 sec): 3 clusters Score: Raw -15072973.221327 + Penalty 2294.295688 = -15070678.925639 nChanged 2 SP:Iteration 502Q (8494.386381 sec): 3 clusters Score: Raw -15072973.875285 + Penalty 2294.295688 = -15070679.579597 nChanged 2 SP:Iteration 503Q (8494.562758 sec): 3 clusters Score: Raw -15072974.275314 + Penalty 2294.295688 = -15070679.979626 nChanged 2 SP:Iteration 504Q (8494.743515 sec): 3 clusters Score: Raw -15072974.568371 + Penalty 2294.295688 = -15070680.272683 nChanged 1 SP:Iteration 505Q (8494.921280 sec): 3 clusters Score: Raw -15072974.834251 + Penalty 2294.295688 = -15070680.538563 nChanged 0 SP:Iteration 506F (8495.143136 sec): 3 clusters Score: Raw -15072974.834251 + Penalty 2294.295688 = -15070680.538563 nChanged 0 Trying to split cluster 33 (252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8495.155666 sec): 2 clusters Score: Raw -15726.124613 + Penalty 525.295763 = -15200.828849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8495.157356 sec): 3 clusters Score: Raw -15762.003110 + Penalty 1050.591527 = -14711.411583 nChanged 71 SP:Iteration 1F (8495.159269 sec): 3 clusters Score: Raw -15979.772077 + Penalty 1050.591527 = -14929.180551 nChanged 30 SP:Iteration 2F (8495.160746 sec): 3 clusters Score: Raw -16087.176428 + Penalty 1050.591527 = -15036.584901 nChanged 16 SP:Iteration 3F (8495.162386 sec): 3 clusters Score: Raw -16146.220861 + Penalty 1050.591527 = -15095.629334 nChanged 13 SP:Iteration 4F (8495.163936 sec): 3 clusters Score: Raw -16222.619649 + Penalty 1050.591527 = -15172.028123 nChanged 5 SP:Iteration 5Q (8495.165422 sec): 3 clusters Score: Raw -16273.731972 + Penalty 1050.591527 = -15223.140446 nChanged 4 SP:Iteration 6Q (8495.166951 sec): 3 clusters Score: Raw -16311.627892 + Penalty 1050.591527 = -15261.036366 nChanged 3 SP:Iteration 7Q (8495.168447 sec): 3 clusters Score: Raw -16334.943437 + Penalty 1050.591527 = -15284.351910 nChanged 2 SP:Iteration 8Q (8495.169877 sec): 3 clusters Score: Raw -16339.122093 + Penalty 1050.591527 = -15288.530566 nChanged 2 SP:Iteration 9Q (8495.171369 sec): 3 clusters Score: Raw -16345.087583 + Penalty 1050.591527 = -15294.496057 nChanged 0 SP:Iteration 10F (8495.172961 sec): 3 clusters Score: Raw -16345.087583 + Penalty 1050.591527 = -15294.496057 nChanged 0 Score: Raw -69573368.267475 + Penalty 55732.614048 = -69517635.653427 Splitting cluster 33 changes total score from -69518311.906109 to -69517635.653427 So it's not getting split. Trying to split cluster 34 (7737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8512.808805 sec): 2 clusters Score: Raw -637692.024780 + Penalty 850.608083 = -636841.416697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8512.831075 sec): 3 clusters Score: Raw -633289.648775 + Penalty 1701.216166 = -631588.432609 nChanged 3354 SP:Iteration 1F (8512.852620 sec): 3 clusters Score: Raw -635408.833703 + Penalty 1701.216166 = -633707.617537 nChanged 702 SP:Iteration 2F (8512.874261 sec): 3 clusters Score: Raw -636063.668171 + Penalty 1701.216166 = -634362.452005 nChanged 759 SP:Iteration 3F (8512.896012 sec): 3 clusters Score: Raw -636748.383908 + Penalty 1701.216166 = -635047.167742 nChanged 661 SP:Iteration 4F (8512.917542 sec): 3 clusters Score: Raw -637266.472633 + Penalty 1701.216166 = -635565.256467 nChanged 448 SP:Iteration 5F (8512.938987 sec): 3 clusters Score: Raw -637581.755176 + Penalty 1701.216166 = -635880.539010 nChanged 322 SP:Iteration 6Q (8512.960508 sec): 3 clusters Score: Raw -637781.462003 + Penalty 1701.216166 = -636080.245837 nChanged 217 SP:Iteration 7Q (8512.981998 sec): 3 clusters Score: Raw -637917.247169 + Penalty 1701.216166 = -636216.031003 nChanged 167 SP:Iteration 8Q (8513.003670 sec): 3 clusters Score: Raw -638023.972828 + Penalty 1701.216166 = -636322.756662 nChanged 140 SP:Iteration 9Q (8513.038204 sec): 3 clusters Score: Raw -638120.562012 + Penalty 1701.216166 = -636419.345846 nChanged 115 SP:Iteration 10Q (8513.059571 sec): 3 clusters Score: Raw -638204.678688 + Penalty 1701.216166 = -636503.462522 nChanged 100 SP:Iteration 11Q (8513.080879 sec): 3 clusters Score: Raw -638273.913595 + Penalty 1701.216166 = -636572.697429 nChanged 84 SP:Iteration 12Q (8513.102084 sec): 3 clusters Score: Raw -638319.494507 + Penalty 1701.216166 = -636618.278341 nChanged 65 SP:Iteration 13Q (8513.122847 sec): 3 clusters Score: Raw -638348.959332 + Penalty 1701.216166 = -636647.743166 nChanged 48 SP:Iteration 14Q (8513.143567 sec): 3 clusters Score: Raw -638363.344164 + Penalty 1701.216166 = -636662.127998 nChanged 29 SP:Iteration 15Q (8513.199515 sec): 3 clusters Score: Raw -638370.816662 + Penalty 1701.216166 = -636669.600496 nChanged 25 SP:Iteration 16Q (8513.219955 sec): 3 clusters Score: Raw -638378.406148 + Penalty 1701.216166 = -636677.189982 nChanged 25 SP:Iteration 17Q (8513.240759 sec): 3 clusters Score: Raw -638385.530647 + Penalty 1701.216166 = -636684.314481 nChanged 20 SP:Iteration 18Q (8513.261467 sec): 3 clusters Score: Raw -638391.965956 + Penalty 1701.216166 = -636690.749790 nChanged 17 SP:Iteration 19Q (8513.281911 sec): 3 clusters Score: Raw -638396.754743 + Penalty 1701.216166 = -636695.538577 nChanged 19 SP:Iteration 20F (8513.303747 sec): 3 clusters Score: Raw -638402.107289 + Penalty 1701.216166 = -636700.891123 nChanged 18 SP:Iteration 21Q (8513.324296 sec): 3 clusters Score: Raw -638406.361431 + Penalty 1701.216166 = -636705.145265 nChanged 16 SP:Iteration 22Q (8513.344774 sec): 3 clusters Score: Raw -638409.740077 + Penalty 1701.216166 = -636708.523911 nChanged 13 SP:Iteration 23Q (8513.365195 sec): 3 clusters Score: Raw -638411.853543 + Penalty 1701.216166 = -636710.637377 nChanged 6 SP:Iteration 24Q (8513.385717 sec): 3 clusters Score: Raw -638412.925401 + Penalty 1701.216166 = -636711.709235 nChanged 6 SP:Iteration 25Q (8513.406383 sec): 3 clusters Score: Raw -638414.028847 + Penalty 1701.216166 = -636712.812681 nChanged 6 SP:Iteration 26Q (8513.426778 sec): 3 clusters Score: Raw -638414.839848 + Penalty 1701.216166 = -636713.623682 nChanged 4 SP:Iteration 27Q (8513.447460 sec): 3 clusters Score: Raw -638415.111684 + Penalty 1701.216166 = -636713.895518 nChanged 4 SP:Iteration 28Q (8513.467935 sec): 3 clusters Score: Raw -638415.594378 + Penalty 1701.216166 = -636714.378212 nChanged 2 SP:Iteration 29Q (8513.488558 sec): 3 clusters Score: Raw -638415.987580 + Penalty 1701.216166 = -636714.771414 nChanged 1 SP:Iteration 30Q (8513.508880 sec): 3 clusters Score: Raw -638416.201707 + Penalty 1701.216166 = -636714.985541 nChanged 2 SP:Iteration 31Q (8513.529442 sec): 3 clusters Score: Raw -638416.455756 + Penalty 1701.216166 = -636715.239590 nChanged 1 SP:Iteration 32Q (8513.549907 sec): 3 clusters Score: Raw -638416.483806 + Penalty 1701.216166 = -636715.267640 nChanged 0 SP:Iteration 33F (8513.571303 sec): 3 clusters Score: Raw -638416.483806 + Penalty 1701.216166 = -636715.267640 nChanged 0 Trying to split cluster 35 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8513.584719 sec): 2 clusters Score: Raw -7480.170967 + Penalty 449.938853 = -7030.232114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8513.585939 sec): 3 clusters Score: Raw -7571.886341 + Penalty 899.877705 = -6672.008636 nChanged 13 SP:Iteration 1F (8513.586961 sec): 3 clusters Score: Raw -7596.275086 + Penalty 899.877705 = -6696.397381 nChanged 4 SP:Iteration 2Q (8513.587936 sec): 3 clusters Score: Raw -7603.494615 + Penalty 899.877705 = -6703.616910 nChanged 2 SP:Iteration 3Q (8513.588907 sec): 3 clusters Score: Raw -7607.203525 + Penalty 899.877705 = -6707.325819 nChanged 1 SP:Iteration 4Q (8513.589872 sec): 3 clusters Score: Raw -7609.260154 + Penalty 899.877705 = -6709.382449 nChanged 1 SP:Iteration 5Q (8513.590846 sec): 3 clusters Score: Raw -7610.835935 + Penalty 899.877705 = -6710.958230 nChanged 0 SP:Iteration 6F (8513.591829 sec): 3 clusters Score: Raw -7610.835935 + Penalty 899.877705 = -6710.958230 nChanged 0 Trying to split cluster 36 (8028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8513.612781 sec): 2 clusters Score: Raw -671528.347106 + Penalty 854.115617 = -670674.231489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8513.635544 sec): 3 clusters Score: Raw -666820.762003 + Penalty 1708.231235 = -665112.530768 nChanged 3620 SP:Iteration 1F (8513.657274 sec): 3 clusters Score: Raw -668988.029057 + Penalty 1708.231235 = -667279.797822 nChanged 669 SP:Iteration 2F (8513.679085 sec): 3 clusters Score: Raw -669437.915553 + Penalty 1708.231235 = -667729.684318 nChanged 649 SP:Iteration 3F (8513.700936 sec): 3 clusters Score: Raw -669878.061792 + Penalty 1708.231235 = -668169.830557 nChanged 516 SP:Iteration 4F (8513.722743 sec): 3 clusters Score: Raw -670206.308299 + Penalty 1708.231235 = -668498.077064 nChanged 414 SP:Iteration 5F (8513.744717 sec): 3 clusters Score: Raw -670495.760610 + Penalty 1708.231235 = -668787.529375 nChanged 358 SP:Iteration 6Q (8513.766695 sec): 3 clusters Score: Raw -670779.286610 + Penalty 1708.231235 = -669071.055376 nChanged 296 SP:Iteration 7Q (8513.788623 sec): 3 clusters Score: Raw -671026.563380 + Penalty 1708.231235 = -669318.332145 nChanged 219 SP:Iteration 8Q (8513.810558 sec): 3 clusters Score: Raw -671217.242438 + Penalty 1708.231235 = -669509.011203 nChanged 166 SP:Iteration 9Q (8513.832009 sec): 3 clusters Score: Raw -671398.115563 + Penalty 1708.231235 = -669689.884328 nChanged 136 SP:Iteration 10Q (8513.853112 sec): 3 clusters Score: Raw -671511.628302 + Penalty 1708.231235 = -669803.397067 nChanged 88 SP:Iteration 11Q (8513.874212 sec): 3 clusters Score: Raw -671569.802189 + Penalty 1708.231235 = -669861.570954 nChanged 63 SP:Iteration 12Q (8513.904548 sec): 3 clusters Score: Raw -671606.765769 + Penalty 1708.231235 = -669898.534534 nChanged 47 SP:Iteration 13Q (8513.915173 sec): 3 clusters Score: Raw -671631.540235 + Penalty 1708.231235 = -669923.309000 nChanged 36 SP:Iteration 14Q (8513.935589 sec): 3 clusters Score: Raw -671645.302359 + Penalty 1708.231235 = -669937.071124 nChanged 32 SP:Iteration 15Q (8513.955907 sec): 3 clusters Score: Raw -671655.514610 + Penalty 1708.231235 = -669947.283375 nChanged 20 SP:Iteration 16Q (8513.976505 sec): 3 clusters Score: Raw -671662.117167 + Penalty 1708.231235 = -669953.885932 nChanged 23 SP:Iteration 17Q (8513.996845 sec): 3 clusters Score: Raw -671671.644365 + Penalty 1708.231235 = -669963.413130 nChanged 26 SP:Iteration 18Q (8514.017049 sec): 3 clusters Score: Raw -671682.640067 + Penalty 1708.231235 = -669974.408832 nChanged 22 SP:Iteration 19Q (8514.037412 sec): 3 clusters Score: Raw -671689.517614 + Penalty 1708.231235 = -669981.286379 nChanged 16 SP:Iteration 20F (8514.059261 sec): 3 clusters Score: Raw -671694.581641 + Penalty 1708.231235 = -669986.350406 nChanged 16 SP:Iteration 21Q (8514.079520 sec): 3 clusters Score: Raw -671700.544854 + Penalty 1708.231235 = -669992.313619 nChanged 16 SP:Iteration 22Q (8514.099827 sec): 3 clusters Score: Raw -671706.700337 + Penalty 1708.231235 = -669998.469102 nChanged 19 SP:Iteration 23Q (8514.149326 sec): 3 clusters Score: Raw -671720.696624 + Penalty 1708.231235 = -670012.465389 nChanged 24 SP:Iteration 24Q (8514.202647 sec): 3 clusters Score: Raw -671734.585179 + Penalty 1708.231235 = -670026.353944 nChanged 19 SP:Iteration 25Q (8514.227968 sec): 3 clusters Score: Raw -671743.445705 + Penalty 1708.231235 = -670035.214471 nChanged 13 SP:Iteration 26Q (8514.247927 sec): 3 clusters Score: Raw -671748.437737 + Penalty 1708.231235 = -670040.206502 nChanged 12 SP:Iteration 27Q (8514.268356 sec): 3 clusters Score: Raw -671752.962337 + Penalty 1708.231235 = -670044.731103 nChanged 13 SP:Iteration 28Q (8514.288441 sec): 3 clusters Score: Raw -671759.269243 + Penalty 1708.231235 = -670051.038008 nChanged 17 SP:Iteration 29Q (8514.308428 sec): 3 clusters Score: Raw -671766.097953 + Penalty 1708.231235 = -670057.866718 nChanged 8 SP:Iteration 30Q (8514.328517 sec): 3 clusters Score: Raw -671769.586116 + Penalty 1708.231235 = -670061.354881 nChanged 9 SP:Iteration 31Q (8514.348802 sec): 3 clusters Score: Raw -671772.269335 + Penalty 1708.231235 = -670064.038100 nChanged 10 SP:Iteration 32Q (8514.368821 sec): 3 clusters Score: Raw -671775.143142 + Penalty 1708.231235 = -670066.911907 nChanged 10 SP:Iteration 33Q (8514.388854 sec): 3 clusters Score: Raw -671777.957687 + Penalty 1708.231235 = -670069.726452 nChanged 8 SP:Iteration 34Q (8514.408931 sec): 3 clusters Score: Raw -671780.299301 + Penalty 1708.231235 = -670072.068066 nChanged 5 SP:Iteration 35Q (8514.429167 sec): 3 clusters Score: Raw -671781.868527 + Penalty 1708.231235 = -670073.637292 nChanged 3 SP:Iteration 36Q (8514.485138 sec): 3 clusters Score: Raw -671782.550022 + Penalty 1708.231235 = -670074.318788 nChanged 4 SP:Iteration 37Q (8514.540415 sec): 3 clusters Score: Raw -671783.067910 + Penalty 1708.231235 = -670074.836675 nChanged 0 SP:Iteration 38F (8514.561840 sec): 3 clusters Score: Raw -671783.067910 + Penalty 1708.231235 = -670074.836675 nChanged 0 Trying to split cluster 37 (16007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8514.588917 sec): 2 clusters Score: Raw -1393669.289312 + Penalty 919.674234 = -1392749.615078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8514.620968 sec): 3 clusters Score: Raw -1383845.272944 + Penalty 1839.348467 = -1382005.924477 nChanged 7438 SP:Iteration 1F (8514.651279 sec): 3 clusters Score: Raw -1388250.194586 + Penalty 1839.348467 = -1386410.846119 nChanged 1217 SP:Iteration 2F (8514.681713 sec): 3 clusters Score: Raw -1389121.077760 + Penalty 1839.348467 = -1387281.729293 nChanged 1350 SP:Iteration 3F (8514.712080 sec): 3 clusters Score: Raw -1390243.536751 + Penalty 1839.348467 = -1388404.188284 nChanged 1295 SP:Iteration 4F (8514.742401 sec): 3 clusters Score: Raw -1391431.391724 + Penalty 1839.348467 = -1389592.043257 nChanged 1019 SP:Iteration 5F (8514.773051 sec): 3 clusters Score: Raw -1392359.742091 + Penalty 1839.348467 = -1390520.393624 nChanged 712 SP:Iteration 6Q (8514.803383 sec): 3 clusters Score: Raw -1392901.260633 + Penalty 1839.348467 = -1391061.912166 nChanged 494 SP:Iteration 7Q (8514.832957 sec): 3 clusters Score: Raw -1393230.600573 + Penalty 1839.348467 = -1391391.252106 nChanged 354 SP:Iteration 8Q (8514.862305 sec): 3 clusters Score: Raw -1393489.202712 + Penalty 1839.348467 = -1391649.854245 nChanged 260 SP:Iteration 9Q (8514.891662 sec): 3 clusters Score: Raw -1393704.253861 + Penalty 1839.348467 = -1391864.905394 nChanged 225 SP:Iteration 10Q (8514.920391 sec): 3 clusters Score: Raw -1393891.732359 + Penalty 1839.348467 = -1392052.383892 nChanged 166 SP:Iteration 11Q (8514.948757 sec): 3 clusters Score: Raw -1393987.572570 + Penalty 1839.348467 = -1392148.224103 nChanged 142 SP:Iteration 12Q (8514.977096 sec): 3 clusters Score: Raw -1394045.233027 + Penalty 1839.348467 = -1392205.884560 nChanged 108 SP:Iteration 13Q (8515.005263 sec): 3 clusters Score: Raw -1394075.348965 + Penalty 1839.348467 = -1392236.000498 nChanged 75 SP:Iteration 14Q (8515.033208 sec): 3 clusters Score: Raw -1394094.405596 + Penalty 1839.348467 = -1392255.057129 nChanged 47 SP:Iteration 15Q (8515.062066 sec): 3 clusters Score: Raw -1394104.947797 + Penalty 1839.348467 = -1392265.599330 nChanged 39 SP:Iteration 16Q (8515.091180 sec): 3 clusters Score: Raw -1394112.351060 + Penalty 1839.348467 = -1392273.002593 nChanged 35 SP:Iteration 17Q (8515.119089 sec): 3 clusters Score: Raw -1394118.108140 + Penalty 1839.348467 = -1392278.759673 nChanged 26 SP:Iteration 18Q (8515.147011 sec): 3 clusters Score: Raw -1394122.134330 + Penalty 1839.348467 = -1392282.785863 nChanged 29 SP:Iteration 19Q (8515.175244 sec): 3 clusters Score: Raw -1394127.004599 + Penalty 1839.348467 = -1392287.656132 nChanged 27 SP:Iteration 20F (8515.205667 sec): 3 clusters Score: Raw -1394131.038385 + Penalty 1839.348467 = -1392291.689918 nChanged 23 SP:Iteration 21Q (8515.233691 sec): 3 clusters Score: Raw -1394134.519360 + Penalty 1839.348467 = -1392295.170893 nChanged 21 SP:Iteration 22Q (8515.265015 sec): 3 clusters Score: Raw -1394137.387372 + Penalty 1839.348467 = -1392298.038905 nChanged 12 SP:Iteration 23Q (8515.292876 sec): 3 clusters Score: Raw -1394139.141462 + Penalty 1839.348467 = -1392299.792995 nChanged 17 SP:Iteration 24Q (8515.320566 sec): 3 clusters Score: Raw -1394141.376218 + Penalty 1839.348467 = -1392302.027751 nChanged 17 SP:Iteration 25Q (8515.349246 sec): 3 clusters Score: Raw -1394143.556686 + Penalty 1839.348467 = -1392304.208219 nChanged 15 SP:Iteration 26Q (8515.376991 sec): 3 clusters Score: Raw -1394145.520981 + Penalty 1839.348467 = -1392306.172514 nChanged 16 SP:Iteration 27Q (8515.404929 sec): 3 clusters Score: Raw -1394148.648144 + Penalty 1839.348467 = -1392309.299677 nChanged 15 SP:Iteration 28Q (8515.432664 sec): 3 clusters Score: Raw -1394150.668076 + Penalty 1839.348467 = -1392311.319609 nChanged 14 SP:Iteration 29Q (8515.460424 sec): 3 clusters Score: Raw -1394152.692031 + Penalty 1839.348467 = -1392313.343564 nChanged 10 SP:Iteration 30Q (8515.488404 sec): 3 clusters Score: Raw -1394153.457455 + Penalty 1839.348467 = -1392314.108988 nChanged 6 SP:Iteration 31Q (8515.516083 sec): 3 clusters Score: Raw -1394154.044993 + Penalty 1839.348467 = -1392314.696526 nChanged 8 SP:Iteration 32Q (8515.543750 sec): 3 clusters Score: Raw -1394155.009089 + Penalty 1839.348467 = -1392315.660622 nChanged 10 SP:Iteration 33Q (8515.571461 sec): 3 clusters Score: Raw -1394155.996217 + Penalty 1839.348467 = -1392316.647750 nChanged 5 SP:Iteration 34Q (8515.599285 sec): 3 clusters Score: Raw -1394156.377286 + Penalty 1839.348467 = -1392317.028819 nChanged 4 SP:Iteration 35Q (8515.626955 sec): 3 clusters Score: Raw -1394156.750683 + Penalty 1839.348467 = -1392317.402216 nChanged 8 SP:Iteration 36Q (8515.654840 sec): 3 clusters Score: Raw -1394157.728479 + Penalty 1839.348467 = -1392318.380012 nChanged 11 SP:Iteration 37Q (8515.682596 sec): 3 clusters Score: Raw -1394159.150641 + Penalty 1839.348467 = -1392319.802174 nChanged 9 SP:Iteration 38Q (8515.710268 sec): 3 clusters Score: Raw -1394160.145587 + Penalty 1839.348467 = -1392320.797120 nChanged 6 SP:Iteration 39Q (8515.738178 sec): 3 clusters Score: Raw -1394160.816527 + Penalty 1839.348467 = -1392321.468060 nChanged 4 SP:Iteration 40F (8515.768530 sec): 3 clusters Score: Raw -1394161.515122 + Penalty 1839.348467 = -1392322.166655 nChanged 6 SP:Iteration 41Q (8515.796309 sec): 3 clusters Score: Raw -1394162.245484 + Penalty 1839.348467 = -1392322.897017 nChanged 9 SP:Iteration 42Q (8515.824249 sec): 3 clusters Score: Raw -1394163.209853 + Penalty 1839.348467 = -1392323.861386 nChanged 7 SP:Iteration 43Q (8515.852002 sec): 3 clusters Score: Raw -1394164.247800 + Penalty 1839.348467 = -1392324.899333 nChanged 9 SP:Iteration 44Q (8515.879878 sec): 3 clusters Score: Raw -1394165.088946 + Penalty 1839.348467 = -1392325.740479 nChanged 4 SP:Iteration 45Q (8515.907744 sec): 3 clusters Score: Raw -1394165.571917 + Penalty 1839.348467 = -1392326.223450 nChanged 7 SP:Iteration 46Q (8515.935692 sec): 3 clusters Score: Raw -1394166.309468 + Penalty 1839.348467 = -1392326.961001 nChanged 7 SP:Iteration 47Q (8515.963402 sec): 3 clusters Score: Raw -1394167.393267 + Penalty 1839.348467 = -1392328.044800 nChanged 8 SP:Iteration 48Q (8516.006325 sec): 3 clusters Score: Raw -1394168.243739 + Penalty 1839.348467 = -1392328.895272 nChanged 9 SP:Iteration 49Q (8516.034211 sec): 3 clusters Score: Raw -1394169.699353 + Penalty 1839.348467 = -1392330.350886 nChanged 11 SP:Iteration 50Q (8516.061947 sec): 3 clusters Score: Raw -1394170.994859 + Penalty 1839.348467 = -1392331.646392 nChanged 7 SP:Iteration 51Q (8516.089738 sec): 3 clusters Score: Raw -1394172.942539 + Penalty 1839.348467 = -1392333.594072 nChanged 13 SP:Iteration 52Q (8516.117517 sec): 3 clusters Score: Raw -1394175.166353 + Penalty 1839.348467 = -1392335.817886 nChanged 11 SP:Iteration 53Q (8516.145180 sec): 3 clusters Score: Raw -1394177.014531 + Penalty 1839.348467 = -1392337.666064 nChanged 9 SP:Iteration 54Q (8516.172891 sec): 3 clusters Score: Raw -1394178.371766 + Penalty 1839.348467 = -1392339.023299 nChanged 8 SP:Iteration 55Q (8516.222371 sec): 3 clusters Score: Raw -1394179.266497 + Penalty 1839.348467 = -1392339.918030 nChanged 8 SP:Iteration 56Q (8516.251360 sec): 3 clusters Score: Raw -1394180.538050 + Penalty 1839.348467 = -1392341.189583 nChanged 14 SP:Iteration 57Q (8516.279808 sec): 3 clusters Score: Raw -1394182.920031 + Penalty 1839.348467 = -1392343.571564 nChanged 13 SP:Iteration 58Q (8516.307715 sec): 3 clusters Score: Raw -1394184.471319 + Penalty 1839.348467 = -1392345.122852 nChanged 8 SP:Iteration 59Q (8516.335414 sec): 3 clusters Score: Raw -1394185.634407 + Penalty 1839.348467 = -1392346.285940 nChanged 12 SP:Iteration 60F (8516.365739 sec): 3 clusters Score: Raw -1394187.638112 + Penalty 1839.348467 = -1392348.289645 nChanged 14 SP:Iteration 61Q (8516.393537 sec): 3 clusters Score: Raw -1394189.439952 + Penalty 1839.348467 = -1392350.091485 nChanged 8 SP:Iteration 62Q (8516.421151 sec): 3 clusters Score: Raw -1394190.411143 + Penalty 1839.348467 = -1392351.062676 nChanged 5 SP:Iteration 63Q (8516.448711 sec): 3 clusters Score: Raw -1394190.928155 + Penalty 1839.348467 = -1392351.579688 nChanged 5 SP:Iteration 64Q (8516.476527 sec): 3 clusters Score: Raw -1394191.663482 + Penalty 1839.348467 = -1392352.315015 nChanged 8 SP:Iteration 65Q (8516.504172 sec): 3 clusters Score: Raw -1394192.569902 + Penalty 1839.348467 = -1392353.221435 nChanged 6 SP:Iteration 66Q (8516.531809 sec): 3 clusters Score: Raw -1394193.408144 + Penalty 1839.348467 = -1392354.059677 nChanged 6 SP:Iteration 67Q (8516.559609 sec): 3 clusters Score: Raw -1394193.907865 + Penalty 1839.348467 = -1392354.559398 nChanged 4 SP:Iteration 68Q (8516.587055 sec): 3 clusters Score: Raw -1394194.382080 + Penalty 1839.348467 = -1392355.033613 nChanged 5 SP:Iteration 69Q (8516.614746 sec): 3 clusters Score: Raw -1394194.946895 + Penalty 1839.348467 = -1392355.598428 nChanged 3 SP:Iteration 70Q (8516.642449 sec): 3 clusters Score: Raw -1394195.216211 + Penalty 1839.348467 = -1392355.867744 nChanged 3 SP:Iteration 71Q (8516.670044 sec): 3 clusters Score: Raw -1394195.485712 + Penalty 1839.348467 = -1392356.137245 nChanged 6 SP:Iteration 72Q (8516.697573 sec): 3 clusters Score: Raw -1394196.132915 + Penalty 1839.348467 = -1392356.784448 nChanged 8 SP:Iteration 73Q (8516.725201 sec): 3 clusters Score: Raw -1394197.238132 + Penalty 1839.348467 = -1392357.889665 nChanged 12 SP:Iteration 74Q (8516.752651 sec): 3 clusters Score: Raw -1394199.089493 + Penalty 1839.348467 = -1392359.741026 nChanged 12 SP:Iteration 75Q (8516.780492 sec): 3 clusters Score: Raw -1394201.033017 + Penalty 1839.348467 = -1392361.684550 nChanged 13 SP:Iteration 76Q (8516.808103 sec): 3 clusters Score: Raw -1394203.870896 + Penalty 1839.348467 = -1392364.522429 nChanged 6 SP:Iteration 77Q (8516.835676 sec): 3 clusters Score: Raw -1394204.773261 + Penalty 1839.348467 = -1392365.424794 nChanged 4 SP:Iteration 78Q (8516.863331 sec): 3 clusters Score: Raw -1394205.252688 + Penalty 1839.348467 = -1392365.904221 nChanged 3 SP:Iteration 79Q (8516.890930 sec): 3 clusters Score: Raw -1394205.727906 + Penalty 1839.348467 = -1392366.379439 nChanged 4 SP:Iteration 80F (8516.921290 sec): 3 clusters Score: Raw -1394206.329651 + Penalty 1839.348467 = -1392366.981184 nChanged 3 SP:Iteration 81Q (8516.949162 sec): 3 clusters Score: Raw -1394206.981552 + Penalty 1839.348467 = -1392367.633084 nChanged 3 SP:Iteration 82Q (8516.976597 sec): 3 clusters Score: Raw -1394207.294457 + Penalty 1839.348467 = -1392367.945990 nChanged 3 SP:Iteration 83Q (8517.004295 sec): 3 clusters Score: Raw -1394207.404655 + Penalty 1839.348467 = -1392368.056187 nChanged 0 SP:Iteration 84F (8517.034654 sec): 3 clusters Score: Raw -1394207.404655 + Penalty 1839.348467 = -1392368.056187 nChanged 0 Trying to split cluster 38 (2600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8517.050243 sec): 2 clusters Score: Raw -236985.116316 + Penalty 747.010339 = -236238.105977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8517.060628 sec): 3 clusters Score: Raw -235670.368425 + Penalty 1494.020678 = -234176.347748 nChanged 1033 SP:Iteration 1F (8517.070188 sec): 3 clusters Score: Raw -236323.180370 + Penalty 1494.020678 = -234829.159693 nChanged 218 SP:Iteration 2F (8517.079763 sec): 3 clusters Score: Raw -236471.149913 + Penalty 1494.020678 = -234977.129235 nChanged 157 SP:Iteration 3F (8517.089278 sec): 3 clusters Score: Raw -236581.550328 + Penalty 1494.020678 = -235087.529650 nChanged 120 SP:Iteration 4Q (8517.098780 sec): 3 clusters Score: Raw -236659.534848 + Penalty 1494.020678 = -235165.514170 nChanged 96 SP:Iteration 5Q (8517.108360 sec): 3 clusters Score: Raw -236714.572067 + Penalty 1494.020678 = -235220.551389 nChanged 93 SP:Iteration 6Q (8517.118103 sec): 3 clusters Score: Raw -236779.521647 + Penalty 1494.020678 = -235285.500970 nChanged 96 SP:Iteration 7Q (8517.127636 sec): 3 clusters Score: Raw -236845.332138 + Penalty 1494.020678 = -235351.311461 nChanged 74 SP:Iteration 8Q (8517.137169 sec): 3 clusters Score: Raw -236886.694261 + Penalty 1494.020678 = -235392.673583 nChanged 52 SP:Iteration 9Q (8517.146699 sec): 3 clusters Score: Raw -236919.312076 + Penalty 1494.020678 = -235425.291399 nChanged 45 SP:Iteration 10Q (8517.156126 sec): 3 clusters Score: Raw -236954.616893 + Penalty 1494.020678 = -235460.596215 nChanged 45 SP:Iteration 11Q (8517.165584 sec): 3 clusters Score: Raw -236987.776204 + Penalty 1494.020678 = -235493.755526 nChanged 44 SP:Iteration 12Q (8517.175026 sec): 3 clusters Score: Raw -237024.325503 + Penalty 1494.020678 = -235530.304826 nChanged 53 SP:Iteration 13Q (8517.184515 sec): 3 clusters Score: Raw -237052.064489 + Penalty 1494.020678 = -235558.043811 nChanged 43 SP:Iteration 14Q (8517.193910 sec): 3 clusters Score: Raw -237072.007623 + Penalty 1494.020678 = -235577.986945 nChanged 32 SP:Iteration 15Q (8517.203350 sec): 3 clusters Score: Raw -237083.771340 + Penalty 1494.020678 = -235589.750662 nChanged 27 SP:Iteration 16Q (8517.212704 sec): 3 clusters Score: Raw -237094.934676 + Penalty 1494.020678 = -235600.913998 nChanged 25 SP:Iteration 17Q (8517.222081 sec): 3 clusters Score: Raw -237104.419189 + Penalty 1494.020678 = -235610.398511 nChanged 21 SP:Iteration 18Q (8517.231383 sec): 3 clusters Score: Raw -237113.019521 + Penalty 1494.020678 = -235618.998843 nChanged 23 SP:Iteration 19Q (8517.240713 sec): 3 clusters Score: Raw -237120.600183 + Penalty 1494.020678 = -235626.579505 nChanged 18 SP:Iteration 20F (8517.250231 sec): 3 clusters Score: Raw -237126.347928 + Penalty 1494.020678 = -235632.327251 nChanged 18 SP:Iteration 21Q (8517.259624 sec): 3 clusters Score: Raw -237132.975825 + Penalty 1494.020678 = -235638.955147 nChanged 18 SP:Iteration 22Q (8517.269024 sec): 3 clusters Score: Raw -237139.036022 + Penalty 1494.020678 = -235645.015344 nChanged 18 SP:Iteration 23Q (8517.278445 sec): 3 clusters Score: Raw -237145.089494 + Penalty 1494.020678 = -235651.068816 nChanged 18 SP:Iteration 24Q (8517.287702 sec): 3 clusters Score: Raw -237151.007879 + Penalty 1494.020678 = -235656.987201 nChanged 9 SP:Iteration 25Q (8517.297087 sec): 3 clusters Score: Raw -237153.166708 + Penalty 1494.020678 = -235659.146031 nChanged 8 SP:Iteration 26Q (8517.306453 sec): 3 clusters Score: Raw -237155.318215 + Penalty 1494.020678 = -235661.297537 nChanged 4 SP:Iteration 27Q (8517.315764 sec): 3 clusters Score: Raw -237156.812755 + Penalty 1494.020678 = -235662.792078 nChanged 8 SP:Iteration 28Q (8517.325022 sec): 3 clusters Score: Raw -237159.010726 + Penalty 1494.020678 = -235664.990048 nChanged 9 SP:Iteration 29Q (8517.334323 sec): 3 clusters Score: Raw -237162.091971 + Penalty 1494.020678 = -235668.071294 nChanged 5 SP:Iteration 30Q (8517.343765 sec): 3 clusters Score: Raw -237162.896982 + Penalty 1494.020678 = -235668.876304 nChanged 2 SP:Iteration 31Q (8517.353065 sec): 3 clusters Score: Raw -237163.055694 + Penalty 1494.020678 = -235669.035017 nChanged 0 SP:Iteration 32F (8517.362490 sec): 3 clusters Score: Raw -237163.055694 + Penalty 1494.020678 = -235669.035017 nChanged 0 Trying to split cluster 39 (6387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8517.381644 sec): 2 clusters Score: Raw -548122.794728 + Penalty 832.391896 = -547290.402832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8517.402418 sec): 3 clusters Score: Raw -544501.132026 + Penalty 1664.783791 = -542836.348235 nChanged 2786 SP:Iteration 1F (8517.422690 sec): 3 clusters Score: Raw -546040.029039 + Penalty 1664.783791 = -544375.245248 nChanged 451 SP:Iteration 2F (8517.442785 sec): 3 clusters Score: Raw -546296.618443 + Penalty 1664.783791 = -544631.834652 nChanged 426 SP:Iteration 3F (8517.463047 sec): 3 clusters Score: Raw -546573.398163 + Penalty 1664.783791 = -544908.614372 nChanged 416 SP:Iteration 4F (8517.483230 sec): 3 clusters Score: Raw -546897.467532 + Penalty 1664.783791 = -545232.683741 nChanged 401 SP:Iteration 5F (8517.503522 sec): 3 clusters Score: Raw -547225.342409 + Penalty 1664.783791 = -545560.558618 nChanged 369 SP:Iteration 6F (8517.523795 sec): 3 clusters Score: Raw -547537.330278 + Penalty 1664.783791 = -545872.546486 nChanged 316 SP:Iteration 7Q (8517.543764 sec): 3 clusters Score: Raw -547791.363130 + Penalty 1664.783791 = -546126.579339 nChanged 232 SP:Iteration 8Q (8517.563867 sec): 3 clusters Score: Raw -547920.285360 + Penalty 1664.783791 = -546255.501569 nChanged 150 SP:Iteration 9Q (8517.583704 sec): 3 clusters Score: Raw -548003.145975 + Penalty 1664.783791 = -546338.362184 nChanged 114 SP:Iteration 10Q (8517.603333 sec): 3 clusters Score: Raw -548053.100883 + Penalty 1664.783791 = -546388.317092 nChanged 91 SP:Iteration 11Q (8517.623068 sec): 3 clusters Score: Raw -548091.869393 + Penalty 1664.783791 = -546427.085602 nChanged 72 SP:Iteration 12Q (8517.642613 sec): 3 clusters Score: Raw -548116.817249 + Penalty 1664.783791 = -546452.033457 nChanged 57 SP:Iteration 13Q (8517.662337 sec): 3 clusters Score: Raw -548141.127984 + Penalty 1664.783791 = -546476.344193 nChanged 60 SP:Iteration 14Q (8517.681956 sec): 3 clusters Score: Raw -548164.507515 + Penalty 1664.783791 = -546499.723724 nChanged 47 SP:Iteration 15Q (8517.701573 sec): 3 clusters Score: Raw -548187.631046 + Penalty 1664.783791 = -546522.847254 nChanged 54 SP:Iteration 16Q (8517.721145 sec): 3 clusters Score: Raw -548207.063904 + Penalty 1664.783791 = -546542.280113 nChanged 47 SP:Iteration 17Q (8517.740605 sec): 3 clusters Score: Raw -548221.090719 + Penalty 1664.783791 = -546556.306928 nChanged 30 SP:Iteration 18Q (8517.760057 sec): 3 clusters Score: Raw -548230.574960 + Penalty 1664.783791 = -546565.791169 nChanged 29 SP:Iteration 19Q (8517.779282 sec): 3 clusters Score: Raw -548241.363371 + Penalty 1664.783791 = -546576.579579 nChanged 37 SP:Iteration 20F (8517.799482 sec): 3 clusters Score: Raw -548255.556741 + Penalty 1664.783791 = -546590.772950 nChanged 38 SP:Iteration 21Q (8517.818939 sec): 3 clusters Score: Raw -548270.156958 + Penalty 1664.783791 = -546605.373166 nChanged 42 SP:Iteration 22Q (8517.838298 sec): 3 clusters Score: Raw -548287.856240 + Penalty 1664.783791 = -546623.072449 nChanged 46 SP:Iteration 23Q (8517.857666 sec): 3 clusters Score: Raw -548309.126310 + Penalty 1664.783791 = -546644.342519 nChanged 53 SP:Iteration 24Q (8517.877085 sec): 3 clusters Score: Raw -548337.109791 + Penalty 1664.783791 = -546672.325999 nChanged 50 SP:Iteration 25Q (8517.896324 sec): 3 clusters Score: Raw -548358.012871 + Penalty 1664.783791 = -546693.229080 nChanged 40 SP:Iteration 26Q (8517.915359 sec): 3 clusters Score: Raw -548375.659350 + Penalty 1664.783791 = -546710.875559 nChanged 38 SP:Iteration 27Q (8517.934404 sec): 3 clusters Score: Raw -548395.522772 + Penalty 1664.783791 = -546730.738981 nChanged 42 SP:Iteration 28Q (8517.953513 sec): 3 clusters Score: Raw -548414.213390 + Penalty 1664.783791 = -546749.429599 nChanged 22 SP:Iteration 29Q (8517.972516 sec): 3 clusters Score: Raw -548421.354491 + Penalty 1664.783791 = -546756.570700 nChanged 10 SP:Iteration 30Q (8517.991445 sec): 3 clusters Score: Raw -548423.783816 + Penalty 1664.783791 = -546759.000025 nChanged 6 SP:Iteration 31Q (8518.010347 sec): 3 clusters Score: Raw -548425.249731 + Penalty 1664.783791 = -546760.465940 nChanged 3 SP:Iteration 32Q (8518.029377 sec): 3 clusters Score: Raw -548425.935682 + Penalty 1664.783791 = -546761.151891 nChanged 5 SP:Iteration 33Q (8518.048242 sec): 3 clusters Score: Raw -548426.989323 + Penalty 1664.783791 = -546762.205531 nChanged 5 SP:Iteration 34Q (8518.067298 sec): 3 clusters Score: Raw -548427.827351 + Penalty 1664.783791 = -546763.043560 nChanged 4 SP:Iteration 35Q (8518.086263 sec): 3 clusters Score: Raw -548428.258157 + Penalty 1664.783791 = -546763.474366 nChanged 1 SP:Iteration 36Q (8518.105253 sec): 3 clusters Score: Raw -548428.358521 + Penalty 1664.783791 = -546763.574730 nChanged 1 SP:Iteration 37Q (8518.124527 sec): 3 clusters Score: Raw -548428.406358 + Penalty 1664.783791 = -546763.622567 nChanged 0 SP:Iteration 38F (8518.144628 sec): 3 clusters Score: Raw -548428.406358 + Penalty 1664.783791 = -546763.622567 nChanged 0 Trying to split cluster 40 (26551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8518.181947 sec): 2 clusters Score: Raw -2347245.286373 + Penalty 967.748156 = -2346277.538217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8518.226082 sec): 3 clusters Score: Raw -2330384.953885 + Penalty 1935.496311 = -2328449.457573 nChanged 12586 SP:Iteration 1F (8518.267302 sec): 3 clusters Score: Raw -2337672.748336 + Penalty 1935.496311 = -2335737.252025 nChanged 1244 SP:Iteration 2Q (8518.310052 sec): 3 clusters Score: Raw -2338173.211969 + Penalty 1935.496311 = -2336237.715658 nChanged 1322 SP:Iteration 3Q (8518.352441 sec): 3 clusters Score: Raw -2338813.171962 + Penalty 1935.496311 = -2336877.675651 nChanged 1492 SP:Iteration 4F (8518.393665 sec): 3 clusters Score: Raw -2339691.231718 + Penalty 1935.496311 = -2337755.735407 nChanged 1615 SP:Iteration 5F (8518.458435 sec): 3 clusters Score: Raw -2340781.825874 + Penalty 1935.496311 = -2338846.329563 nChanged 1643 SP:Iteration 6F (8518.499198 sec): 3 clusters Score: Raw -2341893.077502 + Penalty 1935.496311 = -2339957.581191 nChanged 1464 SP:Iteration 7F (8518.568303 sec): 3 clusters Score: Raw -2342778.164540 + Penalty 1935.496311 = -2340842.668229 nChanged 1185 SP:Iteration 8Q (8518.610879 sec): 3 clusters Score: Raw -2343293.532674 + Penalty 1935.496311 = -2341358.036363 nChanged 791 SP:Iteration 9Q (8518.652293 sec): 3 clusters Score: Raw -2343500.418395 + Penalty 1935.496311 = -2341564.922084 nChanged 463 SP:Iteration 10Q (8518.693025 sec): 3 clusters Score: Raw -2343602.889137 + Penalty 1935.496311 = -2341667.392825 nChanged 364 SP:Iteration 11Q (8518.734238 sec): 3 clusters Score: Raw -2343672.074317 + Penalty 1935.496311 = -2341736.578006 nChanged 269 SP:Iteration 12Q (8518.775298 sec): 3 clusters Score: Raw -2343717.923938 + Penalty 1935.496311 = -2341782.427626 nChanged 244 SP:Iteration 13Q (8518.816104 sec): 3 clusters Score: Raw -2343759.242112 + Penalty 1935.496311 = -2341823.745800 nChanged 221 SP:Iteration 14Q (8518.857193 sec): 3 clusters Score: Raw -2343793.769052 + Penalty 1935.496311 = -2341858.272741 nChanged 207 SP:Iteration 15Q (8518.897845 sec): 3 clusters Score: Raw -2343822.755482 + Penalty 1935.496311 = -2341887.259171 nChanged 188 SP:Iteration 16Q (8518.938544 sec): 3 clusters Score: Raw -2343847.223528 + Penalty 1935.496311 = -2341911.727217 nChanged 171 SP:Iteration 17Q (8518.979190 sec): 3 clusters Score: Raw -2343867.642010 + Penalty 1935.496311 = -2341932.145699 nChanged 156 SP:Iteration 18Q (8519.020632 sec): 3 clusters Score: Raw -2343884.852579 + Penalty 1935.496311 = -2341949.356268 nChanged 135 SP:Iteration 19Q (8519.061006 sec): 3 clusters Score: Raw -2343900.710861 + Penalty 1935.496311 = -2341965.214550 nChanged 150 SP:Iteration 20F (8519.102138 sec): 3 clusters Score: Raw -2343922.220813 + Penalty 1935.496311 = -2341986.724502 nChanged 156 SP:Iteration 21Q (8519.176871 sec): 3 clusters Score: Raw -2343943.570048 + Penalty 1935.496311 = -2342008.073737 nChanged 165 SP:Iteration 22Q (8519.252418 sec): 3 clusters Score: Raw -2343967.784137 + Penalty 1935.496311 = -2342032.287826 nChanged 165 SP:Iteration 23Q (8519.330099 sec): 3 clusters Score: Raw -2343995.063616 + Penalty 1935.496311 = -2342059.567305 nChanged 207 SP:Iteration 24Q (8519.398202 sec): 3 clusters Score: Raw -2344032.771822 + Penalty 1935.496311 = -2342097.275511 nChanged 218 SP:Iteration 25Q (8519.476023 sec): 3 clusters Score: Raw -2344071.270750 + Penalty 1935.496311 = -2342135.774439 nChanged 192 SP:Iteration 26Q (8519.553431 sec): 3 clusters Score: Raw -2344105.106595 + Penalty 1935.496311 = -2342169.610283 nChanged 193 SP:Iteration 27Q (8519.630923 sec): 3 clusters Score: Raw -2344139.946498 + Penalty 1935.496311 = -2342204.450187 nChanged 200 SP:Iteration 28Q (8519.706400 sec): 3 clusters Score: Raw -2344173.772234 + Penalty 1935.496311 = -2342238.275923 nChanged 169 SP:Iteration 29Q (8519.776444 sec): 3 clusters Score: Raw -2344202.164675 + Penalty 1935.496311 = -2342266.668364 nChanged 175 SP:Iteration 30Q (8519.853648 sec): 3 clusters Score: Raw -2344230.744850 + Penalty 1935.496311 = -2342295.248539 nChanged 162 SP:Iteration 31Q (8519.919676 sec): 3 clusters Score: Raw -2344259.461046 + Penalty 1935.496311 = -2342323.964735 nChanged 176 SP:Iteration 32Q (8519.997489 sec): 3 clusters Score: Raw -2344296.686612 + Penalty 1935.496311 = -2342361.190300 nChanged 194 SP:Iteration 33Q (8520.042210 sec): 3 clusters Score: Raw -2344343.731131 + Penalty 1935.496311 = -2342408.234819 nChanged 196 SP:Iteration 34Q (8520.082131 sec): 3 clusters Score: Raw -2344388.462994 + Penalty 1935.496311 = -2342452.966683 nChanged 216 SP:Iteration 35Q (8520.122112 sec): 3 clusters Score: Raw -2344445.477084 + Penalty 1935.496311 = -2342509.980773 nChanged 235 SP:Iteration 36Q (8520.161862 sec): 3 clusters Score: Raw -2344511.837068 + Penalty 1935.496311 = -2342576.340757 nChanged 246 SP:Iteration 37Q (8520.201646 sec): 3 clusters Score: Raw -2344574.354444 + Penalty 1935.496311 = -2342638.858132 nChanged 239 SP:Iteration 38Q (8520.241116 sec): 3 clusters Score: Raw -2344647.935758 + Penalty 1935.496311 = -2342712.439447 nChanged 262 SP:Iteration 39Q (8520.280661 sec): 3 clusters Score: Raw -2344734.589517 + Penalty 1935.496311 = -2342799.093205 nChanged 263 SP:Iteration 40F (8520.321769 sec): 3 clusters Score: Raw -2344838.655388 + Penalty 1935.496311 = -2342903.159077 nChanged 277 SP:Iteration 41Q (8520.361335 sec): 3 clusters Score: Raw -2344949.082759 + Penalty 1935.496311 = -2343013.586447 nChanged 308 SP:Iteration 42Q (8520.400816 sec): 3 clusters Score: Raw -2345064.169047 + Penalty 1935.496311 = -2343128.672735 nChanged 285 SP:Iteration 43Q (8520.439826 sec): 3 clusters Score: Raw -2345160.875722 + Penalty 1935.496311 = -2343225.379411 nChanged 268 SP:Iteration 44Q (8520.479001 sec): 3 clusters Score: Raw -2345247.716371 + Penalty 1935.496311 = -2343312.220060 nChanged 264 SP:Iteration 45Q (8520.518140 sec): 3 clusters Score: Raw -2345334.391121 + Penalty 1935.496311 = -2343398.894810 nChanged 268 SP:Iteration 46Q (8520.557241 sec): 3 clusters Score: Raw -2345408.838807 + Penalty 1935.496311 = -2343473.342496 nChanged 260 SP:Iteration 47Q (8520.595839 sec): 3 clusters Score: Raw -2345491.166479 + Penalty 1935.496311 = -2343555.670167 nChanged 266 SP:Iteration 48Q (8520.634237 sec): 3 clusters Score: Raw -2345583.154121 + Penalty 1935.496311 = -2343647.657810 nChanged 282 SP:Iteration 49Q (8520.672796 sec): 3 clusters Score: Raw -2345690.756463 + Penalty 1935.496311 = -2343755.260151 nChanged 278 SP:Iteration 50Q (8520.711170 sec): 3 clusters Score: Raw -2345805.102972 + Penalty 1935.496311 = -2343869.606660 nChanged 289 SP:Iteration 51Q (8520.749348 sec): 3 clusters Score: Raw -2345936.070720 + Penalty 1935.496311 = -2344000.574409 nChanged 286 SP:Iteration 52Q (8520.787638 sec): 3 clusters Score: Raw -2346060.598250 + Penalty 1935.496311 = -2344125.101939 nChanged 281 SP:Iteration 53Q (8520.825524 sec): 3 clusters Score: Raw -2346172.088940 + Penalty 1935.496311 = -2344236.592629 nChanged 278 SP:Iteration 54Q (8520.863238 sec): 3 clusters Score: Raw -2346281.261250 + Penalty 1935.496311 = -2344345.764939 nChanged 277 SP:Iteration 55Q (8520.901285 sec): 3 clusters Score: Raw -2346382.857650 + Penalty 1935.496311 = -2344447.361339 nChanged 248 SP:Iteration 56Q (8520.938890 sec): 3 clusters Score: Raw -2346469.640249 + Penalty 1935.496311 = -2344534.143937 nChanged 238 SP:Iteration 57Q (8520.976738 sec): 3 clusters Score: Raw -2346548.746161 + Penalty 1935.496311 = -2344613.249850 nChanged 200 SP:Iteration 58Q (8521.013890 sec): 3 clusters Score: Raw -2346617.364403 + Penalty 1935.496311 = -2344681.868092 nChanged 188 SP:Iteration 59Q (8521.051192 sec): 3 clusters Score: Raw -2346674.776625 + Penalty 1935.496311 = -2344739.280314 nChanged 173 SP:Iteration 60F (8521.092374 sec): 3 clusters Score: Raw -2346725.590312 + Penalty 1935.496311 = -2344790.094001 nChanged 168 SP:Iteration 61Q (8521.130288 sec): 3 clusters Score: Raw -2346777.317148 + Penalty 1935.496311 = -2344841.820837 nChanged 177 SP:Iteration 62Q (8521.166809 sec): 3 clusters Score: Raw -2346834.643752 + Penalty 1935.496311 = -2344899.147441 nChanged 170 SP:Iteration 63Q (8521.203293 sec): 3 clusters Score: Raw -2346893.337025 + Penalty 1935.496311 = -2344957.840714 nChanged 152 SP:Iteration 64Q (8521.239825 sec): 3 clusters Score: Raw -2346940.160214 + Penalty 1935.496311 = -2345004.663903 nChanged 138 SP:Iteration 65Q (8521.276096 sec): 3 clusters Score: Raw -2346979.473917 + Penalty 1935.496311 = -2345043.977606 nChanged 130 SP:Iteration 66Q (8521.312165 sec): 3 clusters Score: Raw -2347015.102979 + Penalty 1935.496311 = -2345079.606668 nChanged 127 SP:Iteration 67Q (8521.348377 sec): 3 clusters Score: Raw -2347049.673756 + Penalty 1935.496311 = -2345114.177445 nChanged 97 SP:Iteration 68Q (8521.384254 sec): 3 clusters Score: Raw -2347077.079550 + Penalty 1935.496311 = -2345141.583239 nChanged 100 SP:Iteration 69Q (8521.420311 sec): 3 clusters Score: Raw -2347103.494535 + Penalty 1935.496311 = -2345167.998224 nChanged 93 SP:Iteration 70Q (8521.455982 sec): 3 clusters Score: Raw -2347123.927063 + Penalty 1935.496311 = -2345188.430751 nChanged 74 SP:Iteration 71Q (8521.492075 sec): 3 clusters Score: Raw -2347137.652865 + Penalty 1935.496311 = -2345202.156554 nChanged 73 SP:Iteration 72Q (8521.527586 sec): 3 clusters Score: Raw -2347153.806499 + Penalty 1935.496311 = -2345218.310188 nChanged 67 SP:Iteration 73Q (8521.563057 sec): 3 clusters Score: Raw -2347171.187377 + Penalty 1935.496311 = -2345235.691066 nChanged 71 SP:Iteration 74Q (8521.598553 sec): 3 clusters Score: Raw -2347185.925897 + Penalty 1935.496311 = -2345250.429585 nChanged 58 SP:Iteration 75Q (8521.634010 sec): 3 clusters Score: Raw -2347198.873962 + Penalty 1935.496311 = -2345263.377651 nChanged 58 SP:Iteration 76Q (8521.669415 sec): 3 clusters Score: Raw -2347211.723912 + Penalty 1935.496311 = -2345276.227601 nChanged 51 SP:Iteration 77Q (8521.704739 sec): 3 clusters Score: Raw -2347223.833607 + Penalty 1935.496311 = -2345288.337296 nChanged 57 SP:Iteration 78Q (8521.740017 sec): 3 clusters Score: Raw -2347236.035153 + Penalty 1935.496311 = -2345300.538841 nChanged 42 SP:Iteration 79Q (8521.775461 sec): 3 clusters Score: Raw -2347249.256512 + Penalty 1935.496311 = -2345313.760201 nChanged 52 SP:Iteration 80F (8521.841081 sec): 3 clusters Score: Raw -2347260.806198 + Penalty 1935.496311 = -2345325.309887 nChanged 39 SP:Iteration 81Q (8521.876130 sec): 3 clusters Score: Raw -2347271.438671 + Penalty 1935.496311 = -2345335.942360 nChanged 46 SP:Iteration 82Q (8521.911439 sec): 3 clusters Score: Raw -2347282.891380 + Penalty 1935.496311 = -2345347.395068 nChanged 47 SP:Iteration 83Q (8521.946577 sec): 3 clusters Score: Raw -2347294.921815 + Penalty 1935.496311 = -2345359.425504 nChanged 40 SP:Iteration 84Q (8521.981909 sec): 3 clusters Score: Raw -2347305.330866 + Penalty 1935.496311 = -2345369.834554 nChanged 44 SP:Iteration 85Q (8522.016954 sec): 3 clusters Score: Raw -2347316.861195 + Penalty 1935.496311 = -2345381.364883 nChanged 44 SP:Iteration 86Q (8522.052160 sec): 3 clusters Score: Raw -2347327.759554 + Penalty 1935.496311 = -2345392.263242 nChanged 30 SP:Iteration 87Q (8522.087439 sec): 3 clusters Score: Raw -2347336.238776 + Penalty 1935.496311 = -2345400.742465 nChanged 25 SP:Iteration 88Q (8522.122812 sec): 3 clusters Score: Raw -2347342.962711 + Penalty 1935.496311 = -2345407.466399 nChanged 20 SP:Iteration 89Q (8522.157829 sec): 3 clusters Score: Raw -2347347.533641 + Penalty 1935.496311 = -2345412.037330 nChanged 20 SP:Iteration 90Q (8522.192799 sec): 3 clusters Score: Raw -2347352.112612 + Penalty 1935.496311 = -2345416.616300 nChanged 17 SP:Iteration 91Q (8522.227808 sec): 3 clusters Score: Raw -2347356.378841 + Penalty 1935.496311 = -2345420.882530 nChanged 15 SP:Iteration 92Q (8522.262811 sec): 3 clusters Score: Raw -2347360.068045 + Penalty 1935.496311 = -2345424.571734 nChanged 19 SP:Iteration 93Q (8522.297754 sec): 3 clusters Score: Raw -2347365.672705 + Penalty 1935.496311 = -2345430.176394 nChanged 24 SP:Iteration 94Q (8522.332671 sec): 3 clusters Score: Raw -2347370.747325 + Penalty 1935.496311 = -2345435.251014 nChanged 17 SP:Iteration 95Q (8522.367670 sec): 3 clusters Score: Raw -2347373.542448 + Penalty 1935.496311 = -2345438.046137 nChanged 15 SP:Iteration 96Q (8522.402613 sec): 3 clusters Score: Raw -2347376.224177 + Penalty 1935.496311 = -2345440.727866 nChanged 13 SP:Iteration 97Q (8522.437629 sec): 3 clusters Score: Raw -2347378.661108 + Penalty 1935.496311 = -2345443.164797 nChanged 12 SP:Iteration 98Q (8522.472670 sec): 3 clusters Score: Raw -2347381.065494 + Penalty 1935.496311 = -2345445.569182 nChanged 13 SP:Iteration 99Q (8522.507611 sec): 3 clusters Score: Raw -2347384.075242 + Penalty 1935.496311 = -2345448.578931 nChanged 14 SP:Iteration 100F (8522.548578 sec): 3 clusters Score: Raw -2347386.845438 + Penalty 1935.496311 = -2345451.349127 nChanged 19 SP:Iteration 101Q (8522.584378 sec): 3 clusters Score: Raw -2347392.482519 + Penalty 1935.496311 = -2345456.986208 nChanged 18 SP:Iteration 102Q (8522.619570 sec): 3 clusters Score: Raw -2347396.788822 + Penalty 1935.496311 = -2345461.292511 nChanged 11 SP:Iteration 103Q (8522.654517 sec): 3 clusters Score: Raw -2347399.346772 + Penalty 1935.496311 = -2345463.850461 nChanged 11 SP:Iteration 104Q (8522.689359 sec): 3 clusters Score: Raw -2347402.629508 + Penalty 1935.496311 = -2345467.133197 nChanged 17 SP:Iteration 105Q (8522.724538 sec): 3 clusters Score: Raw -2347406.576443 + Penalty 1935.496311 = -2345471.080132 nChanged 8 SP:Iteration 106Q (8522.759744 sec): 3 clusters Score: Raw -2347408.631810 + Penalty 1935.496311 = -2345473.135498 nChanged 13 SP:Iteration 107Q (8522.794319 sec): 3 clusters Score: Raw -2347412.626959 + Penalty 1935.496311 = -2345477.130647 nChanged 15 SP:Iteration 108Q (8522.829046 sec): 3 clusters Score: Raw -2347416.901492 + Penalty 1935.496311 = -2345481.405181 nChanged 16 SP:Iteration 109Q (8522.863627 sec): 3 clusters Score: Raw -2347420.463532 + Penalty 1935.496311 = -2345484.967221 nChanged 13 SP:Iteration 110Q (8522.898205 sec): 3 clusters Score: Raw -2347424.179533 + Penalty 1935.496311 = -2345488.683222 nChanged 8 SP:Iteration 111Q (8522.932792 sec): 3 clusters Score: Raw -2347426.670644 + Penalty 1935.496311 = -2345491.174332 nChanged 8 SP:Iteration 112Q (8523.000450 sec): 3 clusters Score: Raw -2347429.148457 + Penalty 1935.496311 = -2345493.652146 nChanged 11 SP:Iteration 113Q (8523.069427 sec): 3 clusters Score: Raw -2347431.829191 + Penalty 1935.496311 = -2345496.332880 nChanged 9 SP:Iteration 114Q (8523.106825 sec): 3 clusters Score: Raw -2347433.398804 + Penalty 1935.496311 = -2345497.902493 nChanged 4 SP:Iteration 115Q (8523.142001 sec): 3 clusters Score: Raw -2347434.260896 + Penalty 1935.496311 = -2345498.764584 nChanged 7 SP:Iteration 116Q (8523.176621 sec): 3 clusters Score: Raw -2347435.575644 + Penalty 1935.496311 = -2345500.079333 nChanged 4 SP:Iteration 117Q (8523.211281 sec): 3 clusters Score: Raw -2347436.188699 + Penalty 1935.496311 = -2345500.692388 nChanged 0 SP:Iteration 118F (8523.251798 sec): 3 clusters Score: Raw -2347436.188699 + Penalty 1935.496311 = -2345500.692388 nChanged 0 Trying to split cluster 41 (124326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8523.388066 sec): 2 clusters Score: Raw -10843598.950532 + Penalty 1114.412931 = -10842484.537601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8523.553831 sec): 3 clusters Score: Raw -10761003.311462 + Penalty 2228.825861 = -10758774.485601 nChanged 60335 SP:Iteration 1F (8523.716909 sec): 3 clusters Score: Raw -10797467.369663 + Penalty 2228.825861 = -10795238.543802 nChanged 4857 SP:Iteration 2Q (8523.892325 sec): 3 clusters Score: Raw -10798961.103038 + Penalty 2228.825861 = -10796732.277177 nChanged 5667 SP:Iteration 3Q (8524.067558 sec): 3 clusters Score: Raw -10801167.171420 + Penalty 2228.825861 = -10798938.345559 nChanged 6726 SP:Iteration 4F (8524.230786 sec): 3 clusters Score: Raw -10804230.636712 + Penalty 2228.825861 = -10802001.810851 nChanged 7425 SP:Iteration 5F (8524.393936 sec): 3 clusters Score: Raw -10807993.926981 + Penalty 2228.825861 = -10805765.101120 nChanged 7621 SP:Iteration 6F (8524.556141 sec): 3 clusters Score: Raw -10812146.709538 + Penalty 2228.825861 = -10809917.883677 nChanged 7499 SP:Iteration 7F (8524.718939 sec): 3 clusters Score: Raw -10816637.559539 + Penalty 2228.825861 = -10814408.733678 nChanged 7204 SP:Iteration 8F (8524.882679 sec): 3 clusters Score: Raw -10821228.001065 + Penalty 2228.825861 = -10818999.175204 nChanged 6645 SP:Iteration 9F (8525.046418 sec): 3 clusters Score: Raw -10825883.256295 + Penalty 2228.825861 = -10823654.430434 nChanged 6329 SP:Iteration 10F (8525.209339 sec): 3 clusters Score: Raw -10830770.538834 + Penalty 2228.825861 = -10828541.712973 nChanged 5576 SP:Iteration 11Q (8525.381026 sec): 3 clusters Score: Raw -10835381.662046 + Penalty 2228.825861 = -10833152.836185 nChanged 4341 SP:Iteration 12Q (8525.548390 sec): 3 clusters Score: Raw -10838969.782358 + Penalty 2228.825861 = -10836740.956497 nChanged 2929 SP:Iteration 13Q (8525.709579 sec): 3 clusters Score: Raw -10841290.203487 + Penalty 2228.825861 = -10839061.377626 nChanged 1680 SP:Iteration 14Q (8525.860745 sec): 3 clusters Score: Raw -10842491.462953 + Penalty 2228.825861 = -10840262.637092 nChanged 1000 SP:Iteration 15Q (8526.005312 sec): 3 clusters Score: Raw -10843170.088392 + Penalty 2228.825861 = -10840941.262531 nChanged 518 SP:Iteration 16Q (8526.144187 sec): 3 clusters Score: Raw -10843505.823289 + Penalty 2228.825861 = -10841276.997428 nChanged 256 SP:Iteration 17Q (8526.279012 sec): 3 clusters Score: Raw -10843667.780443 + Penalty 2228.825861 = -10841438.954582 nChanged 152 SP:Iteration 18Q (8526.411964 sec): 3 clusters Score: Raw -10843763.605748 + Penalty 2228.825861 = -10841534.779887 nChanged 89 SP:Iteration 19Q (8526.543822 sec): 3 clusters Score: Raw -10843824.418129 + Penalty 2228.825861 = -10841595.592268 nChanged 79 SP:Iteration 20F (8526.705389 sec): 3 clusters Score: Raw -10843891.014435 + Penalty 2228.825861 = -10841662.188574 nChanged 71 SP:Iteration 21Q (8526.835803 sec): 3 clusters Score: Raw -10843934.483337 + Penalty 2228.825861 = -10841705.657476 nChanged 52 SP:Iteration 22Q (8526.967311 sec): 3 clusters Score: Raw -10843962.835221 + Penalty 2228.825861 = -10841734.009360 nChanged 49 SP:Iteration 23Q (8527.099006 sec): 3 clusters Score: Raw -10843997.769741 + Penalty 2228.825861 = -10841768.943880 nChanged 59 SP:Iteration 24Q (8527.278758 sec): 3 clusters Score: Raw -10844036.704106 + Penalty 2228.825861 = -10841807.878245 nChanged 57 SP:Iteration 25Q (8527.458050 sec): 3 clusters Score: Raw -10844077.299760 + Penalty 2228.825861 = -10841848.473899 nChanged 66 SP:Iteration 26Q (8527.637498 sec): 3 clusters Score: Raw -10844121.041077 + Penalty 2228.825861 = -10841892.215216 nChanged 59 SP:Iteration 27Q (8527.817349 sec): 3 clusters Score: Raw -10844158.749045 + Penalty 2228.825861 = -10841929.923184 nChanged 61 SP:Iteration 28Q (8527.996519 sec): 3 clusters Score: Raw -10844185.649365 + Penalty 2228.825861 = -10841956.823504 nChanged 50 SP:Iteration 29Q (8528.166038 sec): 3 clusters Score: Raw -10844209.983464 + Penalty 2228.825861 = -10841981.157603 nChanged 55 SP:Iteration 30Q (8528.341704 sec): 3 clusters Score: Raw -10844235.008805 + Penalty 2228.825861 = -10842006.182944 nChanged 54 SP:Iteration 31Q (8528.517469 sec): 3 clusters Score: Raw -10844254.738802 + Penalty 2228.825861 = -10842025.912941 nChanged 37 SP:Iteration 32Q (8528.680269 sec): 3 clusters Score: Raw -10844266.594221 + Penalty 2228.825861 = -10842037.768360 nChanged 36 SP:Iteration 33Q (8528.840625 sec): 3 clusters Score: Raw -10844280.843234 + Penalty 2228.825861 = -10842052.017373 nChanged 45 SP:Iteration 34Q (8529.016354 sec): 3 clusters Score: Raw -10844296.614413 + Penalty 2228.825861 = -10842067.788551 nChanged 48 SP:Iteration 35Q (8529.187301 sec): 3 clusters Score: Raw -10844319.583726 + Penalty 2228.825861 = -10842090.757865 nChanged 68 SP:Iteration 36Q (8529.362545 sec): 3 clusters Score: Raw -10844346.904705 + Penalty 2228.825861 = -10842118.078844 nChanged 73 SP:Iteration 37Q (8529.534597 sec): 3 clusters Score: Raw -10844376.604251 + Penalty 2228.825861 = -10842147.778390 nChanged 77 SP:Iteration 38Q (8529.709037 sec): 3 clusters Score: Raw -10844404.085768 + Penalty 2228.825861 = -10842175.259907 nChanged 79 SP:Iteration 39Q (8529.881006 sec): 3 clusters Score: Raw -10844428.650679 + Penalty 2228.825861 = -10842199.824818 nChanged 62 SP:Iteration 40F (8530.079212 sec): 3 clusters Score: Raw -10844465.748341 + Penalty 2228.825861 = -10842236.922480 nChanged 90 SP:Iteration 41Q (8530.254462 sec): 3 clusters Score: Raw -10844504.514010 + Penalty 2228.825861 = -10842275.688149 nChanged 103 SP:Iteration 42Q (8530.418896 sec): 3 clusters Score: Raw -10844548.602915 + Penalty 2228.825861 = -10842319.777054 nChanged 101 SP:Iteration 43Q (8530.595435 sec): 3 clusters Score: Raw -10844587.452079 + Penalty 2228.825861 = -10842358.626218 nChanged 100 SP:Iteration 44Q (8530.771780 sec): 3 clusters Score: Raw -10844627.964949 + Penalty 2228.825861 = -10842399.139088 nChanged 121 SP:Iteration 45Q (8530.936252 sec): 3 clusters Score: Raw -10844670.942545 + Penalty 2228.825861 = -10842442.116684 nChanged 120 SP:Iteration 46Q (8531.111102 sec): 3 clusters Score: Raw -10844707.741146 + Penalty 2228.825861 = -10842478.915285 nChanged 110 SP:Iteration 47Q (8531.278160 sec): 3 clusters Score: Raw -10844739.213290 + Penalty 2228.825861 = -10842510.387429 nChanged 109 SP:Iteration 48Q (8531.410300 sec): 3 clusters Score: Raw -10844767.685183 + Penalty 2228.825861 = -10842538.859322 nChanged 94 SP:Iteration 49Q (8531.540763 sec): 3 clusters Score: Raw -10844790.136082 + Penalty 2228.825861 = -10842561.310221 nChanged 78 SP:Iteration 50Q (8531.670144 sec): 3 clusters Score: Raw -10844806.042597 + Penalty 2228.825861 = -10842577.216736 nChanged 81 SP:Iteration 51Q (8531.799369 sec): 3 clusters Score: Raw -10844821.574115 + Penalty 2228.825861 = -10842592.748254 nChanged 75 SP:Iteration 52Q (8531.928691 sec): 3 clusters Score: Raw -10844835.471191 + Penalty 2228.825861 = -10842606.645330 nChanged 75 SP:Iteration 53Q (8532.058004 sec): 3 clusters Score: Raw -10844848.056041 + Penalty 2228.825861 = -10842619.230180 nChanged 60 SP:Iteration 54Q (8532.187285 sec): 3 clusters Score: Raw -10844856.500006 + Penalty 2228.825861 = -10842627.674145 nChanged 47 SP:Iteration 55Q (8532.316680 sec): 3 clusters Score: Raw -10844863.186696 + Penalty 2228.825861 = -10842634.360835 nChanged 50 SP:Iteration 56Q (8532.446146 sec): 3 clusters Score: Raw -10844868.909103 + Penalty 2228.825861 = -10842640.083242 nChanged 51 SP:Iteration 57Q (8532.575416 sec): 3 clusters Score: Raw -10844876.177799 + Penalty 2228.825861 = -10842647.351938 nChanged 47 SP:Iteration 58Q (8532.704862 sec): 3 clusters Score: Raw -10844882.801674 + Penalty 2228.825861 = -10842653.975813 nChanged 45 SP:Iteration 59Q (8532.834282 sec): 3 clusters Score: Raw -10844890.559893 + Penalty 2228.825861 = -10842661.734032 nChanged 60 SP:Iteration 60F (8532.994994 sec): 3 clusters Score: Raw -10844906.078429 + Penalty 2228.825861 = -10842677.252568 nChanged 66 SP:Iteration 61Q (8533.126060 sec): 3 clusters Score: Raw -10844917.001745 + Penalty 2228.825861 = -10842688.175884 nChanged 64 SP:Iteration 62Q (8533.256967 sec): 3 clusters Score: Raw -10844926.891026 + Penalty 2228.825861 = -10842698.065165 nChanged 75 SP:Iteration 63Q (8533.387946 sec): 3 clusters Score: Raw -10844940.571873 + Penalty 2228.825861 = -10842711.746012 nChanged 74 SP:Iteration 64Q (8533.541900 sec): 3 clusters Score: Raw -10844951.742363 + Penalty 2228.825861 = -10842722.916502 nChanged 59 SP:Iteration 65Q (8533.674759 sec): 3 clusters Score: Raw -10844960.237445 + Penalty 2228.825861 = -10842731.411584 nChanged 62 SP:Iteration 66Q (8533.806047 sec): 3 clusters Score: Raw -10844969.004644 + Penalty 2228.825861 = -10842740.178783 nChanged 56 SP:Iteration 67Q (8533.937230 sec): 3 clusters Score: Raw -10844976.794944 + Penalty 2228.825861 = -10842747.969083 nChanged 52 SP:Iteration 68Q (8534.068414 sec): 3 clusters Score: Raw -10844982.222985 + Penalty 2228.825861 = -10842753.397124 nChanged 49 SP:Iteration 69Q (8534.199437 sec): 3 clusters Score: Raw -10844987.635698 + Penalty 2228.825861 = -10842758.809836 nChanged 46 SP:Iteration 70Q (8534.330555 sec): 3 clusters Score: Raw -10844992.281988 + Penalty 2228.825861 = -10842763.456127 nChanged 45 SP:Iteration 71Q (8534.461750 sec): 3 clusters Score: Raw -10844996.629380 + Penalty 2228.825861 = -10842767.803519 nChanged 42 SP:Iteration 72Q (8534.592807 sec): 3 clusters Score: Raw -10845000.263629 + Penalty 2228.825861 = -10842771.437768 nChanged 39 SP:Iteration 73Q (8534.724020 sec): 3 clusters Score: Raw -10845003.155625 + Penalty 2228.825861 = -10842774.329764 nChanged 26 SP:Iteration 74Q (8534.855056 sec): 3 clusters Score: Raw -10845004.792626 + Penalty 2228.825861 = -10842775.966765 nChanged 34 SP:Iteration 75Q (8534.986119 sec): 3 clusters Score: Raw -10845007.999438 + Penalty 2228.825861 = -10842779.173577 nChanged 30 SP:Iteration 76Q (8535.117139 sec): 3 clusters Score: Raw -10845010.918291 + Penalty 2228.825861 = -10842782.092429 nChanged 28 SP:Iteration 77Q (8535.248127 sec): 3 clusters Score: Raw -10845013.896230 + Penalty 2228.825861 = -10842785.070368 nChanged 30 SP:Iteration 78Q (8535.379467 sec): 3 clusters Score: Raw -10845015.788473 + Penalty 2228.825861 = -10842786.962612 nChanged 29 SP:Iteration 79Q (8535.510949 sec): 3 clusters Score: Raw -10845017.959476 + Penalty 2228.825861 = -10842789.133615 nChanged 28 SP:Iteration 80F (8535.673263 sec): 3 clusters Score: Raw -10845020.472500 + Penalty 2228.825861 = -10842791.646639 nChanged 19 SP:Iteration 81Q (8535.805447 sec): 3 clusters Score: Raw -10845022.059952 + Penalty 2228.825861 = -10842793.234091 nChanged 15 SP:Iteration 82Q (8535.937656 sec): 3 clusters Score: Raw -10845022.713801 + Penalty 2228.825861 = -10842793.887940 nChanged 9 SP:Iteration 83Q (8536.069706 sec): 3 clusters Score: Raw -10845023.107080 + Penalty 2228.825861 = -10842794.281219 nChanged 8 SP:Iteration 84Q (8536.201793 sec): 3 clusters Score: Raw -10845023.480755 + Penalty 2228.825861 = -10842794.654894 nChanged 4 SP:Iteration 85Q (8536.333863 sec): 3 clusters Score: Raw -10845023.583041 + Penalty 2228.825861 = -10842794.757180 nChanged 1 SP:Iteration 86Q (8536.465866 sec): 3 clusters Score: Raw -10845023.606213 + Penalty 2228.825861 = -10842794.780351 nChanged 1 SP:Iteration 87Q (8536.598184 sec): 3 clusters Score: Raw -10845023.668498 + Penalty 2228.825861 = -10842794.842637 nChanged 1 SP:Iteration 88Q (8536.730418 sec): 3 clusters Score: Raw -10845023.717954 + Penalty 2228.825861 = -10842794.892093 nChanged 1 SP:Iteration 89Q (8536.863724 sec): 3 clusters Score: Raw -10845023.812266 + Penalty 2228.825861 = -10842794.986405 nChanged 2 SP:Iteration 90Q (8536.995780 sec): 3 clusters Score: Raw -10845023.882434 + Penalty 2228.825861 = -10842795.056573 nChanged 2 SP:Iteration 91Q (8537.127916 sec): 3 clusters Score: Raw -10845023.959149 + Penalty 2228.825861 = -10842795.133288 nChanged 2 SP:Iteration 92Q (8537.261007 sec): 3 clusters Score: Raw -10845024.029687 + Penalty 2228.825861 = -10842795.203826 nChanged 3 SP:Iteration 93Q (8537.393183 sec): 3 clusters Score: Raw -10845024.195885 + Penalty 2228.825861 = -10842795.370024 nChanged 6 SP:Iteration 94Q (8537.525418 sec): 3 clusters Score: Raw -10845024.638161 + Penalty 2228.825861 = -10842795.812300 nChanged 6 SP:Iteration 95Q (8537.657554 sec): 3 clusters Score: Raw -10845024.846702 + Penalty 2228.825861 = -10842796.020841 nChanged 3 SP:Iteration 96Q (8537.789658 sec): 3 clusters Score: Raw -10845025.108056 + Penalty 2228.825861 = -10842796.282195 nChanged 6 SP:Iteration 97Q (8537.921783 sec): 3 clusters Score: Raw -10845025.717236 + Penalty 2228.825861 = -10842796.891375 nChanged 12 SP:Iteration 98Q (8538.053848 sec): 3 clusters Score: Raw -10845026.372918 + Penalty 2228.825861 = -10842797.547057 nChanged 9 SP:Iteration 99Q (8538.185914 sec): 3 clusters Score: Raw -10845026.775051 + Penalty 2228.825861 = -10842797.949190 nChanged 6 SP:Iteration 100F (8538.346933 sec): 3 clusters Score: Raw -10845027.185680 + Penalty 2228.825861 = -10842798.359818 nChanged 7 SP:Iteration 101Q (8538.479296 sec): 3 clusters Score: Raw -10845027.560893 + Penalty 2228.825861 = -10842798.735032 nChanged 8 SP:Iteration 102Q (8538.611888 sec): 3 clusters Score: Raw -10845028.068890 + Penalty 2228.825861 = -10842799.243028 nChanged 5 SP:Iteration 103Q (8538.744072 sec): 3 clusters Score: Raw -10845028.402325 + Penalty 2228.825861 = -10842799.576464 nChanged 10 SP:Iteration 104Q (8538.876387 sec): 3 clusters Score: Raw -10845029.312120 + Penalty 2228.825861 = -10842800.486259 nChanged 14 SP:Iteration 105Q (8539.008547 sec): 3 clusters Score: Raw -10845030.443424 + Penalty 2228.825861 = -10842801.617563 nChanged 13 SP:Iteration 106Q (8539.140586 sec): 3 clusters Score: Raw -10845031.179396 + Penalty 2228.825861 = -10842802.353535 nChanged 6 SP:Iteration 107Q (8539.272662 sec): 3 clusters Score: Raw -10845031.491202 + Penalty 2228.825861 = -10842802.665341 nChanged 5 SP:Iteration 108Q (8539.404951 sec): 3 clusters Score: Raw -10845031.803789 + Penalty 2228.825861 = -10842802.977927 nChanged 6 SP:Iteration 109Q (8539.537285 sec): 3 clusters Score: Raw -10845032.097394 + Penalty 2228.825861 = -10842803.271533 nChanged 4 SP:Iteration 110Q (8539.669993 sec): 3 clusters Score: Raw -10845032.219734 + Penalty 2228.825861 = -10842803.393873 nChanged 2 SP:Iteration 111Q (8539.802196 sec): 3 clusters Score: Raw -10845032.290948 + Penalty 2228.825861 = -10842803.465086 nChanged 1 SP:Iteration 112Q (8539.934397 sec): 3 clusters Score: Raw -10845032.357463 + Penalty 2228.825861 = -10842803.531602 nChanged 2 SP:Iteration 113Q (8540.096195 sec): 3 clusters Score: Raw -10845032.500465 + Penalty 2228.825861 = -10842803.674604 nChanged 3 SP:Iteration 114Q (8540.230662 sec): 3 clusters Score: Raw -10845032.584911 + Penalty 2228.825861 = -10842803.759050 nChanged 1 SP:Iteration 115Q (8540.363103 sec): 3 clusters Score: Raw -10845032.619281 + Penalty 2228.825861 = -10842803.793420 nChanged 1 SP:Iteration 116Q (8540.495390 sec): 3 clusters Score: Raw -10845032.649293 + Penalty 2228.825861 = -10842803.823431 nChanged 2 SP:Iteration 117Q (8540.627682 sec): 3 clusters Score: Raw -10845032.701332 + Penalty 2228.825861 = -10842803.875470 nChanged 0 SP:Iteration 118F (8540.788286 sec): 3 clusters Score: Raw -10845032.701332 + Penalty 2228.825861 = -10842803.875470 nChanged 0 Score: Raw -69574183.055305 + Penalty 55732.614048 = -69518450.441257 Splitting cluster 41 changes total score from -69518311.906109 to -69518450.441257 So it's getting split into cluster 43. Trying to split cluster 42 (1293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8558.865547 sec): 2 clusters Score: Raw -90719.206815 + Penalty 680.648436 = -90038.558379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8558.871237 sec): 3 clusters Score: Raw -90183.882239 + Penalty 1361.296872 = -88822.585367 nChanged 467 SP:Iteration 1F (8558.876462 sec): 3 clusters Score: Raw -90498.070595 + Penalty 1361.296872 = -89136.773723 nChanged 118 SP:Iteration 2F (8558.881637 sec): 3 clusters Score: Raw -90605.676310 + Penalty 1361.296872 = -89244.379438 nChanged 86 SP:Iteration 3F (8558.886815 sec): 3 clusters Score: Raw -90692.360129 + Penalty 1361.296872 = -89331.063257 nChanged 64 SP:Iteration 4Q (8558.891952 sec): 3 clusters Score: Raw -90743.491281 + Penalty 1361.296872 = -89382.194409 nChanged 42 SP:Iteration 5Q (8558.897035 sec): 3 clusters Score: Raw -90771.650829 + Penalty 1361.296872 = -89410.353957 nChanged 35 SP:Iteration 6Q (8558.902285 sec): 3 clusters Score: Raw -90792.722119 + Penalty 1361.296872 = -89431.425247 nChanged 25 SP:Iteration 7Q (8558.907378 sec): 3 clusters Score: Raw -90813.037461 + Penalty 1361.296872 = -89451.740589 nChanged 31 SP:Iteration 8Q (8558.912542 sec): 3 clusters Score: Raw -90844.313427 + Penalty 1361.296872 = -89483.016555 nChanged 35 SP:Iteration 9Q (8558.917709 sec): 3 clusters Score: Raw -90879.720047 + Penalty 1361.296872 = -89518.423175 nChanged 30 SP:Iteration 10Q (8558.922855 sec): 3 clusters Score: Raw -90900.186401 + Penalty 1361.296872 = -89538.889529 nChanged 26 SP:Iteration 11Q (8558.927908 sec): 3 clusters Score: Raw -90914.388788 + Penalty 1361.296872 = -89553.091916 nChanged 12 SP:Iteration 12Q (8558.933034 sec): 3 clusters Score: Raw -90921.796403 + Penalty 1361.296872 = -89560.499531 nChanged 14 SP:Iteration 13Q (8558.938131 sec): 3 clusters Score: Raw -90930.093924 + Penalty 1361.296872 = -89568.797052 nChanged 13 SP:Iteration 14Q (8558.943265 sec): 3 clusters Score: Raw -90935.414452 + Penalty 1361.296872 = -89574.117580 nChanged 7 SP:Iteration 15Q (8558.948406 sec): 3 clusters Score: Raw -90938.848280 + Penalty 1361.296872 = -89577.551408 nChanged 6 SP:Iteration 16Q (8558.953489 sec): 3 clusters Score: Raw -90942.486015 + Penalty 1361.296872 = -89581.189143 nChanged 6 SP:Iteration 17Q (8558.958585 sec): 3 clusters Score: Raw -90946.590461 + Penalty 1361.296872 = -89585.293589 nChanged 7 SP:Iteration 18Q (8558.963645 sec): 3 clusters Score: Raw -90949.266421 + Penalty 1361.296872 = -89587.969549 nChanged 3 SP:Iteration 19Q (8558.968655 sec): 3 clusters Score: Raw -90950.442708 + Penalty 1361.296872 = -89589.145836 nChanged 1 SP:Iteration 20F (8558.973813 sec): 3 clusters Score: Raw -90950.649441 + Penalty 1361.296872 = -89589.352569 nChanged 2 SP:Iteration 21Q (8558.978942 sec): 3 clusters Score: Raw -90951.207429 + Penalty 1361.296872 = -89589.910557 nChanged 1 SP:Iteration 22Q (8558.984049 sec): 3 clusters Score: Raw -90951.534791 + Penalty 1361.296872 = -89590.237919 nChanged 1 SP:Iteration 23Q (8558.989070 sec): 3 clusters Score: Raw -90951.859498 + Penalty 1361.296872 = -89590.562626 nChanged 0 SP:Iteration 24F (8558.994172 sec): 3 clusters Score: Raw -90951.859498 + Penalty 1361.296872 = -89590.562626 nChanged 0 Iteration 179Q (8567.481842 sec): 44 clusters Score: Raw -69574268.643485 + Penalty 55732.614048 = -69518536.029437 nChanged 775 Iteration 180F (8583.866001 sec): 44 clusters Score: Raw -69574354.285580 + Penalty 55732.614048 = -69518621.671532 nChanged 531 Iteration 181Q (8592.521445 sec): 44 clusters Score: Raw -69574394.166314 + Penalty 55732.614048 = -69518661.552267 nChanged 452 Iteration 182Q (8601.091245 sec): 44 clusters Score: Raw -69574423.119918 + Penalty 55732.614048 = -69518690.505870 nChanged 410 Iteration 183Q (8609.739279 sec): 44 clusters Score: Raw -69574449.929454 + Penalty 55732.614048 = -69518717.315406 nChanged 395 Iteration 184Q (8618.321707 sec): 44 clusters Score: Raw -69574474.638898 + Penalty 55732.614048 = -69518742.024850 nChanged 411 Iteration 185Q (8627.038226 sec): 44 clusters Score: Raw -69574500.699078 + Penalty 55732.614048 = -69518768.085030 nChanged 350 Iteration 186Q (8635.623895 sec): 44 clusters Score: Raw -69574522.011096 + Penalty 55732.614048 = -69518789.397048 nChanged 319 Iteration 187Q (8644.280224 sec): 44 clusters Score: Raw -69574542.815707 + Penalty 55732.614048 = -69518810.201659 nChanged 312 Iteration 188Q (8652.828851 sec): 44 clusters Score: Raw -69574562.103472 + Penalty 55732.614048 = -69518829.489424 nChanged 282 Iteration 189Q (8661.474537 sec): 44 clusters Score: Raw -69574579.026534 + Penalty 55732.614048 = -69518846.412486 nChanged 288 Iteration 190Q (8670.057426 sec): 44 clusters Score: Raw -69574595.478723 + Penalty 55732.614048 = -69518862.864675 nChanged 266 Iteration 191Q (8678.909761 sec): 44 clusters Score: Raw -69574609.253888 + Penalty 55732.614048 = -69518876.639840 nChanged 257 Iteration 192Q (8687.840493 sec): 44 clusters Score: Raw -69574620.536800 + Penalty 55732.614048 = -69518887.922753 nChanged 222 Iteration 193Q (8696.694383 sec): 44 clusters Score: Raw -69574629.898561 + Penalty 55732.614048 = -69518897.284513 nChanged 225 Iteration 194Q (8705.718720 sec): 44 clusters Score: Raw -69574640.622581 + Penalty 55732.614048 = -69518908.008533 nChanged 228 Iteration 195Q (8714.813466 sec): 44 clusters Score: Raw -69574652.654331 + Penalty 55732.614048 = -69518920.040284 nChanged 229 Iteration 196Q (8723.727162 sec): 44 clusters Score: Raw -69574665.052331 + Penalty 55732.614048 = -69518932.438283 nChanged 212 Iteration 197Q (8732.840128 sec): 44 clusters Score: Raw -69574674.725511 + Penalty 55732.614048 = -69518942.111463 nChanged 209 Iteration 198Q (8741.845541 sec): 44 clusters Score: Raw -69574684.724171 + Penalty 55732.614048 = -69518952.110124 nChanged 194 Iteration 199Q (8750.807029 sec): 44 clusters Score: Raw -69574693.682771 + Penalty 55732.614048 = -69518961.068723 nChanged 166 Iteration 200F (8767.861257 sec): 44 clusters Score: Raw -69574701.112125 + Penalty 55732.614048 = -69518968.498077 nChanged 162 Iteration 201Q (8776.970790 sec): 44 clusters Score: Raw -69574707.406057 + Penalty 55732.614048 = -69518974.792009 nChanged 146 Iteration 202Q (8785.900736 sec): 44 clusters Score: Raw -69574712.729717 + Penalty 55732.614048 = -69518980.115670 nChanged 159 Iteration 203Q (8794.996636 sec): 44 clusters Score: Raw -69574718.557967 + Penalty 55732.614048 = -69518985.943920 nChanged 150 Iteration 204Q (8803.917841 sec): 44 clusters Score: Raw -69574724.389275 + Penalty 55732.614048 = -69518991.775227 nChanged 158 Iteration 205Q (8813.006171 sec): 44 clusters Score: Raw -69574731.164304 + Penalty 55732.614048 = -69518998.550257 nChanged 172 Iteration 206Q (8821.942773 sec): 44 clusters Score: Raw -69574738.983914 + Penalty 55732.614048 = -69519006.369866 nChanged 176 Iteration 207Q (8831.040338 sec): 44 clusters Score: Raw -69574745.880206 + Penalty 55732.614048 = -69519013.266159 nChanged 172 Iteration 208Q (8840.094590 sec): 44 clusters Score: Raw -69574752.629005 + Penalty 55732.614048 = -69519020.014957 nChanged 154 Iteration 209Q (8848.965446 sec): 44 clusters Score: Raw -69574758.734199 + Penalty 55732.614048 = -69519026.120151 nChanged 153 Iteration 210Q (8857.699147 sec): 44 clusters Score: Raw -69574766.057532 + Penalty 55732.614048 = -69519033.443484 nChanged 153 Iteration 211Q (8866.792913 sec): 44 clusters Score: Raw -69574773.089474 + Penalty 55732.614048 = -69519040.475427 nChanged 180 Iteration 212Q (8875.626882 sec): 44 clusters Score: Raw -69574782.883701 + Penalty 55732.614048 = -69519050.269653 nChanged 210 Iteration 213Q (8884.530894 sec): 44 clusters Score: Raw -69574795.343496 + Penalty 55732.614048 = -69519062.729448 nChanged 224 Iteration 214Q (8893.243226 sec): 44 clusters Score: Raw -69574806.498251 + Penalty 55732.614048 = -69519073.884203 nChanged 210 Iteration 215Q (8901.987177 sec): 44 clusters Score: Raw -69574815.958231 + Penalty 55732.614048 = -69519083.344183 nChanged 207 Iteration 216Q (8910.345340 sec): 44 clusters Score: Raw -69574826.438746 + Penalty 55732.614048 = -69519093.824698 nChanged 207 Iteration 217Q (8918.843345 sec): 44 clusters Score: Raw -69574835.946989 + Penalty 55732.614048 = -69519103.332942 nChanged 210 Iteration 218Q (8927.505110 sec): 44 clusters Score: Raw -69574845.602678 + Penalty 55732.614048 = -69519112.988630 nChanged 208 Writing temp clu file Because OldScore, -69519103.332942, is greater than current (better) Score,-69519112.988630 Compute initial score before splitting: Score: Raw -69574845.602678 + Penalty 55732.614048 = -69519112.988630 Trying to split cluster 1 (3473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8927.708951 sec): 2 clusters Score: Raw -292973.349003 + Penalty 774.513535 = -292198.835468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8927.773274 sec): 3 clusters Score: Raw -291141.993719 + Penalty 1549.027070 = -289592.966649 nChanged 1451 SP:Iteration 1F (8927.814741 sec): 3 clusters Score: Raw -292075.429491 + Penalty 1549.027070 = -290526.402421 nChanged 286 SP:Iteration 2F (8927.877868 sec): 3 clusters Score: Raw -292325.520356 + Penalty 1549.027070 = -290776.493286 nChanged 289 SP:Iteration 3F (8927.925655 sec): 3 clusters Score: Raw -292590.297754 + Penalty 1549.027070 = -291041.270684 nChanged 249 SP:Iteration 4F (8927.965876 sec): 3 clusters Score: Raw -292812.734868 + Penalty 1549.027070 = -291263.707798 nChanged 219 SP:Iteration 5F (8928.016599 sec): 3 clusters Score: Raw -293002.706657 + Penalty 1549.027070 = -291453.679587 nChanged 165 SP:Iteration 6Q (8928.059612 sec): 3 clusters Score: Raw -293151.626898 + Penalty 1549.027070 = -291602.599828 nChanged 124 SP:Iteration 7Q (8928.112209 sec): 3 clusters Score: Raw -293254.077629 + Penalty 1549.027070 = -291705.050559 nChanged 80 SP:Iteration 8Q (8928.139889 sec): 3 clusters Score: Raw -293313.556213 + Penalty 1549.027070 = -291764.529143 nChanged 55 SP:Iteration 9Q (8928.188419 sec): 3 clusters Score: Raw -293357.514091 + Penalty 1549.027070 = -291808.487021 nChanged 48 SP:Iteration 10Q (8928.239856 sec): 3 clusters Score: Raw -293392.188500 + Penalty 1549.027070 = -291843.161430 nChanged 35 SP:Iteration 11Q (8928.291013 sec): 3 clusters Score: Raw -293410.154852 + Penalty 1549.027070 = -291861.127782 nChanged 19 SP:Iteration 12Q (8928.337713 sec): 3 clusters Score: Raw -293418.743821 + Penalty 1549.027070 = -291869.716751 nChanged 17 SP:Iteration 13Q (8928.379280 sec): 3 clusters Score: Raw -293424.271024 + Penalty 1549.027070 = -291875.243954 nChanged 10 SP:Iteration 14Q (8928.425243 sec): 3 clusters Score: Raw -293428.398638 + Penalty 1549.027070 = -291879.371568 nChanged 6 SP:Iteration 15Q (8928.466287 sec): 3 clusters Score: Raw -293430.978926 + Penalty 1549.027070 = -291881.951856 nChanged 6 SP:Iteration 16Q (8928.517390 sec): 3 clusters Score: Raw -293432.266293 + Penalty 1549.027070 = -291883.239223 nChanged 3 SP:Iteration 17Q (8928.569102 sec): 3 clusters Score: Raw -293432.782067 + Penalty 1549.027070 = -291883.754997 nChanged 3 SP:Iteration 18Q (8928.607888 sec): 3 clusters Score: Raw -293433.283252 + Penalty 1549.027070 = -291884.256182 nChanged 5 SP:Iteration 19Q (8928.651430 sec): 3 clusters Score: Raw -293434.250797 + Penalty 1549.027070 = -291885.223727 nChanged 5 SP:Iteration 20F (8928.692642 sec): 3 clusters Score: Raw -293435.218912 + Penalty 1549.027070 = -291886.191842 nChanged 3 SP:Iteration 21Q (8928.741714 sec): 3 clusters Score: Raw -293435.548686 + Penalty 1549.027070 = -291886.521616 nChanged 1 SP:Iteration 22Q (8928.796348 sec): 3 clusters Score: Raw -293435.640861 + Penalty 1549.027070 = -291886.613791 nChanged 0 SP:Iteration 23F (8928.856041 sec): 3 clusters Score: Raw -293435.640861 + Penalty 1549.027070 = -291886.613791 nChanged 0 Trying to split cluster 2 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8928.882295 sec): 2 clusters Score: Raw -106997.279788 + Penalty 680.941873 = -106316.337916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8928.919095 sec): 3 clusters Score: Raw -106418.947283 + Penalty 1361.883745 = -105057.063538 nChanged 480 SP:Iteration 1F (8928.962625 sec): 3 clusters Score: Raw -106742.996171 + Penalty 1361.883745 = -105381.112426 nChanged 134 SP:Iteration 2F (8929.012370 sec): 3 clusters Score: Raw -106874.949404 + Penalty 1361.883745 = -105513.065659 nChanged 89 SP:Iteration 3F (8929.063142 sec): 3 clusters Score: Raw -106961.673736 + Penalty 1361.883745 = -105599.789991 nChanged 77 SP:Iteration 4F (8929.113901 sec): 3 clusters Score: Raw -107052.303793 + Penalty 1361.883745 = -105690.420048 nChanged 70 SP:Iteration 5F (8929.163786 sec): 3 clusters Score: Raw -107143.901128 + Penalty 1361.883745 = -105782.017383 nChanged 64 SP:Iteration 6Q (8929.213913 sec): 3 clusters Score: Raw -107224.066149 + Penalty 1361.883745 = -105862.182404 nChanged 44 SP:Iteration 7Q (8929.256492 sec): 3 clusters Score: Raw -107261.349494 + Penalty 1361.883745 = -105899.465749 nChanged 26 SP:Iteration 8Q (8929.304959 sec): 3 clusters Score: Raw -107280.262484 + Penalty 1361.883745 = -105918.378739 nChanged 20 SP:Iteration 9Q (8929.353616 sec): 3 clusters Score: Raw -107296.429162 + Penalty 1361.883745 = -105934.545417 nChanged 22 SP:Iteration 10Q (8929.403331 sec): 3 clusters Score: Raw -107312.913753 + Penalty 1361.883745 = -105951.030008 nChanged 15 SP:Iteration 11Q (8929.450718 sec): 3 clusters Score: Raw -107319.811096 + Penalty 1361.883745 = -105957.927351 nChanged 10 SP:Iteration 12Q (8929.499560 sec): 3 clusters Score: Raw -107326.764387 + Penalty 1361.883745 = -105964.880642 nChanged 9 SP:Iteration 13Q (8929.547127 sec): 3 clusters Score: Raw -107330.267037 + Penalty 1361.883745 = -105968.383292 nChanged 5 SP:Iteration 14Q (8929.595617 sec): 3 clusters Score: Raw -107332.328762 + Penalty 1361.883745 = -105970.445017 nChanged 5 SP:Iteration 15Q (8929.629909 sec): 3 clusters Score: Raw -107334.744733 + Penalty 1361.883745 = -105972.860988 nChanged 5 SP:Iteration 16Q (8929.679067 sec): 3 clusters Score: Raw -107338.354635 + Penalty 1361.883745 = -105976.470890 nChanged 4 SP:Iteration 17Q (8929.725643 sec): 3 clusters Score: Raw -107339.866220 + Penalty 1361.883745 = -105977.982475 nChanged 3 SP:Iteration 18Q (8929.771800 sec): 3 clusters Score: Raw -107341.350281 + Penalty 1361.883745 = -105979.466536 nChanged 3 SP:Iteration 19Q (8929.821440 sec): 3 clusters Score: Raw -107342.678227 + Penalty 1361.883745 = -105980.794482 nChanged 3 SP:Iteration 20F (8929.871413 sec): 3 clusters Score: Raw -107343.889569 + Penalty 1361.883745 = -105982.005824 nChanged 3 SP:Iteration 21Q (8929.901100 sec): 3 clusters Score: Raw -107345.031229 + Penalty 1361.883745 = -105983.147484 nChanged 3 SP:Iteration 22Q (8929.952866 sec): 3 clusters Score: Raw -107346.031708 + Penalty 1361.883745 = -105984.147963 nChanged 4 SP:Iteration 23Q (8929.980704 sec): 3 clusters Score: Raw -107347.907391 + Penalty 1361.883745 = -105986.023646 nChanged 2 SP:Iteration 24Q (8930.043170 sec): 3 clusters Score: Raw -107348.292015 + Penalty 1361.883745 = -105986.408270 nChanged 1 SP:Iteration 25Q (8930.091952 sec): 3 clusters Score: Raw -107349.889018 + Penalty 1361.883745 = -105988.005273 nChanged 2 SP:Iteration 26Q (8930.130625 sec): 3 clusters Score: Raw -107351.743546 + Penalty 1361.883745 = -105989.859801 nChanged 2 SP:Iteration 27Q (8930.180813 sec): 3 clusters Score: Raw -107352.477341 + Penalty 1361.883745 = -105990.593596 nChanged 4 SP:Iteration 28Q (8930.243210 sec): 3 clusters Score: Raw -107354.514077 + Penalty 1361.883745 = -105992.630332 nChanged 6 SP:Iteration 29Q (8930.265035 sec): 3 clusters Score: Raw -107356.556021 + Penalty 1361.883745 = -105994.672276 nChanged 3 SP:Iteration 30Q (8930.290070 sec): 3 clusters Score: Raw -107358.025481 + Penalty 1361.883745 = -105996.141736 nChanged 2 SP:Iteration 31Q (8930.295407 sec): 3 clusters Score: Raw -107359.739114 + Penalty 1361.883745 = -105997.855369 nChanged 1 SP:Iteration 32Q (8930.300353 sec): 3 clusters Score: Raw -107360.661606 + Penalty 1361.883745 = -105998.777861 nChanged 2 SP:Iteration 33Q (8930.305273 sec): 3 clusters Score: Raw -107364.979935 + Penalty 1361.883745 = -106003.096190 nChanged 4 SP:Iteration 34Q (8930.310155 sec): 3 clusters Score: Raw -107366.927082 + Penalty 1361.883745 = -106005.043337 nChanged 4 SP:Iteration 35Q (8930.315064 sec): 3 clusters Score: Raw -107368.250574 + Penalty 1361.883745 = -106006.366829 nChanged 3 SP:Iteration 36Q (8930.327659 sec): 3 clusters Score: Raw -107368.837341 + Penalty 1361.883745 = -106006.953596 nChanged 1 SP:Iteration 37Q (8930.332527 sec): 3 clusters Score: Raw -107368.971145 + Penalty 1361.883745 = -106007.087400 nChanged 0 SP:Iteration 38F (8930.337565 sec): 3 clusters Score: Raw -107368.971145 + Penalty 1361.883745 = -106007.087400 nChanged 0 Trying to split cluster 3 (9899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8930.375036 sec): 2 clusters Score: Raw -834068.262046 + Penalty 874.017957 = -833194.244089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8930.424010 sec): 3 clusters Score: Raw -828161.723309 + Penalty 1748.035914 = -826413.687395 nChanged 4464 SP:Iteration 1F (8930.476507 sec): 3 clusters Score: Raw -830638.540376 + Penalty 1748.035914 = -828890.504462 nChanged 653 SP:Iteration 2F (8930.537613 sec): 3 clusters Score: Raw -831068.653445 + Penalty 1748.035914 = -829320.617532 nChanged 634 SP:Iteration 3F (8930.597912 sec): 3 clusters Score: Raw -831523.240461 + Penalty 1748.035914 = -829775.204547 nChanged 648 SP:Iteration 4F (8930.654866 sec): 3 clusters Score: Raw -832021.338718 + Penalty 1748.035914 = -830273.302804 nChanged 644 SP:Iteration 5F (8930.704241 sec): 3 clusters Score: Raw -832467.288242 + Penalty 1748.035914 = -830719.252328 nChanged 593 SP:Iteration 6F (8930.764069 sec): 3 clusters Score: Raw -832846.383628 + Penalty 1748.035914 = -831098.347714 nChanged 449 SP:Iteration 7Q (8930.818325 sec): 3 clusters Score: Raw -833069.057142 + Penalty 1748.035914 = -831321.021228 nChanged 364 SP:Iteration 8Q (8930.883760 sec): 3 clusters Score: Raw -833222.513743 + Penalty 1748.035914 = -831474.477829 nChanged 253 SP:Iteration 9Q (8930.923653 sec): 3 clusters Score: Raw -833300.617910 + Penalty 1748.035914 = -831552.581996 nChanged 171 SP:Iteration 10Q (8930.983320 sec): 3 clusters Score: Raw -833349.630792 + Penalty 1748.035914 = -831601.594878 nChanged 124 SP:Iteration 11Q (8931.041537 sec): 3 clusters Score: Raw -833381.057103 + Penalty 1748.035914 = -831633.021189 nChanged 104 SP:Iteration 12Q (8931.087650 sec): 3 clusters Score: Raw -833414.231251 + Penalty 1748.035914 = -831666.195337 nChanged 105 SP:Iteration 13Q (8931.147978 sec): 3 clusters Score: Raw -833442.767696 + Penalty 1748.035914 = -831694.731782 nChanged 87 SP:Iteration 14Q (8931.202220 sec): 3 clusters Score: Raw -833463.194108 + Penalty 1748.035914 = -831715.158194 nChanged 90 SP:Iteration 15Q (8931.261845 sec): 3 clusters Score: Raw -833482.934412 + Penalty 1748.035914 = -831734.898498 nChanged 83 SP:Iteration 16Q (8931.320091 sec): 3 clusters Score: Raw -833501.850305 + Penalty 1748.035914 = -831753.814391 nChanged 99 SP:Iteration 17Q (8931.375757 sec): 3 clusters Score: Raw -833523.442706 + Penalty 1748.035914 = -831775.406792 nChanged 93 SP:Iteration 18Q (8931.430340 sec): 3 clusters Score: Raw -833540.735067 + Penalty 1748.035914 = -831792.699154 nChanged 76 SP:Iteration 19Q (8931.487779 sec): 3 clusters Score: Raw -833555.776247 + Penalty 1748.035914 = -831807.740333 nChanged 90 SP:Iteration 20F (8931.547921 sec): 3 clusters Score: Raw -833577.429666 + Penalty 1748.035914 = -831829.393752 nChanged 100 SP:Iteration 21Q (8931.607833 sec): 3 clusters Score: Raw -833600.656213 + Penalty 1748.035914 = -831852.620300 nChanged 94 SP:Iteration 22Q (8931.664131 sec): 3 clusters Score: Raw -833622.990244 + Penalty 1748.035914 = -831874.954330 nChanged 100 SP:Iteration 23Q (8931.726246 sec): 3 clusters Score: Raw -833649.639362 + Penalty 1748.035914 = -831901.603448 nChanged 117 SP:Iteration 24Q (8931.774359 sec): 3 clusters Score: Raw -833682.009285 + Penalty 1748.035914 = -831933.973371 nChanged 108 SP:Iteration 25Q (8931.817864 sec): 3 clusters Score: Raw -833709.171572 + Penalty 1748.035914 = -831961.135658 nChanged 103 SP:Iteration 26Q (8931.873828 sec): 3 clusters Score: Raw -833738.579981 + Penalty 1748.035914 = -831990.544067 nChanged 109 SP:Iteration 27Q (8931.929329 sec): 3 clusters Score: Raw -833770.240974 + Penalty 1748.035914 = -832022.205060 nChanged 128 SP:Iteration 28Q (8931.988672 sec): 3 clusters Score: Raw -833812.169755 + Penalty 1748.035914 = -832064.133841 nChanged 122 SP:Iteration 29Q (8932.043991 sec): 3 clusters Score: Raw -833856.817902 + Penalty 1748.035914 = -832108.781988 nChanged 129 SP:Iteration 30Q (8932.112798 sec): 3 clusters Score: Raw -833908.691387 + Penalty 1748.035914 = -832160.655473 nChanged 136 SP:Iteration 31Q (8932.161632 sec): 3 clusters Score: Raw -833964.716759 + Penalty 1748.035914 = -832216.680845 nChanged 123 SP:Iteration 32Q (8932.220435 sec): 3 clusters Score: Raw -834015.955198 + Penalty 1748.035914 = -832267.919285 nChanged 114 SP:Iteration 33Q (8932.279192 sec): 3 clusters Score: Raw -834070.193922 + Penalty 1748.035914 = -832322.158008 nChanged 109 SP:Iteration 34Q (8932.333289 sec): 3 clusters Score: Raw -834114.749626 + Penalty 1748.035914 = -832366.713712 nChanged 106 SP:Iteration 35Q (8932.379911 sec): 3 clusters Score: Raw -834164.239966 + Penalty 1748.035914 = -832416.204052 nChanged 97 SP:Iteration 36Q (8932.449696 sec): 3 clusters Score: Raw -834204.736437 + Penalty 1748.035914 = -832456.700523 nChanged 92 SP:Iteration 37Q (8932.497573 sec): 3 clusters Score: Raw -834240.136775 + Penalty 1748.035914 = -832492.100861 nChanged 83 SP:Iteration 38Q (8932.552607 sec): 3 clusters Score: Raw -834271.029038 + Penalty 1748.035914 = -832522.993124 nChanged 69 SP:Iteration 39Q (8932.593188 sec): 3 clusters Score: Raw -834299.139962 + Penalty 1748.035914 = -832551.104048 nChanged 66 SP:Iteration 40F (8932.650405 sec): 3 clusters Score: Raw -834325.495791 + Penalty 1748.035914 = -832577.459877 nChanged 55 SP:Iteration 41Q (8932.709325 sec): 3 clusters Score: Raw -834348.178108 + Penalty 1748.035914 = -832600.142194 nChanged 51 SP:Iteration 42Q (8932.768214 sec): 3 clusters Score: Raw -834365.209564 + Penalty 1748.035914 = -832617.173650 nChanged 46 SP:Iteration 43Q (8932.819026 sec): 3 clusters Score: Raw -834379.535773 + Penalty 1748.035914 = -832631.499859 nChanged 45 SP:Iteration 44Q (8932.871995 sec): 3 clusters Score: Raw -834394.133897 + Penalty 1748.035914 = -832646.097983 nChanged 56 SP:Iteration 45Q (8932.931288 sec): 3 clusters Score: Raw -834409.914175 + Penalty 1748.035914 = -832661.878261 nChanged 45 SP:Iteration 46Q (8932.982213 sec): 3 clusters Score: Raw -834423.114311 + Penalty 1748.035914 = -832675.078397 nChanged 44 SP:Iteration 47Q (8933.037975 sec): 3 clusters Score: Raw -834436.683503 + Penalty 1748.035914 = -832688.647589 nChanged 32 SP:Iteration 48Q (8933.087852 sec): 3 clusters Score: Raw -834445.448029 + Penalty 1748.035914 = -832697.412115 nChanged 24 SP:Iteration 49Q (8933.134860 sec): 3 clusters Score: Raw -834453.182441 + Penalty 1748.035914 = -832705.146527 nChanged 15 SP:Iteration 50Q (8933.193207 sec): 3 clusters Score: Raw -834457.225789 + Penalty 1748.035914 = -832709.189875 nChanged 14 SP:Iteration 51Q (8933.260870 sec): 3 clusters Score: Raw -834460.338094 + Penalty 1748.035914 = -832712.302180 nChanged 13 SP:Iteration 52Q (8933.308571 sec): 3 clusters Score: Raw -834463.130746 + Penalty 1748.035914 = -832715.094832 nChanged 10 SP:Iteration 53Q (8933.369612 sec): 3 clusters Score: Raw -834464.798299 + Penalty 1748.035914 = -832716.762385 nChanged 7 SP:Iteration 54Q (8933.420040 sec): 3 clusters Score: Raw -834465.660948 + Penalty 1748.035914 = -832717.625034 nChanged 4 SP:Iteration 55Q (8933.470664 sec): 3 clusters Score: Raw -834466.039140 + Penalty 1748.035914 = -832718.003226 nChanged 1 SP:Iteration 56Q (8933.523968 sec): 3 clusters Score: Raw -834466.279662 + Penalty 1748.035914 = -832718.243748 nChanged 4 SP:Iteration 57Q (8933.573754 sec): 3 clusters Score: Raw -834467.596243 + Penalty 1748.035914 = -832719.560329 nChanged 5 SP:Iteration 58Q (8933.638394 sec): 3 clusters Score: Raw -834468.505935 + Penalty 1748.035914 = -832720.470021 nChanged 4 SP:Iteration 59Q (8933.686937 sec): 3 clusters Score: Raw -834469.302016 + Penalty 1748.035914 = -832721.266102 nChanged 4 SP:Iteration 60F (8933.738075 sec): 3 clusters Score: Raw -834469.841572 + Penalty 1748.035914 = -832721.805658 nChanged 4 SP:Iteration 61Q (8933.794734 sec): 3 clusters Score: Raw -834470.579377 + Penalty 1748.035914 = -832722.543463 nChanged 5 SP:Iteration 62Q (8933.851424 sec): 3 clusters Score: Raw -834471.244129 + Penalty 1748.035914 = -832723.208215 nChanged 7 SP:Iteration 63Q (8933.899755 sec): 3 clusters Score: Raw -834473.212117 + Penalty 1748.035914 = -832725.176204 nChanged 7 SP:Iteration 64Q (8933.954611 sec): 3 clusters Score: Raw -834474.802781 + Penalty 1748.035914 = -832726.766867 nChanged 6 SP:Iteration 65Q (8934.006837 sec): 3 clusters Score: Raw -834476.466768 + Penalty 1748.035914 = -832728.430854 nChanged 6 SP:Iteration 66Q (8934.057421 sec): 3 clusters Score: Raw -834477.722143 + Penalty 1748.035914 = -832729.686229 nChanged 4 SP:Iteration 67Q (8934.109064 sec): 3 clusters Score: Raw -834479.185277 + Penalty 1748.035914 = -832731.149363 nChanged 6 SP:Iteration 68Q (8934.166868 sec): 3 clusters Score: Raw -834480.701614 + Penalty 1748.035914 = -832732.665700 nChanged 6 SP:Iteration 69Q (8934.220802 sec): 3 clusters Score: Raw -834481.683331 + Penalty 1748.035914 = -832733.647417 nChanged 2 SP:Iteration 70Q (8934.252578 sec): 3 clusters Score: Raw -834481.894404 + Penalty 1748.035914 = -832733.858490 nChanged 2 SP:Iteration 71Q (8934.314405 sec): 3 clusters Score: Raw -834482.401811 + Penalty 1748.035914 = -832734.365897 nChanged 4 SP:Iteration 72Q (8934.371331 sec): 3 clusters Score: Raw -834483.253439 + Penalty 1748.035914 = -832735.217525 nChanged 4 SP:Iteration 73Q (8934.430487 sec): 3 clusters Score: Raw -834483.779613 + Penalty 1748.035914 = -832735.743699 nChanged 5 SP:Iteration 74Q (8934.490001 sec): 3 clusters Score: Raw -834484.528305 + Penalty 1748.035914 = -832736.492391 nChanged 9 SP:Iteration 75Q (8934.535675 sec): 3 clusters Score: Raw -834485.473736 + Penalty 1748.035914 = -832737.437822 nChanged 6 SP:Iteration 76Q (8934.589202 sec): 3 clusters Score: Raw -834486.141145 + Penalty 1748.035914 = -832738.105231 nChanged 4 SP:Iteration 77Q (8934.647079 sec): 3 clusters Score: Raw -834486.624377 + Penalty 1748.035914 = -832738.588463 nChanged 4 SP:Iteration 78Q (8934.705342 sec): 3 clusters Score: Raw -834487.179820 + Penalty 1748.035914 = -832739.143906 nChanged 4 SP:Iteration 79Q (8934.746957 sec): 3 clusters Score: Raw -834487.540884 + Penalty 1748.035914 = -832739.504970 nChanged 0 SP:Iteration 80F (8934.803799 sec): 3 clusters Score: Raw -834487.540884 + Penalty 1748.035914 = -832739.504970 nChanged 0 Trying to split cluster 4 (27216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8934.845075 sec): 2 clusters Score: Raw -2356202.587813 + Penalty 970.098230 = -2355232.489583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8934.927850 sec): 3 clusters Score: Raw -2339094.989659 + Penalty 1940.196460 = -2337154.793200 nChanged 12763 SP:Iteration 1F (8935.009377 sec): 3 clusters Score: Raw -2346528.269821 + Penalty 1940.196460 = -2344588.073361 nChanged 1358 SP:Iteration 2Q (8935.086689 sec): 3 clusters Score: Raw -2347134.926426 + Penalty 1940.196460 = -2345194.729966 nChanged 1554 SP:Iteration 3F (8935.158344 sec): 3 clusters Score: Raw -2347942.458593 + Penalty 1940.196460 = -2346002.262134 nChanged 1662 SP:Iteration 4F (8935.240006 sec): 3 clusters Score: Raw -2348951.790236 + Penalty 1940.196460 = -2347011.593777 nChanged 1602 SP:Iteration 5F (8935.311882 sec): 3 clusters Score: Raw -2350034.743014 + Penalty 1940.196460 = -2348094.546554 nChanged 1588 SP:Iteration 6F (8935.383917 sec): 3 clusters Score: Raw -2351243.315608 + Penalty 1940.196460 = -2349303.119148 nChanged 1519 SP:Iteration 7F (8935.465391 sec): 3 clusters Score: Raw -2352329.058091 + Penalty 1940.196460 = -2350388.861631 nChanged 1224 SP:Iteration 8Q (8935.539733 sec): 3 clusters Score: Raw -2353008.925926 + Penalty 1940.196460 = -2351068.729466 nChanged 851 SP:Iteration 9Q (8935.590230 sec): 3 clusters Score: Raw -2353349.931850 + Penalty 1940.196460 = -2351409.735390 nChanged 586 SP:Iteration 10Q (8935.669699 sec): 3 clusters Score: Raw -2353528.299892 + Penalty 1940.196460 = -2351588.103432 nChanged 394 SP:Iteration 11Q (8935.743372 sec): 3 clusters Score: Raw -2353643.847386 + Penalty 1940.196460 = -2351703.650926 nChanged 353 SP:Iteration 12Q (8935.824324 sec): 3 clusters Score: Raw -2353750.442824 + Penalty 1940.196460 = -2351810.246364 nChanged 333 SP:Iteration 13Q (8935.891127 sec): 3 clusters Score: Raw -2353845.909920 + Penalty 1940.196460 = -2351905.713460 nChanged 333 SP:Iteration 14Q (8935.952343 sec): 3 clusters Score: Raw -2353951.519526 + Penalty 1940.196460 = -2352011.323066 nChanged 352 SP:Iteration 15Q (8936.019788 sec): 3 clusters Score: Raw -2354074.001124 + Penalty 1940.196460 = -2352133.804665 nChanged 349 SP:Iteration 16Q (8936.098180 sec): 3 clusters Score: Raw -2354180.723512 + Penalty 1940.196460 = -2352240.527052 nChanged 358 SP:Iteration 17Q (8936.171519 sec): 3 clusters Score: Raw -2354289.249939 + Penalty 1940.196460 = -2352349.053480 nChanged 324 SP:Iteration 18Q (8936.239495 sec): 3 clusters Score: Raw -2354392.136557 + Penalty 1940.196460 = -2352451.940097 nChanged 363 SP:Iteration 19Q (8936.321544 sec): 3 clusters Score: Raw -2354514.021910 + Penalty 1940.196460 = -2352573.825451 nChanged 352 SP:Iteration 20F (8936.403466 sec): 3 clusters Score: Raw -2354631.311335 + Penalty 1940.196460 = -2352691.114875 nChanged 352 SP:Iteration 21Q (8936.485636 sec): 3 clusters Score: Raw -2354757.698761 + Penalty 1940.196460 = -2352817.502301 nChanged 351 SP:Iteration 22Q (8936.558067 sec): 3 clusters Score: Raw -2354889.875421 + Penalty 1940.196460 = -2352949.678961 nChanged 354 SP:Iteration 23Q (8936.631418 sec): 3 clusters Score: Raw -2355029.639554 + Penalty 1940.196460 = -2353089.443094 nChanged 339 SP:Iteration 24Q (8936.706008 sec): 3 clusters Score: Raw -2355158.498944 + Penalty 1940.196460 = -2353218.302484 nChanged 338 SP:Iteration 25Q (8936.778691 sec): 3 clusters Score: Raw -2355291.932087 + Penalty 1940.196460 = -2353351.735627 nChanged 318 SP:Iteration 26Q (8936.827650 sec): 3 clusters Score: Raw -2355429.254195 + Penalty 1940.196460 = -2353489.057735 nChanged 280 SP:Iteration 27Q (8936.896911 sec): 3 clusters Score: Raw -2355550.952310 + Penalty 1940.196460 = -2353610.755850 nChanged 274 SP:Iteration 28Q (8936.966263 sec): 3 clusters Score: Raw -2355661.274264 + Penalty 1940.196460 = -2353721.077804 nChanged 235 SP:Iteration 29Q (8937.036428 sec): 3 clusters Score: Raw -2355753.839261 + Penalty 1940.196460 = -2353813.642801 nChanged 185 SP:Iteration 30Q (8937.115533 sec): 3 clusters Score: Raw -2355826.475794 + Penalty 1940.196460 = -2353886.279335 nChanged 178 SP:Iteration 31Q (8937.171052 sec): 3 clusters Score: Raw -2355895.590112 + Penalty 1940.196460 = -2353955.393652 nChanged 145 SP:Iteration 32Q (8937.241940 sec): 3 clusters Score: Raw -2355956.518961 + Penalty 1940.196460 = -2354016.322501 nChanged 137 SP:Iteration 33Q (8937.313164 sec): 3 clusters Score: Raw -2356017.417122 + Penalty 1940.196460 = -2354077.220662 nChanged 113 SP:Iteration 34Q (8937.387531 sec): 3 clusters Score: Raw -2356067.252399 + Penalty 1940.196460 = -2354127.055940 nChanged 109 SP:Iteration 35Q (8937.452631 sec): 3 clusters Score: Raw -2356113.595530 + Penalty 1940.196460 = -2354173.399070 nChanged 98 SP:Iteration 36Q (8937.523950 sec): 3 clusters Score: Raw -2356153.247889 + Penalty 1940.196460 = -2354213.051429 nChanged 75 SP:Iteration 37Q (8937.583322 sec): 3 clusters Score: Raw -2356187.454901 + Penalty 1940.196460 = -2354247.258441 nChanged 75 SP:Iteration 38Q (8937.647165 sec): 3 clusters Score: Raw -2356221.621602 + Penalty 1940.196460 = -2354281.425142 nChanged 53 SP:Iteration 39Q (8937.720923 sec): 3 clusters Score: Raw -2356247.851359 + Penalty 1940.196460 = -2354307.654899 nChanged 51 SP:Iteration 40F (8937.790009 sec): 3 clusters Score: Raw -2356271.236979 + Penalty 1940.196460 = -2354331.040519 nChanged 43 SP:Iteration 41Q (8937.862373 sec): 3 clusters Score: Raw -2356297.147413 + Penalty 1940.196460 = -2354356.950953 nChanged 27 SP:Iteration 42Q (8937.931378 sec): 3 clusters Score: Raw -2356309.185277 + Penalty 1940.196460 = -2354368.988817 nChanged 17 SP:Iteration 43Q (8938.000573 sec): 3 clusters Score: Raw -2356317.948615 + Penalty 1940.196460 = -2354377.752155 nChanged 18 SP:Iteration 44Q (8938.073022 sec): 3 clusters Score: Raw -2356326.418421 + Penalty 1940.196460 = -2354386.221961 nChanged 15 SP:Iteration 45Q (8938.123580 sec): 3 clusters Score: Raw -2356332.002428 + Penalty 1940.196460 = -2354391.805968 nChanged 9 SP:Iteration 46Q (8938.162144 sec): 3 clusters Score: Raw -2356335.281603 + Penalty 1940.196460 = -2354395.085143 nChanged 5 SP:Iteration 47Q (8938.229859 sec): 3 clusters Score: Raw -2356338.545816 + Penalty 1940.196460 = -2354398.349357 nChanged 8 SP:Iteration 48Q (8938.298623 sec): 3 clusters Score: Raw -2356340.725228 + Penalty 1940.196460 = -2354400.528768 nChanged 6 SP:Iteration 49Q (8938.361843 sec): 3 clusters Score: Raw -2356344.092583 + Penalty 1940.196460 = -2354403.896124 nChanged 8 SP:Iteration 50Q (8938.428656 sec): 3 clusters Score: Raw -2356348.397698 + Penalty 1940.196460 = -2354408.201238 nChanged 6 SP:Iteration 51Q (8938.500825 sec): 3 clusters Score: Raw -2356350.615585 + Penalty 1940.196460 = -2354410.419125 nChanged 3 SP:Iteration 52Q (8938.570100 sec): 3 clusters Score: Raw -2356351.283001 + Penalty 1940.196460 = -2354411.086542 nChanged 2 SP:Iteration 53Q (8938.642293 sec): 3 clusters Score: Raw -2356352.165948 + Penalty 1940.196460 = -2354411.969489 nChanged 1 SP:Iteration 54Q (8938.710612 sec): 3 clusters Score: Raw -2356352.353466 + Penalty 1940.196460 = -2354412.157006 nChanged 2 SP:Iteration 55Q (8938.778014 sec): 3 clusters Score: Raw -2356352.860775 + Penalty 1940.196460 = -2354412.664315 nChanged 2 SP:Iteration 56Q (8938.851080 sec): 3 clusters Score: Raw -2356353.427442 + Penalty 1940.196460 = -2354413.230982 nChanged 2 SP:Iteration 57Q (8938.909439 sec): 3 clusters Score: Raw -2356353.978688 + Penalty 1940.196460 = -2354413.782228 nChanged 2 SP:Iteration 58Q (8938.969873 sec): 3 clusters Score: Raw -2356354.659948 + Penalty 1940.196460 = -2354414.463488 nChanged 2 SP:Iteration 59Q (8939.037804 sec): 3 clusters Score: Raw -2356355.806379 + Penalty 1940.196460 = -2354415.609919 nChanged 2 SP:Iteration 60F (8939.118876 sec): 3 clusters Score: Raw -2356356.474172 + Penalty 1940.196460 = -2354416.277712 nChanged 3 SP:Iteration 61Q (8939.196449 sec): 3 clusters Score: Raw -2356357.795467 + Penalty 1940.196460 = -2354417.599007 nChanged 0 SP:Iteration 62F (8939.253334 sec): 3 clusters Score: Raw -2356357.795467 + Penalty 1940.196460 = -2354417.599007 nChanged 0 Trying to split cluster 5 (11081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8939.285495 sec): 2 clusters Score: Raw -938866.085611 + Penalty 884.733785 = -937981.351826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8939.338264 sec): 3 clusters Score: Raw -932166.942744 + Penalty 1769.467570 = -930397.475174 nChanged 5024 SP:Iteration 1F (8939.396399 sec): 3 clusters Score: Raw -934954.267524 + Penalty 1769.467570 = -933184.799954 nChanged 618 SP:Iteration 2F (8939.443720 sec): 3 clusters Score: Raw -935208.085374 + Penalty 1769.467570 = -933438.617805 nChanged 585 SP:Iteration 3F (8939.502019 sec): 3 clusters Score: Raw -935472.512622 + Penalty 1769.467570 = -933703.045052 nChanged 604 SP:Iteration 4F (8939.554485 sec): 3 clusters Score: Raw -935770.888173 + Penalty 1769.467570 = -934001.420604 nChanged 637 SP:Iteration 5F (8939.612573 sec): 3 clusters Score: Raw -936117.248250 + Penalty 1769.467570 = -934347.780680 nChanged 646 SP:Iteration 6F (8939.664030 sec): 3 clusters Score: Raw -936503.415512 + Penalty 1769.467570 = -934733.947943 nChanged 628 SP:Iteration 7F (8939.725568 sec): 3 clusters Score: Raw -936862.466114 + Penalty 1769.467570 = -935092.998545 nChanged 565 SP:Iteration 8F (8939.788602 sec): 3 clusters Score: Raw -937226.495007 + Penalty 1769.467570 = -935457.027437 nChanged 518 SP:Iteration 9Q (8939.857026 sec): 3 clusters Score: Raw -937578.808529 + Penalty 1769.467570 = -935809.340960 nChanged 444 SP:Iteration 10Q (8939.904147 sec): 3 clusters Score: Raw -937900.050073 + Penalty 1769.467570 = -936130.582504 nChanged 350 SP:Iteration 11Q (8939.962845 sec): 3 clusters Score: Raw -938189.313099 + Penalty 1769.467570 = -936419.845529 nChanged 273 SP:Iteration 12Q (8940.024250 sec): 3 clusters Score: Raw -938410.408175 + Penalty 1769.467570 = -936640.940605 nChanged 235 SP:Iteration 13Q (8940.085433 sec): 3 clusters Score: Raw -938605.689990 + Penalty 1769.467570 = -936836.222420 nChanged 155 SP:Iteration 14Q (8940.139568 sec): 3 clusters Score: Raw -938711.306801 + Penalty 1769.467570 = -936941.839232 nChanged 125 SP:Iteration 15Q (8940.198855 sec): 3 clusters Score: Raw -938777.972921 + Penalty 1769.467570 = -937008.505351 nChanged 90 SP:Iteration 16Q (8940.240016 sec): 3 clusters Score: Raw -938817.295698 + Penalty 1769.467570 = -937047.828128 nChanged 67 SP:Iteration 17Q (8940.299852 sec): 3 clusters Score: Raw -938844.534127 + Penalty 1769.467570 = -937075.066558 nChanged 69 SP:Iteration 18Q (8940.365573 sec): 3 clusters Score: Raw -938873.863125 + Penalty 1769.467570 = -937104.395555 nChanged 60 SP:Iteration 19Q (8940.415888 sec): 3 clusters Score: Raw -938901.371907 + Penalty 1769.467570 = -937131.904337 nChanged 60 SP:Iteration 20F (8940.474149 sec): 3 clusters Score: Raw -938936.973040 + Penalty 1769.467570 = -937167.505470 nChanged 57 SP:Iteration 21Q (8940.533866 sec): 3 clusters Score: Raw -938965.518459 + Penalty 1769.467570 = -937196.050890 nChanged 53 SP:Iteration 22Q (8940.582919 sec): 3 clusters Score: Raw -938998.506637 + Penalty 1769.467570 = -937229.039067 nChanged 54 SP:Iteration 23Q (8940.634362 sec): 3 clusters Score: Raw -939028.167895 + Penalty 1769.467570 = -937258.700325 nChanged 34 SP:Iteration 24Q (8940.704927 sec): 3 clusters Score: Raw -939039.752832 + Penalty 1769.467570 = -937270.285262 nChanged 22 SP:Iteration 25Q (8940.754112 sec): 3 clusters Score: Raw -939046.666660 + Penalty 1769.467570 = -937277.199090 nChanged 29 SP:Iteration 26Q (8940.809176 sec): 3 clusters Score: Raw -939056.250492 + Penalty 1769.467570 = -937286.782922 nChanged 31 SP:Iteration 27Q (8940.866752 sec): 3 clusters Score: Raw -939067.670951 + Penalty 1769.467570 = -937298.203381 nChanged 24 SP:Iteration 28Q (8940.906972 sec): 3 clusters Score: Raw -939076.289012 + Penalty 1769.467570 = -937306.821442 nChanged 29 SP:Iteration 29Q (8940.967274 sec): 3 clusters Score: Raw -939087.766593 + Penalty 1769.467570 = -937318.299023 nChanged 25 SP:Iteration 30Q (8941.026927 sec): 3 clusters Score: Raw -939097.514357 + Penalty 1769.467570 = -937328.046787 nChanged 26 SP:Iteration 31Q (8941.087048 sec): 3 clusters Score: Raw -939106.039507 + Penalty 1769.467570 = -937336.571937 nChanged 21 SP:Iteration 32Q (8941.140735 sec): 3 clusters Score: Raw -939112.217083 + Penalty 1769.467570 = -937342.749514 nChanged 16 SP:Iteration 33Q (8941.189363 sec): 3 clusters Score: Raw -939116.361831 + Penalty 1769.467570 = -937346.894261 nChanged 7 SP:Iteration 34Q (8941.247613 sec): 3 clusters Score: Raw -939117.972156 + Penalty 1769.467570 = -937348.504586 nChanged 9 SP:Iteration 35Q (8941.307638 sec): 3 clusters Score: Raw -939119.924071 + Penalty 1769.467570 = -937350.456501 nChanged 8 SP:Iteration 36Q (8941.369521 sec): 3 clusters Score: Raw -939122.000166 + Penalty 1769.467570 = -937352.532596 nChanged 4 SP:Iteration 37Q (8941.428587 sec): 3 clusters Score: Raw -939123.006052 + Penalty 1769.467570 = -937353.538483 nChanged 3 SP:Iteration 38Q (8941.482102 sec): 3 clusters Score: Raw -939123.769902 + Penalty 1769.467570 = -937354.302332 nChanged 3 SP:Iteration 39Q (8941.531136 sec): 3 clusters Score: Raw -939124.522661 + Penalty 1769.467570 = -937355.055092 nChanged 4 SP:Iteration 40F (8941.593137 sec): 3 clusters Score: Raw -939125.189734 + Penalty 1769.467570 = -937355.722164 nChanged 3 SP:Iteration 41Q (8941.645950 sec): 3 clusters Score: Raw -939125.870835 + Penalty 1769.467570 = -937356.403266 nChanged 4 SP:Iteration 42Q (8941.704477 sec): 3 clusters Score: Raw -939126.293741 + Penalty 1769.467570 = -937356.826172 nChanged 1 SP:Iteration 43Q (8941.763520 sec): 3 clusters Score: Raw -939126.537674 + Penalty 1769.467570 = -937357.070104 nChanged 2 SP:Iteration 44Q (8941.834282 sec): 3 clusters Score: Raw -939126.937105 + Penalty 1769.467570 = -937357.469536 nChanged 1 SP:Iteration 45Q (8941.868045 sec): 3 clusters Score: Raw -939127.357163 + Penalty 1769.467570 = -937357.889593 nChanged 0 SP:Iteration 46F (8941.929456 sec): 3 clusters Score: Raw -939127.357163 + Penalty 1769.467570 = -937357.889593 nChanged 0 Trying to split cluster 6 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8941.953188 sec): 2 clusters Score: Raw -33088.324516 + Penalty 585.914067 = -32502.410450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8942.002354 sec): 3 clusters Score: Raw -32988.610763 + Penalty 1171.828133 = -31816.782630 nChanged 149 SP:Iteration 1F (8942.051589 sec): 3 clusters Score: Raw -33218.534218 + Penalty 1171.828133 = -32046.706085 nChanged 42 SP:Iteration 2F (8942.089522 sec): 3 clusters Score: Raw -33314.104952 + Penalty 1171.828133 = -32142.276818 nChanged 25 SP:Iteration 3F (8942.144993 sec): 3 clusters Score: Raw -33367.931254 + Penalty 1171.828133 = -32196.103121 nChanged 35 SP:Iteration 4F (8942.178340 sec): 3 clusters Score: Raw -33449.681597 + Penalty 1171.828133 = -32277.853464 nChanged 39 SP:Iteration 5F (8942.223049 sec): 3 clusters Score: Raw -33529.815848 + Penalty 1171.828133 = -32357.987714 nChanged 27 SP:Iteration 6F (8942.272068 sec): 3 clusters Score: Raw -33617.855476 + Penalty 1171.828133 = -32446.027343 nChanged 21 SP:Iteration 7Q (8942.319273 sec): 3 clusters Score: Raw -33698.642819 + Penalty 1171.828133 = -32526.814686 nChanged 19 SP:Iteration 8Q (8942.365595 sec): 3 clusters Score: Raw -33746.850600 + Penalty 1171.828133 = -32575.022467 nChanged 12 SP:Iteration 9Q (8942.414832 sec): 3 clusters Score: Raw -33792.157465 + Penalty 1171.828133 = -32620.329331 nChanged 12 SP:Iteration 10Q (8942.448720 sec): 3 clusters Score: Raw -33844.185944 + Penalty 1171.828133 = -32672.357811 nChanged 9 SP:Iteration 11Q (8942.494026 sec): 3 clusters Score: Raw -33894.058911 + Penalty 1171.828133 = -32722.230778 nChanged 8 SP:Iteration 12Q (8942.539173 sec): 3 clusters Score: Raw -33922.207946 + Penalty 1171.828133 = -32750.379812 nChanged 3 SP:Iteration 13Q (8942.588564 sec): 3 clusters Score: Raw -33934.718062 + Penalty 1171.828133 = -32762.889929 nChanged 2 SP:Iteration 14Q (8942.638174 sec): 3 clusters Score: Raw -33943.310907 + Penalty 1171.828133 = -32771.482773 nChanged 0 SP:Iteration 15F (8942.675791 sec): 3 clusters Score: Raw -33957.880389 + Penalty 1171.828133 = -32786.052256 nChanged 2 SP:Iteration 16Q (8942.719002 sec): 3 clusters Score: Raw -33969.870349 + Penalty 1171.828133 = -32798.042215 nChanged 2 SP:Iteration 17Q (8942.763816 sec): 3 clusters Score: Raw -33980.184746 + Penalty 1171.828133 = -32808.356613 nChanged 2 SP:Iteration 18Q (8942.805435 sec): 3 clusters Score: Raw -34001.581235 + Penalty 1171.828133 = -32829.753102 nChanged 2 SP:Iteration 19Q (8942.844614 sec): 3 clusters Score: Raw -34005.936945 + Penalty 1171.828133 = -32834.108812 nChanged 0 SP:Iteration 20F (8942.888255 sec): 3 clusters Score: Raw -34005.936945 + Penalty 1171.828133 = -32834.108812 nChanged 0 Score: Raw -69575770.151871 + Penalty 57028.721351 = -69518741.430519 Splitting cluster 6 changes total score from -69519112.988630 to -69518741.430519 So it's not getting split. Trying to split cluster 7 (16647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8960.062874 sec): 2 clusters Score: Raw -1432026.323590 + Penalty 923.398603 = -1431102.924986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8960.124222 sec): 3 clusters Score: Raw -1421872.014051 + Penalty 1846.797207 = -1420025.216844 nChanged 7638 SP:Iteration 1F (8960.187820 sec): 3 clusters Score: Raw -1426178.979776 + Penalty 1846.797207 = -1424332.182569 nChanged 980 SP:Iteration 2F (8960.265410 sec): 3 clusters Score: Raw -1426694.294759 + Penalty 1846.797207 = -1424847.497552 nChanged 1119 SP:Iteration 3F (8960.335482 sec): 3 clusters Score: Raw -1427345.126090 + Penalty 1846.797207 = -1425498.328883 nChanged 1210 SP:Iteration 4F (8960.391715 sec): 3 clusters Score: Raw -1428136.705039 + Penalty 1846.797207 = -1426289.907832 nChanged 1217 SP:Iteration 5F (8960.460986 sec): 3 clusters Score: Raw -1428966.427632 + Penalty 1846.797207 = -1427119.630426 nChanged 1105 SP:Iteration 6F (8960.539243 sec): 3 clusters Score: Raw -1429725.560182 + Penalty 1846.797207 = -1427878.762975 nChanged 915 SP:Iteration 7F (8960.599700 sec): 3 clusters Score: Raw -1430315.745291 + Penalty 1846.797207 = -1428468.948084 nChanged 704 SP:Iteration 8Q (8960.644729 sec): 3 clusters Score: Raw -1430765.239181 + Penalty 1846.797207 = -1428918.441974 nChanged 552 SP:Iteration 9Q (8960.677720 sec): 3 clusters Score: Raw -1431115.793121 + Penalty 1846.797207 = -1429268.995914 nChanged 425 SP:Iteration 10Q (8960.710902 sec): 3 clusters Score: Raw -1431384.635936 + Penalty 1846.797207 = -1429537.838729 nChanged 336 SP:Iteration 11Q (8960.754925 sec): 3 clusters Score: Raw -1431581.423530 + Penalty 1846.797207 = -1429734.626323 nChanged 243 SP:Iteration 12Q (8960.777497 sec): 3 clusters Score: Raw -1431731.480619 + Penalty 1846.797207 = -1429884.683412 nChanged 190 SP:Iteration 13Q (8960.809971 sec): 3 clusters Score: Raw -1431853.437544 + Penalty 1846.797207 = -1430006.640337 nChanged 139 SP:Iteration 14Q (8960.842117 sec): 3 clusters Score: Raw -1431952.598836 + Penalty 1846.797207 = -1430105.801629 nChanged 94 SP:Iteration 15Q (8960.873499 sec): 3 clusters Score: Raw -1432023.356895 + Penalty 1846.797207 = -1430176.559688 nChanged 66 SP:Iteration 16Q (8960.910616 sec): 3 clusters Score: Raw -1432069.992040 + Penalty 1846.797207 = -1430223.194833 nChanged 42 SP:Iteration 17Q (8960.941306 sec): 3 clusters Score: Raw -1432100.514041 + Penalty 1846.797207 = -1430253.716834 nChanged 29 SP:Iteration 18Q (8960.984640 sec): 3 clusters Score: Raw -1432116.226242 + Penalty 1846.797207 = -1430269.429035 nChanged 14 SP:Iteration 19Q (8961.014923 sec): 3 clusters Score: Raw -1432127.286567 + Penalty 1846.797207 = -1430280.489360 nChanged 12 SP:Iteration 20F (8961.047172 sec): 3 clusters Score: Raw -1432135.872690 + Penalty 1846.797207 = -1430289.075483 nChanged 12 SP:Iteration 21Q (8961.077436 sec): 3 clusters Score: Raw -1432144.684938 + Penalty 1846.797207 = -1430297.887731 nChanged 8 SP:Iteration 22Q (8961.143389 sec): 3 clusters Score: Raw -1432149.864196 + Penalty 1846.797207 = -1430303.066989 nChanged 8 SP:Iteration 23Q (8961.212194 sec): 3 clusters Score: Raw -1432157.597508 + Penalty 1846.797207 = -1430310.800302 nChanged 8 SP:Iteration 24Q (8961.277536 sec): 3 clusters Score: Raw -1432166.531111 + Penalty 1846.797207 = -1430319.733905 nChanged 11 SP:Iteration 25Q (8961.346584 sec): 3 clusters Score: Raw -1432173.084012 + Penalty 1846.797207 = -1430326.286805 nChanged 7 SP:Iteration 26Q (8961.404233 sec): 3 clusters Score: Raw -1432178.719423 + Penalty 1846.797207 = -1430331.922216 nChanged 8 SP:Iteration 27Q (8961.469480 sec): 3 clusters Score: Raw -1432184.111262 + Penalty 1846.797207 = -1430337.314055 nChanged 6 SP:Iteration 28Q (8961.535928 sec): 3 clusters Score: Raw -1432187.535963 + Penalty 1846.797207 = -1430340.738757 nChanged 5 SP:Iteration 29Q (8961.612717 sec): 3 clusters Score: Raw -1432191.424341 + Penalty 1846.797207 = -1430344.627135 nChanged 2 SP:Iteration 30Q (8961.670469 sec): 3 clusters Score: Raw -1432193.240044 + Penalty 1846.797207 = -1430346.442837 nChanged 1 SP:Iteration 31Q (8961.747036 sec): 3 clusters Score: Raw -1432193.917826 + Penalty 1846.797207 = -1430347.120619 nChanged 1 SP:Iteration 32Q (8961.804765 sec): 3 clusters Score: Raw -1432194.506166 + Penalty 1846.797207 = -1430347.708959 nChanged 2 SP:Iteration 33Q (8961.880730 sec): 3 clusters Score: Raw -1432195.692441 + Penalty 1846.797207 = -1430348.895234 nChanged 0 SP:Iteration 34F (8961.941258 sec): 3 clusters Score: Raw -1432195.692441 + Penalty 1846.797207 = -1430348.895234 nChanged 0 Trying to split cluster 8 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8961.979262 sec): 2 clusters Score: Raw -122464.262506 + Penalty 694.819249 = -121769.443257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8962.017488 sec): 3 clusters Score: Raw -121806.993730 + Penalty 1389.638498 = -120417.355232 nChanged 592 SP:Iteration 1F (8962.068715 sec): 3 clusters Score: Raw -122304.060743 + Penalty 1389.638498 = -120914.422245 nChanged 151 SP:Iteration 2F (8962.129368 sec): 3 clusters Score: Raw -122449.080988 + Penalty 1389.638498 = -121059.442490 nChanged 87 SP:Iteration 3F (8962.181085 sec): 3 clusters Score: Raw -122509.888092 + Penalty 1389.638498 = -121120.249594 nChanged 65 SP:Iteration 4Q (8962.231450 sec): 3 clusters Score: Raw -122556.130425 + Penalty 1389.638498 = -121166.491927 nChanged 42 SP:Iteration 5Q (8962.280450 sec): 3 clusters Score: Raw -122582.680383 + Penalty 1389.638498 = -121193.041885 nChanged 31 SP:Iteration 6Q (8962.329683 sec): 3 clusters Score: Raw -122608.158550 + Penalty 1389.638498 = -121218.520052 nChanged 47 SP:Iteration 7Q (8962.383385 sec): 3 clusters Score: Raw -122642.061840 + Penalty 1389.638498 = -121252.423342 nChanged 44 SP:Iteration 8Q (8962.422846 sec): 3 clusters Score: Raw -122679.476048 + Penalty 1389.638498 = -121289.837550 nChanged 42 SP:Iteration 9Q (8962.483062 sec): 3 clusters Score: Raw -122715.175445 + Penalty 1389.638498 = -121325.536947 nChanged 53 SP:Iteration 10Q (8962.532757 sec): 3 clusters Score: Raw -122751.704470 + Penalty 1389.638498 = -121362.065972 nChanged 48 SP:Iteration 11Q (8962.580456 sec): 3 clusters Score: Raw -122795.339589 + Penalty 1389.638498 = -121405.701091 nChanged 48 SP:Iteration 12Q (8962.631342 sec): 3 clusters Score: Raw -122829.203397 + Penalty 1389.638498 = -121439.564899 nChanged 39 SP:Iteration 13Q (8962.685461 sec): 3 clusters Score: Raw -122855.792219 + Penalty 1389.638498 = -121466.153721 nChanged 27 SP:Iteration 14Q (8962.724784 sec): 3 clusters Score: Raw -122879.309080 + Penalty 1389.638498 = -121489.670582 nChanged 22 SP:Iteration 15Q (8962.786908 sec): 3 clusters Score: Raw -122892.995540 + Penalty 1389.638498 = -121503.357042 nChanged 15 SP:Iteration 16Q (8962.836904 sec): 3 clusters Score: Raw -122904.031646 + Penalty 1389.638498 = -121514.393148 nChanged 9 SP:Iteration 17Q (8962.888858 sec): 3 clusters Score: Raw -122908.916518 + Penalty 1389.638498 = -121519.278020 nChanged 8 SP:Iteration 18Q (8962.940933 sec): 3 clusters Score: Raw -122912.656265 + Penalty 1389.638498 = -121523.017767 nChanged 10 SP:Iteration 19Q (8962.987241 sec): 3 clusters Score: Raw -122921.364907 + Penalty 1389.638498 = -121531.726409 nChanged 13 SP:Iteration 20F (8963.038383 sec): 3 clusters Score: Raw -122929.888566 + Penalty 1389.638498 = -121540.250068 nChanged 6 SP:Iteration 21Q (8963.083370 sec): 3 clusters Score: Raw -122931.773423 + Penalty 1389.638498 = -121542.134925 nChanged 5 SP:Iteration 22Q (8963.134238 sec): 3 clusters Score: Raw -122934.257305 + Penalty 1389.638498 = -121544.618807 nChanged 5 SP:Iteration 23Q (8963.177898 sec): 3 clusters Score: Raw -122936.206631 + Penalty 1389.638498 = -121546.568133 nChanged 5 SP:Iteration 24Q (8963.222861 sec): 3 clusters Score: Raw -122938.778758 + Penalty 1389.638498 = -121549.140260 nChanged 4 SP:Iteration 25Q (8963.271169 sec): 3 clusters Score: Raw -122940.561554 + Penalty 1389.638498 = -121550.923056 nChanged 4 SP:Iteration 26Q (8963.319821 sec): 3 clusters Score: Raw -122941.545355 + Penalty 1389.638498 = -121551.906857 nChanged 6 SP:Iteration 27Q (8963.370952 sec): 3 clusters Score: Raw -122945.610771 + Penalty 1389.638498 = -121555.972273 nChanged 3 SP:Iteration 28Q (8963.422124 sec): 3 clusters Score: Raw -122947.373559 + Penalty 1389.638498 = -121557.735061 nChanged 7 SP:Iteration 29Q (8963.467980 sec): 3 clusters Score: Raw -122950.140034 + Penalty 1389.638498 = -121560.501536 nChanged 3 SP:Iteration 30Q (8963.518838 sec): 3 clusters Score: Raw -122950.794427 + Penalty 1389.638498 = -121561.155929 nChanged 2 SP:Iteration 31Q (8963.568523 sec): 3 clusters Score: Raw -122952.040488 + Penalty 1389.638498 = -121562.401990 nChanged 3 SP:Iteration 32Q (8963.619016 sec): 3 clusters Score: Raw -122954.383559 + Penalty 1389.638498 = -121564.745061 nChanged 3 SP:Iteration 33Q (8963.669416 sec): 3 clusters Score: Raw -122955.813443 + Penalty 1389.638498 = -121566.174945 nChanged 1 SP:Iteration 34Q (8963.715678 sec): 3 clusters Score: Raw -122956.611952 + Penalty 1389.638498 = -121566.973454 nChanged 1 SP:Iteration 35Q (8963.766953 sec): 3 clusters Score: Raw -122956.885091 + Penalty 1389.638498 = -121567.246593 nChanged 1 SP:Iteration 36Q (8963.818449 sec): 3 clusters Score: Raw -122957.031262 + Penalty 1389.638498 = -121567.392764 nChanged 0 SP:Iteration 37F (8963.869682 sec): 3 clusters Score: Raw -122957.031262 + Penalty 1389.638498 = -121567.392764 nChanged 0 Trying to split cluster 9 (4944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8963.900837 sec): 2 clusters Score: Raw -412656.541715 + Penalty 808.063350 = -411848.478365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8963.949252 sec): 3 clusters Score: Raw -409939.881957 + Penalty 1616.126700 = -408323.755257 nChanged 2092 SP:Iteration 1F (8964.003857 sec): 3 clusters Score: Raw -411072.159622 + Penalty 1616.126700 = -409456.032922 nChanged 312 SP:Iteration 2F (8964.059997 sec): 3 clusters Score: Raw -411228.679985 + Penalty 1616.126700 = -409612.553285 nChanged 253 SP:Iteration 3F (8964.122216 sec): 3 clusters Score: Raw -411354.709431 + Penalty 1616.126700 = -409738.582731 nChanged 220 SP:Iteration 4Q (8964.175840 sec): 3 clusters Score: Raw -411450.448744 + Penalty 1616.126700 = -409834.322044 nChanged 200 SP:Iteration 5Q (8964.231454 sec): 3 clusters Score: Raw -411552.370309 + Penalty 1616.126700 = -409936.243609 nChanged 210 SP:Iteration 6Q (8964.276065 sec): 3 clusters Score: Raw -411662.634547 + Penalty 1616.126700 = -410046.507847 nChanged 184 SP:Iteration 7Q (8964.329634 sec): 3 clusters Score: Raw -411768.130262 + Penalty 1616.126700 = -410152.003563 nChanged 180 SP:Iteration 8Q (8964.384557 sec): 3 clusters Score: Raw -411898.664703 + Penalty 1616.126700 = -410282.538003 nChanged 194 SP:Iteration 9Q (8964.437936 sec): 3 clusters Score: Raw -412013.540501 + Penalty 1616.126700 = -410397.413802 nChanged 184 SP:Iteration 10Q (8964.485960 sec): 3 clusters Score: Raw -412123.668044 + Penalty 1616.126700 = -410507.541344 nChanged 173 SP:Iteration 11Q (8964.549885 sec): 3 clusters Score: Raw -412212.262727 + Penalty 1616.126700 = -410596.136027 nChanged 118 SP:Iteration 12Q (8964.608492 sec): 3 clusters Score: Raw -412254.048235 + Penalty 1616.126700 = -410637.921535 nChanged 72 SP:Iteration 13Q (8964.659574 sec): 3 clusters Score: Raw -412273.754740 + Penalty 1616.126700 = -410657.628040 nChanged 59 SP:Iteration 14Q (8964.712460 sec): 3 clusters Score: Raw -412287.970280 + Penalty 1616.126700 = -410671.843580 nChanged 39 SP:Iteration 15Q (8964.759518 sec): 3 clusters Score: Raw -412297.066210 + Penalty 1616.126700 = -410680.939510 nChanged 29 SP:Iteration 16Q (8964.807237 sec): 3 clusters Score: Raw -412305.261722 + Penalty 1616.126700 = -410689.135022 nChanged 33 SP:Iteration 17Q (8964.858742 sec): 3 clusters Score: Raw -412316.237944 + Penalty 1616.126700 = -410700.111244 nChanged 36 SP:Iteration 18Q (8964.909844 sec): 3 clusters Score: Raw -412326.184498 + Penalty 1616.126700 = -410710.057798 nChanged 35 SP:Iteration 19Q (8964.956620 sec): 3 clusters Score: Raw -412336.441496 + Penalty 1616.126700 = -410720.314797 nChanged 44 SP:Iteration 20F (8965.003312 sec): 3 clusters Score: Raw -412348.124523 + Penalty 1616.126700 = -410731.997823 nChanged 30 SP:Iteration 21Q (8965.047325 sec): 3 clusters Score: Raw -412354.260323 + Penalty 1616.126700 = -410738.133623 nChanged 27 SP:Iteration 22Q (8965.101560 sec): 3 clusters Score: Raw -412359.949434 + Penalty 1616.126700 = -410743.822735 nChanged 27 SP:Iteration 23Q (8965.149456 sec): 3 clusters Score: Raw -412368.644197 + Penalty 1616.126700 = -410752.517497 nChanged 32 SP:Iteration 24Q (8965.196358 sec): 3 clusters Score: Raw -412377.866306 + Penalty 1616.126700 = -410761.739606 nChanged 32 SP:Iteration 25Q (8965.245911 sec): 3 clusters Score: Raw -412387.112658 + Penalty 1616.126700 = -410770.985958 nChanged 31 SP:Iteration 26Q (8965.281042 sec): 3 clusters Score: Raw -412395.066015 + Penalty 1616.126700 = -410778.939315 nChanged 26 SP:Iteration 27Q (8965.298242 sec): 3 clusters Score: Raw -412402.408136 + Penalty 1616.126700 = -410786.281436 nChanged 26 SP:Iteration 28Q (8965.345393 sec): 3 clusters Score: Raw -412410.411261 + Penalty 1616.126700 = -410794.284562 nChanged 32 SP:Iteration 29Q (8965.390333 sec): 3 clusters Score: Raw -412417.891324 + Penalty 1616.126700 = -410801.764624 nChanged 19 SP:Iteration 30Q (8965.431952 sec): 3 clusters Score: Raw -412421.386445 + Penalty 1616.126700 = -410805.259746 nChanged 12 SP:Iteration 31Q (8965.487724 sec): 3 clusters Score: Raw -412423.279911 + Penalty 1616.126700 = -410807.153211 nChanged 9 SP:Iteration 32Q (8965.531352 sec): 3 clusters Score: Raw -412424.351682 + Penalty 1616.126700 = -410808.224983 nChanged 6 SP:Iteration 33Q (8965.567839 sec): 3 clusters Score: Raw -412425.116360 + Penalty 1616.126700 = -410808.989660 nChanged 3 SP:Iteration 34Q (8965.617300 sec): 3 clusters Score: Raw -412425.628481 + Penalty 1616.126700 = -410809.501781 nChanged 3 SP:Iteration 35Q (8965.656030 sec): 3 clusters Score: Raw -412426.216113 + Penalty 1616.126700 = -410810.089413 nChanged 7 SP:Iteration 36Q (8965.703648 sec): 3 clusters Score: Raw -412427.838056 + Penalty 1616.126700 = -410811.711356 nChanged 7 SP:Iteration 37Q (8965.753373 sec): 3 clusters Score: Raw -412429.585139 + Penalty 1616.126700 = -410813.458439 nChanged 14 SP:Iteration 38Q (8965.794808 sec): 3 clusters Score: Raw -412433.076875 + Penalty 1616.126700 = -410816.950175 nChanged 16 SP:Iteration 39Q (8965.841837 sec): 3 clusters Score: Raw -412437.024545 + Penalty 1616.126700 = -410820.897846 nChanged 11 SP:Iteration 40F (8965.897329 sec): 3 clusters Score: Raw -412440.616219 + Penalty 1616.126700 = -410824.489519 nChanged 16 SP:Iteration 41Q (8965.931782 sec): 3 clusters Score: Raw -412444.680274 + Penalty 1616.126700 = -410828.553574 nChanged 10 SP:Iteration 42Q (8965.973824 sec): 3 clusters Score: Raw -412446.630432 + Penalty 1616.126700 = -410830.503732 nChanged 15 SP:Iteration 43Q (8966.014280 sec): 3 clusters Score: Raw -412449.796300 + Penalty 1616.126700 = -410833.669601 nChanged 9 SP:Iteration 44Q (8966.067545 sec): 3 clusters Score: Raw -412452.893731 + Penalty 1616.126700 = -410836.767031 nChanged 11 SP:Iteration 45Q (8966.105804 sec): 3 clusters Score: Raw -412454.554842 + Penalty 1616.126700 = -410838.428143 nChanged 9 SP:Iteration 46Q (8966.150831 sec): 3 clusters Score: Raw -412455.827967 + Penalty 1616.126700 = -410839.701267 nChanged 12 SP:Iteration 47Q (8966.211132 sec): 3 clusters Score: Raw -412459.188657 + Penalty 1616.126700 = -410843.061957 nChanged 23 SP:Iteration 48Q (8966.242495 sec): 3 clusters Score: Raw -412464.697261 + Penalty 1616.126700 = -410848.570561 nChanged 17 SP:Iteration 49Q (8966.284440 sec): 3 clusters Score: Raw -412468.839895 + Penalty 1616.126700 = -410852.713195 nChanged 17 SP:Iteration 50Q (8966.323510 sec): 3 clusters Score: Raw -412474.110661 + Penalty 1616.126700 = -410857.983961 nChanged 19 SP:Iteration 51Q (8966.369984 sec): 3 clusters Score: Raw -412481.144291 + Penalty 1616.126700 = -410865.017592 nChanged 20 SP:Iteration 52Q (8966.410002 sec): 3 clusters Score: Raw -412485.199474 + Penalty 1616.126700 = -410869.072774 nChanged 12 SP:Iteration 53Q (8966.459812 sec): 3 clusters Score: Raw -412488.571184 + Penalty 1616.126700 = -410872.444484 nChanged 20 SP:Iteration 54Q (8966.507668 sec): 3 clusters Score: Raw -412494.178709 + Penalty 1616.126700 = -410878.052009 nChanged 25 SP:Iteration 55Q (8966.553539 sec): 3 clusters Score: Raw -412501.981946 + Penalty 1616.126700 = -410885.855246 nChanged 25 SP:Iteration 56Q (8966.606348 sec): 3 clusters Score: Raw -412510.044777 + Penalty 1616.126700 = -410893.918077 nChanged 26 SP:Iteration 57Q (8966.665649 sec): 3 clusters Score: Raw -412516.637450 + Penalty 1616.126700 = -410900.510751 nChanged 29 SP:Iteration 58Q (8966.703915 sec): 3 clusters Score: Raw -412523.161708 + Penalty 1616.126700 = -410907.035008 nChanged 24 SP:Iteration 59Q (8966.760801 sec): 3 clusters Score: Raw -412531.540379 + Penalty 1616.126700 = -410915.413679 nChanged 25 SP:Iteration 60F (8966.817328 sec): 3 clusters Score: Raw -412542.361409 + Penalty 1616.126700 = -410926.234709 nChanged 30 SP:Iteration 61Q (8966.872706 sec): 3 clusters Score: Raw -412555.566879 + Penalty 1616.126700 = -410939.440179 nChanged 34 SP:Iteration 62Q (8966.924562 sec): 3 clusters Score: Raw -412568.787108 + Penalty 1616.126700 = -410952.660408 nChanged 37 SP:Iteration 63Q (8966.976929 sec): 3 clusters Score: Raw -412586.338992 + Penalty 1616.126700 = -410970.212292 nChanged 44 SP:Iteration 64Q (8967.022109 sec): 3 clusters Score: Raw -412616.283350 + Penalty 1616.126700 = -411000.156650 nChanged 48 SP:Iteration 65Q (8967.074681 sec): 3 clusters Score: Raw -412652.136026 + Penalty 1616.126700 = -411036.009326 nChanged 45 SP:Iteration 66Q (8967.119487 sec): 3 clusters Score: Raw -412683.494065 + Penalty 1616.126700 = -411067.367365 nChanged 35 SP:Iteration 67Q (8967.171956 sec): 3 clusters Score: Raw -412708.715495 + Penalty 1616.126700 = -411092.588795 nChanged 35 SP:Iteration 68Q (8967.215285 sec): 3 clusters Score: Raw -412733.151386 + Penalty 1616.126700 = -411117.024687 nChanged 29 SP:Iteration 69Q (8967.267500 sec): 3 clusters Score: Raw -412750.105229 + Penalty 1616.126700 = -411133.978529 nChanged 21 SP:Iteration 70Q (8967.319777 sec): 3 clusters Score: Raw -412758.634020 + Penalty 1616.126700 = -411142.507320 nChanged 17 SP:Iteration 71Q (8967.370610 sec): 3 clusters Score: Raw -412766.232803 + Penalty 1616.126700 = -411150.106103 nChanged 19 SP:Iteration 72Q (8967.422956 sec): 3 clusters Score: Raw -412774.652799 + Penalty 1616.126700 = -411158.526100 nChanged 12 SP:Iteration 73Q (8967.475279 sec): 3 clusters Score: Raw -412779.428241 + Penalty 1616.126700 = -411163.301541 nChanged 14 SP:Iteration 74Q (8967.524674 sec): 3 clusters Score: Raw -412784.280873 + Penalty 1616.126700 = -411168.154173 nChanged 10 SP:Iteration 75Q (8967.576816 sec): 3 clusters Score: Raw -412788.362786 + Penalty 1616.126700 = -411172.236086 nChanged 12 SP:Iteration 76Q (8967.621858 sec): 3 clusters Score: Raw -412792.169650 + Penalty 1616.126700 = -411176.042951 nChanged 5 SP:Iteration 77Q (8967.673923 sec): 3 clusters Score: Raw -412793.237798 + Penalty 1616.126700 = -411177.111098 nChanged 3 SP:Iteration 78Q (8967.717778 sec): 3 clusters Score: Raw -412794.198074 + Penalty 1616.126700 = -411178.071375 nChanged 2 SP:Iteration 79Q (8967.769825 sec): 3 clusters Score: Raw -412794.828327 + Penalty 1616.126700 = -411178.701627 nChanged 3 SP:Iteration 80F (8967.822598 sec): 3 clusters Score: Raw -412795.677690 + Penalty 1616.126700 = -411179.550991 nChanged 5 SP:Iteration 81Q (8967.872776 sec): 3 clusters Score: Raw -412796.775597 + Penalty 1616.126700 = -411180.648897 nChanged 4 SP:Iteration 82Q (8967.924801 sec): 3 clusters Score: Raw -412798.320603 + Penalty 1616.126700 = -411182.193903 nChanged 3 SP:Iteration 83Q (8967.976813 sec): 3 clusters Score: Raw -412798.914108 + Penalty 1616.126700 = -411182.787409 nChanged 0 SP:Iteration 84F (8968.026408 sec): 3 clusters Score: Raw -412798.914108 + Penalty 1616.126700 = -411182.787409 nChanged 0 Trying to split cluster 10 (69649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8968.113264 sec): 2 clusters Score: Raw -6163372.667124 + Penalty 1059.366244 = -6162313.300880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8968.233336 sec): 3 clusters Score: Raw -6117841.607938 + Penalty 2118.732488 = -6115722.875449 nChanged 33392 SP:Iteration 1F (8968.348467 sec): 3 clusters Score: Raw -6138608.995427 + Penalty 2118.732488 = -6136490.262939 nChanged 3859 SP:Iteration 2F (8968.476009 sec): 3 clusters Score: Raw -6140540.129643 + Penalty 2118.732488 = -6138421.397155 nChanged 4304 SP:Iteration 3F (8968.600621 sec): 3 clusters Score: Raw -6143177.349007 + Penalty 2118.732488 = -6141058.616519 nChanged 4648 SP:Iteration 4F (8968.722467 sec): 3 clusters Score: Raw -6146274.294147 + Penalty 2118.732488 = -6144155.561659 nChanged 4632 SP:Iteration 5F (8968.866410 sec): 3 clusters Score: Raw -6149452.114864 + Penalty 2118.732488 = -6147333.382376 nChanged 4260 SP:Iteration 6F (8968.997323 sec): 3 clusters Score: Raw -6152290.471673 + Penalty 2118.732488 = -6150171.739185 nChanged 3519 SP:Iteration 7F (8969.133303 sec): 3 clusters Score: Raw -6154226.421716 + Penalty 2118.732488 = -6152107.689228 nChanged 2542 SP:Iteration 8Q (8969.274837 sec): 3 clusters Score: Raw -6155176.534268 + Penalty 2118.732488 = -6153057.801780 nChanged 1584 SP:Iteration 9Q (8969.403377 sec): 3 clusters Score: Raw -6155589.185543 + Penalty 2118.732488 = -6153470.453054 nChanged 1043 SP:Iteration 10Q (8969.555958 sec): 3 clusters Score: Raw -6155826.091384 + Penalty 2118.732488 = -6153707.358896 nChanged 932 SP:Iteration 11Q (8969.683312 sec): 3 clusters Score: Raw -6156047.961929 + Penalty 2118.732488 = -6153929.229441 nChanged 875 SP:Iteration 12Q (8969.829637 sec): 3 clusters Score: Raw -6156253.409836 + Penalty 2118.732488 = -6154134.677348 nChanged 841 SP:Iteration 13Q (8969.952635 sec): 3 clusters Score: Raw -6156453.711990 + Penalty 2118.732488 = -6154334.979502 nChanged 859 SP:Iteration 14Q (8970.092668 sec): 3 clusters Score: Raw -6156673.325520 + Penalty 2118.732488 = -6154554.593032 nChanged 884 SP:Iteration 15Q (8970.230792 sec): 3 clusters Score: Raw -6156886.504603 + Penalty 2118.732488 = -6154767.772115 nChanged 851 SP:Iteration 16Q (8970.362178 sec): 3 clusters Score: Raw -6157101.704264 + Penalty 2118.732488 = -6154982.971776 nChanged 897 SP:Iteration 17Q (8970.500130 sec): 3 clusters Score: Raw -6157325.626396 + Penalty 2118.732488 = -6155206.893908 nChanged 846 SP:Iteration 18Q (8970.644300 sec): 3 clusters Score: Raw -6157528.057565 + Penalty 2118.732488 = -6155409.325077 nChanged 836 SP:Iteration 19Q (8970.775129 sec): 3 clusters Score: Raw -6157726.724320 + Penalty 2118.732488 = -6155607.991832 nChanged 800 SP:Iteration 20F (8970.908172 sec): 3 clusters Score: Raw -6157911.865381 + Penalty 2118.732488 = -6155793.132893 nChanged 760 SP:Iteration 21Q (8971.047296 sec): 3 clusters Score: Raw -6158077.515295 + Penalty 2118.732488 = -6155958.782807 nChanged 708 SP:Iteration 22Q (8971.178138 sec): 3 clusters Score: Raw -6158225.281406 + Penalty 2118.732488 = -6156106.548918 nChanged 655 SP:Iteration 23Q (8971.309068 sec): 3 clusters Score: Raw -6158350.323299 + Penalty 2118.732488 = -6156231.590811 nChanged 609 SP:Iteration 24Q (8971.442454 sec): 3 clusters Score: Raw -6158464.844762 + Penalty 2118.732488 = -6156346.112274 nChanged 574 SP:Iteration 25Q (8971.579238 sec): 3 clusters Score: Raw -6158568.822044 + Penalty 2118.732488 = -6156450.089556 nChanged 585 SP:Iteration 26Q (8971.717087 sec): 3 clusters Score: Raw -6158680.575180 + Penalty 2118.732488 = -6156561.842692 nChanged 605 SP:Iteration 27Q (8971.853752 sec): 3 clusters Score: Raw -6158802.139570 + Penalty 2118.732488 = -6156683.407081 nChanged 607 SP:Iteration 28Q (8971.993469 sec): 3 clusters Score: Raw -6158920.240849 + Penalty 2118.732488 = -6156801.508360 nChanged 571 SP:Iteration 29Q (8972.122435 sec): 3 clusters Score: Raw -6159028.571969 + Penalty 2118.732488 = -6156909.839481 nChanged 575 SP:Iteration 30Q (8972.260246 sec): 3 clusters Score: Raw -6159140.990917 + Penalty 2118.732488 = -6157022.258429 nChanged 566 SP:Iteration 31Q (8972.386621 sec): 3 clusters Score: Raw -6159261.317326 + Penalty 2118.732488 = -6157142.584838 nChanged 610 SP:Iteration 32Q (8972.532138 sec): 3 clusters Score: Raw -6159400.301408 + Penalty 2118.732488 = -6157281.568920 nChanged 610 SP:Iteration 33Q (8972.666067 sec): 3 clusters Score: Raw -6159536.725959 + Penalty 2118.732488 = -6157417.993471 nChanged 587 SP:Iteration 34Q (8972.802713 sec): 3 clusters Score: Raw -6159662.100706 + Penalty 2118.732488 = -6157543.368218 nChanged 542 SP:Iteration 35Q (8972.926619 sec): 3 clusters Score: Raw -6159784.236448 + Penalty 2118.732488 = -6157665.503960 nChanged 552 SP:Iteration 36Q (8973.058177 sec): 3 clusters Score: Raw -6159908.197168 + Penalty 2118.732488 = -6157789.464680 nChanged 547 SP:Iteration 37Q (8973.204591 sec): 3 clusters Score: Raw -6160039.116764 + Penalty 2118.732488 = -6157920.384275 nChanged 573 SP:Iteration 38Q (8973.327165 sec): 3 clusters Score: Raw -6160173.787756 + Penalty 2118.732488 = -6158055.055267 nChanged 535 SP:Iteration 39Q (8973.455834 sec): 3 clusters Score: Raw -6160290.216418 + Penalty 2118.732488 = -6158171.483929 nChanged 492 SP:Iteration 40F (8973.595275 sec): 3 clusters Score: Raw -6160388.638196 + Penalty 2118.732488 = -6158269.905708 nChanged 470 SP:Iteration 41Q (8973.716909 sec): 3 clusters Score: Raw -6160491.460747 + Penalty 2118.732488 = -6158372.728259 nChanged 477 SP:Iteration 42Q (8973.850473 sec): 3 clusters Score: Raw -6160599.140380 + Penalty 2118.732488 = -6158480.407891 nChanged 476 SP:Iteration 43Q (8973.992355 sec): 3 clusters Score: Raw -6160707.571876 + Penalty 2118.732488 = -6158588.839387 nChanged 495 SP:Iteration 44Q (8974.111875 sec): 3 clusters Score: Raw -6160828.851448 + Penalty 2118.732488 = -6158710.118960 nChanged 469 SP:Iteration 45Q (8974.242250 sec): 3 clusters Score: Raw -6160943.474158 + Penalty 2118.732488 = -6158824.741670 nChanged 483 SP:Iteration 46Q (8974.373526 sec): 3 clusters Score: Raw -6161061.548774 + Penalty 2118.732488 = -6158942.816286 nChanged 461 SP:Iteration 47Q (8974.486540 sec): 3 clusters Score: Raw -6161168.029682 + Penalty 2118.732488 = -6159049.297194 nChanged 398 SP:Iteration 48Q (8974.603380 sec): 3 clusters Score: Raw -6161261.204425 + Penalty 2118.732488 = -6159142.471937 nChanged 394 SP:Iteration 49Q (8974.733047 sec): 3 clusters Score: Raw -6161350.787448 + Penalty 2118.732488 = -6159232.054960 nChanged 384 SP:Iteration 50Q (8974.858757 sec): 3 clusters Score: Raw -6161448.031295 + Penalty 2118.732488 = -6159329.298807 nChanged 389 SP:Iteration 51Q (8974.988697 sec): 3 clusters Score: Raw -6161543.174364 + Penalty 2118.732488 = -6159424.441876 nChanged 394 SP:Iteration 52Q (8975.116320 sec): 3 clusters Score: Raw -6161643.223010 + Penalty 2118.732488 = -6159524.490522 nChanged 391 SP:Iteration 53Q (8975.231131 sec): 3 clusters Score: Raw -6161747.418834 + Penalty 2118.732488 = -6159628.686346 nChanged 417 SP:Iteration 54Q (8975.353990 sec): 3 clusters Score: Raw -6161863.665456 + Penalty 2118.732488 = -6159744.932968 nChanged 390 SP:Iteration 55Q (8975.477843 sec): 3 clusters Score: Raw -6161967.286363 + Penalty 2118.732488 = -6159848.553875 nChanged 376 SP:Iteration 56Q (8975.601761 sec): 3 clusters Score: Raw -6162072.376336 + Penalty 2118.732488 = -6159953.643848 nChanged 358 SP:Iteration 57Q (8975.719292 sec): 3 clusters Score: Raw -6162174.438609 + Penalty 2118.732488 = -6160055.706121 nChanged 362 SP:Iteration 58Q (8975.826794 sec): 3 clusters Score: Raw -6162275.274865 + Penalty 2118.732488 = -6160156.542377 nChanged 342 SP:Iteration 59Q (8975.913677 sec): 3 clusters Score: Raw -6162369.596142 + Penalty 2118.732488 = -6160250.863654 nChanged 312 SP:Iteration 60F (8976.041339 sec): 3 clusters Score: Raw -6162453.414362 + Penalty 2118.732488 = -6160334.681874 nChanged 295 SP:Iteration 61Q (8976.125717 sec): 3 clusters Score: Raw -6162532.186459 + Penalty 2118.732488 = -6160413.453971 nChanged 304 SP:Iteration 62Q (8976.210165 sec): 3 clusters Score: Raw -6162615.324296 + Penalty 2118.732488 = -6160496.591808 nChanged 280 SP:Iteration 63Q (8976.294360 sec): 3 clusters Score: Raw -6162687.377787 + Penalty 2118.732488 = -6160568.645298 nChanged 255 SP:Iteration 64Q (8976.408045 sec): 3 clusters Score: Raw -6162748.583749 + Penalty 2118.732488 = -6160629.851261 nChanged 225 SP:Iteration 65Q (8976.516798 sec): 3 clusters Score: Raw -6162797.331946 + Penalty 2118.732488 = -6160678.599458 nChanged 208 SP:Iteration 66Q (8976.626203 sec): 3 clusters Score: Raw -6162845.578390 + Penalty 2118.732488 = -6160726.845902 nChanged 213 SP:Iteration 67Q (8976.741715 sec): 3 clusters Score: Raw -6162888.632890 + Penalty 2118.732488 = -6160769.900402 nChanged 177 SP:Iteration 68Q (8976.852924 sec): 3 clusters Score: Raw -6162925.460412 + Penalty 2118.732488 = -6160806.727924 nChanged 166 SP:Iteration 69Q (8976.964301 sec): 3 clusters Score: Raw -6162959.432302 + Penalty 2118.732488 = -6160840.699814 nChanged 163 SP:Iteration 70Q (8977.082508 sec): 3 clusters Score: Raw -6162996.333127 + Penalty 2118.732488 = -6160877.600638 nChanged 155 SP:Iteration 71Q (8977.204984 sec): 3 clusters Score: Raw -6163032.878156 + Penalty 2118.732488 = -6160914.145668 nChanged 164 SP:Iteration 72Q (8977.288155 sec): 3 clusters Score: Raw -6163072.896429 + Penalty 2118.732488 = -6160954.163941 nChanged 157 SP:Iteration 73Q (8977.370958 sec): 3 clusters Score: Raw -6163108.450135 + Penalty 2118.732488 = -6160989.717647 nChanged 134 SP:Iteration 74Q (8977.480218 sec): 3 clusters Score: Raw -6163138.506385 + Penalty 2118.732488 = -6161019.773897 nChanged 127 SP:Iteration 75Q (8977.590285 sec): 3 clusters Score: Raw -6163171.063946 + Penalty 2118.732488 = -6161052.331458 nChanged 135 SP:Iteration 76Q (8977.708506 sec): 3 clusters Score: Raw -6163204.479570 + Penalty 2118.732488 = -6161085.747082 nChanged 125 SP:Iteration 77Q (8977.827801 sec): 3 clusters Score: Raw -6163233.826169 + Penalty 2118.732488 = -6161115.093681 nChanged 123 SP:Iteration 78Q (8977.942138 sec): 3 clusters Score: Raw -6163260.482567 + Penalty 2118.732488 = -6161141.750079 nChanged 116 SP:Iteration 79Q (8978.057619 sec): 3 clusters Score: Raw -6163287.583744 + Penalty 2118.732488 = -6161168.851255 nChanged 104 SP:Iteration 80F (8978.175544 sec): 3 clusters Score: Raw -6163312.154761 + Penalty 2118.732488 = -6161193.422273 nChanged 102 SP:Iteration 81Q (8978.288999 sec): 3 clusters Score: Raw -6163338.255284 + Penalty 2118.732488 = -6161219.522796 nChanged 91 SP:Iteration 82Q (8978.401738 sec): 3 clusters Score: Raw -6163360.313570 + Penalty 2118.732488 = -6161241.581082 nChanged 91 SP:Iteration 83Q (8978.502543 sec): 3 clusters Score: Raw -6163383.080272 + Penalty 2118.732488 = -6161264.347784 nChanged 82 SP:Iteration 84Q (8978.614865 sec): 3 clusters Score: Raw -6163406.248418 + Penalty 2118.732488 = -6161287.515930 nChanged 87 SP:Iteration 85Q (8978.715702 sec): 3 clusters Score: Raw -6163425.399640 + Penalty 2118.732488 = -6161306.667152 nChanged 70 SP:Iteration 86Q (8978.828110 sec): 3 clusters Score: Raw -6163441.189385 + Penalty 2118.732488 = -6161322.456897 nChanged 66 SP:Iteration 87Q (8978.941555 sec): 3 clusters Score: Raw -6163459.013141 + Penalty 2118.732488 = -6161340.280653 nChanged 68 SP:Iteration 88Q (8979.056603 sec): 3 clusters Score: Raw -6163474.093948 + Penalty 2118.732488 = -6161355.361460 nChanged 60 SP:Iteration 89Q (8979.174432 sec): 3 clusters Score: Raw -6163486.335359 + Penalty 2118.732488 = -6161367.602871 nChanged 47 SP:Iteration 90Q (8979.301642 sec): 3 clusters Score: Raw -6163496.210186 + Penalty 2118.732488 = -6161377.477698 nChanged 54 SP:Iteration 91Q (8979.418124 sec): 3 clusters Score: Raw -6163505.252572 + Penalty 2118.732488 = -6161386.520083 nChanged 37 SP:Iteration 92Q (8979.540511 sec): 3 clusters Score: Raw -6163511.893687 + Penalty 2118.732488 = -6161393.161199 nChanged 34 SP:Iteration 93Q (8979.619900 sec): 3 clusters Score: Raw -6163517.687396 + Penalty 2118.732488 = -6161398.954908 nChanged 27 SP:Iteration 94Q (8979.704535 sec): 3 clusters Score: Raw -6163522.323326 + Penalty 2118.732488 = -6161403.590838 nChanged 25 SP:Iteration 95Q (8979.789036 sec): 3 clusters Score: Raw -6163526.688508 + Penalty 2118.732488 = -6161407.956020 nChanged 22 SP:Iteration 96Q (8979.886123 sec): 3 clusters Score: Raw -6163530.162472 + Penalty 2118.732488 = -6161411.429984 nChanged 17 SP:Iteration 97Q (8980.004195 sec): 3 clusters Score: Raw -6163533.458892 + Penalty 2118.732488 = -6161414.726404 nChanged 22 SP:Iteration 98Q (8980.124231 sec): 3 clusters Score: Raw -6163537.672710 + Penalty 2118.732488 = -6161418.940222 nChanged 22 SP:Iteration 99Q (8980.244679 sec): 3 clusters Score: Raw -6163541.309501 + Penalty 2118.732488 = -6161422.577013 nChanged 20 SP:Iteration 100F (8980.370078 sec): 3 clusters Score: Raw -6163545.099847 + Penalty 2118.732488 = -6161426.367359 nChanged 22 SP:Iteration 101Q (8980.501289 sec): 3 clusters Score: Raw -6163547.996867 + Penalty 2118.732488 = -6161429.264379 nChanged 18 SP:Iteration 102Q (8980.619860 sec): 3 clusters Score: Raw -6163550.433344 + Penalty 2118.732488 = -6161431.700856 nChanged 17 SP:Iteration 103Q (8980.741851 sec): 3 clusters Score: Raw -6163552.920068 + Penalty 2118.732488 = -6161434.187580 nChanged 17 SP:Iteration 104Q (8980.857137 sec): 3 clusters Score: Raw -6163555.692802 + Penalty 2118.732488 = -6161436.960314 nChanged 13 SP:Iteration 105Q (8980.974863 sec): 3 clusters Score: Raw -6163557.922134 + Penalty 2118.732488 = -6161439.189646 nChanged 18 SP:Iteration 106Q (8981.104579 sec): 3 clusters Score: Raw -6163561.900236 + Penalty 2118.732488 = -6161443.167748 nChanged 16 SP:Iteration 107Q (8981.220264 sec): 3 clusters Score: Raw -6163564.282805 + Penalty 2118.732488 = -6161445.550317 nChanged 12 SP:Iteration 108Q (8981.342908 sec): 3 clusters Score: Raw -6163566.177983 + Penalty 2118.732488 = -6161447.445494 nChanged 13 SP:Iteration 109Q (8981.467887 sec): 3 clusters Score: Raw -6163568.284040 + Penalty 2118.732488 = -6161449.551552 nChanged 13 SP:Iteration 110Q (8981.588942 sec): 3 clusters Score: Raw -6163569.950738 + Penalty 2118.732488 = -6161451.218249 nChanged 14 SP:Iteration 111Q (8981.710121 sec): 3 clusters Score: Raw -6163572.416050 + Penalty 2118.732488 = -6161453.683562 nChanged 12 SP:Iteration 112Q (8981.824209 sec): 3 clusters Score: Raw -6163574.602708 + Penalty 2118.732488 = -6161455.870220 nChanged 16 SP:Iteration 113Q (8981.949115 sec): 3 clusters Score: Raw -6163577.590830 + Penalty 2118.732488 = -6161458.858342 nChanged 16 SP:Iteration 114Q (8982.056747 sec): 3 clusters Score: Raw -6163580.001466 + Penalty 2118.732488 = -6161461.268978 nChanged 11 SP:Iteration 115Q (8982.184112 sec): 3 clusters Score: Raw -6163581.609698 + Penalty 2118.732488 = -6161462.877210 nChanged 8 SP:Iteration 116Q (8982.303679 sec): 3 clusters Score: Raw -6163582.949125 + Penalty 2118.732488 = -6161464.216637 nChanged 7 SP:Iteration 117Q (8982.417374 sec): 3 clusters Score: Raw -6163584.358242 + Penalty 2118.732488 = -6161465.625754 nChanged 9 SP:Iteration 118Q (8982.527635 sec): 3 clusters Score: Raw -6163585.611387 + Penalty 2118.732488 = -6161466.878899 nChanged 10 SP:Iteration 119Q (8982.641202 sec): 3 clusters Score: Raw -6163586.534004 + Penalty 2118.732488 = -6161467.801516 nChanged 9 SP:Iteration 120F (8982.771734 sec): 3 clusters Score: Raw -6163587.648028 + Penalty 2118.732488 = -6161468.915540 nChanged 4 SP:Iteration 121Q (8982.888808 sec): 3 clusters Score: Raw -6163588.079802 + Penalty 2118.732488 = -6161469.347314 nChanged 2 SP:Iteration 122Q (8982.994529 sec): 3 clusters Score: Raw -6163588.210159 + Penalty 2118.732488 = -6161469.477671 nChanged 1 SP:Iteration 123Q (8983.120781 sec): 3 clusters Score: Raw -6163588.274619 + Penalty 2118.732488 = -6161469.542131 nChanged 0 SP:Iteration 124F (8983.256072 sec): 3 clusters Score: Raw -6163588.274619 + Penalty 2118.732488 = -6161469.542131 nChanged 0 Trying to split cluster 11 (4281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8983.266967 sec): 2 clusters Score: Raw -368539.652262 + Penalty 794.384481 = -367745.267781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8983.283416 sec): 3 clusters Score: Raw -366269.599648 + Penalty 1588.768962 = -364680.830686 nChanged 1775 SP:Iteration 1F (8983.298716 sec): 3 clusters Score: Raw -367293.534178 + Penalty 1588.768962 = -365704.765216 nChanged 364 SP:Iteration 2F (8983.313850 sec): 3 clusters Score: Raw -367530.623742 + Penalty 1588.768962 = -365941.854779 nChanged 287 SP:Iteration 3F (8983.351929 sec): 3 clusters Score: Raw -367729.259684 + Penalty 1588.768962 = -366140.490722 nChanged 269 SP:Iteration 4F (8983.367368 sec): 3 clusters Score: Raw -367955.154617 + Penalty 1588.768962 = -366366.385655 nChanged 248 SP:Iteration 5F (8983.382435 sec): 3 clusters Score: Raw -368155.538288 + Penalty 1588.768962 = -366566.769325 nChanged 201 SP:Iteration 6Q (8983.397731 sec): 3 clusters Score: Raw -368292.789470 + Penalty 1588.768962 = -366704.020508 nChanged 147 SP:Iteration 7Q (8983.412864 sec): 3 clusters Score: Raw -368376.018883 + Penalty 1588.768962 = -366787.249921 nChanged 118 SP:Iteration 8Q (8983.428090 sec): 3 clusters Score: Raw -368444.969219 + Penalty 1588.768962 = -366856.200257 nChanged 87 SP:Iteration 9Q (8983.443190 sec): 3 clusters Score: Raw -368495.213773 + Penalty 1588.768962 = -366906.444811 nChanged 78 SP:Iteration 10Q (8983.472886 sec): 3 clusters Score: Raw -368528.483295 + Penalty 1588.768962 = -366939.714333 nChanged 57 SP:Iteration 11Q (8983.488388 sec): 3 clusters Score: Raw -368547.403435 + Penalty 1588.768962 = -366958.634473 nChanged 38 SP:Iteration 12Q (8983.503495 sec): 3 clusters Score: Raw -368560.338095 + Penalty 1588.768962 = -366971.569132 nChanged 36 SP:Iteration 13Q (8983.518448 sec): 3 clusters Score: Raw -368572.951197 + Penalty 1588.768962 = -366984.182235 nChanged 26 SP:Iteration 14Q (8983.533466 sec): 3 clusters Score: Raw -368580.256536 + Penalty 1588.768962 = -366991.487574 nChanged 20 SP:Iteration 15Q (8983.563161 sec): 3 clusters Score: Raw -368584.753804 + Penalty 1588.768962 = -366995.984842 nChanged 15 SP:Iteration 16Q (8983.578429 sec): 3 clusters Score: Raw -368587.940273 + Penalty 1588.768962 = -366999.171311 nChanged 20 SP:Iteration 17Q (8983.593466 sec): 3 clusters Score: Raw -368593.740663 + Penalty 1588.768962 = -367004.971701 nChanged 21 SP:Iteration 18Q (8983.608311 sec): 3 clusters Score: Raw -368599.945715 + Penalty 1588.768962 = -367011.176753 nChanged 22 SP:Iteration 19Q (8983.623276 sec): 3 clusters Score: Raw -368606.602879 + Penalty 1588.768962 = -367017.833917 nChanged 21 SP:Iteration 20F (8983.668238 sec): 3 clusters Score: Raw -368613.908624 + Penalty 1588.768962 = -367025.139662 nChanged 28 SP:Iteration 21Q (8983.721543 sec): 3 clusters Score: Raw -368621.848167 + Penalty 1588.768962 = -367033.079205 nChanged 26 SP:Iteration 22Q (8983.775399 sec): 3 clusters Score: Raw -368627.988261 + Penalty 1588.768962 = -367039.219299 nChanged 29 SP:Iteration 23Q (8983.824437 sec): 3 clusters Score: Raw -368634.778458 + Penalty 1588.768962 = -367046.009495 nChanged 19 SP:Iteration 24Q (8983.875497 sec): 3 clusters Score: Raw -368639.818872 + Penalty 1588.768962 = -367051.049910 nChanged 18 SP:Iteration 25Q (8983.924110 sec): 3 clusters Score: Raw -368645.121425 + Penalty 1588.768962 = -367056.352463 nChanged 22 SP:Iteration 26Q (8983.975140 sec): 3 clusters Score: Raw -368652.092482 + Penalty 1588.768962 = -367063.323520 nChanged 25 SP:Iteration 27Q (8984.029409 sec): 3 clusters Score: Raw -368662.472674 + Penalty 1588.768962 = -367073.703712 nChanged 32 SP:Iteration 28Q (8984.082552 sec): 3 clusters Score: Raw -368672.424504 + Penalty 1588.768962 = -367083.655542 nChanged 22 SP:Iteration 29Q (8984.128038 sec): 3 clusters Score: Raw -368677.916364 + Penalty 1588.768962 = -367089.147402 nChanged 15 SP:Iteration 30Q (8984.186159 sec): 3 clusters Score: Raw -368681.474770 + Penalty 1588.768962 = -367092.705808 nChanged 14 SP:Iteration 31Q (8984.224523 sec): 3 clusters Score: Raw -368684.209244 + Penalty 1588.768962 = -367095.440282 nChanged 11 SP:Iteration 32Q (8984.283008 sec): 3 clusters Score: Raw -368686.439439 + Penalty 1588.768962 = -367097.670476 nChanged 9 SP:Iteration 33Q (8984.335632 sec): 3 clusters Score: Raw -368688.799423 + Penalty 1588.768962 = -367100.030461 nChanged 6 SP:Iteration 34Q (8984.387103 sec): 3 clusters Score: Raw -368691.303681 + Penalty 1588.768962 = -367102.534719 nChanged 7 SP:Iteration 35Q (8984.441749 sec): 3 clusters Score: Raw -368693.590497 + Penalty 1588.768962 = -367104.821535 nChanged 8 SP:Iteration 36Q (8984.498338 sec): 3 clusters Score: Raw -368696.348786 + Penalty 1588.768962 = -367107.579823 nChanged 9 SP:Iteration 37Q (8984.550088 sec): 3 clusters Score: Raw -368699.141579 + Penalty 1588.768962 = -367110.372617 nChanged 9 SP:Iteration 38Q (8984.605077 sec): 3 clusters Score: Raw -368702.209455 + Penalty 1588.768962 = -367113.440493 nChanged 6 SP:Iteration 39Q (8984.656840 sec): 3 clusters Score: Raw -368703.509324 + Penalty 1588.768962 = -367114.740362 nChanged 4 SP:Iteration 40F (8984.698824 sec): 3 clusters Score: Raw -368704.176256 + Penalty 1588.768962 = -367115.407294 nChanged 6 SP:Iteration 41Q (8984.752533 sec): 3 clusters Score: Raw -368705.076317 + Penalty 1588.768962 = -367116.307355 nChanged 4 SP:Iteration 42Q (8984.814891 sec): 3 clusters Score: Raw -368705.837178 + Penalty 1588.768962 = -367117.068216 nChanged 1 SP:Iteration 43Q (8984.866997 sec): 3 clusters Score: Raw -368705.924538 + Penalty 1588.768962 = -367117.155576 nChanged 1 SP:Iteration 44Q (8984.910712 sec): 3 clusters Score: Raw -368706.075830 + Penalty 1588.768962 = -367117.306867 nChanged 1 SP:Iteration 45Q (8984.959099 sec): 3 clusters Score: Raw -368706.172170 + Penalty 1588.768962 = -367117.403208 nChanged 0 SP:Iteration 46F (8985.019936 sec): 3 clusters Score: Raw -368706.172170 + Penalty 1588.768962 = -367117.403208 nChanged 0 Trying to split cluster 12 (1521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8985.049566 sec): 2 clusters Score: Raw -125447.760741 + Penalty 696.076713 = -124751.684029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8985.093550 sec): 3 clusters Score: Raw -124748.744415 + Penalty 1392.153426 = -123356.590989 nChanged 550 SP:Iteration 1F (8985.137685 sec): 3 clusters Score: Raw -125063.702619 + Penalty 1392.153426 = -123671.549193 nChanged 109 SP:Iteration 2F (8985.183887 sec): 3 clusters Score: Raw -125131.031777 + Penalty 1392.153426 = -123738.878352 nChanged 65 SP:Iteration 3Q (8985.229016 sec): 3 clusters Score: Raw -125171.368013 + Penalty 1392.153426 = -123779.214587 nChanged 45 SP:Iteration 4Q (8985.274817 sec): 3 clusters Score: Raw -125197.131623 + Penalty 1392.153426 = -123804.978198 nChanged 46 SP:Iteration 5Q (8985.318299 sec): 3 clusters Score: Raw -125224.039437 + Penalty 1392.153426 = -123831.886012 nChanged 39 SP:Iteration 6Q (8985.368715 sec): 3 clusters Score: Raw -125245.105303 + Penalty 1392.153426 = -123852.951877 nChanged 36 SP:Iteration 7Q (8985.429470 sec): 3 clusters Score: Raw -125264.906958 + Penalty 1392.153426 = -123872.753532 nChanged 32 SP:Iteration 8Q (8985.477838 sec): 3 clusters Score: Raw -125280.546207 + Penalty 1392.153426 = -123888.392781 nChanged 24 SP:Iteration 9Q (8985.531681 sec): 3 clusters Score: Raw -125291.926178 + Penalty 1392.153426 = -123899.772752 nChanged 20 SP:Iteration 10Q (8985.566628 sec): 3 clusters Score: Raw -125298.539195 + Penalty 1392.153426 = -123906.385769 nChanged 21 SP:Iteration 11Q (8985.604412 sec): 3 clusters Score: Raw -125308.651485 + Penalty 1392.153426 = -123916.498059 nChanged 19 SP:Iteration 12Q (8985.659024 sec): 3 clusters Score: Raw -125316.203174 + Penalty 1392.153426 = -123924.049749 nChanged 16 SP:Iteration 13Q (8985.710936 sec): 3 clusters Score: Raw -125324.912996 + Penalty 1392.153426 = -123932.759571 nChanged 18 SP:Iteration 14Q (8985.746914 sec): 3 clusters Score: Raw -125336.731005 + Penalty 1392.153426 = -123944.577580 nChanged 26 SP:Iteration 15Q (8985.760418 sec): 3 clusters Score: Raw -125349.750447 + Penalty 1392.153426 = -123957.597022 nChanged 22 SP:Iteration 16Q (8985.801630 sec): 3 clusters Score: Raw -125364.554604 + Penalty 1392.153426 = -123972.401179 nChanged 23 SP:Iteration 17Q (8985.847326 sec): 3 clusters Score: Raw -125379.567546 + Penalty 1392.153426 = -123987.414120 nChanged 24 SP:Iteration 18Q (8985.893912 sec): 3 clusters Score: Raw -125396.229290 + Penalty 1392.153426 = -124004.075864 nChanged 21 SP:Iteration 19Q (8985.947882 sec): 3 clusters Score: Raw -125409.386919 + Penalty 1392.153426 = -124017.233493 nChanged 18 SP:Iteration 20F (8985.990631 sec): 3 clusters Score: Raw -125417.564399 + Penalty 1392.153426 = -124025.410973 nChanged 16 SP:Iteration 21Q (8986.028576 sec): 3 clusters Score: Raw -125427.291621 + Penalty 1392.153426 = -124035.138195 nChanged 13 SP:Iteration 22Q (8986.076031 sec): 3 clusters Score: Raw -125431.998191 + Penalty 1392.153426 = -124039.844766 nChanged 7 SP:Iteration 23Q (8986.120401 sec): 3 clusters Score: Raw -125433.969951 + Penalty 1392.153426 = -124041.816525 nChanged 8 SP:Iteration 24Q (8986.161734 sec): 3 clusters Score: Raw -125437.826611 + Penalty 1392.153426 = -124045.673186 nChanged 5 SP:Iteration 25Q (8986.212012 sec): 3 clusters Score: Raw -125442.848742 + Penalty 1392.153426 = -124050.695316 nChanged 11 SP:Iteration 26Q (8986.241913 sec): 3 clusters Score: Raw -125447.208497 + Penalty 1392.153426 = -124055.055071 nChanged 8 SP:Iteration 27Q (8986.284277 sec): 3 clusters Score: Raw -125449.878581 + Penalty 1392.153426 = -124057.725155 nChanged 7 SP:Iteration 28Q (8986.332248 sec): 3 clusters Score: Raw -125451.902643 + Penalty 1392.153426 = -124059.749218 nChanged 2 SP:Iteration 29Q (8986.382566 sec): 3 clusters Score: Raw -125452.476743 + Penalty 1392.153426 = -124060.323317 nChanged 0 SP:Iteration 30F (8986.433898 sec): 3 clusters Score: Raw -125452.476743 + Penalty 1392.153426 = -124060.323317 nChanged 0 Trying to split cluster 13 (5906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8986.453671 sec): 2 clusters Score: Raw -518881.213831 + Penalty 824.953786 = -518056.260045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8986.512274 sec): 3 clusters Score: Raw -515459.912877 + Penalty 1649.907572 = -513810.005305 nChanged 2586 SP:Iteration 1F (8986.566928 sec): 3 clusters Score: Raw -516901.110695 + Penalty 1649.907572 = -515251.203123 nChanged 334 SP:Iteration 2F (8986.606573 sec): 3 clusters Score: Raw -517043.503145 + Penalty 1649.907572 = -515393.595573 nChanged 303 SP:Iteration 3F (8986.662314 sec): 3 clusters Score: Raw -517171.227980 + Penalty 1649.907572 = -515521.320408 nChanged 243 SP:Iteration 4Q (8986.713531 sec): 3 clusters Score: Raw -517274.388797 + Penalty 1649.907572 = -515624.481225 nChanged 220 SP:Iteration 5Q (8986.760765 sec): 3 clusters Score: Raw -517366.308783 + Penalty 1649.907572 = -515716.401211 nChanged 212 SP:Iteration 6Q (8986.813759 sec): 3 clusters Score: Raw -517465.920812 + Penalty 1649.907572 = -515816.013241 nChanged 213 SP:Iteration 7Q (8986.855326 sec): 3 clusters Score: Raw -517560.513316 + Penalty 1649.907572 = -515910.605744 nChanged 201 SP:Iteration 8Q (8986.907437 sec): 3 clusters Score: Raw -517671.290465 + Penalty 1649.907572 = -516021.382893 nChanged 231 SP:Iteration 9Q (8986.962035 sec): 3 clusters Score: Raw -517831.183304 + Penalty 1649.907572 = -516181.275733 nChanged 249 SP:Iteration 10Q (8987.004673 sec): 3 clusters Score: Raw -517994.623773 + Penalty 1649.907572 = -516344.716202 nChanged 242 SP:Iteration 11Q (8987.059388 sec): 3 clusters Score: Raw -518148.438478 + Penalty 1649.907572 = -516498.530906 nChanged 217 SP:Iteration 12Q (8987.111001 sec): 3 clusters Score: Raw -518260.261815 + Penalty 1649.907572 = -516610.354244 nChanged 172 SP:Iteration 13Q (8987.165834 sec): 3 clusters Score: Raw -518345.719137 + Penalty 1649.907572 = -516695.811565 nChanged 149 SP:Iteration 14Q (8987.205610 sec): 3 clusters Score: Raw -518430.851502 + Penalty 1649.907572 = -516780.943930 nChanged 145 SP:Iteration 15Q (8987.255118 sec): 3 clusters Score: Raw -518514.495845 + Penalty 1649.907572 = -516864.588273 nChanged 114 SP:Iteration 16Q (8987.315225 sec): 3 clusters Score: Raw -518571.290114 + Penalty 1649.907572 = -516921.382542 nChanged 101 SP:Iteration 17Q (8987.359358 sec): 3 clusters Score: Raw -518615.943407 + Penalty 1649.907572 = -516966.035835 nChanged 86 SP:Iteration 18Q (8987.404765 sec): 3 clusters Score: Raw -518656.171807 + Penalty 1649.907572 = -517006.264235 nChanged 81 SP:Iteration 19Q (8987.470146 sec): 3 clusters Score: Raw -518692.120143 + Penalty 1649.907572 = -517042.212571 nChanged 68 SP:Iteration 20F (8987.514593 sec): 3 clusters Score: Raw -518723.777401 + Penalty 1649.907572 = -517073.869829 nChanged 68 SP:Iteration 21Q (8987.569796 sec): 3 clusters Score: Raw -518754.721267 + Penalty 1649.907572 = -517104.813695 nChanged 59 SP:Iteration 22Q (8987.616907 sec): 3 clusters Score: Raw -518782.931146 + Penalty 1649.907572 = -517133.023574 nChanged 50 SP:Iteration 23Q (8987.682009 sec): 3 clusters Score: Raw -518805.571425 + Penalty 1649.907572 = -517155.663853 nChanged 43 SP:Iteration 24Q (8987.723900 sec): 3 clusters Score: Raw -518826.657572 + Penalty 1649.907572 = -517176.750000 nChanged 36 SP:Iteration 25Q (8987.775870 sec): 3 clusters Score: Raw -518844.645224 + Penalty 1649.907572 = -517194.737652 nChanged 28 SP:Iteration 26Q (8987.829620 sec): 3 clusters Score: Raw -518858.099507 + Penalty 1649.907572 = -517208.191935 nChanged 27 SP:Iteration 27Q (8987.882752 sec): 3 clusters Score: Raw -518869.805306 + Penalty 1649.907572 = -517219.897734 nChanged 27 SP:Iteration 28Q (8987.938245 sec): 3 clusters Score: Raw -518883.369348 + Penalty 1649.907572 = -517233.461777 nChanged 28 SP:Iteration 29Q (8987.981583 sec): 3 clusters Score: Raw -518898.430140 + Penalty 1649.907572 = -517248.522568 nChanged 26 SP:Iteration 30Q (8988.019264 sec): 3 clusters Score: Raw -518911.004414 + Penalty 1649.907572 = -517261.096842 nChanged 17 SP:Iteration 31Q (8988.072804 sec): 3 clusters Score: Raw -518919.740592 + Penalty 1649.907572 = -517269.833020 nChanged 16 SP:Iteration 32Q (8988.121210 sec): 3 clusters Score: Raw -518928.390452 + Penalty 1649.907572 = -517278.482880 nChanged 9 SP:Iteration 33Q (8988.176217 sec): 3 clusters Score: Raw -518932.294964 + Penalty 1649.907572 = -517282.387392 nChanged 8 SP:Iteration 34Q (8988.228883 sec): 3 clusters Score: Raw -518936.811051 + Penalty 1649.907572 = -517286.903479 nChanged 10 SP:Iteration 35Q (8988.282487 sec): 3 clusters Score: Raw -518943.312327 + Penalty 1649.907572 = -517293.404755 nChanged 18 SP:Iteration 36Q (8988.336672 sec): 3 clusters Score: Raw -518951.225053 + Penalty 1649.907572 = -517301.317481 nChanged 19 SP:Iteration 37Q (8988.385468 sec): 3 clusters Score: Raw -518966.468147 + Penalty 1649.907572 = -517316.560575 nChanged 17 SP:Iteration 38Q (8988.423506 sec): 3 clusters Score: Raw -518979.403333 + Penalty 1649.907572 = -517329.495761 nChanged 12 SP:Iteration 39Q (8988.472549 sec): 3 clusters Score: Raw -518987.674908 + Penalty 1649.907572 = -517337.767336 nChanged 9 SP:Iteration 40F (8988.519809 sec): 3 clusters Score: Raw -518992.377647 + Penalty 1649.907572 = -517342.470075 nChanged 7 SP:Iteration 41Q (8988.566825 sec): 3 clusters Score: Raw -518997.778281 + Penalty 1649.907572 = -517347.870709 nChanged 8 SP:Iteration 42Q (8988.608735 sec): 3 clusters Score: Raw -519002.214722 + Penalty 1649.907572 = -517352.307150 nChanged 5 SP:Iteration 43Q (8988.655077 sec): 3 clusters Score: Raw -519004.028139 + Penalty 1649.907572 = -517354.120567 nChanged 2 SP:Iteration 44Q (8988.700033 sec): 3 clusters Score: Raw -519004.640070 + Penalty 1649.907572 = -517354.732498 nChanged 1 SP:Iteration 45Q (8988.753383 sec): 3 clusters Score: Raw -519004.950349 + Penalty 1649.907572 = -517355.042777 nChanged 1 SP:Iteration 46Q (8988.818585 sec): 3 clusters Score: Raw -519005.164147 + Penalty 1649.907572 = -517355.256575 nChanged 0 SP:Iteration 47F (8988.867277 sec): 3 clusters Score: Raw -519005.164147 + Penalty 1649.907572 = -517355.256575 nChanged 0 Trying to split cluster 14 (2565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8988.892425 sec): 2 clusters Score: Raw -209921.683020 + Penalty 745.722807 = -209175.960213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8988.926451 sec): 3 clusters Score: Raw -208642.934978 + Penalty 1491.445614 = -207151.489364 nChanged 990 SP:Iteration 1F (8988.969717 sec): 3 clusters Score: Raw -209157.473719 + Penalty 1491.445614 = -207666.028105 nChanged 180 SP:Iteration 2F (8989.014160 sec): 3 clusters Score: Raw -209277.602637 + Penalty 1491.445614 = -207786.157023 nChanged 134 SP:Iteration 3F (8989.068413 sec): 3 clusters Score: Raw -209370.125426 + Penalty 1491.445614 = -207878.679812 nChanged 149 SP:Iteration 4F (8989.113857 sec): 3 clusters Score: Raw -209475.197989 + Penalty 1491.445614 = -207983.752375 nChanged 118 SP:Iteration 5Q (8989.151985 sec): 3 clusters Score: Raw -209565.815095 + Penalty 1491.445614 = -208074.369481 nChanged 103 SP:Iteration 6Q (8989.198603 sec): 3 clusters Score: Raw -209640.172969 + Penalty 1491.445614 = -208148.727355 nChanged 106 SP:Iteration 7Q (8989.235096 sec): 3 clusters Score: Raw -209700.971102 + Penalty 1491.445614 = -208209.525488 nChanged 79 SP:Iteration 8Q (8989.287031 sec): 3 clusters Score: Raw -209743.287616 + Penalty 1491.445614 = -208251.842002 nChanged 72 SP:Iteration 9Q (8989.331410 sec): 3 clusters Score: Raw -209786.151341 + Penalty 1491.445614 = -208294.705727 nChanged 67 SP:Iteration 10Q (8989.382605 sec): 3 clusters Score: Raw -209831.296268 + Penalty 1491.445614 = -208339.850654 nChanged 64 SP:Iteration 11Q (8989.434937 sec): 3 clusters Score: Raw -209872.403269 + Penalty 1491.445614 = -208380.957655 nChanged 54 SP:Iteration 12Q (8989.485626 sec): 3 clusters Score: Raw -209900.885508 + Penalty 1491.445614 = -208409.439894 nChanged 40 SP:Iteration 13Q (8989.536367 sec): 3 clusters Score: Raw -209917.920216 + Penalty 1491.445614 = -208426.474603 nChanged 32 SP:Iteration 14Q (8989.579081 sec): 3 clusters Score: Raw -209926.139610 + Penalty 1491.445614 = -208434.693996 nChanged 15 SP:Iteration 15Q (8989.616804 sec): 3 clusters Score: Raw -209930.828816 + Penalty 1491.445614 = -208439.383202 nChanged 13 SP:Iteration 16Q (8989.664354 sec): 3 clusters Score: Raw -209936.557798 + Penalty 1491.445614 = -208445.112184 nChanged 20 SP:Iteration 17Q (8989.712063 sec): 3 clusters Score: Raw -209946.178507 + Penalty 1491.445614 = -208454.732893 nChanged 28 SP:Iteration 18Q (8989.762840 sec): 3 clusters Score: Raw -209960.024084 + Penalty 1491.445614 = -208468.578470 nChanged 33 SP:Iteration 19Q (8989.819267 sec): 3 clusters Score: Raw -209976.682335 + Penalty 1491.445614 = -208485.236721 nChanged 35 SP:Iteration 20F (8989.857056 sec): 3 clusters Score: Raw -209991.999734 + Penalty 1491.445614 = -208500.554120 nChanged 28 SP:Iteration 21Q (8989.896990 sec): 3 clusters Score: Raw -210003.099157 + Penalty 1491.445614 = -208511.653544 nChanged 24 SP:Iteration 22Q (8989.947694 sec): 3 clusters Score: Raw -210012.826193 + Penalty 1491.445614 = -208521.380579 nChanged 21 SP:Iteration 23Q (8989.998480 sec): 3 clusters Score: Raw -210019.010118 + Penalty 1491.445614 = -208527.564504 nChanged 16 SP:Iteration 24Q (8990.049472 sec): 3 clusters Score: Raw -210024.092265 + Penalty 1491.445614 = -208532.646651 nChanged 22 SP:Iteration 25Q (8990.087671 sec): 3 clusters Score: Raw -210032.655007 + Penalty 1491.445614 = -208541.209393 nChanged 19 SP:Iteration 26Q (8990.097166 sec): 3 clusters Score: Raw -210039.341110 + Penalty 1491.445614 = -208547.895496 nChanged 20 SP:Iteration 27Q (8990.106488 sec): 3 clusters Score: Raw -210048.550230 + Penalty 1491.445614 = -208557.104616 nChanged 13 SP:Iteration 28Q (8990.115671 sec): 3 clusters Score: Raw -210052.776815 + Penalty 1491.445614 = -208561.331201 nChanged 8 SP:Iteration 29Q (8990.124934 sec): 3 clusters Score: Raw -210055.723583 + Penalty 1491.445614 = -208564.277969 nChanged 5 SP:Iteration 30Q (8990.134179 sec): 3 clusters Score: Raw -210057.180020 + Penalty 1491.445614 = -208565.734406 nChanged 4 SP:Iteration 31Q (8990.143482 sec): 3 clusters Score: Raw -210058.399021 + Penalty 1491.445614 = -208566.953407 nChanged 5 SP:Iteration 32Q (8990.152703 sec): 3 clusters Score: Raw -210060.477466 + Penalty 1491.445614 = -208569.031852 nChanged 3 SP:Iteration 33Q (8990.161932 sec): 3 clusters Score: Raw -210060.987547 + Penalty 1491.445614 = -208569.541933 nChanged 4 SP:Iteration 34Q (8990.170998 sec): 3 clusters Score: Raw -210061.950846 + Penalty 1491.445614 = -208570.505232 nChanged 3 SP:Iteration 35Q (8990.180167 sec): 3 clusters Score: Raw -210062.666448 + Penalty 1491.445614 = -208571.220834 nChanged 2 SP:Iteration 36Q (8990.189395 sec): 3 clusters Score: Raw -210063.012366 + Penalty 1491.445614 = -208571.566752 nChanged 2 SP:Iteration 37Q (8990.211812 sec): 3 clusters Score: Raw -210063.490779 + Penalty 1491.445614 = -208572.045165 nChanged 1 SP:Iteration 38Q (8990.257036 sec): 3 clusters Score: Raw -210063.567859 + Penalty 1491.445614 = -208572.122245 nChanged 1 SP:Iteration 39Q (8990.307623 sec): 3 clusters Score: Raw -210063.856872 + Penalty 1491.445614 = -208572.411258 nChanged 2 SP:Iteration 40F (8990.349775 sec): 3 clusters Score: Raw -210064.116377 + Penalty 1491.445614 = -208572.670763 nChanged 4 SP:Iteration 41Q (8990.400666 sec): 3 clusters Score: Raw -210066.538158 + Penalty 1491.445614 = -208575.092544 nChanged 9 SP:Iteration 42Q (8990.447063 sec): 3 clusters Score: Raw -210069.317254 + Penalty 1491.445614 = -208577.871640 nChanged 7 SP:Iteration 43Q (8990.500032 sec): 3 clusters Score: Raw -210071.427548 + Penalty 1491.445614 = -208579.981934 nChanged 4 SP:Iteration 44Q (8990.534504 sec): 3 clusters Score: Raw -210072.827073 + Penalty 1491.445614 = -208581.381459 nChanged 8 SP:Iteration 45Q (8990.579531 sec): 3 clusters Score: Raw -210076.242556 + Penalty 1491.445614 = -208584.796943 nChanged 13 SP:Iteration 46Q (8990.628647 sec): 3 clusters Score: Raw -210080.089077 + Penalty 1491.445614 = -208588.643463 nChanged 9 SP:Iteration 47Q (8990.667993 sec): 3 clusters Score: Raw -210083.515040 + Penalty 1491.445614 = -208592.069426 nChanged 8 SP:Iteration 48Q (8990.720013 sec): 3 clusters Score: Raw -210087.157616 + Penalty 1491.445614 = -208595.712002 nChanged 8 SP:Iteration 49Q (8990.771692 sec): 3 clusters Score: Raw -210089.853460 + Penalty 1491.445614 = -208598.407846 nChanged 7 SP:Iteration 50Q (8990.822892 sec): 3 clusters Score: Raw -210092.615491 + Penalty 1491.445614 = -208601.169877 nChanged 5 SP:Iteration 51Q (8990.857416 sec): 3 clusters Score: Raw -210093.810359 + Penalty 1491.445614 = -208602.364745 nChanged 5 SP:Iteration 52Q (8990.904073 sec): 3 clusters Score: Raw -210095.276967 + Penalty 1491.445614 = -208603.831353 nChanged 5 SP:Iteration 53Q (8990.954296 sec): 3 clusters Score: Raw -210097.116514 + Penalty 1491.445614 = -208605.670900 nChanged 5 SP:Iteration 54Q (8990.994161 sec): 3 clusters Score: Raw -210098.863226 + Penalty 1491.445614 = -208607.417612 nChanged 4 SP:Iteration 55Q (8991.044695 sec): 3 clusters Score: Raw -210100.722726 + Penalty 1491.445614 = -208609.277112 nChanged 3 SP:Iteration 56Q (8991.102217 sec): 3 clusters Score: Raw -210101.464474 + Penalty 1491.445614 = -208610.018860 nChanged 2 SP:Iteration 57Q (8991.140890 sec): 3 clusters Score: Raw -210102.128064 + Penalty 1491.445614 = -208610.682450 nChanged 3 SP:Iteration 58Q (8991.199843 sec): 3 clusters Score: Raw -210102.788435 + Penalty 1491.445614 = -208611.342821 nChanged 1 SP:Iteration 59Q (8991.230221 sec): 3 clusters Score: Raw -210102.931829 + Penalty 1491.445614 = -208611.486216 nChanged 3 SP:Iteration 60F (8991.281126 sec): 3 clusters Score: Raw -210103.944673 + Penalty 1491.445614 = -208612.499059 nChanged 4 SP:Iteration 61Q (8991.330252 sec): 3 clusters Score: Raw -210105.248874 + Penalty 1491.445614 = -208613.803261 nChanged 1 SP:Iteration 62Q (8991.380608 sec): 3 clusters Score: Raw -210105.316703 + Penalty 1491.445614 = -208613.871089 nChanged 1 SP:Iteration 63Q (8991.416225 sec): 3 clusters Score: Raw -210105.541762 + Penalty 1491.445614 = -208614.096148 nChanged 1 SP:Iteration 64Q (8991.460589 sec): 3 clusters Score: Raw -210105.817952 + Penalty 1491.445614 = -208614.372338 nChanged 1 SP:Iteration 65Q (8991.511257 sec): 3 clusters Score: Raw -210106.197768 + Penalty 1491.445614 = -208614.752154 nChanged 1 SP:Iteration 66Q (8991.573852 sec): 3 clusters Score: Raw -210106.532209 + Penalty 1491.445614 = -208615.086595 nChanged 1 SP:Iteration 67Q (8991.606020 sec): 3 clusters Score: Raw -210106.777710 + Penalty 1491.445614 = -208615.332096 nChanged 2 SP:Iteration 68Q (8991.644158 sec): 3 clusters Score: Raw -210107.121136 + Penalty 1491.445614 = -208615.675522 nChanged 0 SP:Iteration 69F (8991.689904 sec): 3 clusters Score: Raw -210107.121136 + Penalty 1491.445614 = -208615.675522 nChanged 0 Trying to split cluster 15 (8767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8991.721695 sec): 2 clusters Score: Raw -651166.498846 + Penalty 862.481245 = -650304.017600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8991.776102 sec): 3 clusters Score: Raw -646037.255902 + Penalty 1724.962491 = -644312.293412 nChanged 3894 SP:Iteration 1F (8991.845736 sec): 3 clusters Score: Raw -648304.711547 + Penalty 1724.962491 = -646579.749056 nChanged 704 SP:Iteration 2F (8991.887505 sec): 3 clusters Score: Raw -648869.319782 + Penalty 1724.962491 = -647144.357291 nChanged 810 SP:Iteration 3F (8991.938732 sec): 3 clusters Score: Raw -649660.407263 + Penalty 1724.962491 = -647935.444772 nChanged 928 SP:Iteration 4F (8991.989119 sec): 3 clusters Score: Raw -650590.751568 + Penalty 1724.962491 = -648865.789077 nChanged 815 SP:Iteration 5F (8992.044922 sec): 3 clusters Score: Raw -651278.188213 + Penalty 1724.962491 = -649553.225722 nChanged 582 SP:Iteration 6F (8992.099388 sec): 3 clusters Score: Raw -651676.385589 + Penalty 1724.962491 = -649951.423098 nChanged 377 SP:Iteration 7Q (8992.168213 sec): 3 clusters Score: Raw -651854.860568 + Penalty 1724.962491 = -650129.898078 nChanged 210 SP:Iteration 8Q (8992.214350 sec): 3 clusters Score: Raw -651924.673654 + Penalty 1724.962491 = -650199.711163 nChanged 151 SP:Iteration 9Q (8992.273024 sec): 3 clusters Score: Raw -651968.215792 + Penalty 1724.962491 = -650243.253301 nChanged 100 SP:Iteration 10Q (8992.333564 sec): 3 clusters Score: Raw -651994.060317 + Penalty 1724.962491 = -650269.097826 nChanged 73 SP:Iteration 11Q (8992.381052 sec): 3 clusters Score: Raw -652010.767990 + Penalty 1724.962491 = -650285.805499 nChanged 62 SP:Iteration 12Q (8992.430329 sec): 3 clusters Score: Raw -652023.300439 + Penalty 1724.962491 = -650298.337949 nChanged 55 SP:Iteration 13Q (8992.488578 sec): 3 clusters Score: Raw -652032.605508 + Penalty 1724.962491 = -650307.643017 nChanged 43 SP:Iteration 14Q (8992.547369 sec): 3 clusters Score: Raw -652040.859256 + Penalty 1724.962491 = -650315.896765 nChanged 38 SP:Iteration 15Q (8992.593961 sec): 3 clusters Score: Raw -652047.359150 + Penalty 1724.962491 = -650322.396659 nChanged 26 SP:Iteration 16Q (8992.639475 sec): 3 clusters Score: Raw -652051.555999 + Penalty 1724.962491 = -650326.593508 nChanged 24 SP:Iteration 17Q (8992.696271 sec): 3 clusters Score: Raw -652055.144001 + Penalty 1724.962491 = -650330.181510 nChanged 16 SP:Iteration 18Q (8992.749818 sec): 3 clusters Score: Raw -652057.663286 + Penalty 1724.962491 = -650332.700795 nChanged 15 SP:Iteration 19Q (8992.804645 sec): 3 clusters Score: Raw -652058.986388 + Penalty 1724.962491 = -650334.023897 nChanged 8 SP:Iteration 20F (8992.857974 sec): 3 clusters Score: Raw -652059.521051 + Penalty 1724.962491 = -650334.558560 nChanged 8 SP:Iteration 21Q (8992.915546 sec): 3 clusters Score: Raw -652060.301566 + Penalty 1724.962491 = -650335.339075 nChanged 6 SP:Iteration 22Q (8992.971764 sec): 3 clusters Score: Raw -652061.032982 + Penalty 1724.962491 = -650336.070492 nChanged 9 SP:Iteration 23Q (8993.025204 sec): 3 clusters Score: Raw -652062.221283 + Penalty 1724.962491 = -650337.258792 nChanged 11 SP:Iteration 24Q (8993.089345 sec): 3 clusters Score: Raw -652064.107573 + Penalty 1724.962491 = -650339.145082 nChanged 10 SP:Iteration 25Q (8993.143525 sec): 3 clusters Score: Raw -652065.624482 + Penalty 1724.962491 = -650340.661991 nChanged 15 SP:Iteration 26Q (8993.212660 sec): 3 clusters Score: Raw -652067.766386 + Penalty 1724.962491 = -650342.803895 nChanged 12 SP:Iteration 27Q (8993.271536 sec): 3 clusters Score: Raw -652068.777274 + Penalty 1724.962491 = -650343.814783 nChanged 9 SP:Iteration 28Q (8993.320406 sec): 3 clusters Score: Raw -652069.441107 + Penalty 1724.962491 = -650344.478616 nChanged 5 SP:Iteration 29Q (8993.368095 sec): 3 clusters Score: Raw -652069.831772 + Penalty 1724.962491 = -650344.869281 nChanged 3 SP:Iteration 30Q (8993.416536 sec): 3 clusters Score: Raw -652070.304009 + Penalty 1724.962491 = -650345.341518 nChanged 4 SP:Iteration 31Q (8993.474750 sec): 3 clusters Score: Raw -652070.876626 + Penalty 1724.962491 = -650345.914135 nChanged 2 SP:Iteration 32Q (8993.533543 sec): 3 clusters Score: Raw -652071.088684 + Penalty 1724.962491 = -650346.126193 nChanged 2 SP:Iteration 33Q (8993.592652 sec): 3 clusters Score: Raw -652071.389215 + Penalty 1724.962491 = -650346.426724 nChanged 2 SP:Iteration 34Q (8993.645429 sec): 3 clusters Score: Raw -652071.610929 + Penalty 1724.962491 = -650346.648438 nChanged 2 SP:Iteration 35Q (8993.689674 sec): 3 clusters Score: Raw -652071.706437 + Penalty 1724.962491 = -650346.743946 nChanged 2 SP:Iteration 36Q (8993.745569 sec): 3 clusters Score: Raw -652071.846625 + Penalty 1724.962491 = -650346.884134 nChanged 3 SP:Iteration 37Q (8993.806846 sec): 3 clusters Score: Raw -652072.275880 + Penalty 1724.962491 = -650347.313389 nChanged 5 SP:Iteration 38Q (8993.852117 sec): 3 clusters Score: Raw -652072.780066 + Penalty 1724.962491 = -650347.817575 nChanged 4 SP:Iteration 39Q (8993.909515 sec): 3 clusters Score: Raw -652073.465342 + Penalty 1724.962491 = -650348.502851 nChanged 5 SP:Iteration 40F (8993.950806 sec): 3 clusters Score: Raw -652074.546304 + Penalty 1724.962491 = -650349.583814 nChanged 5 SP:Iteration 41Q (8994.003892 sec): 3 clusters Score: Raw -652074.915539 + Penalty 1724.962491 = -650349.953048 nChanged 4 SP:Iteration 42Q (8994.065541 sec): 3 clusters Score: Raw -652075.182053 + Penalty 1724.962491 = -650350.219562 nChanged 1 SP:Iteration 43Q (8994.113083 sec): 3 clusters Score: Raw -652075.270675 + Penalty 1724.962491 = -650350.308185 nChanged 0 SP:Iteration 44F (8994.171726 sec): 3 clusters Score: Raw -652075.270675 + Penalty 1724.962491 = -650350.308185 nChanged 0 Score: Raw -69575761.311271 + Penalty 57028.721351 = -69518732.589920 Splitting cluster 15 changes total score from -69519112.988630 to -69518732.589920 So it's not getting split. Trying to split cluster 16 (2789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9013.860522 sec): 2 clusters Score: Raw -236371.180870 + Penalty 753.676647 = -235617.504223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9013.900451 sec): 3 clusters Score: Raw -234918.247424 + Penalty 1507.353294 = -233410.894131 nChanged 1140 SP:Iteration 1F (9013.950284 sec): 3 clusters Score: Raw -235616.983232 + Penalty 1507.353294 = -234109.629938 nChanged 217 SP:Iteration 2F (9013.995448 sec): 3 clusters Score: Raw -235762.076227 + Penalty 1507.353294 = -234254.722934 nChanged 168 SP:Iteration 3F (9014.005967 sec): 3 clusters Score: Raw -235871.112173 + Penalty 1507.353294 = -234363.758880 nChanged 141 SP:Iteration 4F (9014.032552 sec): 3 clusters Score: Raw -235976.841675 + Penalty 1507.353294 = -234469.488381 nChanged 135 SP:Iteration 5Q (9014.043366 sec): 3 clusters Score: Raw -236069.378676 + Penalty 1507.353294 = -234562.025382 nChanged 103 SP:Iteration 6Q (9014.062536 sec): 3 clusters Score: Raw -236140.423291 + Penalty 1507.353294 = -234633.069997 nChanged 90 SP:Iteration 7Q (9014.072946 sec): 3 clusters Score: Raw -236209.077805 + Penalty 1507.353294 = -234701.724511 nChanged 72 SP:Iteration 8Q (9014.121273 sec): 3 clusters Score: Raw -236248.734800 + Penalty 1507.353294 = -234741.381506 nChanged 58 SP:Iteration 9Q (9014.173144 sec): 3 clusters Score: Raw -236279.519019 + Penalty 1507.353294 = -234772.165725 nChanged 53 SP:Iteration 10Q (9014.225941 sec): 3 clusters Score: Raw -236309.629394 + Penalty 1507.353294 = -234802.276100 nChanged 46 SP:Iteration 11Q (9014.278008 sec): 3 clusters Score: Raw -236334.547694 + Penalty 1507.353294 = -234827.194401 nChanged 35 SP:Iteration 12Q (9014.327518 sec): 3 clusters Score: Raw -236353.395878 + Penalty 1507.353294 = -234846.042584 nChanged 46 SP:Iteration 13Q (9014.378142 sec): 3 clusters Score: Raw -236376.398440 + Penalty 1507.353294 = -234869.045147 nChanged 35 SP:Iteration 14Q (9014.430261 sec): 3 clusters Score: Raw -236395.680502 + Penalty 1507.353294 = -234888.327208 nChanged 36 SP:Iteration 15Q (9014.482480 sec): 3 clusters Score: Raw -236412.537887 + Penalty 1507.353294 = -234905.184593 nChanged 26 SP:Iteration 16Q (9014.534554 sec): 3 clusters Score: Raw -236427.256059 + Penalty 1507.353294 = -234919.902766 nChanged 28 SP:Iteration 17Q (9014.574692 sec): 3 clusters Score: Raw -236439.359668 + Penalty 1507.353294 = -234932.006374 nChanged 32 SP:Iteration 18Q (9014.621334 sec): 3 clusters Score: Raw -236453.728469 + Penalty 1507.353294 = -234946.375175 nChanged 28 SP:Iteration 19Q (9014.672532 sec): 3 clusters Score: Raw -236465.946105 + Penalty 1507.353294 = -234958.592811 nChanged 21 SP:Iteration 20F (9014.723461 sec): 3 clusters Score: Raw -236473.795583 + Penalty 1507.353294 = -234966.442289 nChanged 25 SP:Iteration 21Q (9014.783413 sec): 3 clusters Score: Raw -236483.259604 + Penalty 1507.353294 = -234975.906310 nChanged 24 SP:Iteration 22Q (9014.823003 sec): 3 clusters Score: Raw -236491.528943 + Penalty 1507.353294 = -234984.175650 nChanged 15 SP:Iteration 23Q (9014.866449 sec): 3 clusters Score: Raw -236501.751985 + Penalty 1507.353294 = -234994.398692 nChanged 25 SP:Iteration 24Q (9014.912751 sec): 3 clusters Score: Raw -236519.761190 + Penalty 1507.353294 = -235012.407896 nChanged 26 SP:Iteration 25Q (9014.964000 sec): 3 clusters Score: Raw -236528.602537 + Penalty 1507.353294 = -235021.249244 nChanged 19 SP:Iteration 26Q (9015.023318 sec): 3 clusters Score: Raw -236534.078049 + Penalty 1507.353294 = -235026.724756 nChanged 16 SP:Iteration 27Q (9015.064698 sec): 3 clusters Score: Raw -236540.386753 + Penalty 1507.353294 = -235033.033459 nChanged 16 SP:Iteration 28Q (9015.101671 sec): 3 clusters Score: Raw -236548.150028 + Penalty 1507.353294 = -235040.796734 nChanged 19 SP:Iteration 29Q (9015.140453 sec): 3 clusters Score: Raw -236553.889926 + Penalty 1507.353294 = -235046.536632 nChanged 14 SP:Iteration 30Q (9015.192707 sec): 3 clusters Score: Raw -236558.223692 + Penalty 1507.353294 = -235050.870398 nChanged 12 SP:Iteration 31Q (9015.245645 sec): 3 clusters Score: Raw -236562.099468 + Penalty 1507.353294 = -235054.746174 nChanged 16 SP:Iteration 32Q (9015.288243 sec): 3 clusters Score: Raw -236568.317641 + Penalty 1507.353294 = -235060.964347 nChanged 20 SP:Iteration 33Q (9015.336681 sec): 3 clusters Score: Raw -236576.144705 + Penalty 1507.353294 = -235068.791411 nChanged 19 SP:Iteration 34Q (9015.383427 sec): 3 clusters Score: Raw -236582.646649 + Penalty 1507.353294 = -235075.293355 nChanged 20 SP:Iteration 35Q (9015.434756 sec): 3 clusters Score: Raw -236590.289836 + Penalty 1507.353294 = -235082.936543 nChanged 10 SP:Iteration 36Q (9015.487193 sec): 3 clusters Score: Raw -236593.191605 + Penalty 1507.353294 = -235085.838311 nChanged 9 SP:Iteration 37Q (9015.538880 sec): 3 clusters Score: Raw -236594.981387 + Penalty 1507.353294 = -235087.628093 nChanged 5 SP:Iteration 38Q (9015.577034 sec): 3 clusters Score: Raw -236596.337345 + Penalty 1507.353294 = -235088.984051 nChanged 2 SP:Iteration 39Q (9015.619996 sec): 3 clusters Score: Raw -236596.571617 + Penalty 1507.353294 = -235089.218323 nChanged 4 SP:Iteration 40F (9015.665638 sec): 3 clusters Score: Raw -236597.209573 + Penalty 1507.353294 = -235089.856280 nChanged 4 SP:Iteration 41Q (9015.709339 sec): 3 clusters Score: Raw -236598.579765 + Penalty 1507.353294 = -235091.226472 nChanged 5 SP:Iteration 42Q (9015.761690 sec): 3 clusters Score: Raw -236600.414937 + Penalty 1507.353294 = -235093.061644 nChanged 2 SP:Iteration 43Q (9015.800849 sec): 3 clusters Score: Raw -236601.107571 + Penalty 1507.353294 = -235093.754277 nChanged 3 SP:Iteration 44Q (9015.840019 sec): 3 clusters Score: Raw -236602.611635 + Penalty 1507.353294 = -235095.258341 nChanged 5 SP:Iteration 45Q (9015.881461 sec): 3 clusters Score: Raw -236603.876107 + Penalty 1507.353294 = -235096.522813 nChanged 6 SP:Iteration 46Q (9015.932613 sec): 3 clusters Score: Raw -236605.513410 + Penalty 1507.353294 = -235098.160116 nChanged 6 SP:Iteration 47Q (9015.978533 sec): 3 clusters Score: Raw -236608.507092 + Penalty 1507.353294 = -235101.153798 nChanged 6 SP:Iteration 48Q (9016.029651 sec): 3 clusters Score: Raw -236609.744528 + Penalty 1507.353294 = -235102.391235 nChanged 8 SP:Iteration 49Q (9016.073705 sec): 3 clusters Score: Raw -236611.846834 + Penalty 1507.353294 = -235104.493540 nChanged 6 SP:Iteration 50Q (9016.121043 sec): 3 clusters Score: Raw -236613.208731 + Penalty 1507.353294 = -235105.855437 nChanged 5 SP:Iteration 51Q (9016.154828 sec): 3 clusters Score: Raw -236613.959335 + Penalty 1507.353294 = -235106.606041 nChanged 3 SP:Iteration 52Q (9016.210105 sec): 3 clusters Score: Raw -236614.492428 + Penalty 1507.353294 = -235107.139135 nChanged 2 SP:Iteration 53Q (9016.257929 sec): 3 clusters Score: Raw -236614.730913 + Penalty 1507.353294 = -235107.377619 nChanged 3 SP:Iteration 54Q (9016.290384 sec): 3 clusters Score: Raw -236615.254942 + Penalty 1507.353294 = -235107.901648 nChanged 0 SP:Iteration 55F (9016.326579 sec): 3 clusters Score: Raw -236615.254942 + Penalty 1507.353294 = -235107.901648 nChanged 0 Trying to split cluster 17 (8305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9016.361646 sec): 2 clusters Score: Raw -743651.287774 + Penalty 857.338237 = -742793.949536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9016.419724 sec): 3 clusters Score: Raw -738775.279191 + Penalty 1714.676474 = -737060.602717 nChanged 3717 SP:Iteration 1F (9016.471333 sec): 3 clusters Score: Raw -740861.128584 + Penalty 1714.676474 = -739146.452110 nChanged 543 SP:Iteration 2F (9016.530380 sec): 3 clusters Score: Raw -741125.829216 + Penalty 1714.676474 = -739411.152741 nChanged 532 SP:Iteration 3F (9016.580263 sec): 3 clusters Score: Raw -741434.085032 + Penalty 1714.676474 = -739719.408558 nChanged 587 SP:Iteration 4F (9016.633737 sec): 3 clusters Score: Raw -741864.136953 + Penalty 1714.676474 = -740149.460479 nChanged 615 SP:Iteration 5F (9016.680279 sec): 3 clusters Score: Raw -742368.234097 + Penalty 1714.676474 = -740653.557623 nChanged 542 SP:Iteration 6F (9016.732116 sec): 3 clusters Score: Raw -742831.299568 + Penalty 1714.676474 = -741116.623094 nChanged 396 SP:Iteration 7Q (9016.786685 sec): 3 clusters Score: Raw -743198.118545 + Penalty 1714.676474 = -741483.442071 nChanged 297 SP:Iteration 8Q (9016.840536 sec): 3 clusters Score: Raw -743473.115313 + Penalty 1714.676474 = -741758.438838 nChanged 192 SP:Iteration 9Q (9016.898434 sec): 3 clusters Score: Raw -743643.509828 + Penalty 1714.676474 = -741928.833353 nChanged 123 SP:Iteration 10Q (9016.956279 sec): 3 clusters Score: Raw -743737.389948 + Penalty 1714.676474 = -742022.713474 nChanged 82 SP:Iteration 11Q (9017.003573 sec): 3 clusters Score: Raw -743791.928411 + Penalty 1714.676474 = -742077.251937 nChanged 64 SP:Iteration 12Q (9017.062685 sec): 3 clusters Score: Raw -743832.294430 + Penalty 1714.676474 = -742117.617956 nChanged 63 SP:Iteration 13Q (9017.130206 sec): 3 clusters Score: Raw -743866.493074 + Penalty 1714.676474 = -742151.816600 nChanged 40 SP:Iteration 14Q (9017.173096 sec): 3 clusters Score: Raw -743881.511423 + Penalty 1714.676474 = -742166.834949 nChanged 29 SP:Iteration 15Q (9017.221457 sec): 3 clusters Score: Raw -743890.262781 + Penalty 1714.676474 = -742175.586307 nChanged 19 SP:Iteration 16Q (9017.278584 sec): 3 clusters Score: Raw -743895.237287 + Penalty 1714.676474 = -742180.560813 nChanged 14 SP:Iteration 17Q (9017.335148 sec): 3 clusters Score: Raw -743898.351078 + Penalty 1714.676474 = -742183.674604 nChanged 5 SP:Iteration 18Q (9017.391816 sec): 3 clusters Score: Raw -743899.694544 + Penalty 1714.676474 = -742185.018070 nChanged 6 SP:Iteration 19Q (9017.441910 sec): 3 clusters Score: Raw -743901.339759 + Penalty 1714.676474 = -742186.663285 nChanged 4 SP:Iteration 20F (9017.497868 sec): 3 clusters Score: Raw -743902.276920 + Penalty 1714.676474 = -742187.600446 nChanged 4 SP:Iteration 21Q (9017.540869 sec): 3 clusters Score: Raw -743902.909595 + Penalty 1714.676474 = -742188.233121 nChanged 1 SP:Iteration 22Q (9017.591311 sec): 3 clusters Score: Raw -743903.095620 + Penalty 1714.676474 = -742188.419146 nChanged 1 SP:Iteration 23Q (9017.642207 sec): 3 clusters Score: Raw -743903.181982 + Penalty 1714.676474 = -742188.505508 nChanged 1 SP:Iteration 24Q (9017.691745 sec): 3 clusters Score: Raw -743903.444244 + Penalty 1714.676474 = -742188.767770 nChanged 1 SP:Iteration 25Q (9017.725444 sec): 3 clusters Score: Raw -743903.604824 + Penalty 1714.676474 = -742188.928349 nChanged 2 SP:Iteration 26Q (9017.782241 sec): 3 clusters Score: Raw -743903.992249 + Penalty 1714.676474 = -742189.315775 nChanged 0 SP:Iteration 27F (9017.840383 sec): 3 clusters Score: Raw -743903.992249 + Penalty 1714.676474 = -742189.315775 nChanged 0 Trying to split cluster 18 (39156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9017.901587 sec): 2 clusters Score: Raw -3233856.950752 + Penalty 1004.654350 = -3232852.296402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9018.006312 sec): 3 clusters Score: Raw -3208814.193799 + Penalty 2009.308700 = -3206804.885100 nChanged 18560 SP:Iteration 1F (9018.091939 sec): 3 clusters Score: Raw -3219647.261559 + Penalty 2009.308700 = -3217637.952859 nChanged 1975 SP:Iteration 2F (9018.175513 sec): 3 clusters Score: Raw -3220404.781644 + Penalty 2009.308700 = -3218395.472944 nChanged 2195 SP:Iteration 3F (9018.270742 sec): 3 clusters Score: Raw -3221461.223003 + Penalty 2009.308700 = -3219451.914303 nChanged 2475 SP:Iteration 4F (9018.366638 sec): 3 clusters Score: Raw -3222928.705720 + Penalty 2009.308700 = -3220919.397020 nChanged 2693 SP:Iteration 5F (9018.454644 sec): 3 clusters Score: Raw -3224890.129485 + Penalty 2009.308700 = -3222880.820785 nChanged 2774 SP:Iteration 6F (9018.547515 sec): 3 clusters Score: Raw -3227274.674864 + Penalty 2009.308700 = -3225265.366165 nChanged 2462 SP:Iteration 7F (9018.634291 sec): 3 clusters Score: Raw -3229547.443603 + Penalty 2009.308700 = -3227538.134903 nChanged 1884 SP:Iteration 8Q (9018.737454 sec): 3 clusters Score: Raw -3231305.342318 + Penalty 2009.308700 = -3229296.033618 nChanged 1248 SP:Iteration 9Q (9018.834937 sec): 3 clusters Score: Raw -3232444.804940 + Penalty 2009.308700 = -3230435.496240 nChanged 773 SP:Iteration 10Q (9018.918291 sec): 3 clusters Score: Raw -3233108.106807 + Penalty 2009.308700 = -3231098.798107 nChanged 437 SP:Iteration 11Q (9019.002863 sec): 3 clusters Score: Raw -3233455.091219 + Penalty 2009.308700 = -3231445.782519 nChanged 264 SP:Iteration 12Q (9019.099286 sec): 3 clusters Score: Raw -3233650.944257 + Penalty 2009.308700 = -3231641.635557 nChanged 168 SP:Iteration 13Q (9019.174071 sec): 3 clusters Score: Raw -3233774.844515 + Penalty 2009.308700 = -3231765.535815 nChanged 108 SP:Iteration 14Q (9019.236916 sec): 3 clusters Score: Raw -3233858.307483 + Penalty 2009.308700 = -3231848.998783 nChanged 76 SP:Iteration 15Q (9019.325828 sec): 3 clusters Score: Raw -3233904.809949 + Penalty 2009.308700 = -3231895.501249 nChanged 53 SP:Iteration 16Q (9019.403079 sec): 3 clusters Score: Raw -3233935.893138 + Penalty 2009.308700 = -3231926.584438 nChanged 36 SP:Iteration 17Q (9019.485365 sec): 3 clusters Score: Raw -3233958.046765 + Penalty 2009.308700 = -3231948.738066 nChanged 33 SP:Iteration 18Q (9019.563398 sec): 3 clusters Score: Raw -3233980.306237 + Penalty 2009.308700 = -3231970.997537 nChanged 25 SP:Iteration 19Q (9019.650790 sec): 3 clusters Score: Raw -3233995.257570 + Penalty 2009.308700 = -3231985.948870 nChanged 16 SP:Iteration 20F (9019.740819 sec): 3 clusters Score: Raw -3234004.847151 + Penalty 2009.308700 = -3231995.538452 nChanged 11 SP:Iteration 21Q (9019.826142 sec): 3 clusters Score: Raw -3234011.540598 + Penalty 2009.308700 = -3232002.231898 nChanged 8 SP:Iteration 22Q (9019.898297 sec): 3 clusters Score: Raw -3234017.389706 + Penalty 2009.308700 = -3232008.081006 nChanged 11 SP:Iteration 23Q (9019.980598 sec): 3 clusters Score: Raw -3234023.421864 + Penalty 2009.308700 = -3232014.113165 nChanged 6 SP:Iteration 24Q (9020.060614 sec): 3 clusters Score: Raw -3234025.415593 + Penalty 2009.308700 = -3232016.106893 nChanged 6 SP:Iteration 25Q (9020.145110 sec): 3 clusters Score: Raw -3234030.140394 + Penalty 2009.308700 = -3232020.831694 nChanged 6 SP:Iteration 26Q (9020.213523 sec): 3 clusters Score: Raw -3234033.758388 + Penalty 2009.308700 = -3232024.449689 nChanged 2 SP:Iteration 27Q (9020.298212 sec): 3 clusters Score: Raw -3234035.224701 + Penalty 2009.308700 = -3232025.916001 nChanged 2 SP:Iteration 28Q (9020.377556 sec): 3 clusters Score: Raw -3234036.846432 + Penalty 2009.308700 = -3232027.537732 nChanged 2 SP:Iteration 29Q (9020.450577 sec): 3 clusters Score: Raw -3234037.772115 + Penalty 2009.308700 = -3232028.463416 nChanged 0 SP:Iteration 30F (9020.536332 sec): 3 clusters Score: Raw -3234037.772115 + Penalty 2009.308700 = -3232028.463416 nChanged 0 Trying to split cluster 19 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9020.555241 sec): 2 clusters Score: Raw -166488.299647 + Penalty 728.956197 = -165759.343450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9020.596055 sec): 3 clusters Score: Raw -165452.808700 + Penalty 1457.912393 = -163994.896307 nChanged 821 SP:Iteration 1F (9020.646413 sec): 3 clusters Score: Raw -165955.091652 + Penalty 1457.912393 = -164497.179259 nChanged 152 SP:Iteration 2F (9020.697028 sec): 3 clusters Score: Raw -166058.843361 + Penalty 1457.912393 = -164600.930968 nChanged 116 SP:Iteration 3F (9020.747511 sec): 3 clusters Score: Raw -166127.976695 + Penalty 1457.912393 = -164670.064302 nChanged 82 SP:Iteration 4Q (9020.777842 sec): 3 clusters Score: Raw -166177.473266 + Penalty 1457.912393 = -164719.560873 nChanged 81 SP:Iteration 5Q (9020.817158 sec): 3 clusters Score: Raw -166233.775862 + Penalty 1457.912393 = -164775.863469 nChanged 86 SP:Iteration 6Q (9020.867639 sec): 3 clusters Score: Raw -166292.169026 + Penalty 1457.912393 = -164834.256633 nChanged 88 SP:Iteration 7Q (9020.912185 sec): 3 clusters Score: Raw -166356.939796 + Penalty 1457.912393 = -164899.027403 nChanged 71 SP:Iteration 8Q (9020.962581 sec): 3 clusters Score: Raw -166421.015575 + Penalty 1457.912393 = -164963.103182 nChanged 80 SP:Iteration 9Q (9021.007440 sec): 3 clusters Score: Raw -166492.807844 + Penalty 1457.912393 = -165034.895451 nChanged 72 SP:Iteration 10Q (9021.050767 sec): 3 clusters Score: Raw -166552.892919 + Penalty 1457.912393 = -165094.980526 nChanged 65 SP:Iteration 11Q (9021.101551 sec): 3 clusters Score: Raw -166623.727062 + Penalty 1457.912393 = -165165.814669 nChanged 71 SP:Iteration 12Q (9021.157081 sec): 3 clusters Score: Raw -166682.653268 + Penalty 1457.912393 = -165224.740875 nChanged 65 SP:Iteration 13Q (9021.196112 sec): 3 clusters Score: Raw -166739.940150 + Penalty 1457.912393 = -165282.027757 nChanged 62 SP:Iteration 14Q (9021.239604 sec): 3 clusters Score: Raw -166800.232516 + Penalty 1457.912393 = -165342.320123 nChanged 71 SP:Iteration 15Q (9021.285339 sec): 3 clusters Score: Raw -166870.469290 + Penalty 1457.912393 = -165412.556897 nChanged 76 SP:Iteration 16Q (9021.324722 sec): 3 clusters Score: Raw -166925.636290 + Penalty 1457.912393 = -165467.723897 nChanged 46 SP:Iteration 17Q (9021.370353 sec): 3 clusters Score: Raw -166953.803571 + Penalty 1457.912393 = -165495.891178 nChanged 33 SP:Iteration 18Q (9021.420412 sec): 3 clusters Score: Raw -166988.617499 + Penalty 1457.912393 = -165530.705106 nChanged 33 SP:Iteration 19Q (9021.470477 sec): 3 clusters Score: Raw -167017.865297 + Penalty 1457.912393 = -165559.952904 nChanged 32 SP:Iteration 20F (9021.517071 sec): 3 clusters Score: Raw -167029.523172 + Penalty 1457.912393 = -165571.610779 nChanged 15 SP:Iteration 21Q (9021.565890 sec): 3 clusters Score: Raw -167036.339639 + Penalty 1457.912393 = -165578.427246 nChanged 14 SP:Iteration 22Q (9021.610703 sec): 3 clusters Score: Raw -167042.719202 + Penalty 1457.912393 = -165584.806809 nChanged 15 SP:Iteration 23Q (9021.658710 sec): 3 clusters Score: Raw -167050.838944 + Penalty 1457.912393 = -165592.926551 nChanged 16 SP:Iteration 24Q (9021.708617 sec): 3 clusters Score: Raw -167063.910596 + Penalty 1457.912393 = -165605.998203 nChanged 16 SP:Iteration 25Q (9021.758766 sec): 3 clusters Score: Raw -167073.440543 + Penalty 1457.912393 = -165615.528150 nChanged 16 SP:Iteration 26Q (9021.809324 sec): 3 clusters Score: Raw -167081.981009 + Penalty 1457.912393 = -165624.068616 nChanged 18 SP:Iteration 27Q (9021.849896 sec): 3 clusters Score: Raw -167089.083231 + Penalty 1457.912393 = -165631.170838 nChanged 16 SP:Iteration 28Q (9021.895894 sec): 3 clusters Score: Raw -167093.876981 + Penalty 1457.912393 = -165635.964588 nChanged 6 SP:Iteration 29Q (9021.940465 sec): 3 clusters Score: Raw -167095.634451 + Penalty 1457.912393 = -165637.722058 nChanged 2 SP:Iteration 30Q (9021.990706 sec): 3 clusters Score: Raw -167096.291506 + Penalty 1457.912393 = -165638.379113 nChanged 6 SP:Iteration 31Q (9022.039951 sec): 3 clusters Score: Raw -167098.392138 + Penalty 1457.912393 = -165640.479745 nChanged 3 SP:Iteration 32Q (9022.088612 sec): 3 clusters Score: Raw -167099.095559 + Penalty 1457.912393 = -165641.183166 nChanged 0 SP:Iteration 33F (9022.137343 sec): 3 clusters Score: Raw -167099.095559 + Penalty 1457.912393 = -165641.183166 nChanged 0 Trying to split cluster 20 (28503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9022.192440 sec): 2 clusters Score: Raw -2450402.457150 + Penalty 974.487639 = -2449427.969511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9022.266500 sec): 3 clusters Score: Raw -2432508.063690 + Penalty 1948.975279 = -2430559.088412 nChanged 13311 SP:Iteration 1F (9022.344602 sec): 3 clusters Score: Raw -2440594.793650 + Penalty 1948.975279 = -2438645.818372 nChanged 1611 SP:Iteration 2F (9022.425991 sec): 3 clusters Score: Raw -2441410.704947 + Penalty 1948.975279 = -2439461.729668 nChanged 1737 SP:Iteration 3F (9022.493278 sec): 3 clusters Score: Raw -2442492.766330 + Penalty 1948.975279 = -2440543.791051 nChanged 1919 SP:Iteration 4F (9022.568762 sec): 3 clusters Score: Raw -2443844.261941 + Penalty 1948.975279 = -2441895.286663 nChanged 1925 SP:Iteration 5F (9022.634680 sec): 3 clusters Score: Raw -2445254.385570 + Penalty 1948.975279 = -2443305.410292 nChanged 1791 SP:Iteration 6F (9022.717109 sec): 3 clusters Score: Raw -2446424.383488 + Penalty 1948.975279 = -2444475.408210 nChanged 1347 SP:Iteration 7Q (9022.791490 sec): 3 clusters Score: Raw -2447073.857789 + Penalty 1948.975279 = -2445124.882510 nChanged 962 SP:Iteration 8Q (9022.857891 sec): 3 clusters Score: Raw -2447448.053929 + Penalty 1948.975279 = -2445499.078651 nChanged 686 SP:Iteration 9Q (9022.941796 sec): 3 clusters Score: Raw -2447676.713030 + Penalty 1948.975279 = -2445727.737751 nChanged 526 SP:Iteration 10Q (9023.014269 sec): 3 clusters Score: Raw -2447828.693826 + Penalty 1948.975279 = -2445879.718548 nChanged 468 SP:Iteration 11Q (9023.094145 sec): 3 clusters Score: Raw -2447959.718398 + Penalty 1948.975279 = -2446010.743119 nChanged 457 SP:Iteration 12Q (9023.169979 sec): 3 clusters Score: Raw -2448100.443505 + Penalty 1948.975279 = -2446151.468227 nChanged 462 SP:Iteration 13Q (9023.251302 sec): 3 clusters Score: Raw -2448245.332426 + Penalty 1948.975279 = -2446296.357148 nChanged 438 SP:Iteration 14Q (9023.329281 sec): 3 clusters Score: Raw -2448373.019498 + Penalty 1948.975279 = -2446424.044219 nChanged 427 SP:Iteration 15Q (9023.408975 sec): 3 clusters Score: Raw -2448498.332814 + Penalty 1948.975279 = -2446549.357536 nChanged 445 SP:Iteration 16Q (9023.478171 sec): 3 clusters Score: Raw -2448634.726016 + Penalty 1948.975279 = -2446685.750737 nChanged 449 SP:Iteration 17Q (9023.552978 sec): 3 clusters Score: Raw -2448778.464175 + Penalty 1948.975279 = -2446829.488896 nChanged 438 SP:Iteration 18Q (9023.634038 sec): 3 clusters Score: Raw -2448920.410881 + Penalty 1948.975279 = -2446971.435603 nChanged 429 SP:Iteration 19Q (9023.711042 sec): 3 clusters Score: Raw -2449058.293926 + Penalty 1948.975279 = -2447109.318648 nChanged 451 SP:Iteration 20F (9023.792521 sec): 3 clusters Score: Raw -2449201.188041 + Penalty 1948.975279 = -2447252.212763 nChanged 424 SP:Iteration 21Q (9023.872134 sec): 3 clusters Score: Raw -2449342.525928 + Penalty 1948.975279 = -2447393.550649 nChanged 402 SP:Iteration 22Q (9023.944154 sec): 3 clusters Score: Raw -2449472.733757 + Penalty 1948.975279 = -2447523.758479 nChanged 357 SP:Iteration 23Q (9024.024332 sec): 3 clusters Score: Raw -2449583.935197 + Penalty 1948.975279 = -2447634.959918 nChanged 350 SP:Iteration 24Q (9024.093716 sec): 3 clusters Score: Raw -2449702.519412 + Penalty 1948.975279 = -2447753.544134 nChanged 342 SP:Iteration 25Q (9024.174743 sec): 3 clusters Score: Raw -2449819.054537 + Penalty 1948.975279 = -2447870.079258 nChanged 313 SP:Iteration 26Q (9024.255487 sec): 3 clusters Score: Raw -2449914.285817 + Penalty 1948.975279 = -2447965.310539 nChanged 258 SP:Iteration 27Q (9024.323185 sec): 3 clusters Score: Raw -2449985.224247 + Penalty 1948.975279 = -2448036.248969 nChanged 229 SP:Iteration 28Q (9024.394063 sec): 3 clusters Score: Raw -2450047.059770 + Penalty 1948.975279 = -2448098.084492 nChanged 200 SP:Iteration 29Q (9024.467223 sec): 3 clusters Score: Raw -2450095.950456 + Penalty 1948.975279 = -2448146.975177 nChanged 171 SP:Iteration 30Q (9024.535583 sec): 3 clusters Score: Raw -2450140.324455 + Penalty 1948.975279 = -2448191.349176 nChanged 179 SP:Iteration 31Q (9024.612294 sec): 3 clusters Score: Raw -2450187.660877 + Penalty 1948.975279 = -2448238.685599 nChanged 156 SP:Iteration 32Q (9024.694090 sec): 3 clusters Score: Raw -2450227.719205 + Penalty 1948.975279 = -2448278.743926 nChanged 161 SP:Iteration 33Q (9024.775751 sec): 3 clusters Score: Raw -2450268.350091 + Penalty 1948.975279 = -2448319.374813 nChanged 152 SP:Iteration 34Q (9024.855800 sec): 3 clusters Score: Raw -2450311.662574 + Penalty 1948.975279 = -2448362.687296 nChanged 150 SP:Iteration 35Q (9024.936066 sec): 3 clusters Score: Raw -2450354.760401 + Penalty 1948.975279 = -2448405.785123 nChanged 144 SP:Iteration 36Q (9025.012834 sec): 3 clusters Score: Raw -2450394.091015 + Penalty 1948.975279 = -2448445.115736 nChanged 116 SP:Iteration 37Q (9025.093236 sec): 3 clusters Score: Raw -2450423.423861 + Penalty 1948.975279 = -2448474.448583 nChanged 106 SP:Iteration 38Q (9025.173567 sec): 3 clusters Score: Raw -2450451.047345 + Penalty 1948.975279 = -2448502.072067 nChanged 98 SP:Iteration 39Q (9025.244105 sec): 3 clusters Score: Raw -2450473.774617 + Penalty 1948.975279 = -2448524.799338 nChanged 95 SP:Iteration 40F (9025.328359 sec): 3 clusters Score: Raw -2450494.549590 + Penalty 1948.975279 = -2448545.574311 nChanged 82 SP:Iteration 41Q (9025.410483 sec): 3 clusters Score: Raw -2450514.408781 + Penalty 1948.975279 = -2448565.433503 nChanged 74 SP:Iteration 42Q (9025.474924 sec): 3 clusters Score: Raw -2450531.634643 + Penalty 1948.975279 = -2448582.659365 nChanged 74 SP:Iteration 43Q (9025.547147 sec): 3 clusters Score: Raw -2450549.132389 + Penalty 1948.975279 = -2448600.157111 nChanged 61 SP:Iteration 44Q (9025.621599 sec): 3 clusters Score: Raw -2450561.343521 + Penalty 1948.975279 = -2448612.368243 nChanged 47 SP:Iteration 45Q (9025.699253 sec): 3 clusters Score: Raw -2450571.612738 + Penalty 1948.975279 = -2448622.637459 nChanged 45 SP:Iteration 46Q (9025.776420 sec): 3 clusters Score: Raw -2450579.539720 + Penalty 1948.975279 = -2448630.564441 nChanged 52 SP:Iteration 47Q (9025.864634 sec): 3 clusters Score: Raw -2450590.921668 + Penalty 1948.975279 = -2448641.946390 nChanged 51 SP:Iteration 48Q (9025.944931 sec): 3 clusters Score: Raw -2450601.686321 + Penalty 1948.975279 = -2448652.711042 nChanged 41 SP:Iteration 49Q (9026.015825 sec): 3 clusters Score: Raw -2450610.355856 + Penalty 1948.975279 = -2448661.380577 nChanged 41 SP:Iteration 50Q (9026.102749 sec): 3 clusters Score: Raw -2450617.527433 + Penalty 1948.975279 = -2448668.552154 nChanged 30 SP:Iteration 51Q (9026.174192 sec): 3 clusters Score: Raw -2450622.162919 + Penalty 1948.975279 = -2448673.187640 nChanged 23 SP:Iteration 52Q (9026.261884 sec): 3 clusters Score: Raw -2450625.731493 + Penalty 1948.975279 = -2448676.756214 nChanged 26 SP:Iteration 53Q (9026.341806 sec): 3 clusters Score: Raw -2450630.682431 + Penalty 1948.975279 = -2448681.707152 nChanged 30 SP:Iteration 54Q (9026.419632 sec): 3 clusters Score: Raw -2450636.769751 + Penalty 1948.975279 = -2448687.794473 nChanged 32 SP:Iteration 55Q (9026.483694 sec): 3 clusters Score: Raw -2450643.331326 + Penalty 1948.975279 = -2448694.356047 nChanged 32 SP:Iteration 56Q (9026.556823 sec): 3 clusters Score: Raw -2450652.068566 + Penalty 1948.975279 = -2448703.093287 nChanged 30 SP:Iteration 57Q (9026.631979 sec): 3 clusters Score: Raw -2450659.269297 + Penalty 1948.975279 = -2448710.294018 nChanged 29 SP:Iteration 58Q (9026.715851 sec): 3 clusters Score: Raw -2450665.154146 + Penalty 1948.975279 = -2448716.178868 nChanged 25 SP:Iteration 59Q (9026.797115 sec): 3 clusters Score: Raw -2450670.270106 + Penalty 1948.975279 = -2448721.294828 nChanged 22 SP:Iteration 60F (9026.880740 sec): 3 clusters Score: Raw -2450674.563026 + Penalty 1948.975279 = -2448725.587747 nChanged 20 SP:Iteration 61Q (9026.943394 sec): 3 clusters Score: Raw -2450679.011377 + Penalty 1948.975279 = -2448730.036098 nChanged 12 SP:Iteration 62Q (9027.016049 sec): 3 clusters Score: Raw -2450681.606485 + Penalty 1948.975279 = -2448732.631207 nChanged 11 SP:Iteration 63Q (9027.089621 sec): 3 clusters Score: Raw -2450683.438290 + Penalty 1948.975279 = -2448734.463012 nChanged 9 SP:Iteration 64Q (9027.179157 sec): 3 clusters Score: Raw -2450685.681892 + Penalty 1948.975279 = -2448736.706613 nChanged 15 SP:Iteration 65Q (9027.256313 sec): 3 clusters Score: Raw -2450688.776313 + Penalty 1948.975279 = -2448739.801034 nChanged 10 SP:Iteration 66Q (9027.335496 sec): 3 clusters Score: Raw -2450691.495829 + Penalty 1948.975279 = -2448742.520551 nChanged 8 SP:Iteration 67Q (9027.414542 sec): 3 clusters Score: Raw -2450693.245091 + Penalty 1948.975279 = -2448744.269813 nChanged 8 SP:Iteration 68Q (9027.493653 sec): 3 clusters Score: Raw -2450694.326078 + Penalty 1948.975279 = -2448745.350799 nChanged 5 SP:Iteration 69Q (9027.571740 sec): 3 clusters Score: Raw -2450695.024524 + Penalty 1948.975279 = -2448746.049245 nChanged 4 SP:Iteration 70Q (9027.651567 sec): 3 clusters Score: Raw -2450695.529602 + Penalty 1948.975279 = -2448746.554324 nChanged 3 SP:Iteration 71Q (9027.731070 sec): 3 clusters Score: Raw -2450696.146565 + Penalty 1948.975279 = -2448747.171286 nChanged 6 SP:Iteration 72Q (9027.810700 sec): 3 clusters Score: Raw -2450697.078995 + Penalty 1948.975279 = -2448748.103717 nChanged 6 SP:Iteration 73Q (9027.886701 sec): 3 clusters Score: Raw -2450697.958803 + Penalty 1948.975279 = -2448748.983525 nChanged 5 SP:Iteration 74Q (9027.963393 sec): 3 clusters Score: Raw -2450699.038268 + Penalty 1948.975279 = -2448750.062990 nChanged 8 SP:Iteration 75Q (9028.042743 sec): 3 clusters Score: Raw -2450700.589737 + Penalty 1948.975279 = -2448751.614458 nChanged 7 SP:Iteration 76Q (9028.111785 sec): 3 clusters Score: Raw -2450702.422177 + Penalty 1948.975279 = -2448753.446898 nChanged 12 SP:Iteration 77Q (9028.190048 sec): 3 clusters Score: Raw -2450704.374671 + Penalty 1948.975279 = -2448755.399392 nChanged 9 SP:Iteration 78Q (9028.262839 sec): 3 clusters Score: Raw -2450706.646519 + Penalty 1948.975279 = -2448757.671241 nChanged 13 SP:Iteration 79Q (9028.343816 sec): 3 clusters Score: Raw -2450709.659560 + Penalty 1948.975279 = -2448760.684281 nChanged 14 SP:Iteration 80F (9028.436081 sec): 3 clusters Score: Raw -2450712.514652 + Penalty 1948.975279 = -2448763.539374 nChanged 13 SP:Iteration 81Q (9028.505165 sec): 3 clusters Score: Raw -2450715.315245 + Penalty 1948.975279 = -2448766.339966 nChanged 9 SP:Iteration 82Q (9028.589036 sec): 3 clusters Score: Raw -2450718.314417 + Penalty 1948.975279 = -2448769.339139 nChanged 9 SP:Iteration 83Q (9028.665303 sec): 3 clusters Score: Raw -2450719.779783 + Penalty 1948.975279 = -2448770.804505 nChanged 10 SP:Iteration 84Q (9028.738542 sec): 3 clusters Score: Raw -2450721.301901 + Penalty 1948.975279 = -2448772.326623 nChanged 10 SP:Iteration 85Q (9028.796879 sec): 3 clusters Score: Raw -2450723.756662 + Penalty 1948.975279 = -2448774.781383 nChanged 9 SP:Iteration 86Q (9028.869922 sec): 3 clusters Score: Raw -2450725.598963 + Penalty 1948.975279 = -2448776.623685 nChanged 11 SP:Iteration 87Q (9028.940866 sec): 3 clusters Score: Raw -2450727.585539 + Penalty 1948.975279 = -2448778.610260 nChanged 4 SP:Iteration 88Q (9029.011705 sec): 3 clusters Score: Raw -2450728.020906 + Penalty 1948.975279 = -2448779.045627 nChanged 3 SP:Iteration 89Q (9029.084360 sec): 3 clusters Score: Raw -2450728.648375 + Penalty 1948.975279 = -2448779.673096 nChanged 2 SP:Iteration 90Q (9029.172363 sec): 3 clusters Score: Raw -2450728.898219 + Penalty 1948.975279 = -2448779.922940 nChanged 2 SP:Iteration 91Q (9029.250659 sec): 3 clusters Score: Raw -2450729.256521 + Penalty 1948.975279 = -2448780.281242 nChanged 2 SP:Iteration 92Q (9029.328825 sec): 3 clusters Score: Raw -2450729.572840 + Penalty 1948.975279 = -2448780.597561 nChanged 1 SP:Iteration 93Q (9029.403062 sec): 3 clusters Score: Raw -2450729.669805 + Penalty 1948.975279 = -2448780.694526 nChanged 2 SP:Iteration 94Q (9029.480868 sec): 3 clusters Score: Raw -2450729.822477 + Penalty 1948.975279 = -2448780.847199 nChanged 1 SP:Iteration 95Q (9029.551178 sec): 3 clusters Score: Raw -2450730.247915 + Penalty 1948.975279 = -2448781.272636 nChanged 2 SP:Iteration 96Q (9029.628909 sec): 3 clusters Score: Raw -2450730.485373 + Penalty 1948.975279 = -2448781.510095 nChanged 1 SP:Iteration 97Q (9029.714355 sec): 3 clusters Score: Raw -2450730.635783 + Penalty 1948.975279 = -2448781.660505 nChanged 2 SP:Iteration 98Q (9029.792533 sec): 3 clusters Score: Raw -2450730.756186 + Penalty 1948.975279 = -2448781.780908 nChanged 1 SP:Iteration 99Q (9029.870003 sec): 3 clusters Score: Raw -2450730.981606 + Penalty 1948.975279 = -2448782.006327 nChanged 1 SP:Iteration 100F (9029.942921 sec): 3 clusters Score: Raw -2450731.202320 + Penalty 1948.975279 = -2448782.227042 nChanged 2 SP:Iteration 101Q (9030.014300 sec): 3 clusters Score: Raw -2450731.449065 + Penalty 1948.975279 = -2448782.473786 nChanged 0 SP:Iteration 102F (9030.090652 sec): 3 clusters Score: Raw -2450731.449065 + Penalty 1948.975279 = -2448782.473786 nChanged 0 Trying to split cluster 21 (73651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9030.197871 sec): 2 clusters Score: Raw -6095200.725112 + Penalty 1064.673835 = -6094136.051277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9030.338018 sec): 3 clusters Score: Raw -6046982.193126 + Penalty 2129.347670 = -6044852.845456 nChanged 35350 SP:Iteration 1F (9030.477584 sec): 3 clusters Score: Raw -6067418.405017 + Penalty 2129.347670 = -6065289.057347 nChanged 2537 SP:Iteration 2Q (9030.619477 sec): 3 clusters Score: Raw -6068031.590015 + Penalty 2129.347670 = -6065902.242345 nChanged 2634 SP:Iteration 3Q (9030.767893 sec): 3 clusters Score: Raw -6068748.282525 + Penalty 2129.347670 = -6066618.934856 nChanged 2772 SP:Iteration 4Q (9030.913808 sec): 3 clusters Score: Raw -6069584.494497 + Penalty 2129.347670 = -6067455.146827 nChanged 3012 SP:Iteration 5Q (9031.057660 sec): 3 clusters Score: Raw -6070681.571813 + Penalty 2129.347670 = -6068552.224143 nChanged 3415 SP:Iteration 6Q (9031.209520 sec): 3 clusters Score: Raw -6072254.721680 + Penalty 2129.347670 = -6070125.374010 nChanged 3836 SP:Iteration 7F (9031.347375 sec): 3 clusters Score: Raw -6074473.948253 + Penalty 2129.347670 = -6072344.600583 nChanged 4207 SP:Iteration 8F (9031.484743 sec): 3 clusters Score: Raw -6077414.420998 + Penalty 2129.347670 = -6075285.073329 nChanged 4396 SP:Iteration 9F (9031.620693 sec): 3 clusters Score: Raw -6080583.373785 + Penalty 2129.347670 = -6078454.026115 nChanged 4049 SP:Iteration 10F (9031.763718 sec): 3 clusters Score: Raw -6082897.035477 + Penalty 2129.347670 = -6080767.687808 nChanged 2970 SP:Iteration 11Q (9031.900916 sec): 3 clusters Score: Raw -6084081.760898 + Penalty 2129.347670 = -6081952.413228 nChanged 1953 SP:Iteration 12Q (9032.033353 sec): 3 clusters Score: Raw -6084589.204470 + Penalty 2129.347670 = -6082459.856800 nChanged 1301 SP:Iteration 13Q (9032.190313 sec): 3 clusters Score: Raw -6084913.882525 + Penalty 2129.347670 = -6082784.534855 nChanged 1120 SP:Iteration 14Q (9032.329536 sec): 3 clusters Score: Raw -6085204.917672 + Penalty 2129.347670 = -6083075.570002 nChanged 1116 SP:Iteration 15Q (9032.469359 sec): 3 clusters Score: Raw -6085502.977841 + Penalty 2129.347670 = -6083373.630171 nChanged 1049 SP:Iteration 16Q (9032.609551 sec): 3 clusters Score: Raw -6085775.631925 + Penalty 2129.347670 = -6083646.284255 nChanged 1016 SP:Iteration 17Q (9032.751770 sec): 3 clusters Score: Raw -6086036.638697 + Penalty 2129.347670 = -6083907.291027 nChanged 1015 SP:Iteration 18Q (9032.898192 sec): 3 clusters Score: Raw -6086284.446060 + Penalty 2129.347670 = -6084155.098390 nChanged 957 SP:Iteration 19Q (9033.027478 sec): 3 clusters Score: Raw -6086520.005886 + Penalty 2129.347670 = -6084390.658216 nChanged 933 SP:Iteration 20F (9033.160007 sec): 3 clusters Score: Raw -6086747.300981 + Penalty 2129.347670 = -6084617.953311 nChanged 906 SP:Iteration 21Q (9033.297332 sec): 3 clusters Score: Raw -6086949.196773 + Penalty 2129.347670 = -6084819.849103 nChanged 849 SP:Iteration 22Q (9033.433541 sec): 3 clusters Score: Raw -6087120.860360 + Penalty 2129.347670 = -6084991.512690 nChanged 755 SP:Iteration 23Q (9033.557849 sec): 3 clusters Score: Raw -6087261.144115 + Penalty 2129.347670 = -6085131.796446 nChanged 706 SP:Iteration 24Q (9033.688844 sec): 3 clusters Score: Raw -6087385.028976 + Penalty 2129.347670 = -6085255.681306 nChanged 649 SP:Iteration 25Q (9033.824126 sec): 3 clusters Score: Raw -6087493.393923 + Penalty 2129.347670 = -6085364.046253 nChanged 607 SP:Iteration 26Q (9033.947934 sec): 3 clusters Score: Raw -6087584.063053 + Penalty 2129.347670 = -6085454.715384 nChanged 574 SP:Iteration 27Q (9034.082925 sec): 3 clusters Score: Raw -6087668.966611 + Penalty 2129.347670 = -6085539.618941 nChanged 571 SP:Iteration 28Q (9034.227655 sec): 3 clusters Score: Raw -6087757.605592 + Penalty 2129.347670 = -6085628.257922 nChanged 564 SP:Iteration 29Q (9034.359715 sec): 3 clusters Score: Raw -6087840.277701 + Penalty 2129.347670 = -6085710.930031 nChanged 564 SP:Iteration 30Q (9034.504876 sec): 3 clusters Score: Raw -6087922.811172 + Penalty 2129.347670 = -6085793.463502 nChanged 565 SP:Iteration 31Q (9034.657856 sec): 3 clusters Score: Raw -6088003.784541 + Penalty 2129.347670 = -6085874.436871 nChanged 552 SP:Iteration 32Q (9034.801222 sec): 3 clusters Score: Raw -6088078.389179 + Penalty 2129.347670 = -6085949.041509 nChanged 567 SP:Iteration 33Q (9034.923234 sec): 3 clusters Score: Raw -6088153.970186 + Penalty 2129.347670 = -6086024.622516 nChanged 570 SP:Iteration 34Q (9035.031188 sec): 3 clusters Score: Raw -6088229.191406 + Penalty 2129.347670 = -6086099.843736 nChanged 592 SP:Iteration 35Q (9035.150989 sec): 3 clusters Score: Raw -6088313.340796 + Penalty 2129.347670 = -6086183.993126 nChanged 616 SP:Iteration 36Q (9035.257833 sec): 3 clusters Score: Raw -6088406.159746 + Penalty 2129.347670 = -6086276.812076 nChanged 698 SP:Iteration 37Q (9035.364673 sec): 3 clusters Score: Raw -6088516.174798 + Penalty 2129.347670 = -6086386.827128 nChanged 696 SP:Iteration 38Q (9035.503648 sec): 3 clusters Score: Raw -6088632.914391 + Penalty 2129.347670 = -6086503.566721 nChanged 748 SP:Iteration 39Q (9035.645640 sec): 3 clusters Score: Raw -6088766.223293 + Penalty 2129.347670 = -6086636.875623 nChanged 803 SP:Iteration 40F (9035.785857 sec): 3 clusters Score: Raw -6088915.310710 + Penalty 2129.347670 = -6086785.963040 nChanged 799 SP:Iteration 41Q (9035.924102 sec): 3 clusters Score: Raw -6089070.326666 + Penalty 2129.347670 = -6086940.978996 nChanged 833 SP:Iteration 42Q (9036.063174 sec): 3 clusters Score: Raw -6089242.648649 + Penalty 2129.347670 = -6087113.300979 nChanged 891 SP:Iteration 43Q (9036.193807 sec): 3 clusters Score: Raw -6089431.797020 + Penalty 2129.347670 = -6087302.449350 nChanged 882 SP:Iteration 44Q (9036.344247 sec): 3 clusters Score: Raw -6089628.624768 + Penalty 2129.347670 = -6087499.277098 nChanged 934 SP:Iteration 45Q (9036.476768 sec): 3 clusters Score: Raw -6089849.830703 + Penalty 2129.347670 = -6087720.483033 nChanged 984 SP:Iteration 46Q (9036.619136 sec): 3 clusters Score: Raw -6090101.019489 + Penalty 2129.347670 = -6087971.671819 nChanged 1039 SP:Iteration 47Q (9036.746853 sec): 3 clusters Score: Raw -6090377.268512 + Penalty 2129.347670 = -6088247.920842 nChanged 1066 SP:Iteration 48Q (9036.896725 sec): 3 clusters Score: Raw -6090671.697803 + Penalty 2129.347670 = -6088542.350134 nChanged 1031 SP:Iteration 49Q (9037.029225 sec): 3 clusters Score: Raw -6090962.280152 + Penalty 2129.347670 = -6088832.932482 nChanged 1067 SP:Iteration 50Q (9037.164656 sec): 3 clusters Score: Raw -6091274.424368 + Penalty 2129.347670 = -6089145.076698 nChanged 1066 SP:Iteration 51Q (9037.296569 sec): 3 clusters Score: Raw -6091595.025548 + Penalty 2129.347670 = -6089465.677878 nChanged 1009 SP:Iteration 52Q (9037.434134 sec): 3 clusters Score: Raw -6091908.562378 + Penalty 2129.347670 = -6089779.214708 nChanged 1025 SP:Iteration 53Q (9037.552770 sec): 3 clusters Score: Raw -6092250.167443 + Penalty 2129.347670 = -6090120.819773 nChanged 1032 SP:Iteration 54Q (9037.688643 sec): 3 clusters Score: Raw -6092612.551419 + Penalty 2129.347670 = -6090483.203749 nChanged 952 SP:Iteration 55Q (9037.795575 sec): 3 clusters Score: Raw -6092929.829377 + Penalty 2129.347670 = -6090800.481708 nChanged 873 SP:Iteration 56Q (9037.930820 sec): 3 clusters Score: Raw -6093211.022415 + Penalty 2129.347670 = -6091081.674745 nChanged 816 SP:Iteration 57Q (9038.064379 sec): 3 clusters Score: Raw -6093494.650721 + Penalty 2129.347670 = -6091365.303051 nChanged 785 SP:Iteration 58Q (9038.201196 sec): 3 clusters Score: Raw -6093783.713968 + Penalty 2129.347670 = -6091654.366298 nChanged 782 SP:Iteration 59Q (9038.333966 sec): 3 clusters Score: Raw -6094078.845951 + Penalty 2129.347670 = -6091949.498281 nChanged 676 SP:Iteration 60F (9038.463117 sec): 3 clusters Score: Raw -6094316.920415 + Penalty 2129.347670 = -6092187.572745 nChanged 576 SP:Iteration 61Q (9038.597496 sec): 3 clusters Score: Raw -6094517.522821 + Penalty 2129.347670 = -6092388.175151 nChanged 514 SP:Iteration 62Q (9038.738182 sec): 3 clusters Score: Raw -6094687.854933 + Penalty 2129.347670 = -6092558.507263 nChanged 441 SP:Iteration 63Q (9038.873279 sec): 3 clusters Score: Raw -6094831.322569 + Penalty 2129.347670 = -6092701.974900 nChanged 380 SP:Iteration 64Q (9038.994163 sec): 3 clusters Score: Raw -6094943.800198 + Penalty 2129.347670 = -6092814.452529 nChanged 321 SP:Iteration 65Q (9039.115939 sec): 3 clusters Score: Raw -6095032.780677 + Penalty 2129.347670 = -6092903.433007 nChanged 266 SP:Iteration 66Q (9039.243313 sec): 3 clusters Score: Raw -6095104.169222 + Penalty 2129.347670 = -6092974.821552 nChanged 235 SP:Iteration 67Q (9039.374914 sec): 3 clusters Score: Raw -6095164.429542 + Penalty 2129.347670 = -6093035.081872 nChanged 210 SP:Iteration 68Q (9039.504336 sec): 3 clusters Score: Raw -6095217.641419 + Penalty 2129.347670 = -6093088.293749 nChanged 180 SP:Iteration 69Q (9039.628820 sec): 3 clusters Score: Raw -6095272.229453 + Penalty 2129.347670 = -6093142.881783 nChanged 199 SP:Iteration 70Q (9039.755091 sec): 3 clusters Score: Raw -6095327.622480 + Penalty 2129.347670 = -6093198.274810 nChanged 155 SP:Iteration 71Q (9039.894779 sec): 3 clusters Score: Raw -6095366.309657 + Penalty 2129.347670 = -6093236.961987 nChanged 117 SP:Iteration 72Q (9040.022151 sec): 3 clusters Score: Raw -6095395.876735 + Penalty 2129.347670 = -6093266.529065 nChanged 99 SP:Iteration 73Q (9040.142433 sec): 3 clusters Score: Raw -6095420.894096 + Penalty 2129.347670 = -6093291.546426 nChanged 82 SP:Iteration 74Q (9040.273161 sec): 3 clusters Score: Raw -6095441.108960 + Penalty 2129.347670 = -6093311.761290 nChanged 77 SP:Iteration 75Q (9040.406107 sec): 3 clusters Score: Raw -6095461.984603 + Penalty 2129.347670 = -6093332.636933 nChanged 76 SP:Iteration 76Q (9040.531092 sec): 3 clusters Score: Raw -6095479.056299 + Penalty 2129.347670 = -6093349.708629 nChanged 63 SP:Iteration 77Q (9040.661374 sec): 3 clusters Score: Raw -6095492.013940 + Penalty 2129.347670 = -6093362.666270 nChanged 56 SP:Iteration 78Q (9040.776338 sec): 3 clusters Score: Raw -6095502.870648 + Penalty 2129.347670 = -6093373.522978 nChanged 49 SP:Iteration 79Q (9040.893605 sec): 3 clusters Score: Raw -6095513.289043 + Penalty 2129.347670 = -6093383.941373 nChanged 40 SP:Iteration 80F (9041.031646 sec): 3 clusters Score: Raw -6095520.569612 + Penalty 2129.347670 = -6093391.221942 nChanged 43 SP:Iteration 81Q (9041.152615 sec): 3 clusters Score: Raw -6095531.697259 + Penalty 2129.347670 = -6093402.349590 nChanged 36 SP:Iteration 82Q (9041.257968 sec): 3 clusters Score: Raw -6095540.844543 + Penalty 2129.347670 = -6093411.496873 nChanged 38 SP:Iteration 83Q (9041.379051 sec): 3 clusters Score: Raw -6095548.831278 + Penalty 2129.347670 = -6093419.483608 nChanged 23 SP:Iteration 84Q (9041.494739 sec): 3 clusters Score: Raw -6095552.808694 + Penalty 2129.347670 = -6093423.461024 nChanged 11 SP:Iteration 85Q (9041.607591 sec): 3 clusters Score: Raw -6095554.600322 + Penalty 2129.347670 = -6093425.252652 nChanged 8 SP:Iteration 86Q (9041.706799 sec): 3 clusters Score: Raw -6095556.187983 + Penalty 2129.347670 = -6093426.840313 nChanged 7 SP:Iteration 87Q (9041.836934 sec): 3 clusters Score: Raw -6095557.445412 + Penalty 2129.347670 = -6093428.097742 nChanged 7 SP:Iteration 88Q (9041.954113 sec): 3 clusters Score: Raw -6095558.241241 + Penalty 2129.347670 = -6093428.893571 nChanged 2 SP:Iteration 89Q (9042.077464 sec): 3 clusters Score: Raw -6095558.555521 + Penalty 2129.347670 = -6093429.207851 nChanged 5 SP:Iteration 90Q (9042.180115 sec): 3 clusters Score: Raw -6095559.266812 + Penalty 2129.347670 = -6093429.919142 nChanged 6 SP:Iteration 91Q (9042.298014 sec): 3 clusters Score: Raw -6095560.602270 + Penalty 2129.347670 = -6093431.254600 nChanged 7 SP:Iteration 92Q (9042.397381 sec): 3 clusters Score: Raw -6095562.249359 + Penalty 2129.347670 = -6093432.901689 nChanged 6 SP:Iteration 93Q (9042.511350 sec): 3 clusters Score: Raw -6095563.231961 + Penalty 2129.347670 = -6093433.884291 nChanged 10 SP:Iteration 94Q (9042.614831 sec): 3 clusters Score: Raw -6095564.965302 + Penalty 2129.347670 = -6093435.617632 nChanged 8 SP:Iteration 95Q (9042.755330 sec): 3 clusters Score: Raw -6095566.229174 + Penalty 2129.347670 = -6093436.881504 nChanged 8 SP:Iteration 96Q (9042.870356 sec): 3 clusters Score: Raw -6095567.282797 + Penalty 2129.347670 = -6093437.935127 nChanged 6 SP:Iteration 97Q (9042.991520 sec): 3 clusters Score: Raw -6095567.851748 + Penalty 2129.347670 = -6093438.504078 nChanged 2 SP:Iteration 98Q (9043.120175 sec): 3 clusters Score: Raw -6095567.985450 + Penalty 2129.347670 = -6093438.637780 nChanged 0 SP:Iteration 99F (9043.239213 sec): 3 clusters Score: Raw -6095567.985450 + Penalty 2129.347670 = -6093438.637780 nChanged 0 Trying to split cluster 22 (10735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9043.273843 sec): 2 clusters Score: Raw -919940.219315 + Penalty 881.720147 = -919058.499168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9043.334132 sec): 3 clusters Score: Raw -913511.427082 + Penalty 1763.440295 = -911747.986787 nChanged 4842 SP:Iteration 1F (9043.399021 sec): 3 clusters Score: Raw -916164.054975 + Penalty 1763.440295 = -914400.614680 nChanged 610 SP:Iteration 2F (9043.449212 sec): 3 clusters Score: Raw -916414.956560 + Penalty 1763.440295 = -914651.516265 nChanged 548 SP:Iteration 3F (9043.510806 sec): 3 clusters Score: Raw -916687.468634 + Penalty 1763.440295 = -914924.028339 nChanged 565 SP:Iteration 4F (9043.567542 sec): 3 clusters Score: Raw -917045.799963 + Penalty 1763.440295 = -915282.359668 nChanged 667 SP:Iteration 5F (9043.632308 sec): 3 clusters Score: Raw -917536.060197 + Penalty 1763.440295 = -915772.619902 nChanged 692 SP:Iteration 6F (9043.683037 sec): 3 clusters Score: Raw -918069.221543 + Penalty 1763.440295 = -916305.781248 nChanged 649 SP:Iteration 7F (9043.738136 sec): 3 clusters Score: Raw -918492.983963 + Penalty 1763.440295 = -916729.543668 nChanged 507 SP:Iteration 8Q (9043.799829 sec): 3 clusters Score: Raw -918780.193151 + Penalty 1763.440295 = -917016.752856 nChanged 405 SP:Iteration 9Q (9043.861766 sec): 3 clusters Score: Raw -918961.913549 + Penalty 1763.440295 = -917198.473254 nChanged 295 SP:Iteration 10Q (9043.922733 sec): 3 clusters Score: Raw -919071.422627 + Penalty 1763.440295 = -917307.982332 nChanged 208 SP:Iteration 11Q (9043.990624 sec): 3 clusters Score: Raw -919146.093163 + Penalty 1763.440295 = -917382.652869 nChanged 178 SP:Iteration 12Q (9044.040170 sec): 3 clusters Score: Raw -919222.820474 + Penalty 1763.440295 = -917459.380179 nChanged 203 SP:Iteration 13Q (9044.102126 sec): 3 clusters Score: Raw -919305.384111 + Penalty 1763.440295 = -917541.943816 nChanged 213 SP:Iteration 14Q (9044.156141 sec): 3 clusters Score: Raw -919381.738691 + Penalty 1763.440295 = -917618.298396 nChanged 173 SP:Iteration 15Q (9044.217524 sec): 3 clusters Score: Raw -919435.935021 + Penalty 1763.440295 = -917672.494726 nChanged 136 SP:Iteration 16Q (9044.277890 sec): 3 clusters Score: Raw -919474.560043 + Penalty 1763.440295 = -917711.119748 nChanged 128 SP:Iteration 17Q (9044.338257 sec): 3 clusters Score: Raw -919512.780591 + Penalty 1763.440295 = -917749.340296 nChanged 128 SP:Iteration 18Q (9044.392342 sec): 3 clusters Score: Raw -919547.492393 + Penalty 1763.440295 = -917784.052098 nChanged 116 SP:Iteration 19Q (9044.438582 sec): 3 clusters Score: Raw -919573.342327 + Penalty 1763.440295 = -917809.902032 nChanged 90 SP:Iteration 20F (9044.494038 sec): 3 clusters Score: Raw -919593.477822 + Penalty 1763.440295 = -917830.037527 nChanged 86 SP:Iteration 21Q (9044.559165 sec): 3 clusters Score: Raw -919610.695206 + Penalty 1763.440295 = -917847.254911 nChanged 75 SP:Iteration 22Q (9044.617556 sec): 3 clusters Score: Raw -919626.507871 + Penalty 1763.440295 = -917863.067576 nChanged 78 SP:Iteration 23Q (9044.667277 sec): 3 clusters Score: Raw -919643.182650 + Penalty 1763.440295 = -917879.742355 nChanged 72 SP:Iteration 24Q (9044.729097 sec): 3 clusters Score: Raw -919655.435268 + Penalty 1763.440295 = -917891.994973 nChanged 60 SP:Iteration 25Q (9044.790734 sec): 3 clusters Score: Raw -919665.348819 + Penalty 1763.440295 = -917901.908524 nChanged 50 SP:Iteration 26Q (9044.837255 sec): 3 clusters Score: Raw -919674.067887 + Penalty 1763.440295 = -917910.627592 nChanged 45 SP:Iteration 27Q (9044.895560 sec): 3 clusters Score: Raw -919681.098295 + Penalty 1763.440295 = -917917.658000 nChanged 40 SP:Iteration 28Q (9044.956244 sec): 3 clusters Score: Raw -919686.247318 + Penalty 1763.440295 = -917922.807023 nChanged 31 SP:Iteration 29Q (9045.007623 sec): 3 clusters Score: Raw -919690.185755 + Penalty 1763.440295 = -917926.745460 nChanged 36 SP:Iteration 30Q (9045.067218 sec): 3 clusters Score: Raw -919694.220443 + Penalty 1763.440295 = -917930.780148 nChanged 33 SP:Iteration 31Q (9045.135910 sec): 3 clusters Score: Raw -919697.419053 + Penalty 1763.440295 = -917933.978758 nChanged 25 SP:Iteration 32Q (9045.185297 sec): 3 clusters Score: Raw -919699.844666 + Penalty 1763.440295 = -917936.404371 nChanged 19 SP:Iteration 33Q (9045.239415 sec): 3 clusters Score: Raw -919701.749522 + Penalty 1763.440295 = -917938.309227 nChanged 23 SP:Iteration 34Q (9045.289742 sec): 3 clusters Score: Raw -919704.931114 + Penalty 1763.440295 = -917941.490819 nChanged 25 SP:Iteration 35Q (9045.344058 sec): 3 clusters Score: Raw -919707.513522 + Penalty 1763.440295 = -917944.073227 nChanged 18 SP:Iteration 36Q (9045.403230 sec): 3 clusters Score: Raw -919709.453916 + Penalty 1763.440295 = -917946.013621 nChanged 25 SP:Iteration 37Q (9045.463942 sec): 3 clusters Score: Raw -919711.729888 + Penalty 1763.440295 = -917948.289593 nChanged 19 SP:Iteration 38Q (9045.516395 sec): 3 clusters Score: Raw -919713.815744 + Penalty 1763.440295 = -917950.375449 nChanged 16 SP:Iteration 39Q (9045.578561 sec): 3 clusters Score: Raw -919715.150625 + Penalty 1763.440295 = -917951.710330 nChanged 16 SP:Iteration 40F (9045.633660 sec): 3 clusters Score: Raw -919716.893825 + Penalty 1763.440295 = -917953.453530 nChanged 20 SP:Iteration 41Q (9045.658850 sec): 3 clusters Score: Raw -919718.600667 + Penalty 1763.440295 = -917955.160372 nChanged 19 SP:Iteration 42Q (9045.724942 sec): 3 clusters Score: Raw -919720.013295 + Penalty 1763.440295 = -917956.573000 nChanged 19 SP:Iteration 43Q (9045.782819 sec): 3 clusters Score: Raw -919721.776447 + Penalty 1763.440295 = -917958.336152 nChanged 18 SP:Iteration 44Q (9045.842966 sec): 3 clusters Score: Raw -919723.700796 + Penalty 1763.440295 = -917960.260501 nChanged 30 SP:Iteration 45Q (9045.902518 sec): 3 clusters Score: Raw -919728.280789 + Penalty 1763.440295 = -917964.840494 nChanged 33 SP:Iteration 46Q (9045.962808 sec): 3 clusters Score: Raw -919732.702288 + Penalty 1763.440295 = -917969.261993 nChanged 25 SP:Iteration 47Q (9046.019723 sec): 3 clusters Score: Raw -919735.961245 + Penalty 1763.440295 = -917972.520950 nChanged 28 SP:Iteration 48Q (9046.062832 sec): 3 clusters Score: Raw -919739.308357 + Penalty 1763.440295 = -917975.868062 nChanged 42 SP:Iteration 49Q (9046.116977 sec): 3 clusters Score: Raw -919744.848508 + Penalty 1763.440295 = -917981.408214 nChanged 40 SP:Iteration 50Q (9046.169615 sec): 3 clusters Score: Raw -919750.341381 + Penalty 1763.440295 = -917986.901086 nChanged 44 SP:Iteration 51Q (9046.223846 sec): 3 clusters Score: Raw -919756.735452 + Penalty 1763.440295 = -917993.295157 nChanged 38 SP:Iteration 52Q (9046.285030 sec): 3 clusters Score: Raw -919761.794705 + Penalty 1763.440295 = -917998.354410 nChanged 38 SP:Iteration 53Q (9046.345511 sec): 3 clusters Score: Raw -919768.317237 + Penalty 1763.440295 = -918004.876942 nChanged 41 SP:Iteration 54Q (9046.402596 sec): 3 clusters Score: Raw -919775.974704 + Penalty 1763.440295 = -918012.534409 nChanged 48 SP:Iteration 55Q (9046.466273 sec): 3 clusters Score: Raw -919786.916458 + Penalty 1763.440295 = -918023.476163 nChanged 65 SP:Iteration 56Q (9046.523957 sec): 3 clusters Score: Raw -919801.167176 + Penalty 1763.440295 = -918037.726881 nChanged 61 SP:Iteration 57Q (9046.577827 sec): 3 clusters Score: Raw -919812.002898 + Penalty 1763.440295 = -918048.562603 nChanged 50 SP:Iteration 58Q (9046.627300 sec): 3 clusters Score: Raw -919819.772542 + Penalty 1763.440295 = -918056.332247 nChanged 43 SP:Iteration 59Q (9046.687881 sec): 3 clusters Score: Raw -919827.649581 + Penalty 1763.440295 = -918064.209286 nChanged 51 SP:Iteration 60F (9046.747115 sec): 3 clusters Score: Raw -919835.110241 + Penalty 1763.440295 = -918071.669946 nChanged 39 SP:Iteration 61Q (9046.806709 sec): 3 clusters Score: Raw -919840.904328 + Penalty 1763.440295 = -918077.464033 nChanged 32 SP:Iteration 62Q (9046.867260 sec): 3 clusters Score: Raw -919846.555598 + Penalty 1763.440295 = -918083.115303 nChanged 34 SP:Iteration 63Q (9046.939941 sec): 3 clusters Score: Raw -919852.142405 + Penalty 1763.440295 = -918088.702110 nChanged 42 SP:Iteration 64Q (9046.989081 sec): 3 clusters Score: Raw -919858.207244 + Penalty 1763.440295 = -918094.766949 nChanged 41 SP:Iteration 65Q (9047.050414 sec): 3 clusters Score: Raw -919863.227999 + Penalty 1763.440295 = -918099.787704 nChanged 33 SP:Iteration 66Q (9047.112662 sec): 3 clusters Score: Raw -919867.039210 + Penalty 1763.440295 = -918103.598915 nChanged 32 SP:Iteration 67Q (9047.168660 sec): 3 clusters Score: Raw -919870.999410 + Penalty 1763.440295 = -918107.559116 nChanged 33 SP:Iteration 68Q (9047.218115 sec): 3 clusters Score: Raw -919875.968784 + Penalty 1763.440295 = -918112.528489 nChanged 32 SP:Iteration 69Q (9047.279315 sec): 3 clusters Score: Raw -919882.116941 + Penalty 1763.440295 = -918118.676646 nChanged 40 SP:Iteration 70Q (9047.339805 sec): 3 clusters Score: Raw -919888.710164 + Penalty 1763.440295 = -918125.269870 nChanged 42 SP:Iteration 71Q (9047.396917 sec): 3 clusters Score: Raw -919894.434283 + Penalty 1763.440295 = -918130.993988 nChanged 32 SP:Iteration 72Q (9047.450601 sec): 3 clusters Score: Raw -919898.722036 + Penalty 1763.440295 = -918135.281741 nChanged 29 SP:Iteration 73Q (9047.515085 sec): 3 clusters Score: Raw -919902.360605 + Penalty 1763.440295 = -918138.920310 nChanged 24 SP:Iteration 74Q (9047.571659 sec): 3 clusters Score: Raw -919905.379423 + Penalty 1763.440295 = -918141.939128 nChanged 23 SP:Iteration 75Q (9047.617202 sec): 3 clusters Score: Raw -919908.034707 + Penalty 1763.440295 = -918144.594412 nChanged 25 SP:Iteration 76Q (9047.676846 sec): 3 clusters Score: Raw -919910.959934 + Penalty 1763.440295 = -918147.519639 nChanged 29 SP:Iteration 77Q (9047.725512 sec): 3 clusters Score: Raw -919915.455197 + Penalty 1763.440295 = -918152.014903 nChanged 26 SP:Iteration 78Q (9047.789455 sec): 3 clusters Score: Raw -919919.526892 + Penalty 1763.440295 = -918156.086597 nChanged 32 SP:Iteration 79Q (9047.834373 sec): 3 clusters Score: Raw -919925.610048 + Penalty 1763.440295 = -918162.169753 nChanged 37 SP:Iteration 80F (9047.889180 sec): 3 clusters Score: Raw -919931.125666 + Penalty 1763.440295 = -918167.685371 nChanged 41 SP:Iteration 81Q (9047.935814 sec): 3 clusters Score: Raw -919938.205484 + Penalty 1763.440295 = -918174.765189 nChanged 43 SP:Iteration 82Q (9047.996084 sec): 3 clusters Score: Raw -919947.129296 + Penalty 1763.440295 = -918183.689001 nChanged 47 SP:Iteration 83Q (9048.055994 sec): 3 clusters Score: Raw -919957.748399 + Penalty 1763.440295 = -918194.308104 nChanged 54 SP:Iteration 84Q (9048.116609 sec): 3 clusters Score: Raw -919968.979208 + Penalty 1763.440295 = -918205.538913 nChanged 41 SP:Iteration 85Q (9048.172251 sec): 3 clusters Score: Raw -919978.153391 + Penalty 1763.440295 = -918214.713096 nChanged 46 SP:Iteration 86Q (9048.221744 sec): 3 clusters Score: Raw -919988.196545 + Penalty 1763.440295 = -918224.756250 nChanged 38 SP:Iteration 87Q (9048.278538 sec): 3 clusters Score: Raw -919995.355078 + Penalty 1763.440295 = -918231.914783 nChanged 29 SP:Iteration 88Q (9048.335214 sec): 3 clusters Score: Raw -920001.125513 + Penalty 1763.440295 = -918237.685218 nChanged 30 SP:Iteration 89Q (9048.383843 sec): 3 clusters Score: Raw -920007.045786 + Penalty 1763.440295 = -918243.605491 nChanged 31 SP:Iteration 90Q (9048.433426 sec): 3 clusters Score: Raw -920014.779306 + Penalty 1763.440295 = -918251.339011 nChanged 30 SP:Iteration 91Q (9048.482208 sec): 3 clusters Score: Raw -920021.546244 + Penalty 1763.440295 = -918258.105949 nChanged 26 SP:Iteration 92Q (9048.527695 sec): 3 clusters Score: Raw -920027.809186 + Penalty 1763.440295 = -918264.368891 nChanged 29 SP:Iteration 93Q (9048.584795 sec): 3 clusters Score: Raw -920034.488899 + Penalty 1763.440295 = -918271.048604 nChanged 24 SP:Iteration 94Q (9048.637169 sec): 3 clusters Score: Raw -920039.901263 + Penalty 1763.440295 = -918276.460968 nChanged 27 SP:Iteration 95Q (9048.695620 sec): 3 clusters Score: Raw -920044.845906 + Penalty 1763.440295 = -918281.405611 nChanged 21 SP:Iteration 96Q (9048.740882 sec): 3 clusters Score: Raw -920048.138533 + Penalty 1763.440295 = -918284.698238 nChanged 16 SP:Iteration 97Q (9048.797206 sec): 3 clusters Score: Raw -920051.412573 + Penalty 1763.440295 = -918287.972278 nChanged 20 SP:Iteration 98Q (9048.853935 sec): 3 clusters Score: Raw -920057.768406 + Penalty 1763.440295 = -918294.328112 nChanged 25 SP:Iteration 99Q (9048.914578 sec): 3 clusters Score: Raw -920066.584309 + Penalty 1763.440295 = -918303.144014 nChanged 35 SP:Iteration 100F (9048.969793 sec): 3 clusters Score: Raw -920079.626686 + Penalty 1763.440295 = -918316.186391 nChanged 42 SP:Iteration 101Q (9049.031530 sec): 3 clusters Score: Raw -920096.726960 + Penalty 1763.440295 = -918333.286665 nChanged 42 SP:Iteration 102Q (9049.086750 sec): 3 clusters Score: Raw -920114.304481 + Penalty 1763.440295 = -918350.864186 nChanged 45 SP:Iteration 103Q (9049.142527 sec): 3 clusters Score: Raw -920138.359503 + Penalty 1763.440295 = -918374.919208 nChanged 53 SP:Iteration 104Q (9049.192680 sec): 3 clusters Score: Raw -920166.332156 + Penalty 1763.440295 = -918402.891861 nChanged 55 SP:Iteration 105Q (9049.252156 sec): 3 clusters Score: Raw -920185.341376 + Penalty 1763.440295 = -918421.901081 nChanged 40 SP:Iteration 106Q (9049.308644 sec): 3 clusters Score: Raw -920196.164096 + Penalty 1763.440295 = -918432.723801 nChanged 33 SP:Iteration 107Q (9049.365393 sec): 3 clusters Score: Raw -920203.243946 + Penalty 1763.440295 = -918439.803651 nChanged 28 SP:Iteration 108Q (9049.431444 sec): 3 clusters Score: Raw -920210.680629 + Penalty 1763.440295 = -918447.240334 nChanged 28 SP:Iteration 109Q (9049.474490 sec): 3 clusters Score: Raw -920218.732734 + Penalty 1763.440295 = -918455.292439 nChanged 26 SP:Iteration 110Q (9049.533331 sec): 3 clusters Score: Raw -920226.285505 + Penalty 1763.440295 = -918462.845210 nChanged 30 SP:Iteration 111Q (9049.587244 sec): 3 clusters Score: Raw -920232.687919 + Penalty 1763.440295 = -918469.247624 nChanged 14 SP:Iteration 112Q (9049.646086 sec): 3 clusters Score: Raw -920235.988644 + Penalty 1763.440295 = -918472.548349 nChanged 12 SP:Iteration 113Q (9049.708171 sec): 3 clusters Score: Raw -920238.780255 + Penalty 1763.440295 = -918475.339960 nChanged 15 SP:Iteration 114Q (9049.767817 sec): 3 clusters Score: Raw -920243.419245 + Penalty 1763.440295 = -918479.978950 nChanged 20 SP:Iteration 115Q (9049.827077 sec): 3 clusters Score: Raw -920248.719921 + Penalty 1763.440295 = -918485.279626 nChanged 20 SP:Iteration 116Q (9049.880065 sec): 3 clusters Score: Raw -920253.413186 + Penalty 1763.440295 = -918489.972891 nChanged 20 SP:Iteration 117Q (9049.939414 sec): 3 clusters Score: Raw -920257.902183 + Penalty 1763.440295 = -918494.461888 nChanged 13 SP:Iteration 118Q (9049.998538 sec): 3 clusters Score: Raw -920260.532909 + Penalty 1763.440295 = -918497.092614 nChanged 10 SP:Iteration 119Q (9050.057838 sec): 3 clusters Score: Raw -920262.999181 + Penalty 1763.440295 = -918499.558886 nChanged 5 SP:Iteration 120F (9050.124118 sec): 3 clusters Score: Raw -920264.060860 + Penalty 1763.440295 = -918500.620565 nChanged 7 SP:Iteration 121Q (9050.183478 sec): 3 clusters Score: Raw -920265.555193 + Penalty 1763.440295 = -918502.114898 nChanged 10 SP:Iteration 122Q (9050.232377 sec): 3 clusters Score: Raw -920266.953597 + Penalty 1763.440295 = -918503.513303 nChanged 9 SP:Iteration 123Q (9050.286200 sec): 3 clusters Score: Raw -920268.861729 + Penalty 1763.440295 = -918505.421434 nChanged 9 SP:Iteration 124Q (9050.345407 sec): 3 clusters Score: Raw -920271.880955 + Penalty 1763.440295 = -918508.440660 nChanged 7 SP:Iteration 125Q (9050.404922 sec): 3 clusters Score: Raw -920273.200475 + Penalty 1763.440295 = -918509.760180 nChanged 5 SP:Iteration 126Q (9050.465113 sec): 3 clusters Score: Raw -920274.877518 + Penalty 1763.440295 = -918511.437223 nChanged 6 SP:Iteration 127Q (9050.514935 sec): 3 clusters Score: Raw -920276.955427 + Penalty 1763.440295 = -918513.515133 nChanged 9 SP:Iteration 128Q (9050.573226 sec): 3 clusters Score: Raw -920279.242061 + Penalty 1763.440295 = -918515.801767 nChanged 7 SP:Iteration 129Q (9050.633128 sec): 3 clusters Score: Raw -920280.340997 + Penalty 1763.440295 = -918516.900702 nChanged 3 SP:Iteration 130Q (9050.693060 sec): 3 clusters Score: Raw -920280.699831 + Penalty 1763.440295 = -918517.259536 nChanged 3 SP:Iteration 131Q (9050.749069 sec): 3 clusters Score: Raw -920281.647949 + Penalty 1763.440295 = -918518.207654 nChanged 3 SP:Iteration 132Q (9050.806359 sec): 3 clusters Score: Raw -920281.872948 + Penalty 1763.440295 = -918518.432653 nChanged 1 SP:Iteration 133Q (9050.855514 sec): 3 clusters Score: Raw -920281.925157 + Penalty 1763.440295 = -918518.484862 nChanged 2 SP:Iteration 134Q (9050.916109 sec): 3 clusters Score: Raw -920282.671451 + Penalty 1763.440295 = -918519.231156 nChanged 3 SP:Iteration 135Q (9050.971731 sec): 3 clusters Score: Raw -920283.468962 + Penalty 1763.440295 = -918520.028667 nChanged 2 SP:Iteration 136Q (9051.022395 sec): 3 clusters Score: Raw -920283.663735 + Penalty 1763.440295 = -918520.223441 nChanged 3 SP:Iteration 137Q (9051.092747 sec): 3 clusters Score: Raw -920284.560930 + Penalty 1763.440295 = -918521.120635 nChanged 4 SP:Iteration 138Q (9051.138915 sec): 3 clusters Score: Raw -920285.162721 + Penalty 1763.440295 = -918521.722426 nChanged 1 SP:Iteration 139Q (9051.188673 sec): 3 clusters Score: Raw -920285.568479 + Penalty 1763.440295 = -918522.128184 nChanged 1 SP:Iteration 140F (9051.244229 sec): 3 clusters Score: Raw -920285.882603 + Penalty 1763.440295 = -918522.442308 nChanged 2 SP:Iteration 141Q (9051.301882 sec): 3 clusters Score: Raw -920286.255047 + Penalty 1763.440295 = -918522.814752 nChanged 1 SP:Iteration 142Q (9051.359445 sec): 3 clusters Score: Raw -920286.546106 + Penalty 1763.440295 = -918523.105811 nChanged 0 SP:Iteration 143F (9051.421413 sec): 3 clusters Score: Raw -920286.546106 + Penalty 1763.440295 = -918523.105811 nChanged 0 Trying to split cluster 23 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.461707 sec): 2 clusters Score: Raw -168059.740596 + Penalty 722.370307 = -167337.370289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.509459 sec): 3 clusters Score: Raw -167134.146109 + Penalty 1444.740614 = -165689.405495 nChanged 778 SP:Iteration 1F (9051.548229 sec): 3 clusters Score: Raw -167647.749713 + Penalty 1444.740614 = -166203.009099 nChanged 170 SP:Iteration 2F (9051.598890 sec): 3 clusters Score: Raw -167836.244752 + Penalty 1444.740614 = -166391.504138 nChanged 149 SP:Iteration 3F (9051.641234 sec): 3 clusters Score: Raw -168008.154453 + Penalty 1444.740614 = -166563.413839 nChanged 135 SP:Iteration 4F (9051.692877 sec): 3 clusters Score: Raw -168140.403275 + Penalty 1444.740614 = -166695.662661 nChanged 110 SP:Iteration 5F (9051.743837 sec): 3 clusters Score: Raw -168246.687628 + Penalty 1444.740614 = -166801.947014 nChanged 98 SP:Iteration 6Q (9051.781337 sec): 3 clusters Score: Raw -168344.717032 + Penalty 1444.740614 = -166899.976418 nChanged 73 SP:Iteration 7Q (9051.832726 sec): 3 clusters Score: Raw -168400.563927 + Penalty 1444.740614 = -166955.823313 nChanged 46 SP:Iteration 8Q (9051.882096 sec): 3 clusters Score: Raw -168433.527371 + Penalty 1444.740614 = -166988.786757 nChanged 39 SP:Iteration 9Q (9051.923373 sec): 3 clusters Score: Raw -168460.014343 + Penalty 1444.740614 = -167015.273729 nChanged 28 SP:Iteration 10Q (9051.973854 sec): 3 clusters Score: Raw -168474.307088 + Penalty 1444.740614 = -167029.566474 nChanged 19 SP:Iteration 11Q (9052.016956 sec): 3 clusters Score: Raw -168482.011391 + Penalty 1444.740614 = -167037.270777 nChanged 13 SP:Iteration 12Q (9052.059909 sec): 3 clusters Score: Raw -168487.864744 + Penalty 1444.740614 = -167043.124130 nChanged 5 SP:Iteration 13Q (9052.103283 sec): 3 clusters Score: Raw -168489.511499 + Penalty 1444.740614 = -167044.770885 nChanged 3 SP:Iteration 14Q (9052.147936 sec): 3 clusters Score: Raw -168490.446051 + Penalty 1444.740614 = -167045.705437 nChanged 0 SP:Iteration 15F (9052.193602 sec): 3 clusters Score: Raw -168490.446051 + Penalty 1444.740614 = -167045.705437 nChanged 0 Trying to split cluster 24 (7303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9052.226986 sec): 2 clusters Score: Raw -618436.689338 + Penalty 845.123848 = -617591.565490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9052.276032 sec): 3 clusters Score: Raw -614139.711547 + Penalty 1690.247695 = -612449.463851 nChanged 3258 SP:Iteration 1F (9052.330177 sec): 3 clusters Score: Raw -615882.851130 + Penalty 1690.247695 = -614192.603435 nChanged 463 SP:Iteration 2F (9052.383690 sec): 3 clusters Score: Raw -616091.220497 + Penalty 1690.247695 = -614400.972802 nChanged 415 SP:Iteration 3F (9052.426884 sec): 3 clusters Score: Raw -616309.107532 + Penalty 1690.247695 = -614618.859836 nChanged 408 SP:Iteration 4F (9052.479780 sec): 3 clusters Score: Raw -616565.631128 + Penalty 1690.247695 = -614875.383433 nChanged 433 SP:Iteration 5F (9052.533526 sec): 3 clusters Score: Raw -616855.698778 + Penalty 1690.247695 = -615165.451083 nChanged 456 SP:Iteration 6F (9052.589636 sec): 3 clusters Score: Raw -617180.271593 + Penalty 1690.247695 = -615490.023897 nChanged 460 SP:Iteration 7F (9052.646037 sec): 3 clusters Score: Raw -617543.732809 + Penalty 1690.247695 = -615853.485113 nChanged 382 SP:Iteration 8F (9052.691753 sec): 3 clusters Score: Raw -617844.451176 + Penalty 1690.247695 = -616154.203481 nChanged 308 SP:Iteration 9Q (9052.748138 sec): 3 clusters Score: Raw -618063.370040 + Penalty 1690.247695 = -616373.122345 nChanged 238 SP:Iteration 10Q (9052.805322 sec): 3 clusters Score: Raw -618189.189629 + Penalty 1690.247695 = -616498.941933 nChanged 162 SP:Iteration 11Q (9052.850108 sec): 3 clusters Score: Raw -618272.330175 + Penalty 1690.247695 = -616582.082479 nChanged 116 SP:Iteration 12Q (9052.899361 sec): 3 clusters Score: Raw -618326.350383 + Penalty 1690.247695 = -616636.102688 nChanged 108 SP:Iteration 13Q (9052.953500 sec): 3 clusters Score: Raw -618377.865870 + Penalty 1690.247695 = -616687.618175 nChanged 88 SP:Iteration 14Q (9053.008284 sec): 3 clusters Score: Raw -618418.240932 + Penalty 1690.247695 = -616727.993237 nChanged 75 SP:Iteration 15Q (9053.064270 sec): 3 clusters Score: Raw -618452.911982 + Penalty 1690.247695 = -616762.664287 nChanged 72 SP:Iteration 16Q (9053.117247 sec): 3 clusters Score: Raw -618484.755764 + Penalty 1690.247695 = -616794.508069 nChanged 62 SP:Iteration 17Q (9053.170402 sec): 3 clusters Score: Raw -618502.478028 + Penalty 1690.247695 = -616812.230333 nChanged 42 SP:Iteration 18Q (9053.238036 sec): 3 clusters Score: Raw -618517.338967 + Penalty 1690.247695 = -616827.091272 nChanged 42 SP:Iteration 19Q (9053.277107 sec): 3 clusters Score: Raw -618531.953516 + Penalty 1690.247695 = -616841.705821 nChanged 37 SP:Iteration 20F (9053.339250 sec): 3 clusters Score: Raw -618542.658523 + Penalty 1690.247695 = -616852.410828 nChanged 35 SP:Iteration 21Q (9053.381555 sec): 3 clusters Score: Raw -618551.250368 + Penalty 1690.247695 = -616861.002673 nChanged 40 SP:Iteration 22Q (9053.430910 sec): 3 clusters Score: Raw -618563.315960 + Penalty 1690.247695 = -616873.068265 nChanged 37 SP:Iteration 23Q (9053.479197 sec): 3 clusters Score: Raw -618575.228617 + Penalty 1690.247695 = -616884.980922 nChanged 32 SP:Iteration 24Q (9053.529938 sec): 3 clusters Score: Raw -618582.781722 + Penalty 1690.247695 = -616892.534026 nChanged 27 SP:Iteration 25Q (9053.585334 sec): 3 clusters Score: Raw -618591.603994 + Penalty 1690.247695 = -616901.356299 nChanged 30 SP:Iteration 26Q (9053.638821 sec): 3 clusters Score: Raw -618601.032866 + Penalty 1690.247695 = -616910.785171 nChanged 33 SP:Iteration 27Q (9053.695451 sec): 3 clusters Score: Raw -618611.656560 + Penalty 1690.247695 = -616921.408864 nChanged 33 SP:Iteration 28Q (9053.751560 sec): 3 clusters Score: Raw -618621.429859 + Penalty 1690.247695 = -616931.182164 nChanged 28 SP:Iteration 29Q (9053.796096 sec): 3 clusters Score: Raw -618630.156134 + Penalty 1690.247695 = -616939.908438 nChanged 26 SP:Iteration 30Q (9053.847040 sec): 3 clusters Score: Raw -618641.441958 + Penalty 1690.247695 = -616951.194263 nChanged 25 SP:Iteration 31Q (9053.897835 sec): 3 clusters Score: Raw -618650.563068 + Penalty 1690.247695 = -616960.315373 nChanged 22 SP:Iteration 32Q (9053.953638 sec): 3 clusters Score: Raw -618658.593822 + Penalty 1690.247695 = -616968.346127 nChanged 19 SP:Iteration 33Q (9054.009626 sec): 3 clusters Score: Raw -618664.247769 + Penalty 1690.247695 = -616974.000074 nChanged 18 SP:Iteration 34Q (9054.061502 sec): 3 clusters Score: Raw -618669.238838 + Penalty 1690.247695 = -616978.991143 nChanged 12 SP:Iteration 35Q (9054.112546 sec): 3 clusters Score: Raw -618672.629744 + Penalty 1690.247695 = -616982.382049 nChanged 14 SP:Iteration 36Q (9054.167829 sec): 3 clusters Score: Raw -618675.855571 + Penalty 1690.247695 = -616985.607876 nChanged 8 SP:Iteration 37Q (9054.207551 sec): 3 clusters Score: Raw -618678.157908 + Penalty 1690.247695 = -616987.910213 nChanged 10 SP:Iteration 38Q (9054.274446 sec): 3 clusters Score: Raw -618681.971118 + Penalty 1690.247695 = -616991.723423 nChanged 18 SP:Iteration 39Q (9054.318609 sec): 3 clusters Score: Raw -618686.353716 + Penalty 1690.247695 = -616996.106021 nChanged 9 SP:Iteration 40F (9054.375081 sec): 3 clusters Score: Raw -618688.766322 + Penalty 1690.247695 = -616998.518627 nChanged 9 SP:Iteration 41Q (9054.428977 sec): 3 clusters Score: Raw -618690.455979 + Penalty 1690.247695 = -617000.208284 nChanged 6 SP:Iteration 42Q (9054.476227 sec): 3 clusters Score: Raw -618692.772499 + Penalty 1690.247695 = -617002.524804 nChanged 6 SP:Iteration 43Q (9054.533245 sec): 3 clusters Score: Raw -618693.773142 + Penalty 1690.247695 = -617003.525447 nChanged 8 SP:Iteration 44Q (9054.587977 sec): 3 clusters Score: Raw -618695.904389 + Penalty 1690.247695 = -617005.656694 nChanged 7 SP:Iteration 45Q (9054.641712 sec): 3 clusters Score: Raw -618698.019825 + Penalty 1690.247695 = -617007.772130 nChanged 4 SP:Iteration 46Q (9054.697934 sec): 3 clusters Score: Raw -618698.947443 + Penalty 1690.247695 = -617008.699748 nChanged 6 SP:Iteration 47Q (9054.753342 sec): 3 clusters Score: Raw -618700.325697 + Penalty 1690.247695 = -617010.078002 nChanged 9 SP:Iteration 48Q (9054.808749 sec): 3 clusters Score: Raw -618702.744643 + Penalty 1690.247695 = -617012.496947 nChanged 5 SP:Iteration 49Q (9054.865377 sec): 3 clusters Score: Raw -618703.514424 + Penalty 1690.247695 = -617013.266729 nChanged 3 SP:Iteration 50Q (9054.915409 sec): 3 clusters Score: Raw -618704.292728 + Penalty 1690.247695 = -617014.045032 nChanged 4 SP:Iteration 51Q (9054.960510 sec): 3 clusters Score: Raw -618705.219928 + Penalty 1690.247695 = -617014.972232 nChanged 6 SP:Iteration 52Q (9055.016042 sec): 3 clusters Score: Raw -618706.747350 + Penalty 1690.247695 = -617016.499655 nChanged 6 SP:Iteration 53Q (9055.071616 sec): 3 clusters Score: Raw -618708.774027 + Penalty 1690.247695 = -617018.526332 nChanged 5 SP:Iteration 54Q (9055.127408 sec): 3 clusters Score: Raw -618710.388406 + Penalty 1690.247695 = -617020.140710 nChanged 10 SP:Iteration 55Q (9055.177877 sec): 3 clusters Score: Raw -618712.351932 + Penalty 1690.247695 = -617022.104236 nChanged 9 SP:Iteration 56Q (9055.234016 sec): 3 clusters Score: Raw -618714.322588 + Penalty 1690.247695 = -617024.074893 nChanged 8 SP:Iteration 57Q (9055.274524 sec): 3 clusters Score: Raw -618716.956674 + Penalty 1690.247695 = -617026.708979 nChanged 6 SP:Iteration 58Q (9055.333375 sec): 3 clusters Score: Raw -618718.351698 + Penalty 1690.247695 = -617028.104002 nChanged 7 SP:Iteration 59Q (9055.387316 sec): 3 clusters Score: Raw -618719.579652 + Penalty 1690.247695 = -617029.331957 nChanged 5 SP:Iteration 60F (9055.424336 sec): 3 clusters Score: Raw -618721.664558 + Penalty 1690.247695 = -617031.416862 nChanged 7 SP:Iteration 61Q (9055.477233 sec): 3 clusters Score: Raw -618723.072923 + Penalty 1690.247695 = -617032.825228 nChanged 7 SP:Iteration 62Q (9055.530480 sec): 3 clusters Score: Raw -618724.312273 + Penalty 1690.247695 = -617034.064578 nChanged 7 SP:Iteration 63Q (9055.584125 sec): 3 clusters Score: Raw -618726.082318 + Penalty 1690.247695 = -617035.834623 nChanged 5 SP:Iteration 64Q (9055.640618 sec): 3 clusters Score: Raw -618727.763124 + Penalty 1690.247695 = -617037.515429 nChanged 5 SP:Iteration 65Q (9055.675225 sec): 3 clusters Score: Raw -618730.112076 + Penalty 1690.247695 = -617039.864381 nChanged 7 SP:Iteration 66Q (9055.728084 sec): 3 clusters Score: Raw -618734.813944 + Penalty 1690.247695 = -617044.566248 nChanged 8 SP:Iteration 67Q (9055.784487 sec): 3 clusters Score: Raw -618738.398516 + Penalty 1690.247695 = -617048.150821 nChanged 15 SP:Iteration 68Q (9055.838838 sec): 3 clusters Score: Raw -618742.498105 + Penalty 1690.247695 = -617052.250410 nChanged 11 SP:Iteration 69Q (9055.892159 sec): 3 clusters Score: Raw -618745.054868 + Penalty 1690.247695 = -617054.807173 nChanged 9 SP:Iteration 70Q (9055.940299 sec): 3 clusters Score: Raw -618747.732432 + Penalty 1690.247695 = -617057.484736 nChanged 8 SP:Iteration 71Q (9055.996015 sec): 3 clusters Score: Raw -618749.993321 + Penalty 1690.247695 = -617059.745626 nChanged 11 SP:Iteration 72Q (9056.050469 sec): 3 clusters Score: Raw -618754.282267 + Penalty 1690.247695 = -617064.034571 nChanged 9 SP:Iteration 73Q (9056.111964 sec): 3 clusters Score: Raw -618756.926875 + Penalty 1690.247695 = -617066.679179 nChanged 8 SP:Iteration 74Q (9056.153291 sec): 3 clusters Score: Raw -618759.756321 + Penalty 1690.247695 = -617069.508626 nChanged 6 SP:Iteration 75Q (9056.205413 sec): 3 clusters Score: Raw -618761.476976 + Penalty 1690.247695 = -617071.229281 nChanged 2 SP:Iteration 76Q (9056.260853 sec): 3 clusters Score: Raw -618761.902779 + Penalty 1690.247695 = -617071.655083 nChanged 1 SP:Iteration 77Q (9056.315638 sec): 3 clusters Score: Raw -618762.085164 + Penalty 1690.247695 = -617071.837468 nChanged 1 SP:Iteration 78Q (9056.370959 sec): 3 clusters Score: Raw -618762.236999 + Penalty 1690.247695 = -617071.989304 nChanged 0 SP:Iteration 79F (9056.427628 sec): 3 clusters Score: Raw -618762.236999 + Penalty 1690.247695 = -617071.989304 nChanged 0 Trying to split cluster 25 (7965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9056.462455 sec): 2 clusters Score: Raw -691651.377912 + Penalty 853.367161 = -690798.010751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9056.517943 sec): 3 clusters Score: Raw -687008.100939 + Penalty 1706.734322 = -685301.366616 nChanged 3507 SP:Iteration 1F (9056.558505 sec): 3 clusters Score: Raw -689025.688948 + Penalty 1706.734322 = -687318.954626 nChanged 517 SP:Iteration 2F (9056.609848 sec): 3 clusters Score: Raw -689299.223974 + Penalty 1706.734322 = -687592.489652 nChanged 482 SP:Iteration 3F (9056.665753 sec): 3 clusters Score: Raw -689581.334206 + Penalty 1706.734322 = -687874.599883 nChanged 413 SP:Iteration 4F (9056.717938 sec): 3 clusters Score: Raw -689865.506797 + Penalty 1706.734322 = -688158.772474 nChanged 406 SP:Iteration 5F (9056.775850 sec): 3 clusters Score: Raw -690144.530436 + Penalty 1706.734322 = -688437.796114 nChanged 415 SP:Iteration 6F (9056.834849 sec): 3 clusters Score: Raw -690436.845182 + Penalty 1706.734322 = -688730.110860 nChanged 406 SP:Iteration 7F (9056.888463 sec): 3 clusters Score: Raw -690684.242730 + Penalty 1706.734322 = -688977.508408 nChanged 309 SP:Iteration 8Q (9056.947945 sec): 3 clusters Score: Raw -690842.003300 + Penalty 1706.734322 = -689135.268978 nChanged 244 SP:Iteration 9Q (9057.004130 sec): 3 clusters Score: Raw -690939.634985 + Penalty 1706.734322 = -689232.900663 nChanged 164 SP:Iteration 10Q (9057.058466 sec): 3 clusters Score: Raw -691000.738860 + Penalty 1706.734322 = -689294.004538 nChanged 125 SP:Iteration 11Q (9057.117575 sec): 3 clusters Score: Raw -691037.419102 + Penalty 1706.734322 = -689330.684780 nChanged 97 SP:Iteration 12Q (9057.176344 sec): 3 clusters Score: Raw -691058.866737 + Penalty 1706.734322 = -689352.132415 nChanged 76 SP:Iteration 13Q (9057.234220 sec): 3 clusters Score: Raw -691077.680511 + Penalty 1706.734322 = -689370.946189 nChanged 72 SP:Iteration 14Q (9057.282506 sec): 3 clusters Score: Raw -691094.844997 + Penalty 1706.734322 = -689388.110675 nChanged 63 SP:Iteration 15Q (9057.338173 sec): 3 clusters Score: Raw -691108.514219 + Penalty 1706.734322 = -689401.779896 nChanged 56 SP:Iteration 16Q (9057.394408 sec): 3 clusters Score: Raw -691121.662490 + Penalty 1706.734322 = -689414.928168 nChanged 58 SP:Iteration 17Q (9057.452467 sec): 3 clusters Score: Raw -691134.912658 + Penalty 1706.734322 = -689428.178335 nChanged 55 SP:Iteration 18Q (9057.500270 sec): 3 clusters Score: Raw -691144.869116 + Penalty 1706.734322 = -689438.134794 nChanged 47 SP:Iteration 19Q (9057.554450 sec): 3 clusters Score: Raw -691154.192629 + Penalty 1706.734322 = -689447.458307 nChanged 43 SP:Iteration 20F (9057.610203 sec): 3 clusters Score: Raw -691162.515794 + Penalty 1706.734322 = -689455.781472 nChanged 44 SP:Iteration 21Q (9057.656775 sec): 3 clusters Score: Raw -691170.311375 + Penalty 1706.734322 = -689463.577053 nChanged 42 SP:Iteration 22Q (9057.714280 sec): 3 clusters Score: Raw -691176.740011 + Penalty 1706.734322 = -689470.005689 nChanged 29 SP:Iteration 23Q (9057.771193 sec): 3 clusters Score: Raw -691182.116662 + Penalty 1706.734322 = -689475.382340 nChanged 37 SP:Iteration 24Q (9057.823524 sec): 3 clusters Score: Raw -691188.106239 + Penalty 1706.734322 = -689481.371916 nChanged 31 SP:Iteration 25Q (9057.875001 sec): 3 clusters Score: Raw -691195.080501 + Penalty 1706.734322 = -689488.346179 nChanged 34 SP:Iteration 26Q (9057.933463 sec): 3 clusters Score: Raw -691204.118065 + Penalty 1706.734322 = -689497.383743 nChanged 47 SP:Iteration 27Q (9057.991828 sec): 3 clusters Score: Raw -691220.911857 + Penalty 1706.734322 = -689514.177535 nChanged 65 SP:Iteration 28Q (9058.049302 sec): 3 clusters Score: Raw -691249.436179 + Penalty 1706.734322 = -689542.701857 nChanged 75 SP:Iteration 29Q (9058.097080 sec): 3 clusters Score: Raw -691285.778084 + Penalty 1706.734322 = -689579.043762 nChanged 94 SP:Iteration 30Q (9058.135815 sec): 3 clusters Score: Raw -691340.093941 + Penalty 1706.734322 = -689633.359619 nChanged 104 SP:Iteration 31Q (9058.187464 sec): 3 clusters Score: Raw -691398.042422 + Penalty 1706.734322 = -689691.308100 nChanged 105 SP:Iteration 32Q (9058.244868 sec): 3 clusters Score: Raw -691456.692310 + Penalty 1706.734322 = -689749.957988 nChanged 110 SP:Iteration 33Q (9058.302662 sec): 3 clusters Score: Raw -691506.523386 + Penalty 1706.734322 = -689799.789064 nChanged 106 SP:Iteration 34Q (9058.359896 sec): 3 clusters Score: Raw -691545.693572 + Penalty 1706.734322 = -689838.959250 nChanged 92 SP:Iteration 35Q (9058.411682 sec): 3 clusters Score: Raw -691574.071156 + Penalty 1706.734322 = -689867.336834 nChanged 83 SP:Iteration 36Q (9058.462031 sec): 3 clusters Score: Raw -691597.165235 + Penalty 1706.734322 = -689890.430913 nChanged 70 SP:Iteration 37Q (9058.516558 sec): 3 clusters Score: Raw -691617.366449 + Penalty 1706.734322 = -689910.632126 nChanged 71 SP:Iteration 38Q (9058.573463 sec): 3 clusters Score: Raw -691636.955976 + Penalty 1706.734322 = -689930.221654 nChanged 54 SP:Iteration 39Q (9058.630125 sec): 3 clusters Score: Raw -691649.344158 + Penalty 1706.734322 = -689942.609836 nChanged 40 SP:Iteration 40F (9058.689127 sec): 3 clusters Score: Raw -691657.467495 + Penalty 1706.734322 = -689950.733173 nChanged 36 SP:Iteration 41Q (9058.742784 sec): 3 clusters Score: Raw -691663.697490 + Penalty 1706.734322 = -689956.963168 nChanged 40 SP:Iteration 42Q (9058.800965 sec): 3 clusters Score: Raw -691672.502236 + Penalty 1706.734322 = -689965.767914 nChanged 53 SP:Iteration 43Q (9058.854702 sec): 3 clusters Score: Raw -691683.986518 + Penalty 1706.734322 = -689977.252195 nChanged 49 SP:Iteration 44Q (9058.892245 sec): 3 clusters Score: Raw -691695.297141 + Penalty 1706.734322 = -689988.562819 nChanged 47 SP:Iteration 45Q (9058.948468 sec): 3 clusters Score: Raw -691706.580498 + Penalty 1706.734322 = -689999.846175 nChanged 35 SP:Iteration 46Q (9058.993290 sec): 3 clusters Score: Raw -691715.154763 + Penalty 1706.734322 = -690008.420441 nChanged 36 SP:Iteration 47Q (9059.046801 sec): 3 clusters Score: Raw -691723.893332 + Penalty 1706.734322 = -690017.159010 nChanged 40 SP:Iteration 48Q (9059.114888 sec): 3 clusters Score: Raw -691735.054368 + Penalty 1706.734322 = -690028.320046 nChanged 40 SP:Iteration 49Q (9059.160651 sec): 3 clusters Score: Raw -691744.839854 + Penalty 1706.734322 = -690038.105532 nChanged 36 SP:Iteration 50Q (9059.221045 sec): 3 clusters Score: Raw -691751.814326 + Penalty 1706.734322 = -690045.080004 nChanged 29 SP:Iteration 51Q (9059.269399 sec): 3 clusters Score: Raw -691758.710393 + Penalty 1706.734322 = -690051.976071 nChanged 30 SP:Iteration 52Q (9059.336301 sec): 3 clusters Score: Raw -691766.348589 + Penalty 1706.734322 = -690059.614267 nChanged 27 SP:Iteration 53Q (9059.375598 sec): 3 clusters Score: Raw -691770.738214 + Penalty 1706.734322 = -690064.003892 nChanged 13 SP:Iteration 54Q (9059.433476 sec): 3 clusters Score: Raw -691773.390147 + Penalty 1706.734322 = -690066.655824 nChanged 12 SP:Iteration 55Q (9059.490563 sec): 3 clusters Score: Raw -691775.837426 + Penalty 1706.734322 = -690069.103104 nChanged 13 SP:Iteration 56Q (9059.548080 sec): 3 clusters Score: Raw -691777.922096 + Penalty 1706.734322 = -690071.187774 nChanged 17 SP:Iteration 57Q (9059.602787 sec): 3 clusters Score: Raw -691781.864931 + Penalty 1706.734322 = -690075.130609 nChanged 20 SP:Iteration 58Q (9059.667782 sec): 3 clusters Score: Raw -691786.625853 + Penalty 1706.734322 = -690079.891531 nChanged 19 SP:Iteration 59Q (9059.713634 sec): 3 clusters Score: Raw -691790.786023 + Penalty 1706.734322 = -690084.051701 nChanged 23 SP:Iteration 60F (9059.772266 sec): 3 clusters Score: Raw -691795.882066 + Penalty 1706.734322 = -690089.147744 nChanged 16 SP:Iteration 61Q (9059.828454 sec): 3 clusters Score: Raw -691799.529801 + Penalty 1706.734322 = -690092.795478 nChanged 15 SP:Iteration 62Q (9059.885047 sec): 3 clusters Score: Raw -691802.431952 + Penalty 1706.734322 = -690095.697629 nChanged 11 SP:Iteration 63Q (9059.942633 sec): 3 clusters Score: Raw -691803.889855 + Penalty 1706.734322 = -690097.155532 nChanged 5 SP:Iteration 64Q (9059.994352 sec): 3 clusters Score: Raw -691804.495759 + Penalty 1706.734322 = -690097.761437 nChanged 1 SP:Iteration 65Q (9060.048971 sec): 3 clusters Score: Raw -691804.517184 + Penalty 1706.734322 = -690097.782862 nChanged 0 SP:Iteration 66F (9060.104299 sec): 3 clusters Score: Raw -691804.517184 + Penalty 1706.734322 = -690097.782862 nChanged 0 Trying to split cluster 26 (64636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9060.192116 sec): 2 clusters Score: Raw -5736529.142589 + Penalty 1052.270047 = -5735476.872542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9060.312511 sec): 3 clusters Score: Raw -5694727.965458 + Penalty 2104.540094 = -5692623.425365 nChanged 30790 SP:Iteration 1F (9060.420469 sec): 3 clusters Score: Raw -5714602.608590 + Penalty 2104.540094 = -5712498.068496 nChanged 3689 SP:Iteration 2F (9060.541601 sec): 3 clusters Score: Raw -5716627.824016 + Penalty 2104.540094 = -5714523.283922 nChanged 4098 SP:Iteration 3F (9060.639431 sec): 3 clusters Score: Raw -5719393.915911 + Penalty 2104.540094 = -5717289.375817 nChanged 4374 SP:Iteration 4F (9060.756162 sec): 3 clusters Score: Raw -5722873.705433 + Penalty 2104.540094 = -5720769.165339 nChanged 4213 SP:Iteration 5F (9060.871847 sec): 3 clusters Score: Raw -5726057.265782 + Penalty 2104.540094 = -5723952.725688 nChanged 3543 SP:Iteration 6F (9060.990625 sec): 3 clusters Score: Raw -5728015.796236 + Penalty 2104.540094 = -5725911.256142 nChanged 2352 SP:Iteration 7Q (9061.107315 sec): 3 clusters Score: Raw -5728847.603577 + Penalty 2104.540094 = -5726743.063483 nChanged 1398 SP:Iteration 8Q (9061.222314 sec): 3 clusters Score: Raw -5729163.877572 + Penalty 2104.540094 = -5727059.337478 nChanged 901 SP:Iteration 9Q (9061.338276 sec): 3 clusters Score: Raw -5729336.760643 + Penalty 2104.540094 = -5727232.220549 nChanged 700 SP:Iteration 10Q (9061.465008 sec): 3 clusters Score: Raw -5729480.262459 + Penalty 2104.540094 = -5727375.722365 nChanged 672 SP:Iteration 11Q (9061.596846 sec): 3 clusters Score: Raw -5729603.158396 + Penalty 2104.540094 = -5727498.618302 nChanged 581 SP:Iteration 12Q (9061.730252 sec): 3 clusters Score: Raw -5729704.079800 + Penalty 2104.540094 = -5727599.539707 nChanged 556 SP:Iteration 13Q (9061.823963 sec): 3 clusters Score: Raw -5729801.707379 + Penalty 2104.540094 = -5727697.167285 nChanged 562 SP:Iteration 14Q (9061.949501 sec): 3 clusters Score: Raw -5729900.788465 + Penalty 2104.540094 = -5727796.248371 nChanged 541 SP:Iteration 15Q (9062.061822 sec): 3 clusters Score: Raw -5729997.859322 + Penalty 2104.540094 = -5727893.319228 nChanged 552 SP:Iteration 16Q (9062.180526 sec): 3 clusters Score: Raw -5730093.936833 + Penalty 2104.540094 = -5727989.396739 nChanged 544 SP:Iteration 17Q (9062.267159 sec): 3 clusters Score: Raw -5730190.202038 + Penalty 2104.540094 = -5728085.661944 nChanged 565 SP:Iteration 18Q (9062.384860 sec): 3 clusters Score: Raw -5730287.897704 + Penalty 2104.540094 = -5728183.357610 nChanged 580 SP:Iteration 19Q (9062.505207 sec): 3 clusters Score: Raw -5730389.164713 + Penalty 2104.540094 = -5728284.624619 nChanged 575 SP:Iteration 20F (9062.622923 sec): 3 clusters Score: Raw -5730492.101559 + Penalty 2104.540094 = -5728387.561465 nChanged 617 SP:Iteration 21Q (9062.745641 sec): 3 clusters Score: Raw -5730608.007964 + Penalty 2104.540094 = -5728503.467870 nChanged 642 SP:Iteration 22Q (9062.878541 sec): 3 clusters Score: Raw -5730736.004394 + Penalty 2104.540094 = -5728631.464300 nChanged 654 SP:Iteration 23Q (9063.000617 sec): 3 clusters Score: Raw -5730869.256970 + Penalty 2104.540094 = -5728764.716876 nChanged 687 SP:Iteration 24Q (9063.130845 sec): 3 clusters Score: Raw -5731012.825778 + Penalty 2104.540094 = -5728908.285684 nChanged 719 SP:Iteration 25Q (9063.247844 sec): 3 clusters Score: Raw -5731180.987942 + Penalty 2104.540094 = -5729076.447848 nChanged 736 SP:Iteration 26Q (9063.333392 sec): 3 clusters Score: Raw -5731353.913502 + Penalty 2104.540094 = -5729249.373408 nChanged 772 SP:Iteration 27Q (9063.461473 sec): 3 clusters Score: Raw -5731546.611008 + Penalty 2104.540094 = -5729442.070914 nChanged 821 SP:Iteration 28Q (9063.583782 sec): 3 clusters Score: Raw -5731759.631322 + Penalty 2104.540094 = -5729655.091228 nChanged 845 SP:Iteration 29Q (9063.712705 sec): 3 clusters Score: Raw -5731979.871141 + Penalty 2104.540094 = -5729875.331047 nChanged 848 SP:Iteration 30Q (9063.825804 sec): 3 clusters Score: Raw -5732213.394000 + Penalty 2104.540094 = -5730108.853906 nChanged 835 SP:Iteration 31Q (9063.955554 sec): 3 clusters Score: Raw -5732451.557546 + Penalty 2104.540094 = -5730347.017452 nChanged 816 SP:Iteration 32Q (9064.079246 sec): 3 clusters Score: Raw -5732696.128110 + Penalty 2104.540094 = -5730591.588016 nChanged 832 SP:Iteration 33Q (9064.205534 sec): 3 clusters Score: Raw -5732943.861353 + Penalty 2104.540094 = -5730839.321259 nChanged 793 SP:Iteration 34Q (9064.293191 sec): 3 clusters Score: Raw -5733184.497678 + Penalty 2104.540094 = -5731079.957584 nChanged 798 SP:Iteration 35Q (9064.405003 sec): 3 clusters Score: Raw -5733435.082872 + Penalty 2104.540094 = -5731330.542778 nChanged 819 SP:Iteration 36Q (9064.512873 sec): 3 clusters Score: Raw -5733708.625682 + Penalty 2104.540094 = -5731604.085588 nChanged 806 SP:Iteration 37Q (9064.626034 sec): 3 clusters Score: Raw -5733993.220613 + Penalty 2104.540094 = -5731888.680519 nChanged 762 SP:Iteration 38Q (9064.741509 sec): 3 clusters Score: Raw -5734252.172566 + Penalty 2104.540094 = -5732147.632472 nChanged 708 SP:Iteration 39Q (9064.856438 sec): 3 clusters Score: Raw -5734497.839685 + Penalty 2104.540094 = -5732393.299591 nChanged 656 SP:Iteration 40F (9064.976880 sec): 3 clusters Score: Raw -5734727.729495 + Penalty 2104.540094 = -5732623.189401 nChanged 626 SP:Iteration 41Q (9065.056249 sec): 3 clusters Score: Raw -5734949.691213 + Penalty 2104.540094 = -5732845.151119 nChanged 569 SP:Iteration 42Q (9065.137426 sec): 3 clusters Score: Raw -5735147.146778 + Penalty 2104.540094 = -5733042.606684 nChanged 523 SP:Iteration 43Q (9065.254740 sec): 3 clusters Score: Raw -5735333.993535 + Penalty 2104.540094 = -5733229.453441 nChanged 506 SP:Iteration 44Q (9065.336782 sec): 3 clusters Score: Raw -5735517.793095 + Penalty 2104.540094 = -5733413.253002 nChanged 476 SP:Iteration 45Q (9065.421773 sec): 3 clusters Score: Raw -5735695.340279 + Penalty 2104.540094 = -5733590.800186 nChanged 442 SP:Iteration 46Q (9065.540252 sec): 3 clusters Score: Raw -5735857.982859 + Penalty 2104.540094 = -5733753.442765 nChanged 375 SP:Iteration 47Q (9065.621457 sec): 3 clusters Score: Raw -5736000.835584 + Penalty 2104.540094 = -5733896.295490 nChanged 326 SP:Iteration 48Q (9065.740622 sec): 3 clusters Score: Raw -5736138.947481 + Penalty 2104.540094 = -5734034.407387 nChanged 310 SP:Iteration 49Q (9065.843961 sec): 3 clusters Score: Raw -5736276.486015 + Penalty 2104.540094 = -5734171.945921 nChanged 260 SP:Iteration 50Q (9065.955335 sec): 3 clusters Score: Raw -5736388.909137 + Penalty 2104.540094 = -5734284.369043 nChanged 249 SP:Iteration 51Q (9066.065762 sec): 3 clusters Score: Raw -5736500.470610 + Penalty 2104.540094 = -5734395.930516 nChanged 234 SP:Iteration 52Q (9066.156674 sec): 3 clusters Score: Raw -5736606.682481 + Penalty 2104.540094 = -5734502.142387 nChanged 179 SP:Iteration 53Q (9066.236502 sec): 3 clusters Score: Raw -5736692.586479 + Penalty 2104.540094 = -5734588.046385 nChanged 166 SP:Iteration 54Q (9066.341436 sec): 3 clusters Score: Raw -5736767.144727 + Penalty 2104.540094 = -5734662.604633 nChanged 123 SP:Iteration 55Q (9066.447529 sec): 3 clusters Score: Raw -5736807.997043 + Penalty 2104.540094 = -5734703.456949 nChanged 95 SP:Iteration 56Q (9066.555449 sec): 3 clusters Score: Raw -5736835.756097 + Penalty 2104.540094 = -5734731.216003 nChanged 64 SP:Iteration 57Q (9066.661799 sec): 3 clusters Score: Raw -5736853.135610 + Penalty 2104.540094 = -5734748.595516 nChanged 62 SP:Iteration 58Q (9066.766604 sec): 3 clusters Score: Raw -5736872.273480 + Penalty 2104.540094 = -5734767.733386 nChanged 57 SP:Iteration 59Q (9066.867220 sec): 3 clusters Score: Raw -5736889.709436 + Penalty 2104.540094 = -5734785.169342 nChanged 56 SP:Iteration 60F (9066.971551 sec): 3 clusters Score: Raw -5736905.247686 + Penalty 2104.540094 = -5734800.707592 nChanged 45 SP:Iteration 61Q (9067.069757 sec): 3 clusters Score: Raw -5736915.028950 + Penalty 2104.540094 = -5734810.488856 nChanged 31 SP:Iteration 62Q (9067.158168 sec): 3 clusters Score: Raw -5736923.170052 + Penalty 2104.540094 = -5734818.629958 nChanged 34 SP:Iteration 63Q (9067.243760 sec): 3 clusters Score: Raw -5736932.672164 + Penalty 2104.540094 = -5734828.132070 nChanged 24 SP:Iteration 64Q (9067.358837 sec): 3 clusters Score: Raw -5736937.972084 + Penalty 2104.540094 = -5734833.431990 nChanged 21 SP:Iteration 65Q (9067.466984 sec): 3 clusters Score: Raw -5736942.546249 + Penalty 2104.540094 = -5734838.006156 nChanged 16 SP:Iteration 66Q (9067.575816 sec): 3 clusters Score: Raw -5736945.419330 + Penalty 2104.540094 = -5734840.879236 nChanged 6 SP:Iteration 67Q (9067.682192 sec): 3 clusters Score: Raw -5736946.399239 + Penalty 2104.540094 = -5734841.859145 nChanged 7 SP:Iteration 68Q (9067.784208 sec): 3 clusters Score: Raw -5736947.924878 + Penalty 2104.540094 = -5734843.384784 nChanged 6 SP:Iteration 69Q (9067.893688 sec): 3 clusters Score: Raw -5736948.949313 + Penalty 2104.540094 = -5734844.409219 nChanged 3 SP:Iteration 70Q (9067.974813 sec): 3 clusters Score: Raw -5736949.529580 + Penalty 2104.540094 = -5734844.989486 nChanged 1 SP:Iteration 71Q (9068.049669 sec): 3 clusters Score: Raw -5736949.612871 + Penalty 2104.540094 = -5734845.072777 nChanged 3 SP:Iteration 72Q (9068.156463 sec): 3 clusters Score: Raw -5736950.062408 + Penalty 2104.540094 = -5734845.522314 nChanged 6 SP:Iteration 73Q (9068.256837 sec): 3 clusters Score: Raw -5736950.998389 + Penalty 2104.540094 = -5734846.458295 nChanged 7 SP:Iteration 74Q (9068.365870 sec): 3 clusters Score: Raw -5736951.896226 + Penalty 2104.540094 = -5734847.356132 nChanged 6 SP:Iteration 75Q (9068.456522 sec): 3 clusters Score: Raw -5736953.025299 + Penalty 2104.540094 = -5734848.485205 nChanged 5 SP:Iteration 76Q (9068.533486 sec): 3 clusters Score: Raw -5736953.605430 + Penalty 2104.540094 = -5734849.065336 nChanged 1 SP:Iteration 77Q (9068.638441 sec): 3 clusters Score: Raw -5736953.705291 + Penalty 2104.540094 = -5734849.165198 nChanged 0 SP:Iteration 78F (9068.729104 sec): 3 clusters Score: Raw -5736953.705291 + Penalty 2104.540094 = -5734849.165198 nChanged 0 Trying to split cluster 27 (37667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9068.788807 sec): 2 clusters Score: Raw -2974718.977249 + Penalty 1000.971268 = -2973718.005981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9068.889669 sec): 3 clusters Score: Raw -2950806.691023 + Penalty 2001.942535 = -2948804.748488 nChanged 17740 SP:Iteration 1F (9068.977433 sec): 3 clusters Score: Raw -2961366.756154 + Penalty 2001.942535 = -2959364.813618 nChanged 2017 SP:Iteration 2F (9069.060394 sec): 3 clusters Score: Raw -2962248.704652 + Penalty 2001.942535 = -2960246.762117 nChanged 2301 SP:Iteration 3F (9069.154648 sec): 3 clusters Score: Raw -2963419.530505 + Penalty 2001.942535 = -2961417.587969 nChanged 2552 SP:Iteration 4F (9069.229282 sec): 3 clusters Score: Raw -2964911.325794 + Penalty 2001.942535 = -2962909.383259 nChanged 2610 SP:Iteration 5F (9069.326870 sec): 3 clusters Score: Raw -2966615.273153 + Penalty 2001.942535 = -2964613.330618 nChanged 2447 SP:Iteration 6F (9069.422813 sec): 3 clusters Score: Raw -2968413.080373 + Penalty 2001.942535 = -2966411.137837 nChanged 2194 SP:Iteration 7F (9069.486344 sec): 3 clusters Score: Raw -2970188.990487 + Penalty 2001.942535 = -2968187.047952 nChanged 1784 SP:Iteration 8Q (9069.591949 sec): 3 clusters Score: Raw -2971722.867599 + Penalty 2001.942535 = -2969720.925064 nChanged 1396 SP:Iteration 9Q (9069.685762 sec): 3 clusters Score: Raw -2972988.078157 + Penalty 2001.942535 = -2970986.135621 nChanged 958 SP:Iteration 10Q (9069.750359 sec): 3 clusters Score: Raw -2973793.373637 + Penalty 2001.942535 = -2971791.431102 nChanged 652 SP:Iteration 11Q (9069.848493 sec): 3 clusters Score: Raw -2974336.993991 + Penalty 2001.942535 = -2972335.051456 nChanged 417 SP:Iteration 12Q (9069.921641 sec): 3 clusters Score: Raw -2974665.896147 + Penalty 2001.942535 = -2972663.953612 nChanged 224 SP:Iteration 13Q (9070.004881 sec): 3 clusters Score: Raw -2974860.266896 + Penalty 2001.942535 = -2972858.324361 nChanged 146 SP:Iteration 14Q (9070.085634 sec): 3 clusters Score: Raw -2974964.310537 + Penalty 2001.942535 = -2972962.368002 nChanged 97 SP:Iteration 15Q (9070.161598 sec): 3 clusters Score: Raw -2975041.788421 + Penalty 2001.942535 = -2973039.845886 nChanged 78 SP:Iteration 16Q (9070.239198 sec): 3 clusters Score: Raw -2975110.977298 + Penalty 2001.942535 = -2973109.034763 nChanged 57 SP:Iteration 17Q (9070.312205 sec): 3 clusters Score: Raw -2975184.631872 + Penalty 2001.942535 = -2973182.689337 nChanged 49 SP:Iteration 18Q (9070.406636 sec): 3 clusters Score: Raw -2975241.285703 + Penalty 2001.942535 = -2973239.343168 nChanged 36 SP:Iteration 19Q (9070.493102 sec): 3 clusters Score: Raw -2975273.362395 + Penalty 2001.942535 = -2973271.419860 nChanged 40 SP:Iteration 20F (9070.572134 sec): 3 clusters Score: Raw -2975312.261018 + Penalty 2001.942535 = -2973310.318483 nChanged 40 SP:Iteration 21Q (9070.666047 sec): 3 clusters Score: Raw -2975350.883475 + Penalty 2001.942535 = -2973348.940940 nChanged 36 SP:Iteration 22Q (9070.747446 sec): 3 clusters Score: Raw -2975376.975855 + Penalty 2001.942535 = -2973375.033320 nChanged 29 SP:Iteration 23Q (9070.823241 sec): 3 clusters Score: Raw -2975404.063648 + Penalty 2001.942535 = -2973402.121113 nChanged 36 SP:Iteration 24Q (9070.914620 sec): 3 clusters Score: Raw -2975431.019755 + Penalty 2001.942535 = -2973429.077219 nChanged 27 SP:Iteration 25Q (9071.002055 sec): 3 clusters Score: Raw -2975449.838874 + Penalty 2001.942535 = -2973447.896339 nChanged 20 SP:Iteration 26Q (9071.088975 sec): 3 clusters Score: Raw -2975462.690109 + Penalty 2001.942535 = -2973460.747574 nChanged 12 SP:Iteration 27Q (9071.157425 sec): 3 clusters Score: Raw -2975467.585602 + Penalty 2001.942535 = -2973465.643067 nChanged 9 SP:Iteration 28Q (9071.247086 sec): 3 clusters Score: Raw -2975472.918366 + Penalty 2001.942535 = -2973470.975830 nChanged 7 SP:Iteration 29Q (9071.329099 sec): 3 clusters Score: Raw -2975477.755263 + Penalty 2001.942535 = -2973475.812727 nChanged 9 SP:Iteration 30Q (9071.415451 sec): 3 clusters Score: Raw -2975481.143123 + Penalty 2001.942535 = -2973479.200588 nChanged 5 SP:Iteration 31Q (9071.495427 sec): 3 clusters Score: Raw -2975482.845129 + Penalty 2001.942535 = -2973480.902594 nChanged 6 SP:Iteration 32Q (9071.575246 sec): 3 clusters Score: Raw -2975485.495553 + Penalty 2001.942535 = -2973483.553017 nChanged 3 SP:Iteration 33Q (9071.647319 sec): 3 clusters Score: Raw -2975486.423534 + Penalty 2001.942535 = -2973484.480999 nChanged 1 SP:Iteration 34Q (9071.734329 sec): 3 clusters Score: Raw -2975486.469213 + Penalty 2001.942535 = -2973484.526677 nChanged 0 SP:Iteration 35F (9071.810664 sec): 3 clusters Score: Raw -2975486.469213 + Penalty 2001.942535 = -2973484.526677 nChanged 0 Trying to split cluster 28 (6477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9071.837455 sec): 2 clusters Score: Raw -494890.750148 + Penalty 833.721208 = -494057.028940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9071.894691 sec): 3 clusters Score: Raw -491170.850269 + Penalty 1667.442417 = -489503.407852 nChanged 2830 SP:Iteration 1F (9071.941180 sec): 3 clusters Score: Raw -493016.130967 + Penalty 1667.442417 = -491348.688550 nChanged 525 SP:Iteration 2F (9071.997443 sec): 3 clusters Score: Raw -493349.992700 + Penalty 1667.442417 = -491682.550284 nChanged 442 SP:Iteration 3F (9072.047133 sec): 3 clusters Score: Raw -493646.044226 + Penalty 1667.442417 = -491978.601810 nChanged 399 SP:Iteration 4F (9072.101901 sec): 3 clusters Score: Raw -493899.142800 + Penalty 1667.442417 = -492231.700383 nChanged 371 SP:Iteration 5F (9072.157199 sec): 3 clusters Score: Raw -494133.958300 + Penalty 1667.442417 = -492466.515883 nChanged 310 SP:Iteration 6Q (9072.211933 sec): 3 clusters Score: Raw -494327.888844 + Penalty 1667.442417 = -492660.446428 nChanged 246 SP:Iteration 7Q (9072.266163 sec): 3 clusters Score: Raw -494500.834683 + Penalty 1667.442417 = -492833.392267 nChanged 232 SP:Iteration 8Q (9072.321183 sec): 3 clusters Score: Raw -494677.353030 + Penalty 1667.442417 = -493009.910614 nChanged 191 SP:Iteration 9Q (9072.376080 sec): 3 clusters Score: Raw -494815.946426 + Penalty 1667.442417 = -493148.504009 nChanged 155 SP:Iteration 10Q (9072.432181 sec): 3 clusters Score: Raw -494888.414671 + Penalty 1667.442417 = -493220.972254 nChanged 116 SP:Iteration 11Q (9072.487546 sec): 3 clusters Score: Raw -494925.202522 + Penalty 1667.442417 = -493257.760105 nChanged 73 SP:Iteration 12Q (9072.542998 sec): 3 clusters Score: Raw -494941.101847 + Penalty 1667.442417 = -493273.659430 nChanged 46 SP:Iteration 13Q (9072.598923 sec): 3 clusters Score: Raw -494951.893773 + Penalty 1667.442417 = -493284.451356 nChanged 38 SP:Iteration 14Q (9072.655886 sec): 3 clusters Score: Raw -494960.695300 + Penalty 1667.442417 = -493293.252883 nChanged 38 SP:Iteration 15Q (9072.703795 sec): 3 clusters Score: Raw -494970.108690 + Penalty 1667.442417 = -493302.666273 nChanged 38 SP:Iteration 16Q (9072.755128 sec): 3 clusters Score: Raw -494981.047429 + Penalty 1667.442417 = -493313.605012 nChanged 43 SP:Iteration 17Q (9072.802548 sec): 3 clusters Score: Raw -494993.128528 + Penalty 1667.442417 = -493325.686111 nChanged 38 SP:Iteration 18Q (9072.858636 sec): 3 clusters Score: Raw -495003.723283 + Penalty 1667.442417 = -493336.280866 nChanged 35 SP:Iteration 19Q (9072.914467 sec): 3 clusters Score: Raw -495011.318727 + Penalty 1667.442417 = -493343.876310 nChanged 31 SP:Iteration 20F (9072.969692 sec): 3 clusters Score: Raw -495017.797716 + Penalty 1667.442417 = -493350.355299 nChanged 35 SP:Iteration 21Q (9073.024689 sec): 3 clusters Score: Raw -495025.755032 + Penalty 1667.442417 = -493358.312616 nChanged 35 SP:Iteration 22Q (9073.080109 sec): 3 clusters Score: Raw -495032.637557 + Penalty 1667.442417 = -493365.195140 nChanged 32 SP:Iteration 23Q (9073.136236 sec): 3 clusters Score: Raw -495038.646763 + Penalty 1667.442417 = -493371.204346 nChanged 23 SP:Iteration 24Q (9073.188322 sec): 3 clusters Score: Raw -495042.357063 + Penalty 1667.442417 = -493374.914647 nChanged 20 SP:Iteration 25Q (9073.233346 sec): 3 clusters Score: Raw -495044.763237 + Penalty 1667.442417 = -493377.320820 nChanged 12 SP:Iteration 26Q (9073.285185 sec): 3 clusters Score: Raw -495046.480904 + Penalty 1667.442417 = -493379.038487 nChanged 18 SP:Iteration 27Q (9073.349295 sec): 3 clusters Score: Raw -495049.230862 + Penalty 1667.442417 = -493381.788445 nChanged 15 SP:Iteration 28Q (9073.393437 sec): 3 clusters Score: Raw -495050.548224 + Penalty 1667.442417 = -493383.105807 nChanged 11 SP:Iteration 29Q (9073.448310 sec): 3 clusters Score: Raw -495051.613887 + Penalty 1667.442417 = -493384.171470 nChanged 7 SP:Iteration 30Q (9073.499214 sec): 3 clusters Score: Raw -495052.741754 + Penalty 1667.442417 = -493385.299337 nChanged 8 SP:Iteration 31Q (9073.553978 sec): 3 clusters Score: Raw -495053.560155 + Penalty 1667.442417 = -493386.117739 nChanged 7 SP:Iteration 32Q (9073.596512 sec): 3 clusters Score: Raw -495054.290350 + Penalty 1667.442417 = -493386.847934 nChanged 3 SP:Iteration 33Q (9073.652931 sec): 3 clusters Score: Raw -495054.750130 + Penalty 1667.442417 = -493387.307713 nChanged 5 SP:Iteration 34Q (9073.707865 sec): 3 clusters Score: Raw -495054.965829 + Penalty 1667.442417 = -493387.523412 nChanged 1 SP:Iteration 35Q (9073.763408 sec): 3 clusters Score: Raw -495055.071951 + Penalty 1667.442417 = -493387.629535 nChanged 3 SP:Iteration 36Q (9073.819297 sec): 3 clusters Score: Raw -495055.315097 + Penalty 1667.442417 = -493387.872680 nChanged 3 SP:Iteration 37Q (9073.876418 sec): 3 clusters Score: Raw -495055.632555 + Penalty 1667.442417 = -493388.190139 nChanged 0 SP:Iteration 38F (9073.920760 sec): 3 clusters Score: Raw -495055.632555 + Penalty 1667.442417 = -493388.190139 nChanged 0 Trying to split cluster 29 (11416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9073.956966 sec): 2 clusters Score: Raw -901008.783305 + Penalty 887.563260 = -900121.220045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9074.018894 sec): 3 clusters Score: Raw -894188.672011 + Penalty 1775.126520 = -892413.545491 nChanged 5131 SP:Iteration 1F (9074.072994 sec): 3 clusters Score: Raw -897226.051283 + Penalty 1775.126520 = -895450.924762 nChanged 765 SP:Iteration 2F (9074.134544 sec): 3 clusters Score: Raw -897695.797962 + Penalty 1775.126520 = -895920.671442 nChanged 822 SP:Iteration 3F (9074.198202 sec): 3 clusters Score: Raw -898338.600816 + Penalty 1775.126520 = -896563.474295 nChanged 879 SP:Iteration 4F (9074.257163 sec): 3 clusters Score: Raw -899046.366219 + Penalty 1775.126520 = -897271.239699 nChanged 782 SP:Iteration 5F (9074.324407 sec): 3 clusters Score: Raw -899578.824700 + Penalty 1775.126520 = -897803.698179 nChanged 657 SP:Iteration 6F (9074.378891 sec): 3 clusters Score: Raw -900005.750862 + Penalty 1775.126520 = -898230.624342 nChanged 528 SP:Iteration 7Q (9074.440737 sec): 3 clusters Score: Raw -900295.954212 + Penalty 1775.126520 = -898520.827692 nChanged 350 SP:Iteration 8Q (9074.503679 sec): 3 clusters Score: Raw -900466.802756 + Penalty 1775.126520 = -898691.676235 nChanged 247 SP:Iteration 9Q (9074.577316 sec): 3 clusters Score: Raw -900578.924195 + Penalty 1775.126520 = -898803.797675 nChanged 187 SP:Iteration 10Q (9074.629353 sec): 3 clusters Score: Raw -900662.778682 + Penalty 1775.126520 = -898887.652162 nChanged 175 SP:Iteration 11Q (9074.681503 sec): 3 clusters Score: Raw -900742.051696 + Penalty 1775.126520 = -898966.925176 nChanged 152 SP:Iteration 12Q (9074.734116 sec): 3 clusters Score: Raw -900811.275435 + Penalty 1775.126520 = -899036.148915 nChanged 145 SP:Iteration 13Q (9074.796389 sec): 3 clusters Score: Raw -900887.234597 + Penalty 1775.126520 = -899112.108077 nChanged 137 SP:Iteration 14Q (9074.855065 sec): 3 clusters Score: Raw -900967.166905 + Penalty 1775.126520 = -899192.040385 nChanged 150 SP:Iteration 15Q (9074.904333 sec): 3 clusters Score: Raw -901045.693778 + Penalty 1775.126520 = -899270.567258 nChanged 130 SP:Iteration 16Q (9074.954922 sec): 3 clusters Score: Raw -901107.921754 + Penalty 1775.126520 = -899332.795234 nChanged 119 SP:Iteration 17Q (9075.016968 sec): 3 clusters Score: Raw -901166.208985 + Penalty 1775.126520 = -899391.082465 nChanged 123 SP:Iteration 18Q (9075.071979 sec): 3 clusters Score: Raw -901236.701246 + Penalty 1775.126520 = -899461.574726 nChanged 95 SP:Iteration 19Q (9075.127072 sec): 3 clusters Score: Raw -901287.597484 + Penalty 1775.126520 = -899512.470964 nChanged 91 SP:Iteration 20F (9075.185531 sec): 3 clusters Score: Raw -901336.394102 + Penalty 1775.126520 = -899561.267582 nChanged 97 SP:Iteration 21Q (9075.244110 sec): 3 clusters Score: Raw -901387.492433 + Penalty 1775.126520 = -899612.365913 nChanged 82 SP:Iteration 22Q (9075.304931 sec): 3 clusters Score: Raw -901419.808502 + Penalty 1775.126520 = -899644.681981 nChanged 62 SP:Iteration 23Q (9075.356363 sec): 3 clusters Score: Raw -901444.525070 + Penalty 1775.126520 = -899669.398550 nChanged 54 SP:Iteration 24Q (9075.417387 sec): 3 clusters Score: Raw -901459.715647 + Penalty 1775.126520 = -899684.589127 nChanged 36 SP:Iteration 25Q (9075.473969 sec): 3 clusters Score: Raw -901471.405076 + Penalty 1775.126520 = -899696.278556 nChanged 31 SP:Iteration 26Q (9075.525978 sec): 3 clusters Score: Raw -901482.746142 + Penalty 1775.126520 = -899707.619622 nChanged 34 SP:Iteration 27Q (9075.583710 sec): 3 clusters Score: Raw -901493.322870 + Penalty 1775.126520 = -899718.196350 nChanged 31 SP:Iteration 28Q (9075.642598 sec): 3 clusters Score: Raw -901501.082737 + Penalty 1775.126520 = -899725.956217 nChanged 33 SP:Iteration 29Q (9075.702803 sec): 3 clusters Score: Raw -901508.692928 + Penalty 1775.126520 = -899733.566407 nChanged 34 SP:Iteration 30Q (9075.755190 sec): 3 clusters Score: Raw -901519.756664 + Penalty 1775.126520 = -899744.630144 nChanged 27 SP:Iteration 31Q (9075.804790 sec): 3 clusters Score: Raw -901526.759595 + Penalty 1775.126520 = -899751.633075 nChanged 27 SP:Iteration 32Q (9075.865136 sec): 3 clusters Score: Raw -901534.652861 + Penalty 1775.126520 = -899759.526340 nChanged 21 SP:Iteration 33Q (9075.916813 sec): 3 clusters Score: Raw -901538.530026 + Penalty 1775.126520 = -899763.403506 nChanged 11 SP:Iteration 34Q (9075.979032 sec): 3 clusters Score: Raw -901539.836925 + Penalty 1775.126520 = -899764.710405 nChanged 7 SP:Iteration 35Q (9076.048706 sec): 3 clusters Score: Raw -901540.529679 + Penalty 1775.126520 = -899765.403158 nChanged 4 SP:Iteration 36Q (9076.093751 sec): 3 clusters Score: Raw -901541.252477 + Penalty 1775.126520 = -899766.125957 nChanged 3 SP:Iteration 37Q (9076.141655 sec): 3 clusters Score: Raw -901541.607157 + Penalty 1775.126520 = -899766.480637 nChanged 0 SP:Iteration 38F (9076.203993 sec): 3 clusters Score: Raw -901541.607157 + Penalty 1775.126520 = -899766.480637 nChanged 0 Trying to split cluster 30 (3035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9076.230623 sec): 2 clusters Score: Raw -263426.178943 + Penalty 761.706837 = -262664.472106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9076.274233 sec): 3 clusters Score: Raw -261828.207363 + Penalty 1523.413674 = -260304.793690 nChanged 1252 SP:Iteration 1F (9076.326207 sec): 3 clusters Score: Raw -262597.084449 + Penalty 1523.413674 = -261073.670775 nChanged 244 SP:Iteration 2F (9076.361834 sec): 3 clusters Score: Raw -262758.640120 + Penalty 1523.413674 = -261235.226446 nChanged 184 SP:Iteration 3F (9076.419135 sec): 3 clusters Score: Raw -262885.928354 + Penalty 1523.413674 = -261362.514680 nChanged 156 SP:Iteration 4F (9076.456448 sec): 3 clusters Score: Raw -262977.881935 + Penalty 1523.413674 = -261454.468262 nChanged 112 SP:Iteration 5Q (9076.507950 sec): 3 clusters Score: Raw -263042.634070 + Penalty 1523.413674 = -261519.220396 nChanged 114 SP:Iteration 6Q (9076.552171 sec): 3 clusters Score: Raw -263115.035565 + Penalty 1523.413674 = -261591.621891 nChanged 103 SP:Iteration 7Q (9076.603868 sec): 3 clusters Score: Raw -263165.382853 + Penalty 1523.413674 = -261641.969179 nChanged 76 SP:Iteration 8Q (9076.651689 sec): 3 clusters Score: Raw -263197.003665 + Penalty 1523.413674 = -261673.589992 nChanged 56 SP:Iteration 9Q (9076.711611 sec): 3 clusters Score: Raw -263219.815559 + Penalty 1523.413674 = -261696.401885 nChanged 32 SP:Iteration 10Q (9076.751384 sec): 3 clusters Score: Raw -263230.686158 + Penalty 1523.413674 = -261707.272485 nChanged 29 SP:Iteration 11Q (9076.815465 sec): 3 clusters Score: Raw -263240.534367 + Penalty 1523.413674 = -261717.120694 nChanged 18 SP:Iteration 12Q (9076.855948 sec): 3 clusters Score: Raw -263246.250328 + Penalty 1523.413674 = -261722.836654 nChanged 17 SP:Iteration 13Q (9076.907199 sec): 3 clusters Score: Raw -263250.229690 + Penalty 1523.413674 = -261726.816016 nChanged 12 SP:Iteration 14Q (9076.959995 sec): 3 clusters Score: Raw -263253.229709 + Penalty 1523.413674 = -261729.816035 nChanged 14 SP:Iteration 15Q (9077.024877 sec): 3 clusters Score: Raw -263256.719752 + Penalty 1523.413674 = -261733.306079 nChanged 20 SP:Iteration 16Q (9077.065164 sec): 3 clusters Score: Raw -263264.803232 + Penalty 1523.413674 = -261741.389558 nChanged 25 SP:Iteration 17Q (9077.103685 sec): 3 clusters Score: Raw -263273.409780 + Penalty 1523.413674 = -261749.996106 nChanged 18 SP:Iteration 18Q (9077.135980 sec): 3 clusters Score: Raw -263276.634587 + Penalty 1523.413674 = -261753.220913 nChanged 13 SP:Iteration 19Q (9077.147397 sec): 3 clusters Score: Raw -263281.680822 + Penalty 1523.413674 = -261758.267148 nChanged 18 SP:Iteration 20F (9077.158524 sec): 3 clusters Score: Raw -263288.632742 + Penalty 1523.413674 = -261765.219068 nChanged 22 SP:Iteration 21Q (9077.169697 sec): 3 clusters Score: Raw -263295.796469 + Penalty 1523.413674 = -261772.382796 nChanged 9 SP:Iteration 22Q (9077.180813 sec): 3 clusters Score: Raw -263297.668689 + Penalty 1523.413674 = -261774.255016 nChanged 6 SP:Iteration 23Q (9077.228166 sec): 3 clusters Score: Raw -263299.562086 + Penalty 1523.413674 = -261776.148412 nChanged 11 SP:Iteration 24Q (9077.280224 sec): 3 clusters Score: Raw -263302.429830 + Penalty 1523.413674 = -261779.016156 nChanged 10 SP:Iteration 25Q (9077.331703 sec): 3 clusters Score: Raw -263304.519081 + Penalty 1523.413674 = -261781.105408 nChanged 5 SP:Iteration 26Q (9077.383149 sec): 3 clusters Score: Raw -263305.285947 + Penalty 1523.413674 = -261781.872273 nChanged 6 SP:Iteration 27Q (9077.430713 sec): 3 clusters Score: Raw -263306.503527 + Penalty 1523.413674 = -261783.089853 nChanged 6 SP:Iteration 28Q (9077.474692 sec): 3 clusters Score: Raw -263307.686559 + Penalty 1523.413674 = -261784.272885 nChanged 6 SP:Iteration 29Q (9077.537931 sec): 3 clusters Score: Raw -263309.518504 + Penalty 1523.413674 = -261786.104830 nChanged 3 SP:Iteration 30Q (9077.578754 sec): 3 clusters Score: Raw -263309.998348 + Penalty 1523.413674 = -261786.584675 nChanged 4 SP:Iteration 31Q (9077.626655 sec): 3 clusters Score: Raw -263310.963578 + Penalty 1523.413674 = -261787.549904 nChanged 5 SP:Iteration 32Q (9077.675895 sec): 3 clusters Score: Raw -263312.454747 + Penalty 1523.413674 = -261789.041073 nChanged 8 SP:Iteration 33Q (9077.719661 sec): 3 clusters Score: Raw -263314.251395 + Penalty 1523.413674 = -261790.837721 nChanged 8 SP:Iteration 34Q (9077.772215 sec): 3 clusters Score: Raw -263316.786519 + Penalty 1523.413674 = -261793.372845 nChanged 10 SP:Iteration 35Q (9077.825364 sec): 3 clusters Score: Raw -263319.313673 + Penalty 1523.413674 = -261795.899999 nChanged 12 SP:Iteration 36Q (9077.877342 sec): 3 clusters Score: Raw -263322.216879 + Penalty 1523.413674 = -261798.803205 nChanged 13 SP:Iteration 37Q (9077.927272 sec): 3 clusters Score: Raw -263325.706219 + Penalty 1523.413674 = -261802.292545 nChanged 7 SP:Iteration 38Q (9077.978512 sec): 3 clusters Score: Raw -263328.212504 + Penalty 1523.413674 = -261804.798831 nChanged 9 SP:Iteration 39Q (9078.025223 sec): 3 clusters Score: Raw -263331.471699 + Penalty 1523.413674 = -261808.058025 nChanged 11 SP:Iteration 40F (9078.070714 sec): 3 clusters Score: Raw -263336.201928 + Penalty 1523.413674 = -261812.788255 nChanged 14 SP:Iteration 41Q (9078.111631 sec): 3 clusters Score: Raw -263340.442238 + Penalty 1523.413674 = -261817.028564 nChanged 16 SP:Iteration 42Q (9078.155233 sec): 3 clusters Score: Raw -263344.410956 + Penalty 1523.413674 = -261820.997283 nChanged 11 SP:Iteration 43Q (9078.199227 sec): 3 clusters Score: Raw -263346.606923 + Penalty 1523.413674 = -261823.193249 nChanged 7 SP:Iteration 44Q (9078.238514 sec): 3 clusters Score: Raw -263348.365861 + Penalty 1523.413674 = -261824.952187 nChanged 6 SP:Iteration 45Q (9078.290133 sec): 3 clusters Score: Raw -263349.583393 + Penalty 1523.413674 = -261826.169720 nChanged 8 SP:Iteration 46Q (9078.335352 sec): 3 clusters Score: Raw -263352.645421 + Penalty 1523.413674 = -261829.231747 nChanged 11 SP:Iteration 47Q (9078.387740 sec): 3 clusters Score: Raw -263355.804981 + Penalty 1523.413674 = -261832.391307 nChanged 14 SP:Iteration 48Q (9078.429144 sec): 3 clusters Score: Raw -263358.550104 + Penalty 1523.413674 = -261835.136431 nChanged 9 SP:Iteration 49Q (9078.480650 sec): 3 clusters Score: Raw -263360.503637 + Penalty 1523.413674 = -261837.089963 nChanged 8 SP:Iteration 50Q (9078.528557 sec): 3 clusters Score: Raw -263362.294596 + Penalty 1523.413674 = -261838.880922 nChanged 11 SP:Iteration 51Q (9078.573039 sec): 3 clusters Score: Raw -263364.806142 + Penalty 1523.413674 = -261841.392469 nChanged 9 SP:Iteration 52Q (9078.624983 sec): 3 clusters Score: Raw -263366.740349 + Penalty 1523.413674 = -261843.326675 nChanged 13 SP:Iteration 53Q (9078.666166 sec): 3 clusters Score: Raw -263370.588518 + Penalty 1523.413674 = -261847.174844 nChanged 15 SP:Iteration 54Q (9078.718215 sec): 3 clusters Score: Raw -263374.460665 + Penalty 1523.413674 = -261851.046991 nChanged 22 SP:Iteration 55Q (9078.774989 sec): 3 clusters Score: Raw -263384.479821 + Penalty 1523.413674 = -261861.066147 nChanged 30 SP:Iteration 56Q (9078.827230 sec): 3 clusters Score: Raw -263397.036878 + Penalty 1523.413674 = -261873.623204 nChanged 20 SP:Iteration 57Q (9078.867370 sec): 3 clusters Score: Raw -263405.674722 + Penalty 1523.413674 = -261882.261048 nChanged 17 SP:Iteration 58Q (9078.908074 sec): 3 clusters Score: Raw -263411.332090 + Penalty 1523.413674 = -261887.918417 nChanged 17 SP:Iteration 59Q (9078.959283 sec): 3 clusters Score: Raw -263417.121985 + Penalty 1523.413674 = -261893.708311 nChanged 16 SP:Iteration 60F (9079.011099 sec): 3 clusters Score: Raw -263424.260408 + Penalty 1523.413674 = -261900.846734 nChanged 21 SP:Iteration 61Q (9079.052142 sec): 3 clusters Score: Raw -263433.608210 + Penalty 1523.413674 = -261910.194537 nChanged 19 SP:Iteration 62Q (9079.100008 sec): 3 clusters Score: Raw -263441.006610 + Penalty 1523.413674 = -261917.592936 nChanged 19 SP:Iteration 63Q (9079.149573 sec): 3 clusters Score: Raw -263449.785339 + Penalty 1523.413674 = -261926.371665 nChanged 17 SP:Iteration 64Q (9079.212648 sec): 3 clusters Score: Raw -263456.653463 + Penalty 1523.413674 = -261933.239790 nChanged 15 SP:Iteration 65Q (9079.252754 sec): 3 clusters Score: Raw -263463.808316 + Penalty 1523.413674 = -261940.394643 nChanged 17 SP:Iteration 66Q (9079.303851 sec): 3 clusters Score: Raw -263470.776802 + Penalty 1523.413674 = -261947.363129 nChanged 13 SP:Iteration 67Q (9079.354961 sec): 3 clusters Score: Raw -263475.176714 + Penalty 1523.413674 = -261951.763041 nChanged 6 SP:Iteration 68Q (9079.406357 sec): 3 clusters Score: Raw -263476.722421 + Penalty 1523.413674 = -261953.308747 nChanged 8 SP:Iteration 69Q (9079.441700 sec): 3 clusters Score: Raw -263479.686447 + Penalty 1523.413674 = -261956.272773 nChanged 7 SP:Iteration 70Q (9079.489916 sec): 3 clusters Score: Raw -263481.959242 + Penalty 1523.413674 = -261958.545568 nChanged 8 SP:Iteration 71Q (9079.538414 sec): 3 clusters Score: Raw -263483.933997 + Penalty 1523.413674 = -261960.520324 nChanged 6 SP:Iteration 72Q (9079.589559 sec): 3 clusters Score: Raw -263485.457775 + Penalty 1523.413674 = -261962.044101 nChanged 7 SP:Iteration 73Q (9079.640872 sec): 3 clusters Score: Raw -263487.558849 + Penalty 1523.413674 = -261964.145175 nChanged 7 SP:Iteration 74Q (9079.687315 sec): 3 clusters Score: Raw -263489.324266 + Penalty 1523.413674 = -261965.910592 nChanged 2 SP:Iteration 75Q (9079.738482 sec): 3 clusters Score: Raw -263489.882484 + Penalty 1523.413674 = -261966.468810 nChanged 2 SP:Iteration 76Q (9079.784913 sec): 3 clusters Score: Raw -263490.211501 + Penalty 1523.413674 = -261966.797827 nChanged 3 SP:Iteration 77Q (9079.836300 sec): 3 clusters Score: Raw -263491.075654 + Penalty 1523.413674 = -261967.661981 nChanged 4 SP:Iteration 78Q (9079.883565 sec): 3 clusters Score: Raw -263493.029142 + Penalty 1523.413674 = -261969.615468 nChanged 4 SP:Iteration 79Q (9079.922387 sec): 3 clusters Score: Raw -263494.603234 + Penalty 1523.413674 = -261971.189561 nChanged 2 SP:Iteration 80F (9079.967162 sec): 3 clusters Score: Raw -263494.890873 + Penalty 1523.413674 = -261971.477199 nChanged 0 Trying to split cluster 31 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9079.992484 sec): 2 clusters Score: Raw -178881.199241 + Penalty 720.360156 = -178160.839084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9080.036738 sec): 3 clusters Score: Raw -177930.262166 + Penalty 1440.720313 = -176489.541853 nChanged 774 SP:Iteration 1F (9080.081175 sec): 3 clusters Score: Raw -178408.801664 + Penalty 1440.720313 = -176968.081352 nChanged 184 SP:Iteration 2F (9080.132131 sec): 3 clusters Score: Raw -178560.759568 + Penalty 1440.720313 = -177120.039255 nChanged 139 SP:Iteration 3F (9080.182657 sec): 3 clusters Score: Raw -178676.788820 + Penalty 1440.720313 = -177236.068507 nChanged 98 SP:Iteration 4Q (9080.236961 sec): 3 clusters Score: Raw -178756.123339 + Penalty 1440.720313 = -177315.403026 nChanged 75 SP:Iteration 5Q (9080.276010 sec): 3 clusters Score: Raw -178827.170581 + Penalty 1440.720313 = -177386.450268 nChanged 55 SP:Iteration 6Q (9080.320949 sec): 3 clusters Score: Raw -178867.857500 + Penalty 1440.720313 = -177427.137187 nChanged 38 SP:Iteration 7Q (9080.372283 sec): 3 clusters Score: Raw -178892.087227 + Penalty 1440.720313 = -177451.366914 nChanged 28 SP:Iteration 8Q (9080.414899 sec): 3 clusters Score: Raw -178903.330205 + Penalty 1440.720313 = -177462.609892 nChanged 17 SP:Iteration 9Q (9080.466927 sec): 3 clusters Score: Raw -178912.065565 + Penalty 1440.720313 = -177471.345252 nChanged 15 SP:Iteration 10Q (9080.530549 sec): 3 clusters Score: Raw -178918.852256 + Penalty 1440.720313 = -177478.131943 nChanged 15 SP:Iteration 11Q (9080.564160 sec): 3 clusters Score: Raw -178930.373835 + Penalty 1440.720313 = -177489.653522 nChanged 16 SP:Iteration 12Q (9080.614474 sec): 3 clusters Score: Raw -178945.514505 + Penalty 1440.720313 = -177504.794192 nChanged 20 SP:Iteration 13Q (9080.665308 sec): 3 clusters Score: Raw -178957.422298 + Penalty 1440.720313 = -177516.701985 nChanged 18 SP:Iteration 14Q (9080.715884 sec): 3 clusters Score: Raw -178965.604002 + Penalty 1440.720313 = -177524.883689 nChanged 11 SP:Iteration 15Q (9080.765947 sec): 3 clusters Score: Raw -178969.663790 + Penalty 1440.720313 = -177528.943477 nChanged 4 SP:Iteration 16Q (9080.805818 sec): 3 clusters Score: Raw -178970.447654 + Penalty 1440.720313 = -177529.727341 nChanged 3 SP:Iteration 17Q (9080.853014 sec): 3 clusters Score: Raw -178971.685687 + Penalty 1440.720313 = -177530.965374 nChanged 3 SP:Iteration 18Q (9080.903399 sec): 3 clusters Score: Raw -178972.767418 + Penalty 1440.720313 = -177532.047105 nChanged 3 SP:Iteration 19Q (9080.953189 sec): 3 clusters Score: Raw -178973.881972 + Penalty 1440.720313 = -177533.161659 nChanged 0 SP:Iteration 20F (9081.003236 sec): 3 clusters Score: Raw -178973.881972 + Penalty 1440.720313 = -177533.161659 nChanged 0 Trying to split cluster 32 (175475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9081.229767 sec): 2 clusters Score: Raw -15072890.916013 + Penalty 1147.148927 = -15071743.767086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9081.512284 sec): 3 clusters Score: Raw -14955607.736330 + Penalty 2294.297854 = -14953313.438476 nChanged 85638 SP:Iteration 1F (9081.788696 sec): 3 clusters Score: Raw -15009914.026394 + Penalty 2294.297854 = -15007619.728540 nChanged 9411 SP:Iteration 2F (9082.049909 sec): 3 clusters Score: Raw -15014093.724203 + Penalty 2294.297854 = -15011799.426349 nChanged 10281 SP:Iteration 3F (9082.317434 sec): 3 clusters Score: Raw -15019783.034400 + Penalty 2294.297854 = -15017488.736546 nChanged 11304 SP:Iteration 4F (9082.581000 sec): 3 clusters Score: Raw -15027859.975759 + Penalty 2294.297854 = -15025565.677906 nChanged 11911 SP:Iteration 5F (9082.835516 sec): 3 clusters Score: Raw -15037979.542680 + Penalty 2294.297854 = -15035685.244826 nChanged 11055 SP:Iteration 6F (9083.084675 sec): 3 clusters Score: Raw -15047101.713064 + Penalty 2294.297854 = -15044807.415211 nChanged 9060 SP:Iteration 7F (9083.331354 sec): 3 clusters Score: Raw -15053376.165105 + Penalty 2294.297854 = -15051081.867251 nChanged 6728 SP:Iteration 8Q (9083.597196 sec): 3 clusters Score: Raw -15057187.847575 + Penalty 2294.297854 = -15054893.549721 nChanged 5208 SP:Iteration 9Q (9083.857880 sec): 3 clusters Score: Raw -15059865.983329 + Penalty 2294.297854 = -15057571.685476 nChanged 4235 SP:Iteration 10Q (9084.113142 sec): 3 clusters Score: Raw -15061971.967647 + Penalty 2294.297854 = -15059677.669794 nChanged 3765 SP:Iteration 11Q (9084.347437 sec): 3 clusters Score: Raw -15063859.617062 + Penalty 2294.297854 = -15061565.319208 nChanged 3447 SP:Iteration 12Q (9084.592681 sec): 3 clusters Score: Raw -15065601.807556 + Penalty 2294.297854 = -15063307.509702 nChanged 3039 SP:Iteration 13Q (9084.819517 sec): 3 clusters Score: Raw -15067086.237087 + Penalty 2294.297854 = -15064791.939233 nChanged 2754 SP:Iteration 14Q (9085.066068 sec): 3 clusters Score: Raw -15068387.493072 + Penalty 2294.297854 = -15066093.195218 nChanged 2344 SP:Iteration 15Q (9085.307067 sec): 3 clusters Score: Raw -15069446.902572 + Penalty 2294.297854 = -15067152.604718 nChanged 1981 SP:Iteration 16Q (9085.545505 sec): 3 clusters Score: Raw -15070299.596098 + Penalty 2294.297854 = -15068005.298245 nChanged 1694 SP:Iteration 17Q (9085.770114 sec): 3 clusters Score: Raw -15071004.560170 + Penalty 2294.297854 = -15068710.262316 nChanged 1436 SP:Iteration 18Q (9086.008163 sec): 3 clusters Score: Raw -15071582.748186 + Penalty 2294.297854 = -15069288.450332 nChanged 1213 SP:Iteration 19Q (9086.223570 sec): 3 clusters Score: Raw -15072027.740753 + Penalty 2294.297854 = -15069733.442899 nChanged 964 SP:Iteration 20F (9086.484681 sec): 3 clusters Score: Raw -15072362.503772 + Penalty 2294.297854 = -15070068.205919 nChanged 772 SP:Iteration 21Q (9086.713367 sec): 3 clusters Score: Raw -15072624.873828 + Penalty 2294.297854 = -15070330.575974 nChanged 624 SP:Iteration 22Q (9086.924403 sec): 3 clusters Score: Raw -15072820.590238 + Penalty 2294.297854 = -15070526.292384 nChanged 520 SP:Iteration 23Q (9087.145167 sec): 3 clusters Score: Raw -15072973.709281 + Penalty 2294.297854 = -15070679.411427 nChanged 409 SP:Iteration 24Q (9087.357542 sec): 3 clusters Score: Raw -15073088.937793 + Penalty 2294.297854 = -15070794.639939 nChanged 352 SP:Iteration 25Q (9087.550668 sec): 3 clusters Score: Raw -15073182.438536 + Penalty 2294.297854 = -15070888.140683 nChanged 287 SP:Iteration 26Q (9087.767482 sec): 3 clusters Score: Raw -15073254.716997 + Penalty 2294.297854 = -15070960.419143 nChanged 219 SP:Iteration 27Q (9087.988310 sec): 3 clusters Score: Raw -15073300.880670 + Penalty 2294.297854 = -15071006.582816 nChanged 180 SP:Iteration 28Q (9088.211452 sec): 3 clusters Score: Raw -15073334.476091 + Penalty 2294.297854 = -15071040.178237 nChanged 152 SP:Iteration 29Q (9088.421175 sec): 3 clusters Score: Raw -15073357.705445 + Penalty 2294.297854 = -15071063.407591 nChanged 114 SP:Iteration 30Q (9088.618238 sec): 3 clusters Score: Raw -15073376.290068 + Penalty 2294.297854 = -15071081.992215 nChanged 130 SP:Iteration 31Q (9088.847507 sec): 3 clusters Score: Raw -15073401.105521 + Penalty 2294.297854 = -15071106.807668 nChanged 129 SP:Iteration 32Q (9089.058144 sec): 3 clusters Score: Raw -15073426.461013 + Penalty 2294.297854 = -15071132.163159 nChanged 105 SP:Iteration 33Q (9089.276386 sec): 3 clusters Score: Raw -15073443.230335 + Penalty 2294.297854 = -15071148.932481 nChanged 90 SP:Iteration 34Q (9089.486154 sec): 3 clusters Score: Raw -15073456.661560 + Penalty 2294.297854 = -15071162.363706 nChanged 69 SP:Iteration 35Q (9089.706529 sec): 3 clusters Score: Raw -15073469.237006 + Penalty 2294.297854 = -15071174.939152 nChanged 63 SP:Iteration 36Q (9089.929365 sec): 3 clusters Score: Raw -15073478.944240 + Penalty 2294.297854 = -15071184.646386 nChanged 66 SP:Iteration 37Q (9090.118410 sec): 3 clusters Score: Raw -15073488.078899 + Penalty 2294.297854 = -15071193.781045 nChanged 58 SP:Iteration 38Q (9090.334241 sec): 3 clusters Score: Raw -15073496.733787 + Penalty 2294.297854 = -15071202.435934 nChanged 60 SP:Iteration 39Q (9090.565916 sec): 3 clusters Score: Raw -15073504.334762 + Penalty 2294.297854 = -15071210.036908 nChanged 50 SP:Iteration 40F (9090.797727 sec): 3 clusters Score: Raw -15073510.925400 + Penalty 2294.297854 = -15071216.627546 nChanged 49 SP:Iteration 41Q (9090.992559 sec): 3 clusters Score: Raw -15073516.576895 + Penalty 2294.297854 = -15071222.279041 nChanged 30 SP:Iteration 42Q (9091.199125 sec): 3 clusters Score: Raw -15073520.181842 + Penalty 2294.297854 = -15071225.883988 nChanged 30 SP:Iteration 43Q (9091.417312 sec): 3 clusters Score: Raw -15073523.619514 + Penalty 2294.297854 = -15071229.321661 nChanged 27 SP:Iteration 44Q (9091.643537 sec): 3 clusters Score: Raw -15073526.216768 + Penalty 2294.297854 = -15071231.918914 nChanged 26 SP:Iteration 45Q (9091.857389 sec): 3 clusters Score: Raw -15073528.171688 + Penalty 2294.297854 = -15071233.873835 nChanged 16 SP:Iteration 46Q (9092.073147 sec): 3 clusters Score: Raw -15073529.889804 + Penalty 2294.297854 = -15071235.591950 nChanged 21 SP:Iteration 47Q (9092.296625 sec): 3 clusters Score: Raw -15073532.110348 + Penalty 2294.297854 = -15071237.812494 nChanged 19 SP:Iteration 48Q (9092.512166 sec): 3 clusters Score: Raw -15073534.172711 + Penalty 2294.297854 = -15071239.874857 nChanged 19 SP:Iteration 49Q (9092.702909 sec): 3 clusters Score: Raw -15073535.915658 + Penalty 2294.297854 = -15071241.617805 nChanged 22 SP:Iteration 50Q (9092.911363 sec): 3 clusters Score: Raw -15073538.059335 + Penalty 2294.297854 = -15071243.761482 nChanged 21 SP:Iteration 51Q (9093.129320 sec): 3 clusters Score: Raw -15073539.442270 + Penalty 2294.297854 = -15071245.144417 nChanged 16 SP:Iteration 52Q (9093.338532 sec): 3 clusters Score: Raw -15073540.964645 + Penalty 2294.297854 = -15071246.666792 nChanged 15 SP:Iteration 53Q (9093.557336 sec): 3 clusters Score: Raw -15073542.714142 + Penalty 2294.297854 = -15071248.416288 nChanged 19 SP:Iteration 54Q (9093.775544 sec): 3 clusters Score: Raw -15073544.557173 + Penalty 2294.297854 = -15071250.259320 nChanged 15 SP:Iteration 55Q (9093.993529 sec): 3 clusters Score: Raw -15073546.212665 + Penalty 2294.297854 = -15071251.914811 nChanged 17 SP:Iteration 56Q (9094.206121 sec): 3 clusters Score: Raw -15073547.895386 + Penalty 2294.297854 = -15071253.597532 nChanged 13 SP:Iteration 57Q (9094.414745 sec): 3 clusters Score: Raw -15073549.067813 + Penalty 2294.297854 = -15071254.769959 nChanged 10 SP:Iteration 58Q (9094.629493 sec): 3 clusters Score: Raw -15073549.862248 + Penalty 2294.297854 = -15071255.564394 nChanged 10 SP:Iteration 59Q (9094.860775 sec): 3 clusters Score: Raw -15073550.348879 + Penalty 2294.297854 = -15071256.051025 nChanged 5 SP:Iteration 60F (9095.114612 sec): 3 clusters Score: Raw -15073550.646831 + Penalty 2294.297854 = -15071256.348977 nChanged 6 SP:Iteration 61Q (9095.332196 sec): 3 clusters Score: Raw -15073551.096957 + Penalty 2294.297854 = -15071256.799103 nChanged 2 SP:Iteration 62Q (9095.551420 sec): 3 clusters Score: Raw -15073551.197924 + Penalty 2294.297854 = -15071256.900070 nChanged 4 SP:Iteration 63Q (9095.771927 sec): 3 clusters Score: Raw -15073551.423889 + Penalty 2294.297854 = -15071257.126035 nChanged 2 SP:Iteration 64Q (9095.986303 sec): 3 clusters Score: Raw -15073551.519723 + Penalty 2294.297854 = -15071257.221869 nChanged 1 SP:Iteration 65Q (9096.205209 sec): 3 clusters Score: Raw -15073551.540554 + Penalty 2294.297854 = -15071257.242700 nChanged 0 SP:Iteration 66F (9096.454255 sec): 3 clusters Score: Raw -15073551.540554 + Penalty 2294.297854 = -15071257.242700 nChanged 0 Trying to split cluster 33 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9096.475321 sec): 2 clusters Score: Raw -15787.817339 + Penalty 525.672001 = -15262.145338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9096.521255 sec): 3 clusters Score: Raw -15874.662414 + Penalty 1051.344003 = -14823.318411 nChanged 83 SP:Iteration 1F (9096.562019 sec): 3 clusters Score: Raw -16179.610041 + Penalty 1051.344003 = -15128.266038 nChanged 19 SP:Iteration 2F (9096.607879 sec): 3 clusters Score: Raw -16272.183663 + Penalty 1051.344003 = -15220.839660 nChanged 10 SP:Iteration 3Q (9096.637940 sec): 3 clusters Score: Raw -16295.281714 + Penalty 1051.344003 = -15243.937711 nChanged 8 SP:Iteration 4Q (9096.680302 sec): 3 clusters Score: Raw -16311.361499 + Penalty 1051.344003 = -15260.017496 nChanged 5 SP:Iteration 5Q (9096.711616 sec): 3 clusters Score: Raw -16322.377635 + Penalty 1051.344003 = -15271.033632 nChanged 5 SP:Iteration 6Q (9096.763709 sec): 3 clusters Score: Raw -16334.187674 + Penalty 1051.344003 = -15282.843671 nChanged 8 SP:Iteration 7Q (9096.793554 sec): 3 clusters Score: Raw -16346.368002 + Penalty 1051.344003 = -15295.023999 nChanged 6 SP:Iteration 8Q (9096.835308 sec): 3 clusters Score: Raw -16363.899379 + Penalty 1051.344003 = -15312.555376 nChanged 4 SP:Iteration 9Q (9096.871893 sec): 3 clusters Score: Raw -16374.339913 + Penalty 1051.344003 = -15322.995911 nChanged 2 SP:Iteration 10Q (9096.911497 sec): 3 clusters Score: Raw -16376.686181 + Penalty 1051.344003 = -15325.342178 nChanged 2 SP:Iteration 11Q (9096.942914 sec): 3 clusters Score: Raw -16383.159546 + Penalty 1051.344003 = -15331.815543 nChanged 0 SP:Iteration 12F (9096.984024 sec): 3 clusters Score: Raw -16383.159546 + Penalty 1051.344003 = -15331.815543 nChanged 0 Score: Raw -69575447.881648 + Penalty 57028.721351 = -69518419.160297 Splitting cluster 33 changes total score from -69519112.988630 to -69518419.160297 So it's not getting split. Trying to split cluster 34 (7734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9115.175310 sec): 2 clusters Score: Raw -637314.796810 + Penalty 850.571240 = -636464.225570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9115.213892 sec): 3 clusters Score: Raw -632829.483215 + Penalty 1701.142480 = -631128.340736 nChanged 3426 SP:Iteration 1F (9115.270779 sec): 3 clusters Score: Raw -634840.417280 + Penalty 1701.142480 = -633139.274800 nChanged 519 SP:Iteration 2F (9115.328001 sec): 3 clusters Score: Raw -635219.869684 + Penalty 1701.142480 = -633518.727205 nChanged 552 SP:Iteration 3F (9115.386144 sec): 3 clusters Score: Raw -635646.937736 + Penalty 1701.142480 = -633945.795256 nChanged 621 SP:Iteration 4F (9115.443517 sec): 3 clusters Score: Raw -636114.583186 + Penalty 1701.142480 = -634413.440706 nChanged 582 SP:Iteration 5F (9115.500665 sec): 3 clusters Score: Raw -636557.022199 + Penalty 1701.142480 = -634855.879720 nChanged 490 SP:Iteration 6F (9115.558445 sec): 3 clusters Score: Raw -636876.491791 + Penalty 1701.142480 = -635175.349311 nChanged 372 SP:Iteration 7Q (9115.616513 sec): 3 clusters Score: Raw -637061.517259 + Penalty 1701.142480 = -635360.374779 nChanged 263 SP:Iteration 8Q (9115.673276 sec): 3 clusters Score: Raw -637191.356999 + Penalty 1701.142480 = -635490.214519 nChanged 234 SP:Iteration 9Q (9115.730366 sec): 3 clusters Score: Raw -637314.929587 + Penalty 1701.142480 = -635613.787107 nChanged 188 SP:Iteration 10Q (9115.785097 sec): 3 clusters Score: Raw -637435.712103 + Penalty 1701.142480 = -635734.569623 nChanged 180 SP:Iteration 11Q (9115.842849 sec): 3 clusters Score: Raw -637545.296412 + Penalty 1701.142480 = -635844.153933 nChanged 152 SP:Iteration 12Q (9115.899748 sec): 3 clusters Score: Raw -637640.390828 + Penalty 1701.142480 = -635939.248348 nChanged 137 SP:Iteration 13Q (9115.956821 sec): 3 clusters Score: Raw -637723.164112 + Penalty 1701.142480 = -636022.021633 nChanged 124 SP:Iteration 14Q (9116.013993 sec): 3 clusters Score: Raw -637784.975613 + Penalty 1701.142480 = -636083.833133 nChanged 92 SP:Iteration 15Q (9116.071852 sec): 3 clusters Score: Raw -637827.023405 + Penalty 1701.142480 = -636125.880926 nChanged 84 SP:Iteration 16Q (9116.125887 sec): 3 clusters Score: Raw -637864.834736 + Penalty 1701.142480 = -636163.692256 nChanged 72 SP:Iteration 17Q (9116.178437 sec): 3 clusters Score: Raw -637897.179191 + Penalty 1701.142480 = -636196.036712 nChanged 54 SP:Iteration 18Q (9116.234672 sec): 3 clusters Score: Raw -637920.779618 + Penalty 1701.142480 = -636219.637139 nChanged 52 SP:Iteration 19Q (9116.286544 sec): 3 clusters Score: Raw -637940.484415 + Penalty 1701.142480 = -636239.341935 nChanged 50 SP:Iteration 20F (9116.338764 sec): 3 clusters Score: Raw -637958.359422 + Penalty 1701.142480 = -636257.216943 nChanged 48 SP:Iteration 21Q (9116.393102 sec): 3 clusters Score: Raw -637971.651205 + Penalty 1701.142480 = -636270.508726 nChanged 32 SP:Iteration 22Q (9116.455836 sec): 3 clusters Score: Raw -637978.363866 + Penalty 1701.142480 = -636277.221386 nChanged 29 SP:Iteration 23Q (9116.501348 sec): 3 clusters Score: Raw -637985.237552 + Penalty 1701.142480 = -636284.095073 nChanged 33 SP:Iteration 24Q (9116.557518 sec): 3 clusters Score: Raw -637993.345928 + Penalty 1701.142480 = -636292.203448 nChanged 24 SP:Iteration 25Q (9116.613615 sec): 3 clusters Score: Raw -637999.848244 + Penalty 1701.142480 = -636298.705764 nChanged 27 SP:Iteration 26Q (9116.669325 sec): 3 clusters Score: Raw -638006.545002 + Penalty 1701.142480 = -636305.402522 nChanged 24 SP:Iteration 27Q (9116.725335 sec): 3 clusters Score: Raw -638012.244443 + Penalty 1701.142480 = -636311.101963 nChanged 16 SP:Iteration 28Q (9116.781066 sec): 3 clusters Score: Raw -638015.408967 + Penalty 1701.142480 = -636314.266488 nChanged 14 SP:Iteration 29Q (9116.833886 sec): 3 clusters Score: Raw -638018.487781 + Penalty 1701.142480 = -636317.345301 nChanged 8 SP:Iteration 30Q (9116.890678 sec): 3 clusters Score: Raw -638019.479494 + Penalty 1701.142480 = -636318.337015 nChanged 8 SP:Iteration 31Q (9116.946755 sec): 3 clusters Score: Raw -638020.434665 + Penalty 1701.142480 = -636319.292185 nChanged 6 SP:Iteration 32Q (9117.002554 sec): 3 clusters Score: Raw -638021.841927 + Penalty 1701.142480 = -636320.699447 nChanged 4 SP:Iteration 33Q (9117.051106 sec): 3 clusters Score: Raw -638023.631013 + Penalty 1701.142480 = -636322.488534 nChanged 8 SP:Iteration 34Q (9117.107330 sec): 3 clusters Score: Raw -638025.886902 + Penalty 1701.142480 = -636324.744422 nChanged 8 SP:Iteration 35Q (9117.163407 sec): 3 clusters Score: Raw -638027.930360 + Penalty 1701.142480 = -636326.787881 nChanged 9 SP:Iteration 36Q (9117.219633 sec): 3 clusters Score: Raw -638030.097279 + Penalty 1701.142480 = -636328.954799 nChanged 7 SP:Iteration 37Q (9117.273576 sec): 3 clusters Score: Raw -638031.449875 + Penalty 1701.142480 = -636330.307395 nChanged 9 SP:Iteration 38Q (9117.331482 sec): 3 clusters Score: Raw -638033.041613 + Penalty 1701.142480 = -636331.899134 nChanged 3 SP:Iteration 39Q (9117.380352 sec): 3 clusters Score: Raw -638033.396336 + Penalty 1701.142480 = -636332.253856 nChanged 1 SP:Iteration 40F (9117.448903 sec): 3 clusters Score: Raw -638033.441820 + Penalty 1701.142480 = -636332.299340 nChanged 0 Trying to split cluster 35 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9117.476741 sec): 2 clusters Score: Raw -7552.208770 + Penalty 450.768552 = -7101.440218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9117.522905 sec): 3 clusters Score: Raw -7631.829739 + Penalty 901.537104 = -6730.292635 nChanged 14 SP:Iteration 1F (9117.574256 sec): 3 clusters Score: Raw -7695.366695 + Penalty 901.537104 = -6793.829591 nChanged 9 SP:Iteration 2F (9117.606231 sec): 3 clusters Score: Raw -7720.735325 + Penalty 901.537104 = -6819.198221 nChanged 3 SP:Iteration 3Q (9117.647629 sec): 3 clusters Score: Raw -7730.177846 + Penalty 901.537104 = -6828.640742 nChanged 3 SP:Iteration 4Q (9117.708451 sec): 3 clusters Score: Raw -7741.902530 + Penalty 901.537104 = -6840.365425 nChanged 0 SP:Iteration 5F (9117.754401 sec): 3 clusters Score: Raw -7741.902530 + Penalty 901.537104 = -6840.365425 nChanged 0 Trying to split cluster 36 (8245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9117.785383 sec): 2 clusters Score: Raw -690013.897834 + Penalty 856.649412 = -689157.248422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9117.845854 sec): 3 clusters Score: Raw -685199.998671 + Penalty 1713.298825 = -683486.699847 nChanged 3681 SP:Iteration 1F (9117.900331 sec): 3 clusters Score: Raw -687258.905585 + Penalty 1713.298825 = -685545.606760 nChanged 551 SP:Iteration 2F (9117.962035 sec): 3 clusters Score: Raw -687516.668268 + Penalty 1713.298825 = -685803.369444 nChanged 460 SP:Iteration 3F (9118.017233 sec): 3 clusters Score: Raw -687717.933420 + Penalty 1713.298825 = -686004.634596 nChanged 434 SP:Iteration 4F (9118.063815 sec): 3 clusters Score: Raw -687917.315000 + Penalty 1713.298825 = -686204.016176 nChanged 406 SP:Iteration 5Q (9118.133615 sec): 3 clusters Score: Raw -688120.398690 + Penalty 1713.298825 = -686407.099866 nChanged 387 SP:Iteration 6Q (9118.184133 sec): 3 clusters Score: Raw -688334.618564 + Penalty 1713.298825 = -686621.319739 nChanged 387 SP:Iteration 7Q (9118.240867 sec): 3 clusters Score: Raw -688601.160617 + Penalty 1713.298825 = -686887.861793 nChanged 421 SP:Iteration 8F (9118.296548 sec): 3 clusters Score: Raw -688929.897522 + Penalty 1713.298825 = -687216.598698 nChanged 384 SP:Iteration 9Q (9118.360499 sec): 3 clusters Score: Raw -689242.765804 + Penalty 1713.298825 = -687529.466979 nChanged 322 SP:Iteration 10Q (9118.411795 sec): 3 clusters Score: Raw -689529.959820 + Penalty 1713.298825 = -687816.660995 nChanged 242 SP:Iteration 11Q (9118.467534 sec): 3 clusters Score: Raw -689750.819291 + Penalty 1713.298825 = -688037.520466 nChanged 164 SP:Iteration 12Q (9118.532972 sec): 3 clusters Score: Raw -689880.415597 + Penalty 1713.298825 = -688167.116772 nChanged 101 SP:Iteration 13Q (9118.585044 sec): 3 clusters Score: Raw -689957.292711 + Penalty 1713.298825 = -688243.993886 nChanged 81 SP:Iteration 14Q (9118.640015 sec): 3 clusters Score: Raw -690020.946991 + Penalty 1713.298825 = -688307.648166 nChanged 66 SP:Iteration 15Q (9118.692943 sec): 3 clusters Score: Raw -690066.074748 + Penalty 1713.298825 = -688352.775923 nChanged 45 SP:Iteration 16Q (9118.738052 sec): 3 clusters Score: Raw -690100.510090 + Penalty 1713.298825 = -688387.211266 nChanged 42 SP:Iteration 17Q (9118.804336 sec): 3 clusters Score: Raw -690132.662773 + Penalty 1713.298825 = -688419.363948 nChanged 30 SP:Iteration 18Q (9118.847915 sec): 3 clusters Score: Raw -690150.334280 + Penalty 1713.298825 = -688437.035455 nChanged 20 SP:Iteration 19Q (9118.908818 sec): 3 clusters Score: Raw -690169.028072 + Penalty 1713.298825 = -688455.729248 nChanged 25 SP:Iteration 20F (9118.958743 sec): 3 clusters Score: Raw -690185.322719 + Penalty 1713.298825 = -688472.023895 nChanged 20 SP:Iteration 21Q (9119.026199 sec): 3 clusters Score: Raw -690195.103216 + Penalty 1713.298825 = -688481.804391 nChanged 14 SP:Iteration 22Q (9119.068813 sec): 3 clusters Score: Raw -690205.864684 + Penalty 1713.298825 = -688492.565859 nChanged 17 SP:Iteration 23Q (9119.130770 sec): 3 clusters Score: Raw -690213.371424 + Penalty 1713.298825 = -688500.072600 nChanged 14 SP:Iteration 24Q (9119.171073 sec): 3 clusters Score: Raw -690223.725246 + Penalty 1713.298825 = -688510.426422 nChanged 10 SP:Iteration 25Q (9119.232834 sec): 3 clusters Score: Raw -690232.824923 + Penalty 1713.298825 = -688519.526098 nChanged 10 SP:Iteration 26Q (9119.279021 sec): 3 clusters Score: Raw -690238.651216 + Penalty 1713.298825 = -688525.352391 nChanged 6 SP:Iteration 27Q (9119.337187 sec): 3 clusters Score: Raw -690240.448788 + Penalty 1713.298825 = -688527.149963 nChanged 6 SP:Iteration 28Q (9119.386288 sec): 3 clusters Score: Raw -690244.370309 + Penalty 1713.298825 = -688531.071485 nChanged 3 SP:Iteration 29Q (9119.443531 sec): 3 clusters Score: Raw -690245.560822 + Penalty 1713.298825 = -688532.261998 nChanged 3 SP:Iteration 30Q (9119.499017 sec): 3 clusters Score: Raw -690247.058717 + Penalty 1713.298825 = -688533.759893 nChanged 0 SP:Iteration 31F (9119.567224 sec): 3 clusters Score: Raw -690247.058717 + Penalty 1713.298825 = -688533.759893 nChanged 0 Trying to split cluster 37 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9119.610947 sec): 2 clusters Score: Raw -1393920.095522 + Penalty 919.692037 = -1393000.403486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9119.681085 sec): 3 clusters Score: Raw -1384120.782294 + Penalty 1839.384073 = -1382281.398221 nChanged 7308 SP:Iteration 1F (9119.740662 sec): 3 clusters Score: Raw -1388393.987958 + Penalty 1839.384073 = -1386554.603885 nChanged 930 SP:Iteration 2F (9119.816081 sec): 3 clusters Score: Raw -1388915.982712 + Penalty 1839.384073 = -1387076.598639 nChanged 997 SP:Iteration 3F (9119.877761 sec): 3 clusters Score: Raw -1389591.139867 + Penalty 1839.384073 = -1387751.755794 nChanged 1065 SP:Iteration 4F (9119.954395 sec): 3 clusters Score: Raw -1390330.048648 + Penalty 1839.384073 = -1388490.664575 nChanged 1026 SP:Iteration 5F (9120.021671 sec): 3 clusters Score: Raw -1390970.077072 + Penalty 1839.384073 = -1389130.692999 nChanged 903 SP:Iteration 6F (9120.087692 sec): 3 clusters Score: Raw -1391488.010145 + Penalty 1839.384073 = -1389648.626072 nChanged 724 SP:Iteration 7Q (9120.144052 sec): 3 clusters Score: Raw -1391858.966645 + Penalty 1839.384073 = -1390019.582572 nChanged 600 SP:Iteration 8Q (9120.209668 sec): 3 clusters Score: Raw -1392138.007041 + Penalty 1839.384073 = -1390298.622968 nChanged 508 SP:Iteration 9Q (9120.275347 sec): 3 clusters Score: Raw -1392361.536703 + Penalty 1839.384073 = -1390522.152630 nChanged 419 SP:Iteration 10Q (9120.336985 sec): 3 clusters Score: Raw -1392540.826488 + Penalty 1839.384073 = -1390701.442415 nChanged 393 SP:Iteration 11Q (9120.413991 sec): 3 clusters Score: Raw -1392700.709378 + Penalty 1839.384073 = -1390861.325305 nChanged 337 SP:Iteration 12Q (9120.470876 sec): 3 clusters Score: Raw -1392813.106783 + Penalty 1839.384073 = -1390973.722709 nChanged 236 SP:Iteration 13Q (9120.535184 sec): 3 clusters Score: Raw -1392872.373762 + Penalty 1839.384073 = -1391032.989689 nChanged 188 SP:Iteration 14Q (9120.601289 sec): 3 clusters Score: Raw -1392913.191945 + Penalty 1839.384073 = -1391073.807871 nChanged 164 SP:Iteration 15Q (9120.679433 sec): 3 clusters Score: Raw -1392950.495200 + Penalty 1839.384073 = -1391111.111126 nChanged 150 SP:Iteration 16Q (9120.735032 sec): 3 clusters Score: Raw -1392984.716780 + Penalty 1839.384073 = -1391145.332707 nChanged 151 SP:Iteration 17Q (9120.791978 sec): 3 clusters Score: Raw -1393021.439658 + Penalty 1839.384073 = -1391182.055585 nChanged 141 SP:Iteration 18Q (9120.859886 sec): 3 clusters Score: Raw -1393051.493619 + Penalty 1839.384073 = -1391212.109546 nChanged 120 SP:Iteration 19Q (9120.922992 sec): 3 clusters Score: Raw -1393068.652650 + Penalty 1839.384073 = -1391229.268577 nChanged 86 SP:Iteration 20F (9120.980049 sec): 3 clusters Score: Raw -1393080.361628 + Penalty 1839.384073 = -1391240.977555 nChanged 78 SP:Iteration 21Q (9121.045338 sec): 3 clusters Score: Raw -1393088.937943 + Penalty 1839.384073 = -1391249.553869 nChanged 70 SP:Iteration 22Q (9121.103905 sec): 3 clusters Score: Raw -1393097.147776 + Penalty 1839.384073 = -1391257.763703 nChanged 78 SP:Iteration 23Q (9121.171786 sec): 3 clusters Score: Raw -1393106.560938 + Penalty 1839.384073 = -1391267.176865 nChanged 57 SP:Iteration 24Q (9121.250903 sec): 3 clusters Score: Raw -1393113.088622 + Penalty 1839.384073 = -1391273.704549 nChanged 51 SP:Iteration 25Q (9121.319487 sec): 3 clusters Score: Raw -1393118.944237 + Penalty 1839.384073 = -1391279.560164 nChanged 63 SP:Iteration 26Q (9121.382030 sec): 3 clusters Score: Raw -1393126.422533 + Penalty 1839.384073 = -1391287.038460 nChanged 60 SP:Iteration 27Q (9121.441277 sec): 3 clusters Score: Raw -1393132.620634 + Penalty 1839.384073 = -1391293.236561 nChanged 33 SP:Iteration 28Q (9121.500970 sec): 3 clusters Score: Raw -1393136.449576 + Penalty 1839.384073 = -1391297.065503 nChanged 29 SP:Iteration 29Q (9121.577558 sec): 3 clusters Score: Raw -1393138.759914 + Penalty 1839.384073 = -1391299.375840 nChanged 28 SP:Iteration 30Q (9121.634712 sec): 3 clusters Score: Raw -1393140.787730 + Penalty 1839.384073 = -1391301.403657 nChanged 25 SP:Iteration 31Q (9121.697358 sec): 3 clusters Score: Raw -1393143.135400 + Penalty 1839.384073 = -1391303.751327 nChanged 36 SP:Iteration 32Q (9121.768344 sec): 3 clusters Score: Raw -1393145.574451 + Penalty 1839.384073 = -1391306.190378 nChanged 39 SP:Iteration 33Q (9121.838406 sec): 3 clusters Score: Raw -1393147.604747 + Penalty 1839.384073 = -1391308.220674 nChanged 27 SP:Iteration 34Q (9121.909120 sec): 3 clusters Score: Raw -1393149.138164 + Penalty 1839.384073 = -1391309.754091 nChanged 27 SP:Iteration 35Q (9121.966081 sec): 3 clusters Score: Raw -1393150.840608 + Penalty 1839.384073 = -1391311.456535 nChanged 27 SP:Iteration 36Q (9122.043975 sec): 3 clusters Score: Raw -1393152.070764 + Penalty 1839.384073 = -1391312.686690 nChanged 23 SP:Iteration 37Q (9122.104018 sec): 3 clusters Score: Raw -1393153.353527 + Penalty 1839.384073 = -1391313.969454 nChanged 21 SP:Iteration 38Q (9122.172750 sec): 3 clusters Score: Raw -1393154.957722 + Penalty 1839.384073 = -1391315.573649 nChanged 22 SP:Iteration 39Q (9122.247713 sec): 3 clusters Score: Raw -1393156.675873 + Penalty 1839.384073 = -1391317.291800 nChanged 26 SP:Iteration 40F (9122.299683 sec): 3 clusters Score: Raw -1393158.290480 + Penalty 1839.384073 = -1391318.906407 nChanged 27 SP:Iteration 41Q (9122.373658 sec): 3 clusters Score: Raw -1393159.766392 + Penalty 1839.384073 = -1391320.382319 nChanged 26 SP:Iteration 42Q (9122.442342 sec): 3 clusters Score: Raw -1393161.646242 + Penalty 1839.384073 = -1391322.262169 nChanged 23 SP:Iteration 43Q (9122.502051 sec): 3 clusters Score: Raw -1393163.589264 + Penalty 1839.384073 = -1391324.205190 nChanged 24 SP:Iteration 44Q (9122.567851 sec): 3 clusters Score: Raw -1393165.283355 + Penalty 1839.384073 = -1391325.899282 nChanged 21 SP:Iteration 45Q (9122.644020 sec): 3 clusters Score: Raw -1393166.524411 + Penalty 1839.384073 = -1391327.140338 nChanged 18 SP:Iteration 46Q (9122.703737 sec): 3 clusters Score: Raw -1393167.517647 + Penalty 1839.384073 = -1391328.133574 nChanged 18 SP:Iteration 47Q (9122.782840 sec): 3 clusters Score: Raw -1393168.271945 + Penalty 1839.384073 = -1391328.887872 nChanged 16 SP:Iteration 48Q (9122.849168 sec): 3 clusters Score: Raw -1393168.895113 + Penalty 1839.384073 = -1391329.511040 nChanged 12 SP:Iteration 49Q (9122.918304 sec): 3 clusters Score: Raw -1393169.466194 + Penalty 1839.384073 = -1391330.082121 nChanged 9 SP:Iteration 50Q (9122.975875 sec): 3 clusters Score: Raw -1393170.059833 + Penalty 1839.384073 = -1391330.675759 nChanged 12 SP:Iteration 51Q (9123.042812 sec): 3 clusters Score: Raw -1393170.882909 + Penalty 1839.384073 = -1391331.498836 nChanged 13 SP:Iteration 52Q (9123.113574 sec): 3 clusters Score: Raw -1393171.517875 + Penalty 1839.384073 = -1391332.133802 nChanged 14 SP:Iteration 53Q (9123.189963 sec): 3 clusters Score: Raw -1393172.413488 + Penalty 1839.384073 = -1391333.029415 nChanged 16 SP:Iteration 54Q (9123.243718 sec): 3 clusters Score: Raw -1393173.666020 + Penalty 1839.384073 = -1391334.281947 nChanged 17 SP:Iteration 55Q (9123.314955 sec): 3 clusters Score: Raw -1393174.584013 + Penalty 1839.384073 = -1391335.199940 nChanged 15 SP:Iteration 56Q (9123.371303 sec): 3 clusters Score: Raw -1393175.387057 + Penalty 1839.384073 = -1391336.002984 nChanged 10 SP:Iteration 57Q (9123.441847 sec): 3 clusters Score: Raw -1393176.003330 + Penalty 1839.384073 = -1391336.619256 nChanged 10 SP:Iteration 58Q (9123.510341 sec): 3 clusters Score: Raw -1393176.488096 + Penalty 1839.384073 = -1391337.104023 nChanged 8 SP:Iteration 59Q (9123.570104 sec): 3 clusters Score: Raw -1393176.948155 + Penalty 1839.384073 = -1391337.564082 nChanged 9 SP:Iteration 60F (9123.634865 sec): 3 clusters Score: Raw -1393177.403176 + Penalty 1839.384073 = -1391338.019103 nChanged 12 SP:Iteration 61Q (9123.694491 sec): 3 clusters Score: Raw -1393178.114632 + Penalty 1839.384073 = -1391338.730559 nChanged 15 SP:Iteration 62Q (9123.755051 sec): 3 clusters Score: Raw -1393179.445046 + Penalty 1839.384073 = -1391340.060972 nChanged 21 SP:Iteration 63Q (9123.819076 sec): 3 clusters Score: Raw -1393180.949117 + Penalty 1839.384073 = -1391341.565044 nChanged 19 SP:Iteration 64Q (9123.872846 sec): 3 clusters Score: Raw -1393182.132587 + Penalty 1839.384073 = -1391342.748514 nChanged 22 SP:Iteration 65Q (9123.943490 sec): 3 clusters Score: Raw -1393183.139538 + Penalty 1839.384073 = -1391343.755465 nChanged 24 SP:Iteration 66Q (9124.014534 sec): 3 clusters Score: Raw -1393184.353336 + Penalty 1839.384073 = -1391344.969263 nChanged 11 SP:Iteration 67Q (9124.084143 sec): 3 clusters Score: Raw -1393184.981984 + Penalty 1839.384073 = -1391345.597910 nChanged 13 SP:Iteration 68Q (9124.149630 sec): 3 clusters Score: Raw -1393185.525303 + Penalty 1839.384073 = -1391346.141230 nChanged 9 SP:Iteration 69Q (9124.211715 sec): 3 clusters Score: Raw -1393185.864346 + Penalty 1839.384073 = -1391346.480273 nChanged 10 SP:Iteration 70Q (9124.291523 sec): 3 clusters Score: Raw -1393186.373828 + Penalty 1839.384073 = -1391346.989755 nChanged 12 SP:Iteration 71Q (9124.355210 sec): 3 clusters Score: Raw -1393186.852367 + Penalty 1839.384073 = -1391347.468294 nChanged 7 SP:Iteration 72Q (9124.410362 sec): 3 clusters Score: Raw -1393187.249722 + Penalty 1839.384073 = -1391347.865649 nChanged 12 SP:Iteration 73Q (9124.490496 sec): 3 clusters Score: Raw -1393187.916226 + Penalty 1839.384073 = -1391348.532153 nChanged 15 SP:Iteration 74Q (9124.549458 sec): 3 clusters Score: Raw -1393188.597715 + Penalty 1839.384073 = -1391349.213641 nChanged 12 SP:Iteration 75Q (9124.616917 sec): 3 clusters Score: Raw -1393189.247670 + Penalty 1839.384073 = -1391349.863596 nChanged 12 SP:Iteration 76Q (9124.647790 sec): 3 clusters Score: Raw -1393189.651006 + Penalty 1839.384073 = -1391350.266933 nChanged 6 SP:Iteration 77Q (9124.679253 sec): 3 clusters Score: Raw -1393189.984519 + Penalty 1839.384073 = -1391350.600446 nChanged 9 SP:Iteration 78Q (9124.725972 sec): 3 clusters Score: Raw -1393190.549503 + Penalty 1839.384073 = -1391351.165430 nChanged 11 SP:Iteration 79Q (9124.754317 sec): 3 clusters Score: Raw -1393191.090553 + Penalty 1839.384073 = -1391351.706479 nChanged 6 SP:Iteration 80F (9124.786376 sec): 3 clusters Score: Raw -1393191.536218 + Penalty 1839.384073 = -1391352.152145 nChanged 5 SP:Iteration 81Q (9124.817678 sec): 3 clusters Score: Raw -1393191.680291 + Penalty 1839.384073 = -1391352.296218 nChanged 5 SP:Iteration 82Q (9124.849026 sec): 3 clusters Score: Raw -1393191.856119 + Penalty 1839.384073 = -1391352.472046 nChanged 8 SP:Iteration 83Q (9124.895906 sec): 3 clusters Score: Raw -1393192.187878 + Penalty 1839.384073 = -1391352.803805 nChanged 7 SP:Iteration 84Q (9124.972327 sec): 3 clusters Score: Raw -1393192.620641 + Penalty 1839.384073 = -1391353.236568 nChanged 6 SP:Iteration 85Q (9125.040901 sec): 3 clusters Score: Raw -1393193.010529 + Penalty 1839.384073 = -1391353.626456 nChanged 8 SP:Iteration 86Q (9125.109517 sec): 3 clusters Score: Raw -1393193.535584 + Penalty 1839.384073 = -1391354.151511 nChanged 11 SP:Iteration 87Q (9125.169311 sec): 3 clusters Score: Raw -1393194.020076 + Penalty 1839.384073 = -1391354.636003 nChanged 12 SP:Iteration 88Q (9125.193034 sec): 3 clusters Score: Raw -1393194.637674 + Penalty 1839.384073 = -1391355.253601 nChanged 12 SP:Iteration 89Q (9125.271463 sec): 3 clusters Score: Raw -1393195.247488 + Penalty 1839.384073 = -1391355.863415 nChanged 9 SP:Iteration 90Q (9125.330021 sec): 3 clusters Score: Raw -1393195.588735 + Penalty 1839.384073 = -1391356.204661 nChanged 8 SP:Iteration 91Q (9125.397514 sec): 3 clusters Score: Raw -1393195.884757 + Penalty 1839.384073 = -1391356.500684 nChanged 5 SP:Iteration 92Q (9125.471128 sec): 3 clusters Score: Raw -1393196.120429 + Penalty 1839.384073 = -1391356.736356 nChanged 8 SP:Iteration 93Q (9125.529708 sec): 3 clusters Score: Raw -1393196.409408 + Penalty 1839.384073 = -1391357.025335 nChanged 10 SP:Iteration 94Q (9125.606357 sec): 3 clusters Score: Raw -1393196.884198 + Penalty 1839.384073 = -1391357.500125 nChanged 12 SP:Iteration 95Q (9125.662011 sec): 3 clusters Score: Raw -1393197.636515 + Penalty 1839.384073 = -1391358.252442 nChanged 15 SP:Iteration 96Q (9125.727873 sec): 3 clusters Score: Raw -1393198.402944 + Penalty 1839.384073 = -1391359.018871 nChanged 8 SP:Iteration 97Q (9125.790278 sec): 3 clusters Score: Raw -1393198.865182 + Penalty 1839.384073 = -1391359.481109 nChanged 11 SP:Iteration 98Q (9125.841637 sec): 3 clusters Score: Raw -1393199.354979 + Penalty 1839.384073 = -1391359.970906 nChanged 9 SP:Iteration 99Q (9125.907001 sec): 3 clusters Score: Raw -1393199.701649 + Penalty 1839.384073 = -1391360.317576 nChanged 8 SP:Iteration 100F (9125.973021 sec): 3 clusters Score: Raw -1393199.979098 + Penalty 1839.384073 = -1391360.595025 nChanged 6 SP:Iteration 101Q (9126.029782 sec): 3 clusters Score: Raw -1393200.292576 + Penalty 1839.384073 = -1391360.908503 nChanged 5 SP:Iteration 102Q (9126.093238 sec): 3 clusters Score: Raw -1393200.542531 + Penalty 1839.384073 = -1391361.158457 nChanged 7 SP:Iteration 103Q (9126.143396 sec): 3 clusters Score: Raw -1393200.861024 + Penalty 1839.384073 = -1391361.476951 nChanged 6 SP:Iteration 104Q (9126.210050 sec): 3 clusters Score: Raw -1393201.395396 + Penalty 1839.384073 = -1391362.011322 nChanged 8 SP:Iteration 105Q (9126.267140 sec): 3 clusters Score: Raw -1393201.869986 + Penalty 1839.384073 = -1391362.485912 nChanged 11 SP:Iteration 106Q (9126.329729 sec): 3 clusters Score: Raw -1393202.536312 + Penalty 1839.384073 = -1391363.152239 nChanged 15 SP:Iteration 107Q (9126.386308 sec): 3 clusters Score: Raw -1393203.528032 + Penalty 1839.384073 = -1391364.143959 nChanged 20 SP:Iteration 108Q (9126.440722 sec): 3 clusters Score: Raw -1393205.361074 + Penalty 1839.384073 = -1391365.977001 nChanged 25 SP:Iteration 109Q (9126.512537 sec): 3 clusters Score: Raw -1393207.243539 + Penalty 1839.384073 = -1391367.859466 nChanged 28 SP:Iteration 110Q (9126.572445 sec): 3 clusters Score: Raw -1393209.273559 + Penalty 1839.384073 = -1391369.889486 nChanged 20 SP:Iteration 111Q (9126.632817 sec): 3 clusters Score: Raw -1393211.043732 + Penalty 1839.384073 = -1391371.659659 nChanged 26 SP:Iteration 112Q (9126.694682 sec): 3 clusters Score: Raw -1393213.138848 + Penalty 1839.384073 = -1391373.754775 nChanged 27 SP:Iteration 113Q (9126.750709 sec): 3 clusters Score: Raw -1393215.252047 + Penalty 1839.384073 = -1391375.867974 nChanged 25 SP:Iteration 114Q (9126.817145 sec): 3 clusters Score: Raw -1393217.381273 + Penalty 1839.384073 = -1391377.997200 nChanged 30 SP:Iteration 115Q (9126.878824 sec): 3 clusters Score: Raw -1393220.853150 + Penalty 1839.384073 = -1391381.469077 nChanged 27 SP:Iteration 116Q (9126.934708 sec): 3 clusters Score: Raw -1393223.240284 + Penalty 1839.384073 = -1391383.856211 nChanged 29 SP:Iteration 117Q (9126.991512 sec): 3 clusters Score: Raw -1393225.407254 + Penalty 1839.384073 = -1391386.023181 nChanged 28 SP:Iteration 118Q (9127.055137 sec): 3 clusters Score: Raw -1393227.350540 + Penalty 1839.384073 = -1391387.966467 nChanged 21 SP:Iteration 119Q (9127.119737 sec): 3 clusters Score: Raw -1393228.789330 + Penalty 1839.384073 = -1391389.405256 nChanged 23 SP:Iteration 120F (9127.178454 sec): 3 clusters Score: Raw -1393229.922516 + Penalty 1839.384073 = -1391390.538443 nChanged 16 SP:Iteration 121Q (9127.234689 sec): 3 clusters Score: Raw -1393231.450573 + Penalty 1839.384073 = -1391392.066500 nChanged 25 SP:Iteration 122Q (9127.287443 sec): 3 clusters Score: Raw -1393234.011712 + Penalty 1839.384073 = -1391394.627639 nChanged 25 SP:Iteration 123Q (9127.350645 sec): 3 clusters Score: Raw -1393235.765127 + Penalty 1839.384073 = -1391396.381054 nChanged 18 SP:Iteration 124Q (9127.415757 sec): 3 clusters Score: Raw -1393236.713354 + Penalty 1839.384073 = -1391397.329281 nChanged 18 SP:Iteration 125Q (9127.485049 sec): 3 clusters Score: Raw -1393237.764683 + Penalty 1839.384073 = -1391398.380610 nChanged 20 SP:Iteration 126Q (9127.549304 sec): 3 clusters Score: Raw -1393239.033405 + Penalty 1839.384073 = -1391399.649331 nChanged 14 SP:Iteration 127Q (9127.610560 sec): 3 clusters Score: Raw -1393240.366883 + Penalty 1839.384073 = -1391400.982810 nChanged 16 SP:Iteration 128Q (9127.676626 sec): 3 clusters Score: Raw -1393241.907454 + Penalty 1839.384073 = -1391402.523381 nChanged 27 SP:Iteration 129Q (9127.739012 sec): 3 clusters Score: Raw -1393244.292552 + Penalty 1839.384073 = -1391404.908479 nChanged 21 SP:Iteration 130Q (9127.809980 sec): 3 clusters Score: Raw -1393245.738594 + Penalty 1839.384073 = -1391406.354521 nChanged 20 SP:Iteration 131Q (9127.855891 sec): 3 clusters Score: Raw -1393247.043736 + Penalty 1839.384073 = -1391407.659663 nChanged 20 SP:Iteration 132Q (9127.917971 sec): 3 clusters Score: Raw -1393248.487758 + Penalty 1839.384073 = -1391409.103685 nChanged 17 SP:Iteration 133Q (9127.986909 sec): 3 clusters Score: Raw -1393249.713626 + Penalty 1839.384073 = -1391410.329552 nChanged 16 SP:Iteration 134Q (9128.046216 sec): 3 clusters Score: Raw -1393250.542093 + Penalty 1839.384073 = -1391411.158020 nChanged 12 SP:Iteration 135Q (9128.121735 sec): 3 clusters Score: Raw -1393251.136061 + Penalty 1839.384073 = -1391411.751987 nChanged 14 SP:Iteration 136Q (9128.169751 sec): 3 clusters Score: Raw -1393251.818962 + Penalty 1839.384073 = -1391412.434889 nChanged 16 SP:Iteration 137Q (9128.237561 sec): 3 clusters Score: Raw -1393252.533245 + Penalty 1839.384073 = -1391413.149172 nChanged 13 SP:Iteration 138Q (9128.296073 sec): 3 clusters Score: Raw -1393253.055831 + Penalty 1839.384073 = -1391413.671758 nChanged 15 SP:Iteration 139Q (9128.356171 sec): 3 clusters Score: Raw -1393253.720817 + Penalty 1839.384073 = -1391414.336744 nChanged 9 SP:Iteration 140F (9128.433058 sec): 3 clusters Score: Raw -1393254.034372 + Penalty 1839.384073 = -1391414.650299 nChanged 8 SP:Iteration 141Q (9128.488421 sec): 3 clusters Score: Raw -1393254.370426 + Penalty 1839.384073 = -1391414.986353 nChanged 7 SP:Iteration 142Q (9128.544424 sec): 3 clusters Score: Raw -1393254.669822 + Penalty 1839.384073 = -1391415.285749 nChanged 8 SP:Iteration 143Q (9128.594606 sec): 3 clusters Score: Raw -1393254.948099 + Penalty 1839.384073 = -1391415.564026 nChanged 12 SP:Iteration 144Q (9128.647152 sec): 3 clusters Score: Raw -1393255.589927 + Penalty 1839.384073 = -1391416.205854 nChanged 14 SP:Iteration 145Q (9128.714485 sec): 3 clusters Score: Raw -1393256.162179 + Penalty 1839.384073 = -1391416.778106 nChanged 10 SP:Iteration 146Q (9128.775252 sec): 3 clusters Score: Raw -1393256.566280 + Penalty 1839.384073 = -1391417.182207 nChanged 9 SP:Iteration 147Q (9128.829833 sec): 3 clusters Score: Raw -1393257.030802 + Penalty 1839.384073 = -1391417.646728 nChanged 12 SP:Iteration 148Q (9128.888004 sec): 3 clusters Score: Raw -1393257.752640 + Penalty 1839.384073 = -1391418.368567 nChanged 13 SP:Iteration 149Q (9128.944655 sec): 3 clusters Score: Raw -1393258.387272 + Penalty 1839.384073 = -1391419.003199 nChanged 11 SP:Iteration 150Q (9129.004458 sec): 3 clusters Score: Raw -1393258.922032 + Penalty 1839.384073 = -1391419.537959 nChanged 10 SP:Iteration 151Q (9129.069798 sec): 3 clusters Score: Raw -1393259.368762 + Penalty 1839.384073 = -1391419.984689 nChanged 12 SP:Iteration 152Q (9129.137031 sec): 3 clusters Score: Raw -1393259.943173 + Penalty 1839.384073 = -1391420.559100 nChanged 16 SP:Iteration 153Q (9129.201064 sec): 3 clusters Score: Raw -1393261.154966 + Penalty 1839.384073 = -1391421.770893 nChanged 19 SP:Iteration 154Q (9129.261129 sec): 3 clusters Score: Raw -1393262.369953 + Penalty 1839.384073 = -1391422.985880 nChanged 18 SP:Iteration 155Q (9129.327710 sec): 3 clusters Score: Raw -1393263.352672 + Penalty 1839.384073 = -1391423.968599 nChanged 13 SP:Iteration 156Q (9129.395105 sec): 3 clusters Score: Raw -1393264.139008 + Penalty 1839.384073 = -1391424.754935 nChanged 12 SP:Iteration 157Q (9129.455733 sec): 3 clusters Score: Raw -1393264.794582 + Penalty 1839.384073 = -1391425.410509 nChanged 16 SP:Iteration 158Q (9129.513156 sec): 3 clusters Score: Raw -1393265.613525 + Penalty 1839.384073 = -1391426.229452 nChanged 13 SP:Iteration 159Q (9129.573347 sec): 3 clusters Score: Raw -1393266.587627 + Penalty 1839.384073 = -1391427.203554 nChanged 13 SP:Iteration 160F (9129.637397 sec): 3 clusters Score: Raw -1393267.457952 + Penalty 1839.384073 = -1391428.073878 nChanged 14 SP:Iteration 161Q (9129.707902 sec): 3 clusters Score: Raw -1393268.113464 + Penalty 1839.384073 = -1391428.729391 nChanged 14 SP:Iteration 162Q (9129.769349 sec): 3 clusters Score: Raw -1393268.821576 + Penalty 1839.384073 = -1391429.437503 nChanged 14 SP:Iteration 163Q (9129.836793 sec): 3 clusters Score: Raw -1393269.726801 + Penalty 1839.384073 = -1391430.342728 nChanged 19 SP:Iteration 164Q (9129.900215 sec): 3 clusters Score: Raw -1393270.854878 + Penalty 1839.384073 = -1391431.470804 nChanged 14 SP:Iteration 165Q (9129.961324 sec): 3 clusters Score: Raw -1393271.552403 + Penalty 1839.384073 = -1391432.168330 nChanged 14 SP:Iteration 166Q (9130.008182 sec): 3 clusters Score: Raw -1393272.468123 + Penalty 1839.384073 = -1391433.084050 nChanged 17 SP:Iteration 167Q (9130.077415 sec): 3 clusters Score: Raw -1393273.885276 + Penalty 1839.384073 = -1391434.501203 nChanged 23 SP:Iteration 168Q (9130.136505 sec): 3 clusters Score: Raw -1393276.519445 + Penalty 1839.384073 = -1391437.135372 nChanged 33 SP:Iteration 169Q (9130.194895 sec): 3 clusters Score: Raw -1393279.820069 + Penalty 1839.384073 = -1391440.435995 nChanged 39 SP:Iteration 170Q (9130.255019 sec): 3 clusters Score: Raw -1393284.052603 + Penalty 1839.384073 = -1391444.668530 nChanged 45 SP:Iteration 171Q (9130.305698 sec): 3 clusters Score: Raw -1393288.353393 + Penalty 1839.384073 = -1391448.969320 nChanged 37 SP:Iteration 172Q (9130.368841 sec): 3 clusters Score: Raw -1393291.768449 + Penalty 1839.384073 = -1391452.384376 nChanged 51 SP:Iteration 173Q (9130.434758 sec): 3 clusters Score: Raw -1393297.601441 + Penalty 1839.384073 = -1391458.217367 nChanged 54 SP:Iteration 174Q (9130.492193 sec): 3 clusters Score: Raw -1393302.559328 + Penalty 1839.384073 = -1391463.175255 nChanged 43 SP:Iteration 175Q (9130.553840 sec): 3 clusters Score: Raw -1393307.444988 + Penalty 1839.384073 = -1391468.060915 nChanged 55 SP:Iteration 176Q (9130.628683 sec): 3 clusters Score: Raw -1393312.906530 + Penalty 1839.384073 = -1391473.522457 nChanged 52 SP:Iteration 177Q (9130.679026 sec): 3 clusters Score: Raw -1393318.883562 + Penalty 1839.384073 = -1391479.499489 nChanged 59 SP:Iteration 178Q (9130.745516 sec): 3 clusters Score: Raw -1393325.194859 + Penalty 1839.384073 = -1391485.810786 nChanged 51 SP:Iteration 179Q (9130.793627 sec): 3 clusters Score: Raw -1393330.647655 + Penalty 1839.384073 = -1391491.263582 nChanged 60 SP:Iteration 180F (9130.869978 sec): 3 clusters Score: Raw -1393337.539697 + Penalty 1839.384073 = -1391498.155624 nChanged 51 SP:Iteration 181Q (9130.929977 sec): 3 clusters Score: Raw -1393342.427351 + Penalty 1839.384073 = -1391503.043278 nChanged 39 SP:Iteration 182Q (9130.999565 sec): 3 clusters Score: Raw -1393346.084101 + Penalty 1839.384073 = -1391506.700028 nChanged 44 SP:Iteration 183Q (9131.063524 sec): 3 clusters Score: Raw -1393349.795354 + Penalty 1839.384073 = -1391510.411281 nChanged 40 SP:Iteration 184Q (9131.129691 sec): 3 clusters Score: Raw -1393354.427668 + Penalty 1839.384073 = -1391515.043595 nChanged 51 SP:Iteration 185Q (9131.182890 sec): 3 clusters Score: Raw -1393360.449448 + Penalty 1839.384073 = -1391521.065374 nChanged 62 SP:Iteration 186Q (9131.249965 sec): 3 clusters Score: Raw -1393367.782069 + Penalty 1839.384073 = -1391528.397996 nChanged 57 SP:Iteration 187Q (9131.316260 sec): 3 clusters Score: Raw -1393375.540645 + Penalty 1839.384073 = -1391536.156572 nChanged 62 SP:Iteration 188Q (9131.375884 sec): 3 clusters Score: Raw -1393385.860342 + Penalty 1839.384073 = -1391546.476269 nChanged 73 SP:Iteration 189Q (9131.442791 sec): 3 clusters Score: Raw -1393396.755497 + Penalty 1839.384073 = -1391557.371424 nChanged 60 SP:Iteration 190Q (9131.497861 sec): 3 clusters Score: Raw -1393404.423431 + Penalty 1839.384073 = -1391565.039358 nChanged 58 SP:Iteration 191Q (9131.563702 sec): 3 clusters Score: Raw -1393410.792383 + Penalty 1839.384073 = -1391571.408310 nChanged 50 SP:Iteration 192Q (9131.629908 sec): 3 clusters Score: Raw -1393417.274222 + Penalty 1839.384073 = -1391577.890149 nChanged 66 SP:Iteration 193Q (9131.691968 sec): 3 clusters Score: Raw -1393425.016712 + Penalty 1839.384073 = -1391585.632639 nChanged 71 SP:Iteration 194Q (9131.759788 sec): 3 clusters Score: Raw -1393433.433610 + Penalty 1839.384073 = -1391594.049536 nChanged 73 SP:Iteration 195Q (9131.827437 sec): 3 clusters Score: Raw -1393442.532304 + Penalty 1839.384073 = -1391603.148231 nChanged 76 SP:Iteration 196Q (9131.879355 sec): 3 clusters Score: Raw -1393453.348906 + Penalty 1839.384073 = -1391613.964833 nChanged 78 SP:Iteration 197Q (9131.945740 sec): 3 clusters Score: Raw -1393463.767055 + Penalty 1839.384073 = -1391624.382982 nChanged 79 SP:Iteration 198Q (9132.001269 sec): 3 clusters Score: Raw -1393474.214510 + Penalty 1839.384073 = -1391634.830437 nChanged 75 SP:Iteration 199Q (9132.065933 sec): 3 clusters Score: Raw -1393484.427149 + Penalty 1839.384073 = -1391645.043076 nChanged 81 SP:Iteration 200F (9132.133331 sec): 3 clusters Score: Raw -1393496.889858 + Penalty 1839.384073 = -1391657.505785 nChanged 90 SP:Iteration 201Q (9132.198784 sec): 3 clusters Score: Raw -1393512.145213 + Penalty 1839.384073 = -1391672.761140 nChanged 100 SP:Iteration 202Q (9132.264491 sec): 3 clusters Score: Raw -1393531.336758 + Penalty 1839.384073 = -1391691.952685 nChanged 110 SP:Iteration 203Q (9132.330285 sec): 3 clusters Score: Raw -1393551.370625 + Penalty 1839.384073 = -1391711.986552 nChanged 104 SP:Iteration 204Q (9132.396739 sec): 3 clusters Score: Raw -1393570.229896 + Penalty 1839.384073 = -1391730.845822 nChanged 93 SP:Iteration 205Q (9132.455612 sec): 3 clusters Score: Raw -1393584.881635 + Penalty 1839.384073 = -1391745.497562 nChanged 82 SP:Iteration 206Q (9132.509855 sec): 3 clusters Score: Raw -1393598.112338 + Penalty 1839.384073 = -1391758.728264 nChanged 90 SP:Iteration 207Q (9132.564784 sec): 3 clusters Score: Raw -1393612.831482 + Penalty 1839.384073 = -1391773.447409 nChanged 93 SP:Iteration 208Q (9132.630787 sec): 3 clusters Score: Raw -1393627.223286 + Penalty 1839.384073 = -1391787.839213 nChanged 88 SP:Iteration 209Q (9132.687989 sec): 3 clusters Score: Raw -1393641.559921 + Penalty 1839.384073 = -1391802.175847 nChanged 72 SP:Iteration 210Q (9132.755138 sec): 3 clusters Score: Raw -1393651.383214 + Penalty 1839.384073 = -1391811.999141 nChanged 64 SP:Iteration 211Q (9132.822063 sec): 3 clusters Score: Raw -1393660.728433 + Penalty 1839.384073 = -1391821.344359 nChanged 76 SP:Iteration 212Q (9132.896856 sec): 3 clusters Score: Raw -1393672.458537 + Penalty 1839.384073 = -1391833.074463 nChanged 84 SP:Iteration 213Q (9132.961005 sec): 3 clusters Score: Raw -1393686.389948 + Penalty 1839.384073 = -1391847.005875 nChanged 89 SP:Iteration 214Q (9133.013966 sec): 3 clusters Score: Raw -1393701.691178 + Penalty 1839.384073 = -1391862.307105 nChanged 91 SP:Iteration 215Q (9133.089573 sec): 3 clusters Score: Raw -1393716.876337 + Penalty 1839.384073 = -1391877.492263 nChanged 85 SP:Iteration 216Q (9133.158147 sec): 3 clusters Score: Raw -1393730.851752 + Penalty 1839.384073 = -1391891.467678 nChanged 94 SP:Iteration 217Q (9133.214843 sec): 3 clusters Score: Raw -1393747.509101 + Penalty 1839.384073 = -1391908.125028 nChanged 91 SP:Iteration 218Q (9133.284016 sec): 3 clusters Score: Raw -1393763.633268 + Penalty 1839.384073 = -1391924.249195 nChanged 89 SP:Iteration 219Q (9133.340292 sec): 3 clusters Score: Raw -1393781.907110 + Penalty 1839.384073 = -1391942.523037 nChanged 100 SP:Iteration 220F (9133.411703 sec): 3 clusters Score: Raw -1393802.218734 + Penalty 1839.384073 = -1391962.834661 nChanged 94 SP:Iteration 221Q (9133.481948 sec): 3 clusters Score: Raw -1393821.812573 + Penalty 1839.384073 = -1391982.428500 nChanged 86 SP:Iteration 222Q (9133.549982 sec): 3 clusters Score: Raw -1393838.074511 + Penalty 1839.384073 = -1391998.690438 nChanged 86 SP:Iteration 223Q (9133.617648 sec): 3 clusters Score: Raw -1393851.626702 + Penalty 1839.384073 = -1392012.242629 nChanged 76 SP:Iteration 224Q (9133.682044 sec): 3 clusters Score: Raw -1393865.269411 + Penalty 1839.384073 = -1392025.885338 nChanged 77 SP:Iteration 225Q (9133.752545 sec): 3 clusters Score: Raw -1393880.610754 + Penalty 1839.384073 = -1392041.226681 nChanged 99 SP:Iteration 226Q (9133.820782 sec): 3 clusters Score: Raw -1393902.237396 + Penalty 1839.384073 = -1392062.853323 nChanged 89 SP:Iteration 227Q (9133.884046 sec): 3 clusters Score: Raw -1393922.451661 + Penalty 1839.384073 = -1392083.067588 nChanged 84 SP:Iteration 228Q (9133.908536 sec): 3 clusters Score: Raw -1393939.832964 + Penalty 1839.384073 = -1392100.448891 nChanged 85 SP:Iteration 229Q (9133.985002 sec): 3 clusters Score: Raw -1393961.516610 + Penalty 1839.384073 = -1392122.132536 nChanged 98 SP:Iteration 230Q (9134.038140 sec): 3 clusters Score: Raw -1393986.264780 + Penalty 1839.384073 = -1392146.880706 nChanged 110 SP:Iteration 231Q (9134.114739 sec): 3 clusters Score: Raw -1394013.252832 + Penalty 1839.384073 = -1392173.868759 nChanged 98 SP:Iteration 232Q (9134.177138 sec): 3 clusters Score: Raw -1394035.126760 + Penalty 1839.384073 = -1392195.742687 nChanged 88 SP:Iteration 233Q (9134.233880 sec): 3 clusters Score: Raw -1394056.293947 + Penalty 1839.384073 = -1392216.909874 nChanged 91 SP:Iteration 234Q (9134.310949 sec): 3 clusters Score: Raw -1394078.286666 + Penalty 1839.384073 = -1392238.902593 nChanged 83 SP:Iteration 235Q (9134.378248 sec): 3 clusters Score: Raw -1394103.076513 + Penalty 1839.384073 = -1392263.692440 nChanged 103 SP:Iteration 236Q (9134.445530 sec): 3 clusters Score: Raw -1394137.400533 + Penalty 1839.384073 = -1392298.016460 nChanged 90 SP:Iteration 237Q (9134.495053 sec): 3 clusters Score: Raw -1394162.816474 + Penalty 1839.384073 = -1392323.432401 nChanged 81 SP:Iteration 238Q (9134.563357 sec): 3 clusters Score: Raw -1394185.654651 + Penalty 1839.384073 = -1392346.270578 nChanged 86 SP:Iteration 239Q (9134.640319 sec): 3 clusters Score: Raw -1394215.253720 + Penalty 1839.384073 = -1392375.869647 nChanged 91 SP:Iteration 240F (9134.700019 sec): 3 clusters Score: Raw -1394247.989396 + Penalty 1839.384073 = -1392408.605323 nChanged 84 SP:Iteration 241Q (9134.774470 sec): 3 clusters Score: Raw -1394269.509555 + Penalty 1839.384073 = -1392430.125482 nChanged 63 SP:Iteration 242Q (9134.844888 sec): 3 clusters Score: Raw -1394283.453321 + Penalty 1839.384073 = -1392444.069248 nChanged 49 SP:Iteration 243Q (9134.909286 sec): 3 clusters Score: Raw -1394293.678030 + Penalty 1839.384073 = -1392454.293957 nChanged 46 SP:Iteration 244Q (9134.965348 sec): 3 clusters Score: Raw -1394302.713692 + Penalty 1839.384073 = -1392463.329619 nChanged 45 SP:Iteration 245Q (9135.041410 sec): 3 clusters Score: Raw -1394310.070844 + Penalty 1839.384073 = -1392470.686771 nChanged 30 SP:Iteration 246Q (9135.108381 sec): 3 clusters Score: Raw -1394314.324455 + Penalty 1839.384073 = -1392474.940382 nChanged 31 SP:Iteration 247Q (9135.167534 sec): 3 clusters Score: Raw -1394319.658547 + Penalty 1839.384073 = -1392480.274474 nChanged 27 SP:Iteration 248Q (9135.235507 sec): 3 clusters Score: Raw -1394323.943655 + Penalty 1839.384073 = -1392484.559581 nChanged 32 SP:Iteration 249Q (9135.294594 sec): 3 clusters Score: Raw -1394328.538818 + Penalty 1839.384073 = -1392489.154745 nChanged 29 SP:Iteration 250Q (9135.363782 sec): 3 clusters Score: Raw -1394333.377756 + Penalty 1839.384073 = -1392493.993683 nChanged 30 SP:Iteration 251Q (9135.421318 sec): 3 clusters Score: Raw -1394338.896862 + Penalty 1839.384073 = -1392499.512789 nChanged 31 SP:Iteration 252Q (9135.496812 sec): 3 clusters Score: Raw -1394342.781513 + Penalty 1839.384073 = -1392503.397440 nChanged 24 SP:Iteration 253Q (9135.558764 sec): 3 clusters Score: Raw -1394346.226916 + Penalty 1839.384073 = -1392506.842843 nChanged 27 SP:Iteration 254Q (9135.616229 sec): 3 clusters Score: Raw -1394349.729886 + Penalty 1839.384073 = -1392510.345813 nChanged 24 SP:Iteration 255Q (9135.682514 sec): 3 clusters Score: Raw -1394353.558226 + Penalty 1839.384073 = -1392514.174152 nChanged 28 SP:Iteration 256Q (9135.750029 sec): 3 clusters Score: Raw -1394358.867985 + Penalty 1839.384073 = -1392519.483912 nChanged 20 SP:Iteration 257Q (9135.815377 sec): 3 clusters Score: Raw -1394361.973058 + Penalty 1839.384073 = -1392522.588985 nChanged 16 SP:Iteration 258Q (9135.872969 sec): 3 clusters Score: Raw -1394364.700655 + Penalty 1839.384073 = -1392525.316582 nChanged 22 SP:Iteration 259Q (9135.936393 sec): 3 clusters Score: Raw -1394368.158913 + Penalty 1839.384073 = -1392528.774840 nChanged 26 SP:Iteration 260F (9136.001765 sec): 3 clusters Score: Raw -1394373.109851 + Penalty 1839.384073 = -1392533.725778 nChanged 24 SP:Iteration 261Q (9136.064432 sec): 3 clusters Score: Raw -1394376.451783 + Penalty 1839.384073 = -1392537.067709 nChanged 18 SP:Iteration 262Q (9136.137763 sec): 3 clusters Score: Raw -1394378.971261 + Penalty 1839.384073 = -1392539.587188 nChanged 14 SP:Iteration 263Q (9136.207103 sec): 3 clusters Score: Raw -1394381.686838 + Penalty 1839.384073 = -1392542.302765 nChanged 19 SP:Iteration 264Q (9136.274503 sec): 3 clusters Score: Raw -1394384.518836 + Penalty 1839.384073 = -1392545.134763 nChanged 17 SP:Iteration 265Q (9136.330077 sec): 3 clusters Score: Raw -1394386.315297 + Penalty 1839.384073 = -1392546.931224 nChanged 12 SP:Iteration 266Q (9136.407743 sec): 3 clusters Score: Raw -1394387.291650 + Penalty 1839.384073 = -1392547.907577 nChanged 9 SP:Iteration 267Q (9136.464900 sec): 3 clusters Score: Raw -1394388.585289 + Penalty 1839.384073 = -1392549.201215 nChanged 11 SP:Iteration 268Q (9136.541181 sec): 3 clusters Score: Raw -1394391.168528 + Penalty 1839.384073 = -1392551.784454 nChanged 15 SP:Iteration 269Q (9136.607498 sec): 3 clusters Score: Raw -1394394.199491 + Penalty 1839.384073 = -1392554.815418 nChanged 23 SP:Iteration 270Q (9136.673368 sec): 3 clusters Score: Raw -1394398.101718 + Penalty 1839.384073 = -1392558.717645 nChanged 16 SP:Iteration 271Q (9136.738572 sec): 3 clusters Score: Raw -1394400.408781 + Penalty 1839.384073 = -1392561.024708 nChanged 18 SP:Iteration 272Q (9136.793849 sec): 3 clusters Score: Raw -1394403.543863 + Penalty 1839.384073 = -1392564.159790 nChanged 28 SP:Iteration 273Q (9136.870400 sec): 3 clusters Score: Raw -1394408.940301 + Penalty 1839.384073 = -1392569.556228 nChanged 25 SP:Iteration 274Q (9136.926527 sec): 3 clusters Score: Raw -1394412.504924 + Penalty 1839.384073 = -1392573.120851 nChanged 22 SP:Iteration 275Q (9136.992724 sec): 3 clusters Score: Raw -1394415.801583 + Penalty 1839.384073 = -1392576.417510 nChanged 13 SP:Iteration 276Q (9137.070146 sec): 3 clusters Score: Raw -1394417.588991 + Penalty 1839.384073 = -1392578.204918 nChanged 11 SP:Iteration 277Q (9137.126144 sec): 3 clusters Score: Raw -1394419.051683 + Penalty 1839.384073 = -1392579.667610 nChanged 13 SP:Iteration 278Q (9137.202190 sec): 3 clusters Score: Raw -1394421.086131 + Penalty 1839.384073 = -1392581.702058 nChanged 7 SP:Iteration 279Q (9137.268282 sec): 3 clusters Score: Raw -1394422.587177 + Penalty 1839.384073 = -1392583.203104 nChanged 14 SP:Iteration 280F (9137.333839 sec): 3 clusters Score: Raw -1394425.003209 + Penalty 1839.384073 = -1392585.619135 nChanged 9 SP:Iteration 281Q (9137.385402 sec): 3 clusters Score: Raw -1394426.376908 + Penalty 1839.384073 = -1392586.992834 nChanged 7 SP:Iteration 282Q (9137.446438 sec): 3 clusters Score: Raw -1394426.979218 + Penalty 1839.384073 = -1392587.595145 nChanged 5 SP:Iteration 283Q (9137.521781 sec): 3 clusters Score: Raw -1394427.621166 + Penalty 1839.384073 = -1392588.237093 nChanged 7 SP:Iteration 284Q (9137.578960 sec): 3 clusters Score: Raw -1394428.822731 + Penalty 1839.384073 = -1392589.438658 nChanged 10 SP:Iteration 285Q (9137.653552 sec): 3 clusters Score: Raw -1394430.509771 + Penalty 1839.384073 = -1392591.125698 nChanged 7 SP:Iteration 286Q (9137.709690 sec): 3 clusters Score: Raw -1394431.619091 + Penalty 1839.384073 = -1392592.235017 nChanged 10 SP:Iteration 287Q (9137.776268 sec): 3 clusters Score: Raw -1394433.624930 + Penalty 1839.384073 = -1392594.240856 nChanged 11 SP:Iteration 288Q (9137.842189 sec): 3 clusters Score: Raw -1394435.570650 + Penalty 1839.384073 = -1392596.186577 nChanged 6 SP:Iteration 289Q (9137.909308 sec): 3 clusters Score: Raw -1394436.261254 + Penalty 1839.384073 = -1392596.877181 nChanged 3 SP:Iteration 290Q (9137.969661 sec): 3 clusters Score: Raw -1394436.552590 + Penalty 1839.384073 = -1392597.168516 nChanged 5 SP:Iteration 291Q (9138.033292 sec): 3 clusters Score: Raw -1394437.113131 + Penalty 1839.384073 = -1392597.729058 nChanged 5 SP:Iteration 292Q (9138.088558 sec): 3 clusters Score: Raw -1394438.111153 + Penalty 1839.384073 = -1392598.727080 nChanged 7 SP:Iteration 293Q (9138.161536 sec): 3 clusters Score: Raw -1394439.011060 + Penalty 1839.384073 = -1392599.626987 nChanged 5 SP:Iteration 294Q (9138.231576 sec): 3 clusters Score: Raw -1394439.792818 + Penalty 1839.384073 = -1392600.408745 nChanged 9 SP:Iteration 295Q (9138.295670 sec): 3 clusters Score: Raw -1394441.982655 + Penalty 1839.384073 = -1392602.598582 nChanged 10 SP:Iteration 296Q (9138.351480 sec): 3 clusters Score: Raw -1394443.682609 + Penalty 1839.384073 = -1392604.298536 nChanged 8 SP:Iteration 297Q (9138.425647 sec): 3 clusters Score: Raw -1394444.735860 + Penalty 1839.384073 = -1392605.351787 nChanged 5 SP:Iteration 298Q (9138.493027 sec): 3 clusters Score: Raw -1394445.433854 + Penalty 1839.384073 = -1392606.049781 nChanged 6 SP:Iteration 299Q (9138.546788 sec): 3 clusters Score: Raw -1394446.344515 + Penalty 1839.384073 = -1392606.960442 nChanged 8 SP:Iteration 300F (9138.613856 sec): 3 clusters Score: Raw -1394447.470410 + Penalty 1839.384073 = -1392608.086337 nChanged 9 SP:Iteration 301Q (9138.680621 sec): 3 clusters Score: Raw -1394448.762831 + Penalty 1839.384073 = -1392609.378758 nChanged 7 SP:Iteration 302Q (9138.748390 sec): 3 clusters Score: Raw -1394449.517897 + Penalty 1839.384073 = -1392610.133824 nChanged 6 SP:Iteration 303Q (9138.815989 sec): 3 clusters Score: Raw -1394450.149898 + Penalty 1839.384073 = -1392610.765825 nChanged 7 SP:Iteration 304Q (9138.873190 sec): 3 clusters Score: Raw -1394451.000171 + Penalty 1839.384073 = -1392611.616097 nChanged 7 SP:Iteration 305Q (9138.939886 sec): 3 clusters Score: Raw -1394451.703821 + Penalty 1839.384073 = -1392612.319748 nChanged 7 SP:Iteration 306Q (9139.007925 sec): 3 clusters Score: Raw -1394452.299818 + Penalty 1839.384073 = -1392612.915745 nChanged 5 SP:Iteration 307Q (9139.074665 sec): 3 clusters Score: Raw -1394453.242129 + Penalty 1839.384073 = -1392613.858056 nChanged 6 SP:Iteration 308Q (9139.150484 sec): 3 clusters Score: Raw -1394454.241385 + Penalty 1839.384073 = -1392614.857312 nChanged 6 SP:Iteration 309Q (9139.203851 sec): 3 clusters Score: Raw -1394455.229666 + Penalty 1839.384073 = -1392615.845593 nChanged 8 SP:Iteration 310Q (9139.271522 sec): 3 clusters Score: Raw -1394456.443013 + Penalty 1839.384073 = -1392617.058940 nChanged 5 SP:Iteration 311Q (9139.332548 sec): 3 clusters Score: Raw -1394456.889735 + Penalty 1839.384073 = -1392617.505662 nChanged 7 SP:Iteration 312Q (9139.379499 sec): 3 clusters Score: Raw -1394457.589682 + Penalty 1839.384073 = -1392618.205609 nChanged 7 SP:Iteration 313Q (9139.433499 sec): 3 clusters Score: Raw -1394458.815648 + Penalty 1839.384073 = -1392619.431575 nChanged 3 SP:Iteration 314Q (9139.494037 sec): 3 clusters Score: Raw -1394459.537032 + Penalty 1839.384073 = -1392620.152959 nChanged 4 SP:Iteration 315Q (9139.553334 sec): 3 clusters Score: Raw -1394460.105198 + Penalty 1839.384073 = -1392620.721125 nChanged 3 SP:Iteration 316Q (9139.608660 sec): 3 clusters Score: Raw -1394460.329289 + Penalty 1839.384073 = -1392620.945216 nChanged 0 SP:Iteration 317F (9139.684140 sec): 3 clusters Score: Raw -1394460.329289 + Penalty 1839.384073 = -1392620.945216 nChanged 0 Trying to split cluster 38 (2606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9139.711261 sec): 2 clusters Score: Raw -237533.633977 + Penalty 747.229317 = -236786.404660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9139.747310 sec): 3 clusters Score: Raw -236194.306088 + Penalty 1494.458634 = -234699.847454 nChanged 1053 SP:Iteration 1F (9139.796894 sec): 3 clusters Score: Raw -236816.850194 + Penalty 1494.458634 = -235322.391560 nChanged 202 SP:Iteration 2F (9139.848937 sec): 3 clusters Score: Raw -236957.221808 + Penalty 1494.458634 = -235462.763174 nChanged 153 SP:Iteration 3F (9139.898025 sec): 3 clusters Score: Raw -237059.283515 + Penalty 1494.458634 = -235564.824881 nChanged 137 SP:Iteration 4F (9139.960297 sec): 3 clusters Score: Raw -237137.344140 + Penalty 1494.458634 = -235642.885506 nChanged 100 SP:Iteration 5Q (9139.997956 sec): 3 clusters Score: Raw -237198.350685 + Penalty 1494.458634 = -235703.892051 nChanged 99 SP:Iteration 6Q (9140.062157 sec): 3 clusters Score: Raw -237274.415055 + Penalty 1494.458634 = -235779.956421 nChanged 96 SP:Iteration 7Q (9140.115253 sec): 3 clusters Score: Raw -237342.636407 + Penalty 1494.458634 = -235848.177773 nChanged 96 SP:Iteration 8Q (9140.148780 sec): 3 clusters Score: Raw -237413.894979 + Penalty 1494.458634 = -235919.436345 nChanged 92 SP:Iteration 9Q (9140.172997 sec): 3 clusters Score: Raw -237493.008017 + Penalty 1494.458634 = -235998.549383 nChanged 95 SP:Iteration 10Q (9140.182547 sec): 3 clusters Score: Raw -237573.276745 + Penalty 1494.458634 = -236078.818111 nChanged 87 SP:Iteration 11Q (9140.192074 sec): 3 clusters Score: Raw -237641.897396 + Penalty 1494.458634 = -236147.438762 nChanged 80 SP:Iteration 12Q (9140.201515 sec): 3 clusters Score: Raw -237691.032096 + Penalty 1494.458634 = -236196.573462 nChanged 48 SP:Iteration 13Q (9140.210875 sec): 3 clusters Score: Raw -237717.340943 + Penalty 1494.458634 = -236222.882309 nChanged 36 SP:Iteration 14Q (9140.228765 sec): 3 clusters Score: Raw -237736.971991 + Penalty 1494.458634 = -236242.513357 nChanged 39 SP:Iteration 15Q (9140.268787 sec): 3 clusters Score: Raw -237756.423101 + Penalty 1494.458634 = -236261.964467 nChanged 28 SP:Iteration 16Q (9140.321252 sec): 3 clusters Score: Raw -237770.157346 + Penalty 1494.458634 = -236275.698712 nChanged 27 SP:Iteration 17Q (9140.374365 sec): 3 clusters Score: Raw -237779.695374 + Penalty 1494.458634 = -236285.236741 nChanged 15 SP:Iteration 18Q (9140.421250 sec): 3 clusters Score: Raw -237783.547896 + Penalty 1494.458634 = -236289.089262 nChanged 8 SP:Iteration 19Q (9140.472490 sec): 3 clusters Score: Raw -237786.222308 + Penalty 1494.458634 = -236291.763674 nChanged 7 SP:Iteration 20F (9140.522322 sec): 3 clusters Score: Raw -237794.199669 + Penalty 1494.458634 = -236299.741035 nChanged 4 SP:Iteration 21Q (9140.569700 sec): 3 clusters Score: Raw -237796.018787 + Penalty 1494.458634 = -236301.560153 nChanged 8 SP:Iteration 22Q (9140.624063 sec): 3 clusters Score: Raw -237798.540419 + Penalty 1494.458634 = -236304.081785 nChanged 7 SP:Iteration 23Q (9140.663869 sec): 3 clusters Score: Raw -237800.972465 + Penalty 1494.458634 = -236306.513831 nChanged 6 SP:Iteration 24Q (9140.708852 sec): 3 clusters Score: Raw -237802.797433 + Penalty 1494.458634 = -236308.338799 nChanged 9 SP:Iteration 25Q (9140.743757 sec): 3 clusters Score: Raw -237805.457986 + Penalty 1494.458634 = -236310.999352 nChanged 11 SP:Iteration 26Q (9140.797230 sec): 3 clusters Score: Raw -237807.868259 + Penalty 1494.458634 = -236313.409625 nChanged 10 SP:Iteration 27Q (9140.822638 sec): 3 clusters Score: Raw -237809.755074 + Penalty 1494.458634 = -236315.296440 nChanged 6 SP:Iteration 28Q (9140.867602 sec): 3 clusters Score: Raw -237810.818094 + Penalty 1494.458634 = -236316.359460 nChanged 6 SP:Iteration 29Q (9140.909769 sec): 3 clusters Score: Raw -237811.612900 + Penalty 1494.458634 = -236317.154266 nChanged 2 SP:Iteration 30Q (9140.959542 sec): 3 clusters Score: Raw -237811.801413 + Penalty 1494.458634 = -236317.342779 nChanged 1 SP:Iteration 31Q (9140.991211 sec): 3 clusters Score: Raw -237812.012340 + Penalty 1494.458634 = -236317.553706 nChanged 0 SP:Iteration 32F (9141.028750 sec): 3 clusters Score: Raw -237812.012340 + Penalty 1494.458634 = -236317.553706 nChanged 0 Trying to split cluster 39 (6388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9141.069048 sec): 2 clusters Score: Raw -548198.874720 + Penalty 832.406768 = -547366.467952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9141.112759 sec): 3 clusters Score: Raw -544551.798045 + Penalty 1664.813537 = -542886.984508 nChanged 2766 SP:Iteration 1F (9141.161570 sec): 3 clusters Score: Raw -546340.645803 + Penalty 1664.813537 = -544675.832266 nChanged 524 SP:Iteration 2F (9141.202528 sec): 3 clusters Score: Raw -546746.766257 + Penalty 1664.813537 = -545081.952720 nChanged 497 SP:Iteration 3F (9141.244897 sec): 3 clusters Score: Raw -547167.193782 + Penalty 1664.813537 = -545502.380245 nChanged 428 SP:Iteration 4F (9141.277451 sec): 3 clusters Score: Raw -547443.025592 + Penalty 1664.813537 = -545778.212056 nChanged 341 SP:Iteration 5F (9141.335744 sec): 3 clusters Score: Raw -547650.271191 + Penalty 1664.813537 = -545985.457654 nChanged 271 SP:Iteration 6Q (9141.374610 sec): 3 clusters Score: Raw -547819.752889 + Penalty 1664.813537 = -546154.939352 nChanged 215 SP:Iteration 7Q (9141.424557 sec): 3 clusters Score: Raw -547951.957636 + Penalty 1664.813537 = -546287.144099 nChanged 182 SP:Iteration 8Q (9141.472788 sec): 3 clusters Score: Raw -548044.036453 + Penalty 1664.813537 = -546379.222916 nChanged 122 SP:Iteration 9Q (9141.522748 sec): 3 clusters Score: Raw -548088.658841 + Penalty 1664.813537 = -546423.845304 nChanged 76 SP:Iteration 10Q (9141.576542 sec): 3 clusters Score: Raw -548119.222432 + Penalty 1664.813537 = -546454.408895 nChanged 70 SP:Iteration 11Q (9141.623639 sec): 3 clusters Score: Raw -548150.589139 + Penalty 1664.813537 = -546485.775602 nChanged 66 SP:Iteration 12Q (9141.687566 sec): 3 clusters Score: Raw -548170.186239 + Penalty 1664.813537 = -546505.372702 nChanged 47 SP:Iteration 13Q (9141.718784 sec): 3 clusters Score: Raw -548179.996495 + Penalty 1664.813537 = -546515.182958 nChanged 33 SP:Iteration 14Q (9141.759835 sec): 3 clusters Score: Raw -548187.300729 + Penalty 1664.813537 = -546522.487192 nChanged 34 SP:Iteration 15Q (9141.801907 sec): 3 clusters Score: Raw -548195.310746 + Penalty 1664.813537 = -546530.497210 nChanged 41 SP:Iteration 16Q (9141.839737 sec): 3 clusters Score: Raw -548203.158060 + Penalty 1664.813537 = -546538.344523 nChanged 25 SP:Iteration 17Q (9141.890134 sec): 3 clusters Score: Raw -548208.544624 + Penalty 1664.813537 = -546543.731087 nChanged 29 SP:Iteration 18Q (9141.936771 sec): 3 clusters Score: Raw -548214.653080 + Penalty 1664.813537 = -546549.839543 nChanged 25 SP:Iteration 19Q (9141.980347 sec): 3 clusters Score: Raw -548219.568726 + Penalty 1664.813537 = -546554.755190 nChanged 28 SP:Iteration 20F (9142.037147 sec): 3 clusters Score: Raw -548224.718260 + Penalty 1664.813537 = -546559.904723 nChanged 29 SP:Iteration 21Q (9142.098934 sec): 3 clusters Score: Raw -548230.588832 + Penalty 1664.813537 = -546565.775295 nChanged 23 SP:Iteration 22Q (9142.146486 sec): 3 clusters Score: Raw -548235.122393 + Penalty 1664.813537 = -546570.308856 nChanged 16 SP:Iteration 23Q (9142.203442 sec): 3 clusters Score: Raw -548238.142531 + Penalty 1664.813537 = -546573.328994 nChanged 18 SP:Iteration 24Q (9142.257577 sec): 3 clusters Score: Raw -548242.626665 + Penalty 1664.813537 = -546577.813128 nChanged 20 SP:Iteration 25Q (9142.313635 sec): 3 clusters Score: Raw -548246.966448 + Penalty 1664.813537 = -546582.152911 nChanged 19 SP:Iteration 26Q (9142.368607 sec): 3 clusters Score: Raw -548251.852819 + Penalty 1664.813537 = -546587.039282 nChanged 23 SP:Iteration 27Q (9142.423581 sec): 3 clusters Score: Raw -548257.457365 + Penalty 1664.813537 = -546592.643829 nChanged 27 SP:Iteration 28Q (9142.473363 sec): 3 clusters Score: Raw -548263.151512 + Penalty 1664.813537 = -546598.337975 nChanged 25 SP:Iteration 29Q (9142.528684 sec): 3 clusters Score: Raw -548269.367283 + Penalty 1664.813537 = -546604.553747 nChanged 28 SP:Iteration 30Q (9142.583652 sec): 3 clusters Score: Raw -548274.390615 + Penalty 1664.813537 = -546609.577078 nChanged 19 SP:Iteration 31Q (9142.638226 sec): 3 clusters Score: Raw -548277.253961 + Penalty 1664.813537 = -546612.440424 nChanged 16 SP:Iteration 32Q (9142.692903 sec): 3 clusters Score: Raw -548279.968179 + Penalty 1664.813537 = -546615.154642 nChanged 17 SP:Iteration 33Q (9142.747906 sec): 3 clusters Score: Raw -548282.862998 + Penalty 1664.813537 = -546618.049462 nChanged 15 SP:Iteration 34Q (9142.802979 sec): 3 clusters Score: Raw -548284.707288 + Penalty 1664.813537 = -546619.893751 nChanged 10 SP:Iteration 35Q (9142.857998 sec): 3 clusters Score: Raw -548286.584012 + Penalty 1664.813537 = -546621.770475 nChanged 5 SP:Iteration 36Q (9142.912547 sec): 3 clusters Score: Raw -548287.093965 + Penalty 1664.813537 = -546622.280428 nChanged 4 SP:Iteration 37Q (9142.967390 sec): 3 clusters Score: Raw -548287.592633 + Penalty 1664.813537 = -546622.779096 nChanged 5 SP:Iteration 38Q (9143.031022 sec): 3 clusters Score: Raw -548288.434058 + Penalty 1664.813537 = -546623.620521 nChanged 6 SP:Iteration 39Q (9143.078084 sec): 3 clusters Score: Raw -548288.995583 + Penalty 1664.813537 = -546624.182046 nChanged 5 SP:Iteration 40F (9143.134031 sec): 3 clusters Score: Raw -548289.497373 + Penalty 1664.813537 = -546624.683836 nChanged 5 SP:Iteration 41Q (9143.178516 sec): 3 clusters Score: Raw -548290.395773 + Penalty 1664.813537 = -546625.582236 nChanged 3 SP:Iteration 42Q (9143.233419 sec): 3 clusters Score: Raw -548290.847341 + Penalty 1664.813537 = -546626.033804 nChanged 2 SP:Iteration 43Q (9143.283389 sec): 3 clusters Score: Raw -548290.971339 + Penalty 1664.813537 = -546626.157803 nChanged 3 SP:Iteration 44Q (9143.349677 sec): 3 clusters Score: Raw -548291.181504 + Penalty 1664.813537 = -546626.367967 nChanged 2 SP:Iteration 45Q (9143.394045 sec): 3 clusters Score: Raw -548291.387426 + Penalty 1664.813537 = -546626.573889 nChanged 2 SP:Iteration 46Q (9143.449964 sec): 3 clusters Score: Raw -548291.469350 + Penalty 1664.813537 = -546626.655813 nChanged 2 SP:Iteration 47Q (9143.504937 sec): 3 clusters Score: Raw -548291.656066 + Penalty 1664.813537 = -546626.842529 nChanged 1 SP:Iteration 48Q (9143.559924 sec): 3 clusters Score: Raw -548291.741186 + Penalty 1664.813537 = -546626.927650 nChanged 3 SP:Iteration 49Q (9143.614951 sec): 3 clusters Score: Raw -548291.918807 + Penalty 1664.813537 = -546627.105270 nChanged 1 SP:Iteration 50Q (9143.681532 sec): 3 clusters Score: Raw -548292.100640 + Penalty 1664.813537 = -546627.287104 nChanged 1 SP:Iteration 51Q (9143.726288 sec): 3 clusters Score: Raw -548292.143382 + Penalty 1664.813537 = -546627.329845 nChanged 0 SP:Iteration 52F (9143.774023 sec): 3 clusters Score: Raw -548292.143382 + Penalty 1664.813537 = -546627.329845 nChanged 0 Trying to split cluster 40 (26571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9143.826018 sec): 2 clusters Score: Raw -2348988.615595 + Penalty 967.819689 = -2348020.795906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9143.900848 sec): 3 clusters Score: Raw -2332174.372302 + Penalty 1935.639378 = -2330238.732924 nChanged 12451 SP:Iteration 1F (9143.981796 sec): 3 clusters Score: Raw -2339489.588235 + Penalty 1935.639378 = -2337553.948857 nChanged 1323 SP:Iteration 2Q (9144.052241 sec): 3 clusters Score: Raw -2340135.029642 + Penalty 1935.639378 = -2338199.390264 nChanged 1499 SP:Iteration 3F (9144.129937 sec): 3 clusters Score: Raw -2341071.443438 + Penalty 1935.639378 = -2339135.804059 nChanged 1806 SP:Iteration 4F (9144.212865 sec): 3 clusters Score: Raw -2342452.132345 + Penalty 1935.639378 = -2340516.492967 nChanged 2001 SP:Iteration 5F (9144.274334 sec): 3 clusters Score: Raw -2344134.841042 + Penalty 1935.639378 = -2342199.201664 nChanged 1805 SP:Iteration 6F (9144.355491 sec): 3 clusters Score: Raw -2345672.212306 + Penalty 1935.639378 = -2343736.572928 nChanged 1426 SP:Iteration 7F (9144.439103 sec): 3 clusters Score: Raw -2346801.109400 + Penalty 1935.639378 = -2344865.470022 nChanged 1028 SP:Iteration 8Q (9144.505404 sec): 3 clusters Score: Raw -2347593.118937 + Penalty 1935.639378 = -2345657.479559 nChanged 726 SP:Iteration 9Q (9144.586662 sec): 3 clusters Score: Raw -2348145.123464 + Penalty 1935.639378 = -2346209.484085 nChanged 479 SP:Iteration 10Q (9144.656556 sec): 3 clusters Score: Raw -2348501.665901 + Penalty 1935.639378 = -2346566.026523 nChanged 325 SP:Iteration 11Q (9144.700326 sec): 3 clusters Score: Raw -2348725.604506 + Penalty 1935.639378 = -2346789.965128 nChanged 221 SP:Iteration 12Q (9144.786069 sec): 3 clusters Score: Raw -2348875.168687 + Penalty 1935.639378 = -2346939.529309 nChanged 148 SP:Iteration 13Q (9144.862564 sec): 3 clusters Score: Raw -2348968.251091 + Penalty 1935.639378 = -2347032.611712 nChanged 102 SP:Iteration 14Q (9144.938042 sec): 3 clusters Score: Raw -2349027.727961 + Penalty 1935.639378 = -2347092.088583 nChanged 70 SP:Iteration 15Q (9144.999834 sec): 3 clusters Score: Raw -2349069.778220 + Penalty 1935.639378 = -2347134.138842 nChanged 54 SP:Iteration 16Q (9145.069606 sec): 3 clusters Score: Raw -2349096.540664 + Penalty 1935.639378 = -2347160.901286 nChanged 35 SP:Iteration 17Q (9145.154327 sec): 3 clusters Score: Raw -2349113.931554 + Penalty 1935.639378 = -2347178.292176 nChanged 19 SP:Iteration 18Q (9145.230352 sec): 3 clusters Score: Raw -2349122.656063 + Penalty 1935.639378 = -2347187.016685 nChanged 15 SP:Iteration 19Q (9145.306178 sec): 3 clusters Score: Raw -2349130.541154 + Penalty 1935.639378 = -2347194.901776 nChanged 14 SP:Iteration 20F (9145.387895 sec): 3 clusters Score: Raw -2349138.298917 + Penalty 1935.639378 = -2347202.659539 nChanged 15 SP:Iteration 21Q (9145.463875 sec): 3 clusters Score: Raw -2349144.673536 + Penalty 1935.639378 = -2347209.034158 nChanged 17 SP:Iteration 22Q (9145.538797 sec): 3 clusters Score: Raw -2349152.613780 + Penalty 1935.639378 = -2347216.974402 nChanged 12 SP:Iteration 23Q (9145.610812 sec): 3 clusters Score: Raw -2349156.527910 + Penalty 1935.639378 = -2347220.888531 nChanged 7 SP:Iteration 24Q (9145.679141 sec): 3 clusters Score: Raw -2349159.178759 + Penalty 1935.639378 = -2347223.539380 nChanged 8 SP:Iteration 25Q (9145.752259 sec): 3 clusters Score: Raw -2349162.562974 + Penalty 1935.639378 = -2347226.923596 nChanged 6 SP:Iteration 26Q (9145.825134 sec): 3 clusters Score: Raw -2349164.893410 + Penalty 1935.639378 = -2347229.254031 nChanged 6 SP:Iteration 27Q (9145.901151 sec): 3 clusters Score: Raw -2349168.084450 + Penalty 1935.639378 = -2347232.445072 nChanged 9 SP:Iteration 28Q (9145.977415 sec): 3 clusters Score: Raw -2349171.369350 + Penalty 1935.639378 = -2347235.729972 nChanged 7 SP:Iteration 29Q (9146.043490 sec): 3 clusters Score: Raw -2349174.182609 + Penalty 1935.639378 = -2347238.543231 nChanged 7 SP:Iteration 30Q (9146.128085 sec): 3 clusters Score: Raw -2349176.574332 + Penalty 1935.639378 = -2347240.934954 nChanged 7 SP:Iteration 31Q (9146.196275 sec): 3 clusters Score: Raw -2349178.734143 + Penalty 1935.639378 = -2347243.094765 nChanged 4 SP:Iteration 32Q (9146.265379 sec): 3 clusters Score: Raw -2349179.973367 + Penalty 1935.639378 = -2347244.333989 nChanged 3 SP:Iteration 33Q (9146.330684 sec): 3 clusters Score: Raw -2349181.351771 + Penalty 1935.639378 = -2347245.712393 nChanged 6 SP:Iteration 34Q (9146.409980 sec): 3 clusters Score: Raw -2349183.060699 + Penalty 1935.639378 = -2347247.421321 nChanged 3 SP:Iteration 35Q (9146.486051 sec): 3 clusters Score: Raw -2349184.140616 + Penalty 1935.639378 = -2347248.501238 nChanged 3 SP:Iteration 36Q (9146.557092 sec): 3 clusters Score: Raw -2349184.995754 + Penalty 1935.639378 = -2347249.356375 nChanged 1 SP:Iteration 37Q (9146.630859 sec): 3 clusters Score: Raw -2349185.715211 + Penalty 1935.639378 = -2347250.075833 nChanged 4 SP:Iteration 38Q (9146.705979 sec): 3 clusters Score: Raw -2349187.877661 + Penalty 1935.639378 = -2347252.238283 nChanged 6 SP:Iteration 39Q (9146.781102 sec): 3 clusters Score: Raw -2349190.356927 + Penalty 1935.639378 = -2347254.717549 nChanged 1 SP:Iteration 40F (9146.852302 sec): 3 clusters Score: Raw -2349190.508462 + Penalty 1935.639378 = -2347254.869084 nChanged 2 SP:Iteration 41Q (9146.932723 sec): 3 clusters Score: Raw -2349191.587710 + Penalty 1935.639378 = -2347255.948332 nChanged 2 SP:Iteration 42Q (9147.005930 sec): 3 clusters Score: Raw -2349192.629186 + Penalty 1935.639378 = -2347256.989808 nChanged 2 SP:Iteration 43Q (9147.065935 sec): 3 clusters Score: Raw -2349193.413603 + Penalty 1935.639378 = -2347257.774224 nChanged 0 SP:Iteration 44F (9147.144323 sec): 3 clusters Score: Raw -2349193.413603 + Penalty 1935.639378 = -2347257.774224 nChanged 0 Trying to split cluster 41 (114394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9147.290505 sec): 2 clusters Score: Raw -9995635.766557 + Penalty 1106.503371 = -9994529.263186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9147.472104 sec): 3 clusters Score: Raw -9919815.723233 + Penalty 2213.006743 = -9917602.716490 nChanged 55438 SP:Iteration 1F (9147.663912 sec): 3 clusters Score: Raw -9953772.978782 + Penalty 2213.006743 = -9951559.972039 nChanged 5334 SP:Iteration 2Q (9147.859344 sec): 3 clusters Score: Raw -9955773.448618 + Penalty 2213.006743 = -9953560.441876 nChanged 6433 SP:Iteration 3F (9148.055399 sec): 3 clusters Score: Raw -9958949.344360 + Penalty 2213.006743 = -9956736.337617 nChanged 7618 SP:Iteration 4F (9148.244160 sec): 3 clusters Score: Raw -9963692.283346 + Penalty 2213.006743 = -9961479.276604 nChanged 8435 SP:Iteration 5F (9148.433568 sec): 3 clusters Score: Raw -9970071.144209 + Penalty 2213.006743 = -9967858.137466 nChanged 8310 SP:Iteration 6F (9148.614428 sec): 3 clusters Score: Raw -9977073.498999 + Penalty 2213.006743 = -9974860.492256 nChanged 6958 SP:Iteration 7F (9148.801370 sec): 3 clusters Score: Raw -9983365.954826 + Penalty 2213.006743 = -9981152.948083 nChanged 4988 SP:Iteration 8Q (9149.005089 sec): 3 clusters Score: Raw -9988097.466058 + Penalty 2213.006743 = -9985884.459316 nChanged 3137 SP:Iteration 9Q (9149.195249 sec): 3 clusters Score: Raw -9990882.524575 + Penalty 2213.006743 = -9988669.517833 nChanged 2019 SP:Iteration 10Q (9149.372236 sec): 3 clusters Score: Raw -9992308.138036 + Penalty 2213.006743 = -9990095.131293 nChanged 1357 SP:Iteration 11Q (9149.552860 sec): 3 clusters Score: Raw -9993138.277258 + Penalty 2213.006743 = -9990925.270515 nChanged 1037 SP:Iteration 12Q (9149.728862 sec): 3 clusters Score: Raw -9993713.945338 + Penalty 2213.006743 = -9991500.938595 nChanged 871 SP:Iteration 13Q (9149.900362 sec): 3 clusters Score: Raw -9994154.976388 + Penalty 2213.006743 = -9991941.969645 nChanged 682 SP:Iteration 14Q (9150.070599 sec): 3 clusters Score: Raw -9994461.414512 + Penalty 2213.006743 = -9992248.407769 nChanged 576 SP:Iteration 15Q (9150.248740 sec): 3 clusters Score: Raw -9994707.812403 + Penalty 2213.006743 = -9992494.805660 nChanged 508 SP:Iteration 16Q (9150.422388 sec): 3 clusters Score: Raw -9994923.292576 + Penalty 2213.006743 = -9992710.285833 nChanged 438 SP:Iteration 17Q (9150.586768 sec): 3 clusters Score: Raw -9995104.209441 + Penalty 2213.006743 = -9992891.202698 nChanged 365 SP:Iteration 18Q (9150.759108 sec): 3 clusters Score: Raw -9995246.764432 + Penalty 2213.006743 = -9993033.757689 nChanged 294 SP:Iteration 19Q (9150.925373 sec): 3 clusters Score: Raw -9995349.347202 + Penalty 2213.006743 = -9993136.340459 nChanged 232 SP:Iteration 20F (9151.103788 sec): 3 clusters Score: Raw -9995426.150891 + Penalty 2213.006743 = -9993213.144148 nChanged 184 SP:Iteration 21Q (9151.264561 sec): 3 clusters Score: Raw -9995479.773877 + Penalty 2213.006743 = -9993266.767134 nChanged 159 SP:Iteration 22Q (9151.432120 sec): 3 clusters Score: Raw -9995521.797343 + Penalty 2213.006743 = -9993308.790600 nChanged 138 SP:Iteration 23Q (9151.584657 sec): 3 clusters Score: Raw -9995554.570088 + Penalty 2213.006743 = -9993341.563345 nChanged 129 SP:Iteration 24Q (9151.707984 sec): 3 clusters Score: Raw -9995590.974410 + Penalty 2213.006743 = -9993377.967667 nChanged 124 SP:Iteration 25Q (9151.832218 sec): 3 clusters Score: Raw -9995624.665355 + Penalty 2213.006743 = -9993411.658612 nChanged 103 SP:Iteration 26Q (9151.989597 sec): 3 clusters Score: Raw -9995651.327608 + Penalty 2213.006743 = -9993438.320865 nChanged 109 SP:Iteration 27Q (9152.148339 sec): 3 clusters Score: Raw -9995684.953920 + Penalty 2213.006743 = -9993471.947177 nChanged 94 SP:Iteration 28Q (9152.299231 sec): 3 clusters Score: Raw -9995716.558400 + Penalty 2213.006743 = -9993503.551657 nChanged 78 SP:Iteration 29Q (9152.458593 sec): 3 clusters Score: Raw -9995741.155129 + Penalty 2213.006743 = -9993528.148387 nChanged 78 SP:Iteration 30Q (9152.609081 sec): 3 clusters Score: Raw -9995768.968903 + Penalty 2213.006743 = -9993555.962161 nChanged 71 SP:Iteration 31Q (9152.768074 sec): 3 clusters Score: Raw -9995791.551754 + Penalty 2213.006743 = -9993578.545011 nChanged 67 SP:Iteration 32Q (9152.909408 sec): 3 clusters Score: Raw -9995811.061012 + Penalty 2213.006743 = -9993598.054269 nChanged 56 SP:Iteration 33Q (9153.061033 sec): 3 clusters Score: Raw -9995824.559447 + Penalty 2213.006743 = -9993611.552704 nChanged 44 SP:Iteration 34Q (9153.214454 sec): 3 clusters Score: Raw -9995835.407784 + Penalty 2213.006743 = -9993622.401042 nChanged 36 SP:Iteration 35Q (9153.364551 sec): 3 clusters Score: Raw -9995844.407436 + Penalty 2213.006743 = -9993631.400693 nChanged 28 SP:Iteration 36Q (9153.483906 sec): 3 clusters Score: Raw -9995851.380625 + Penalty 2213.006743 = -9993638.373882 nChanged 34 SP:Iteration 37Q (9153.633170 sec): 3 clusters Score: Raw -9995859.263839 + Penalty 2213.006743 = -9993646.257096 nChanged 30 SP:Iteration 38Q (9153.772359 sec): 3 clusters Score: Raw -9995866.993020 + Penalty 2213.006743 = -9993653.986278 nChanged 31 SP:Iteration 39Q (9153.937993 sec): 3 clusters Score: Raw -9995873.754474 + Penalty 2213.006743 = -9993660.747731 nChanged 33 SP:Iteration 40F (9154.104466 sec): 3 clusters Score: Raw -9995882.435282 + Penalty 2213.006743 = -9993669.428539 nChanged 27 SP:Iteration 41Q (9154.227389 sec): 3 clusters Score: Raw -9995888.104490 + Penalty 2213.006743 = -9993675.097747 nChanged 17 SP:Iteration 42Q (9154.349789 sec): 3 clusters Score: Raw -9995890.746396 + Penalty 2213.006743 = -9993677.739653 nChanged 9 SP:Iteration 43Q (9154.494072 sec): 3 clusters Score: Raw -9995892.608730 + Penalty 2213.006743 = -9993679.601987 nChanged 11 SP:Iteration 44Q (9154.646648 sec): 3 clusters Score: Raw -9995893.916433 + Penalty 2213.006743 = -9993680.909690 nChanged 5 SP:Iteration 45Q (9154.789181 sec): 3 clusters Score: Raw -9995894.541775 + Penalty 2213.006743 = -9993681.535032 nChanged 5 SP:Iteration 46Q (9154.938287 sec): 3 clusters Score: Raw -9995895.051971 + Penalty 2213.006743 = -9993682.045228 nChanged 4 SP:Iteration 47Q (9155.089708 sec): 3 clusters Score: Raw -9995895.484337 + Penalty 2213.006743 = -9993682.477595 nChanged 2 SP:Iteration 48Q (9155.246380 sec): 3 clusters Score: Raw -9995896.001737 + Penalty 2213.006743 = -9993682.994994 nChanged 4 SP:Iteration 49Q (9155.404414 sec): 3 clusters Score: Raw -9995897.247649 + Penalty 2213.006743 = -9993684.240906 nChanged 4 SP:Iteration 50Q (9155.558249 sec): 3 clusters Score: Raw -9995897.783344 + Penalty 2213.006743 = -9993684.776601 nChanged 3 SP:Iteration 51Q (9155.713695 sec): 3 clusters Score: Raw -9995897.997787 + Penalty 2213.006743 = -9993684.991044 nChanged 1 SP:Iteration 52Q (9155.859565 sec): 3 clusters Score: Raw -9995898.368051 + Penalty 2213.006743 = -9993685.361308 nChanged 5 SP:Iteration 53Q (9156.006137 sec): 3 clusters Score: Raw -9995899.451209 + Penalty 2213.006743 = -9993686.444467 nChanged 6 SP:Iteration 54Q (9156.156857 sec): 3 clusters Score: Raw -9995900.256800 + Penalty 2213.006743 = -9993687.250057 nChanged 6 SP:Iteration 55Q (9156.303952 sec): 3 clusters Score: Raw -9995901.219136 + Penalty 2213.006743 = -9993688.212393 nChanged 8 SP:Iteration 56Q (9156.452459 sec): 3 clusters Score: Raw -9995902.150224 + Penalty 2213.006743 = -9993689.143481 nChanged 5 SP:Iteration 57Q (9156.577481 sec): 3 clusters Score: Raw -9995903.132287 + Penalty 2213.006743 = -9993690.125544 nChanged 7 SP:Iteration 58Q (9156.733685 sec): 3 clusters Score: Raw -9995904.455884 + Penalty 2213.006743 = -9993691.449142 nChanged 9 SP:Iteration 59Q (9156.887432 sec): 3 clusters Score: Raw -9995906.412892 + Penalty 2213.006743 = -9993693.406150 nChanged 6 SP:Iteration 60F (9157.055587 sec): 3 clusters Score: Raw -9995907.153745 + Penalty 2213.006743 = -9993694.147002 nChanged 4 SP:Iteration 61Q (9157.207183 sec): 3 clusters Score: Raw -9995907.549285 + Penalty 2213.006743 = -9993694.542542 nChanged 1 SP:Iteration 62Q (9157.346251 sec): 3 clusters Score: Raw -9995907.634778 + Penalty 2213.006743 = -9993694.628036 nChanged 2 SP:Iteration 63Q (9157.482076 sec): 3 clusters Score: Raw -9995907.788636 + Penalty 2213.006743 = -9993694.781893 nChanged 1 SP:Iteration 64Q (9157.635603 sec): 3 clusters Score: Raw -9995907.932107 + Penalty 2213.006743 = -9993694.925364 nChanged 2 SP:Iteration 65Q (9157.781288 sec): 3 clusters Score: Raw -9995908.127987 + Penalty 2213.006743 = -9993695.121245 nChanged 1 SP:Iteration 66Q (9157.939256 sec): 3 clusters Score: Raw -9995908.219548 + Penalty 2213.006743 = -9993695.212805 nChanged 1 SP:Iteration 67Q (9158.085243 sec): 3 clusters Score: Raw -9995908.455572 + Penalty 2213.006743 = -9993695.448829 nChanged 0 SP:Iteration 68F (9158.264083 sec): 3 clusters Score: Raw -9995908.455572 + Penalty 2213.006743 = -9993695.448829 nChanged 0 Trying to split cluster 42 (1294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9158.298739 sec): 2 clusters Score: Raw -90789.133036 + Penalty 680.721880 = -90108.411156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9158.337107 sec): 3 clusters Score: Raw -90216.109584 + Penalty 1361.443760 = -88854.665823 nChanged 484 SP:Iteration 1F (9158.386731 sec): 3 clusters Score: Raw -90616.694576 + Penalty 1361.443760 = -89255.250815 nChanged 124 SP:Iteration 2F (9158.427971 sec): 3 clusters Score: Raw -90736.310869 + Penalty 1361.443760 = -89374.867109 nChanged 83 SP:Iteration 3F (9158.477193 sec): 3 clusters Score: Raw -90803.487257 + Penalty 1361.443760 = -89442.043496 nChanged 63 SP:Iteration 4Q (9158.525596 sec): 3 clusters Score: Raw -90866.860917 + Penalty 1361.443760 = -89505.417156 nChanged 47 SP:Iteration 5Q (9158.565019 sec): 3 clusters Score: Raw -90925.259167 + Penalty 1361.443760 = -89563.815406 nChanged 47 SP:Iteration 6Q (9158.608747 sec): 3 clusters Score: Raw -90970.639157 + Penalty 1361.443760 = -89609.195396 nChanged 40 SP:Iteration 7Q (9158.660647 sec): 3 clusters Score: Raw -91004.679693 + Penalty 1361.443760 = -89643.235932 nChanged 29 SP:Iteration 8Q (9158.687723 sec): 3 clusters Score: Raw -91027.610759 + Penalty 1361.443760 = -89666.166998 nChanged 31 SP:Iteration 9Q (9158.730224 sec): 3 clusters Score: Raw -91048.807803 + Penalty 1361.443760 = -89687.364043 nChanged 30 SP:Iteration 10Q (9158.768212 sec): 3 clusters Score: Raw -91072.640734 + Penalty 1361.443760 = -89711.196974 nChanged 22 SP:Iteration 11Q (9158.811227 sec): 3 clusters Score: Raw -91087.585780 + Penalty 1361.443760 = -89726.142020 nChanged 17 SP:Iteration 12Q (9158.862117 sec): 3 clusters Score: Raw -91103.609992 + Penalty 1361.443760 = -89742.166232 nChanged 19 SP:Iteration 13Q (9158.883903 sec): 3 clusters Score: Raw -91132.825434 + Penalty 1361.443760 = -89771.381674 nChanged 27 SP:Iteration 14Q (9158.924161 sec): 3 clusters Score: Raw -91164.818018 + Penalty 1361.443760 = -89803.374258 nChanged 22 SP:Iteration 15Q (9158.967649 sec): 3 clusters Score: Raw -91179.602979 + Penalty 1361.443760 = -89818.159219 nChanged 13 SP:Iteration 16Q (9159.002515 sec): 3 clusters Score: Raw -91186.359533 + Penalty 1361.443760 = -89824.915772 nChanged 9 SP:Iteration 17Q (9159.045736 sec): 3 clusters Score: Raw -91192.017572 + Penalty 1361.443760 = -89830.573812 nChanged 3 SP:Iteration 18Q (9159.086003 sec): 3 clusters Score: Raw -91192.968529 + Penalty 1361.443760 = -89831.524769 nChanged 2 SP:Iteration 19Q (9159.130439 sec): 3 clusters Score: Raw -91193.866060 + Penalty 1361.443760 = -89832.422300 nChanged 2 SP:Iteration 20F (9159.177277 sec): 3 clusters Score: Raw -91194.630525 + Penalty 1361.443760 = -89833.186765 nChanged 1 SP:Iteration 21Q (9159.208721 sec): 3 clusters Score: Raw -91195.370514 + Penalty 1361.443760 = -89833.926753 nChanged 3 SP:Iteration 22Q (9159.247863 sec): 3 clusters Score: Raw -91197.659689 + Penalty 1361.443760 = -89836.215928 nChanged 2 SP:Iteration 23Q (9159.285128 sec): 3 clusters Score: Raw -91198.428443 + Penalty 1361.443760 = -89836.984683 nChanged 3 SP:Iteration 24Q (9159.323806 sec): 3 clusters Score: Raw -91199.522773 + Penalty 1361.443760 = -89838.079013 nChanged 0 SP:Iteration 25F (9159.373704 sec): 3 clusters Score: Raw -91199.522773 + Penalty 1361.443760 = -89838.079013 nChanged 0 Trying to split cluster 43 (5662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9159.403156 sec): 2 clusters Score: Raw -508291.360576 + Penalty 820.945584 = -507470.414991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9159.450196 sec): 3 clusters Score: Raw -505109.230351 + Penalty 1641.891168 = -503467.339182 nChanged 2421 SP:Iteration 1F (9159.504558 sec): 3 clusters Score: Raw -506513.864781 + Penalty 1641.891168 = -504871.973613 nChanged 387 SP:Iteration 2F (9159.549102 sec): 3 clusters Score: Raw -506731.864912 + Penalty 1641.891168 = -505089.973744 nChanged 355 SP:Iteration 3F (9159.592857 sec): 3 clusters Score: Raw -506932.532777 + Penalty 1641.891168 = -505290.641608 nChanged 301 SP:Iteration 4F (9159.645110 sec): 3 clusters Score: Raw -507108.506325 + Penalty 1641.891168 = -505466.615156 nChanged 292 SP:Iteration 5F (9159.693278 sec): 3 clusters Score: Raw -507284.501884 + Penalty 1641.891168 = -505642.610715 nChanged 275 SP:Iteration 6Q (9159.742569 sec): 3 clusters Score: Raw -507452.800198 + Penalty 1641.891168 = -505810.909029 nChanged 255 SP:Iteration 7Q (9159.801854 sec): 3 clusters Score: Raw -507620.467951 + Penalty 1641.891168 = -505978.576783 nChanged 217 SP:Iteration 8Q (9159.842183 sec): 3 clusters Score: Raw -507755.037905 + Penalty 1641.891168 = -506113.146736 nChanged 203 SP:Iteration 9Q (9159.896560 sec): 3 clusters Score: Raw -507850.285905 + Penalty 1641.891168 = -506208.394736 nChanged 156 SP:Iteration 10Q (9159.960420 sec): 3 clusters Score: Raw -507899.641017 + Penalty 1641.891168 = -506257.749848 nChanged 89 SP:Iteration 11Q (9160.001727 sec): 3 clusters Score: Raw -507920.601899 + Penalty 1641.891168 = -506278.710730 nChanged 61 SP:Iteration 12Q (9160.048782 sec): 3 clusters Score: Raw -507936.600576 + Penalty 1641.891168 = -506294.709408 nChanged 61 SP:Iteration 13Q (9160.100070 sec): 3 clusters Score: Raw -507952.606420 + Penalty 1641.891168 = -506310.715251 nChanged 62 SP:Iteration 14Q (9160.144538 sec): 3 clusters Score: Raw -507969.136127 + Penalty 1641.891168 = -506327.244958 nChanged 59 SP:Iteration 15Q (9160.191465 sec): 3 clusters Score: Raw -507988.633492 + Penalty 1641.891168 = -506346.742323 nChanged 67 SP:Iteration 16Q (9160.246335 sec): 3 clusters Score: Raw -508006.392639 + Penalty 1641.891168 = -506364.501470 nChanged 54 SP:Iteration 17Q (9160.285435 sec): 3 clusters Score: Raw -508018.004392 + Penalty 1641.891168 = -506376.113224 nChanged 48 SP:Iteration 18Q (9160.335288 sec): 3 clusters Score: Raw -508031.040194 + Penalty 1641.891168 = -506389.149025 nChanged 51 SP:Iteration 19Q (9160.382940 sec): 3 clusters Score: Raw -508043.238191 + Penalty 1641.891168 = -506401.347022 nChanged 47 SP:Iteration 20F (9160.429186 sec): 3 clusters Score: Raw -508054.329455 + Penalty 1641.891168 = -506412.438287 nChanged 50 SP:Iteration 21Q (9160.484007 sec): 3 clusters Score: Raw -508066.118440 + Penalty 1641.891168 = -506424.227271 nChanged 44 SP:Iteration 22Q (9160.523381 sec): 3 clusters Score: Raw -508077.006357 + Penalty 1641.891168 = -506435.115189 nChanged 40 SP:Iteration 23Q (9160.567427 sec): 3 clusters Score: Raw -508086.073861 + Penalty 1641.891168 = -506444.182693 nChanged 45 SP:Iteration 24Q (9160.622466 sec): 3 clusters Score: Raw -508094.983407 + Penalty 1641.891168 = -506453.092239 nChanged 34 SP:Iteration 25Q (9160.657152 sec): 3 clusters Score: Raw -508100.293560 + Penalty 1641.891168 = -506458.402391 nChanged 26 SP:Iteration 26Q (9160.704851 sec): 3 clusters Score: Raw -508104.347757 + Penalty 1641.891168 = -506462.456589 nChanged 24 SP:Iteration 27Q (9160.759752 sec): 3 clusters Score: Raw -508109.571361 + Penalty 1641.891168 = -506467.680193 nChanged 20 SP:Iteration 28Q (9160.816385 sec): 3 clusters Score: Raw -508113.409044 + Penalty 1641.891168 = -506471.517876 nChanged 17 SP:Iteration 29Q (9160.859401 sec): 3 clusters Score: Raw -508116.547923 + Penalty 1641.891168 = -506474.656755 nChanged 14 SP:Iteration 30Q (9160.906067 sec): 3 clusters Score: Raw -508118.751559 + Penalty 1641.891168 = -506476.860391 nChanged 21 SP:Iteration 31Q (9160.956640 sec): 3 clusters Score: Raw -508122.264554 + Penalty 1641.891168 = -506480.373385 nChanged 19 SP:Iteration 32Q (9161.016883 sec): 3 clusters Score: Raw -508125.346121 + Penalty 1641.891168 = -506483.454953 nChanged 14 SP:Iteration 33Q (9161.059124 sec): 3 clusters Score: Raw -508126.973979 + Penalty 1641.891168 = -506485.082810 nChanged 11 SP:Iteration 34Q (9161.113201 sec): 3 clusters Score: Raw -508127.857649 + Penalty 1641.891168 = -506485.966481 nChanged 7 SP:Iteration 35Q (9161.158286 sec): 3 clusters Score: Raw -508128.747808 + Penalty 1641.891168 = -506486.856640 nChanged 8 SP:Iteration 36Q (9161.206438 sec): 3 clusters Score: Raw -508129.591200 + Penalty 1641.891168 = -506487.700031 nChanged 8 SP:Iteration 37Q (9161.263791 sec): 3 clusters Score: Raw -508130.633129 + Penalty 1641.891168 = -506488.741961 nChanged 6 SP:Iteration 38Q (9161.297726 sec): 3 clusters Score: Raw -508131.504807 + Penalty 1641.891168 = -506489.613638 nChanged 10 SP:Iteration 39Q (9161.343597 sec): 3 clusters Score: Raw -508132.575555 + Penalty 1641.891168 = -506490.684387 nChanged 9 SP:Iteration 40F (9161.394347 sec): 3 clusters Score: Raw -508133.672051 + Penalty 1641.891168 = -506491.780882 nChanged 7 SP:Iteration 41Q (9161.438523 sec): 3 clusters Score: Raw -508134.691473 + Penalty 1641.891168 = -506492.800305 nChanged 9 SP:Iteration 42Q (9161.473943 sec): 3 clusters Score: Raw -508136.382792 + Penalty 1641.891168 = -506494.491624 nChanged 15 SP:Iteration 43Q (9161.521166 sec): 3 clusters Score: Raw -508138.780077 + Penalty 1641.891168 = -506496.888908 nChanged 12 SP:Iteration 44Q (9161.575760 sec): 3 clusters Score: Raw -508140.803187 + Penalty 1641.891168 = -506498.912019 nChanged 17 SP:Iteration 45Q (9161.623940 sec): 3 clusters Score: Raw -508143.137799 + Penalty 1641.891168 = -506501.246630 nChanged 15 SP:Iteration 46Q (9161.661731 sec): 3 clusters Score: Raw -508145.616660 + Penalty 1641.891168 = -506503.725492 nChanged 22 SP:Iteration 47Q (9161.723962 sec): 3 clusters Score: Raw -508149.196596 + Penalty 1641.891168 = -506507.305427 nChanged 27 SP:Iteration 48Q (9161.749948 sec): 3 clusters Score: Raw -508154.934387 + Penalty 1641.891168 = -506513.043219 nChanged 32 SP:Iteration 49Q (9161.787294 sec): 3 clusters Score: Raw -508160.506925 + Penalty 1641.891168 = -506518.615757 nChanged 23 SP:Iteration 50Q (9161.841516 sec): 3 clusters Score: Raw -508164.174301 + Penalty 1641.891168 = -506522.283133 nChanged 21 SP:Iteration 51Q (9161.883679 sec): 3 clusters Score: Raw -508166.594918 + Penalty 1641.891168 = -506524.703750 nChanged 20 SP:Iteration 52Q (9161.938835 sec): 3 clusters Score: Raw -508169.624160 + Penalty 1641.891168 = -506527.732991 nChanged 17 SP:Iteration 53Q (9161.986831 sec): 3 clusters Score: Raw -508173.245860 + Penalty 1641.891168 = -506531.354691 nChanged 27 SP:Iteration 54Q (9162.033476 sec): 3 clusters Score: Raw -508178.029286 + Penalty 1641.891168 = -506536.138118 nChanged 24 SP:Iteration 55Q (9162.088149 sec): 3 clusters Score: Raw -508182.673998 + Penalty 1641.891168 = -506540.782830 nChanged 27 SP:Iteration 56Q (9162.140296 sec): 3 clusters Score: Raw -508188.537236 + Penalty 1641.891168 = -506546.646067 nChanged 19 SP:Iteration 57Q (9162.171800 sec): 3 clusters Score: Raw -508194.095821 + Penalty 1641.891168 = -506552.204653 nChanged 25 SP:Iteration 58Q (9162.213612 sec): 3 clusters Score: Raw -508199.502984 + Penalty 1641.891168 = -506557.611815 nChanged 19 SP:Iteration 59Q (9162.267426 sec): 3 clusters Score: Raw -508202.362752 + Penalty 1641.891168 = -506560.471583 nChanged 11 SP:Iteration 60F (9162.316607 sec): 3 clusters Score: Raw -508203.862037 + Penalty 1641.891168 = -506561.970869 nChanged 6 SP:Iteration 61Q (9162.364855 sec): 3 clusters Score: Raw -508204.507423 + Penalty 1641.891168 = -506562.616254 nChanged 5 SP:Iteration 62Q (9162.402766 sec): 3 clusters Score: Raw -508205.165624 + Penalty 1641.891168 = -506563.274455 nChanged 4 SP:Iteration 63Q (9162.459142 sec): 3 clusters Score: Raw -508205.859185 + Penalty 1641.891168 = -506563.968016 nChanged 6 SP:Iteration 64Q (9162.498251 sec): 3 clusters Score: Raw -508206.758694 + Penalty 1641.891168 = -506564.867525 nChanged 7 SP:Iteration 65Q (9162.550825 sec): 3 clusters Score: Raw -508208.014186 + Penalty 1641.891168 = -506566.123018 nChanged 10 SP:Iteration 66Q (9162.610789 sec): 3 clusters Score: Raw -508210.389589 + Penalty 1641.891168 = -506568.498420 nChanged 11 SP:Iteration 67Q (9162.640901 sec): 3 clusters Score: Raw -508212.460407 + Penalty 1641.891168 = -506570.569238 nChanged 18 SP:Iteration 68Q (9162.695807 sec): 3 clusters Score: Raw -508214.571853 + Penalty 1641.891168 = -506572.680684 nChanged 13 SP:Iteration 69Q (9162.749337 sec): 3 clusters Score: Raw -508216.676747 + Penalty 1641.891168 = -506574.785578 nChanged 11 SP:Iteration 70Q (9162.798000 sec): 3 clusters Score: Raw -508218.343263 + Penalty 1641.891168 = -506576.452095 nChanged 7 SP:Iteration 71Q (9162.852719 sec): 3 clusters Score: Raw -508219.592488 + Penalty 1641.891168 = -506577.701320 nChanged 10 SP:Iteration 72Q (9162.901588 sec): 3 clusters Score: Raw -508221.260306 + Penalty 1641.891168 = -506579.369138 nChanged 11 SP:Iteration 73Q (9162.952431 sec): 3 clusters Score: Raw -508222.973041 + Penalty 1641.891168 = -506581.081872 nChanged 17 SP:Iteration 74Q (9163.006679 sec): 3 clusters Score: Raw -508224.841815 + Penalty 1641.891168 = -506582.950647 nChanged 14 SP:Iteration 75Q (9163.058576 sec): 3 clusters Score: Raw -508226.230477 + Penalty 1641.891168 = -506584.339309 nChanged 11 SP:Iteration 76Q (9163.108057 sec): 3 clusters Score: Raw -508227.322409 + Penalty 1641.891168 = -506585.431241 nChanged 11 SP:Iteration 77Q (9163.162862 sec): 3 clusters Score: Raw -508228.750077 + Penalty 1641.891168 = -506586.858909 nChanged 14 SP:Iteration 78Q (9163.217598 sec): 3 clusters Score: Raw -508230.825159 + Penalty 1641.891168 = -506588.933991 nChanged 14 SP:Iteration 79Q (9163.271599 sec): 3 clusters Score: Raw -508232.616628 + Penalty 1641.891168 = -506590.725459 nChanged 16 SP:Iteration 80F (9163.326756 sec): 3 clusters Score: Raw -508235.461476 + Penalty 1641.891168 = -506593.570308 nChanged 17 SP:Iteration 81Q (9163.368734 sec): 3 clusters Score: Raw -508238.288202 + Penalty 1641.891168 = -506596.397033 nChanged 16 SP:Iteration 82Q (9163.433897 sec): 3 clusters Score: Raw -508240.711589 + Penalty 1641.891168 = -506598.820420 nChanged 18 SP:Iteration 83Q (9163.481235 sec): 3 clusters Score: Raw -508244.435308 + Penalty 1641.891168 = -506602.544140 nChanged 22 SP:Iteration 84Q (9163.525307 sec): 3 clusters Score: Raw -508248.531233 + Penalty 1641.891168 = -506606.640064 nChanged 23 SP:Iteration 85Q (9163.569693 sec): 3 clusters Score: Raw -508253.461811 + Penalty 1641.891168 = -506611.570642 nChanged 20 SP:Iteration 86Q (9163.624008 sec): 3 clusters Score: Raw -508256.593293 + Penalty 1641.891168 = -506614.702125 nChanged 16 SP:Iteration 87Q (9163.658430 sec): 3 clusters Score: Raw -508259.016230 + Penalty 1641.891168 = -506617.125061 nChanged 12 SP:Iteration 88Q (9163.712665 sec): 3 clusters Score: Raw -508260.635078 + Penalty 1641.891168 = -506618.743909 nChanged 8 SP:Iteration 89Q (9163.768156 sec): 3 clusters Score: Raw -508261.782600 + Penalty 1641.891168 = -506619.891431 nChanged 11 SP:Iteration 90Q (9163.821623 sec): 3 clusters Score: Raw -508263.232544 + Penalty 1641.891168 = -506621.341375 nChanged 15 SP:Iteration 91Q (9163.877728 sec): 3 clusters Score: Raw -508264.998483 + Penalty 1641.891168 = -506623.107314 nChanged 15 SP:Iteration 92Q (9163.942779 sec): 3 clusters Score: Raw -508266.912190 + Penalty 1641.891168 = -506625.021021 nChanged 15 SP:Iteration 93Q (9163.977862 sec): 3 clusters Score: Raw -508268.560651 + Penalty 1641.891168 = -506626.669482 nChanged 16 SP:Iteration 94Q (9164.023644 sec): 3 clusters Score: Raw -508271.817909 + Penalty 1641.891168 = -506629.926741 nChanged 28 SP:Iteration 95Q (9164.077319 sec): 3 clusters Score: Raw -508278.433705 + Penalty 1641.891168 = -506636.542537 nChanged 22 SP:Iteration 96Q (9164.097633 sec): 3 clusters Score: Raw -508283.852167 + Penalty 1641.891168 = -506641.960998 nChanged 30 SP:Iteration 97Q (9164.162054 sec): 3 clusters Score: Raw -508291.035659 + Penalty 1641.891168 = -506649.144491 nChanged 31 SP:Iteration 98Q (9164.209737 sec): 3 clusters Score: Raw -508299.040875 + Penalty 1641.891168 = -506657.149706 nChanged 37 SP:Iteration 99Q (9164.273165 sec): 3 clusters Score: Raw -508307.454630 + Penalty 1641.891168 = -506665.563461 nChanged 33 SP:Iteration 100F (9164.313869 sec): 3 clusters Score: Raw -508315.624223 + Penalty 1641.891168 = -506673.733054 nChanged 37 SP:Iteration 101Q (9164.351225 sec): 3 clusters Score: Raw -508323.950456 + Penalty 1641.891168 = -506682.059287 nChanged 36 SP:Iteration 102Q (9164.405162 sec): 3 clusters Score: Raw -508330.621958 + Penalty 1641.891168 = -506688.730789 nChanged 31 SP:Iteration 103Q (9164.441670 sec): 3 clusters Score: Raw -508337.416037 + Penalty 1641.891168 = -506695.524868 nChanged 28 SP:Iteration 104Q (9164.490022 sec): 3 clusters Score: Raw -508343.023242 + Penalty 1641.891168 = -506701.132073 nChanged 27 SP:Iteration 105Q (9164.542333 sec): 3 clusters Score: Raw -508348.899810 + Penalty 1641.891168 = -506707.008642 nChanged 24 SP:Iteration 106Q (9164.577294 sec): 3 clusters Score: Raw -508352.397478 + Penalty 1641.891168 = -506710.506309 nChanged 23 SP:Iteration 107Q (9164.628807 sec): 3 clusters Score: Raw -508355.294615 + Penalty 1641.891168 = -506713.403447 nChanged 18 SP:Iteration 108Q (9164.679647 sec): 3 clusters Score: Raw -508357.902411 + Penalty 1641.891168 = -506716.011243 nChanged 19 SP:Iteration 109Q (9164.725156 sec): 3 clusters Score: Raw -508360.630742 + Penalty 1641.891168 = -506718.739573 nChanged 19 SP:Iteration 110Q (9164.758612 sec): 3 clusters Score: Raw -508363.429020 + Penalty 1641.891168 = -506721.537852 nChanged 14 SP:Iteration 111Q (9164.811399 sec): 3 clusters Score: Raw -508365.568681 + Penalty 1641.891168 = -506723.677513 nChanged 16 SP:Iteration 112Q (9164.865412 sec): 3 clusters Score: Raw -508367.918921 + Penalty 1641.891168 = -506726.027753 nChanged 10 SP:Iteration 113Q (9164.909152 sec): 3 clusters Score: Raw -508369.383602 + Penalty 1641.891168 = -506727.492433 nChanged 9 SP:Iteration 114Q (9164.955170 sec): 3 clusters Score: Raw -508370.454021 + Penalty 1641.891168 = -506728.562852 nChanged 10 SP:Iteration 115Q (9165.008006 sec): 3 clusters Score: Raw -508372.145830 + Penalty 1641.891168 = -506730.254662 nChanged 13 SP:Iteration 116Q (9165.058142 sec): 3 clusters Score: Raw -508374.972420 + Penalty 1641.891168 = -506733.081251 nChanged 18 SP:Iteration 117Q (9165.103806 sec): 3 clusters Score: Raw -508377.589543 + Penalty 1641.891168 = -506735.698375 nChanged 15 SP:Iteration 118Q (9165.154305 sec): 3 clusters Score: Raw -508379.408385 + Penalty 1641.891168 = -506737.517216 nChanged 12 SP:Iteration 119Q (9165.202378 sec): 3 clusters Score: Raw -508380.993489 + Penalty 1641.891168 = -506739.102320 nChanged 7 SP:Iteration 120F (9165.236365 sec): 3 clusters Score: Raw -508381.727376 + Penalty 1641.891168 = -506739.836208 nChanged 8 SP:Iteration 121Q (9165.276529 sec): 3 clusters Score: Raw -508382.525638 + Penalty 1641.891168 = -506740.634470 nChanged 5 SP:Iteration 122Q (9165.330714 sec): 3 clusters Score: Raw -508383.099194 + Penalty 1641.891168 = -506741.208025 nChanged 7 SP:Iteration 123Q (9165.378249 sec): 3 clusters Score: Raw -508383.837021 + Penalty 1641.891168 = -506741.945852 nChanged 8 SP:Iteration 124Q (9165.413615 sec): 3 clusters Score: Raw -508384.728093 + Penalty 1641.891168 = -506742.836924 nChanged 6 SP:Iteration 125Q (9165.470125 sec): 3 clusters Score: Raw -508385.434389 + Penalty 1641.891168 = -506743.543221 nChanged 4 SP:Iteration 126Q (9165.500719 sec): 3 clusters Score: Raw -508386.045275 + Penalty 1641.891168 = -506744.154107 nChanged 5 SP:Iteration 127Q (9165.554911 sec): 3 clusters Score: Raw -508386.386845 + Penalty 1641.891168 = -506744.495676 nChanged 3 SP:Iteration 128Q (9165.602731 sec): 3 clusters Score: Raw -508386.763161 + Penalty 1641.891168 = -506744.871992 nChanged 7 SP:Iteration 129Q (9165.641802 sec): 3 clusters Score: Raw -508387.495347 + Penalty 1641.891168 = -506745.604178 nChanged 3 SP:Iteration 130Q (9165.687127 sec): 3 clusters Score: Raw -508387.775754 + Penalty 1641.891168 = -506745.884586 nChanged 3 SP:Iteration 131Q (9165.733936 sec): 3 clusters Score: Raw -508388.059243 + Penalty 1641.891168 = -506746.168074 nChanged 3 SP:Iteration 132Q (9165.777323 sec): 3 clusters Score: Raw -508388.410536 + Penalty 1641.891168 = -506746.519367 nChanged 2 SP:Iteration 133Q (9165.831452 sec): 3 clusters Score: Raw -508388.560471 + Penalty 1641.891168 = -506746.669302 nChanged 1 SP:Iteration 134Q (9165.886140 sec): 3 clusters Score: Raw -508388.651452 + Penalty 1641.891168 = -506746.760284 nChanged 0 SP:Iteration 135F (9165.940937 sec): 3 clusters Score: Raw -508388.651452 + Penalty 1641.891168 = -506746.760284 nChanged 0 Iteration 219Q (9174.575427 sec): 44 clusters Score: Raw -69574856.948595 + Penalty 55732.614048 = -69519124.334547 nChanged 208 Iteration 220F (9191.672683 sec): 44 clusters Score: Raw -69574868.049878 + Penalty 55732.614048 = -69519135.435831 nChanged 210 Iteration 221Q (9199.845362 sec): 44 clusters Score: Raw -69574878.897346 + Penalty 55732.614048 = -69519146.283299 nChanged 231 Iteration 222Q (9208.697140 sec): 44 clusters Score: Raw -69574890.705094 + Penalty 55732.614048 = -69519158.091046 nChanged 197 Iteration 223Q (9217.063302 sec): 44 clusters Score: Raw -69574900.443055 + Penalty 55732.614048 = -69519167.829007 nChanged 192 Iteration 224Q (9225.540944 sec): 44 clusters Score: Raw -69574910.416359 + Penalty 55732.614048 = -69519177.802311 nChanged 191 Iteration 225Q (9233.976500 sec): 44 clusters Score: Raw -69574920.181198 + Penalty 55732.614048 = -69519187.567150 nChanged 200 Iteration 226Q (9242.495162 sec): 44 clusters Score: Raw -69574932.757078 + Penalty 55732.614048 = -69519200.143031 nChanged 214 Iteration 227Q (9251.060203 sec): 44 clusters Score: Raw -69574946.457602 + Penalty 55732.614048 = -69519213.843554 nChanged 219 Iteration 228Q (9259.687181 sec): 44 clusters Score: Raw -69574959.194406 + Penalty 55732.614048 = -69519226.580358 nChanged 223 Iteration 229Q (9268.240967 sec): 44 clusters Score: Raw -69574973.406250 + Penalty 55732.614048 = -69519240.792203 nChanged 256 Iteration 230Q (9276.924957 sec): 44 clusters Score: Raw -69574990.061701 + Penalty 55732.614048 = -69519257.447653 nChanged 248 Iteration 231Q (9285.520379 sec): 44 clusters Score: Raw -69575006.080891 + Penalty 55732.614048 = -69519273.466843 nChanged 245 Iteration 232Q (9293.947567 sec): 44 clusters Score: Raw -69575020.436499 + Penalty 55732.614048 = -69519287.822451 nChanged 251 Iteration 233Q (9302.132892 sec): 44 clusters Score: Raw -69575034.870141 + Penalty 55732.614048 = -69519302.256093 nChanged 249 Iteration 234Q (9310.531684 sec): 44 clusters Score: Raw -69575048.416192 + Penalty 55732.614048 = -69519315.802144 nChanged 238 Iteration 235Q (9319.391764 sec): 44 clusters Score: Raw -69575061.577695 + Penalty 55732.614048 = -69519328.963647 nChanged 253 Iteration 236Q (9328.271609 sec): 44 clusters Score: Raw -69575076.089121 + Penalty 55732.614048 = -69519343.475073 nChanged 258 Iteration 237Q (9336.976998 sec): 44 clusters Score: Raw -69575091.913755 + Penalty 55732.614048 = -69519359.299707 nChanged 259 Iteration 238Q (9345.579508 sec): 44 clusters Score: Raw -69575105.874201 + Penalty 55732.614048 = -69519373.260154 nChanged 273 Iteration 239Q (9354.024770 sec): 44 clusters Score: Raw -69575121.851739 + Penalty 55732.614048 = -69519389.237691 nChanged 275 Iteration 240F (9370.982746 sec): 44 clusters Score: Raw -69575135.050332 + Penalty 55732.614048 = -69519402.436284 nChanged 257 Iteration 241Q (9379.836643 sec): 44 clusters Score: Raw -69575146.965068 + Penalty 55732.614048 = -69519414.351020 nChanged 204 Iteration 242Q (9388.833831 sec): 44 clusters Score: Raw -69575156.212890 + Penalty 55732.614048 = -69519423.598842 nChanged 206 Iteration 243Q (9397.826185 sec): 44 clusters Score: Raw -69575164.169930 + Penalty 55732.614048 = -69519431.555883 nChanged 190 Iteration 244Q (9406.828046 sec): 44 clusters Score: Raw -69575171.246806 + Penalty 55732.614048 = -69519438.632758 nChanged 189 Iteration 245Q (9415.831688 sec): 44 clusters Score: Raw -69575178.614900 + Penalty 55732.614048 = -69519446.000852 nChanged 188 Iteration 246Q (9424.732232 sec): 44 clusters Score: Raw -69575186.024688 + Penalty 55732.614048 = -69519453.410640 nChanged 180 Iteration 247Q (9433.435165 sec): 44 clusters Score: Raw -69575193.793724 + Penalty 55732.614048 = -69519461.179676 nChanged 171 Iteration 248Q (9442.325576 sec): 44 clusters Score: Raw -69575200.148321 + Penalty 55732.614048 = -69519467.534274 nChanged 166 Iteration 249Q (9451.033427 sec): 44 clusters Score: Raw -69575207.172571 + Penalty 55732.614048 = -69519474.558523 nChanged 166 Iteration 250Q (9459.648322 sec): 44 clusters Score: Raw -69575214.412936 + Penalty 55732.614048 = -69519481.798888 nChanged 171 Iteration 251Q (9468.044720 sec): 44 clusters Score: Raw -69575222.278632 + Penalty 55732.614048 = -69519489.664584 nChanged 169 Iteration 252Q (9476.440305 sec): 44 clusters Score: Raw -69575229.606371 + Penalty 55732.614048 = -69519496.992323 nChanged 156 Iteration 253Q (9484.986541 sec): 44 clusters Score: Raw -69575236.207178 + Penalty 55732.614048 = -69519503.593131 nChanged 139 Iteration 254Q (9493.136663 sec): 44 clusters Score: Raw -69575241.490210 + Penalty 55732.614048 = -69519508.876162 nChanged 124 Iteration 255Q (9501.879518 sec): 44 clusters Score: Raw -69575245.665684 + Penalty 55732.614048 = -69519513.051636 nChanged 116 Iteration 256Q (9510.834149 sec): 44 clusters Score: Raw -69575249.886217 + Penalty 55732.614048 = -69519517.272169 nChanged 124 Iteration 257Q (9519.612230 sec): 44 clusters Score: Raw -69575254.921391 + Penalty 55732.614048 = -69519522.307343 nChanged 133 Iteration 258Q (9528.430028 sec): 44 clusters Score: Raw -69575260.628763 + Penalty 55732.614048 = -69519528.014715 nChanged 147 Writing temp clu file Because OldScore, -69519522.307343, is greater than current (better) Score,-69519528.014715 Compute initial score before splitting: Score: Raw -69575260.628763 + Penalty 55732.614048 = -69519528.014715 Trying to split cluster 1 (3428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9528.656485 sec): 2 clusters Score: Raw -289318.651070 + Penalty 773.274567 = -288545.376503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9528.708468 sec): 3 clusters Score: Raw -287492.001781 + Penalty 1546.549133 = -285945.452647 nChanged 1414 SP:Iteration 1F (9528.751915 sec): 3 clusters Score: Raw -288490.827384 + Penalty 1546.549133 = -286944.278251 nChanged 345 SP:Iteration 2F (9528.807841 sec): 3 clusters Score: Raw -288827.081525 + Penalty 1546.549133 = -287280.532392 nChanged 303 SP:Iteration 3F (9528.864578 sec): 3 clusters Score: Raw -289110.416809 + Penalty 1546.549133 = -287563.867676 nChanged 214 SP:Iteration 4F (9528.917726 sec): 3 clusters Score: Raw -289308.221197 + Penalty 1546.549133 = -287761.672064 nChanged 159 SP:Iteration 5Q (9528.953758 sec): 3 clusters Score: Raw -289456.740067 + Penalty 1546.549133 = -287910.190933 nChanged 109 SP:Iteration 6Q (9529.011329 sec): 3 clusters Score: Raw -289552.400111 + Penalty 1546.549133 = -288005.850977 nChanged 83 SP:Iteration 7Q (9529.054396 sec): 3 clusters Score: Raw -289609.729072 + Penalty 1546.549133 = -288063.179939 nChanged 82 SP:Iteration 8Q (9529.107084 sec): 3 clusters Score: Raw -289663.501632 + Penalty 1546.549133 = -288116.952499 nChanged 64 SP:Iteration 9Q (9529.167936 sec): 3 clusters Score: Raw -289709.604294 + Penalty 1546.549133 = -288163.055161 nChanged 61 SP:Iteration 10Q (9529.218305 sec): 3 clusters Score: Raw -289754.206325 + Penalty 1546.549133 = -288207.657192 nChanged 60 SP:Iteration 11Q (9529.261714 sec): 3 clusters Score: Raw -289800.548434 + Penalty 1546.549133 = -288253.999301 nChanged 44 SP:Iteration 12Q (9529.314224 sec): 3 clusters Score: Raw -289824.537386 + Penalty 1546.549133 = -288277.988253 nChanged 32 SP:Iteration 13Q (9529.358907 sec): 3 clusters Score: Raw -289835.516242 + Penalty 1546.549133 = -288288.967109 nChanged 27 SP:Iteration 14Q (9529.396405 sec): 3 clusters Score: Raw -289848.962252 + Penalty 1546.549133 = -288302.413119 nChanged 22 SP:Iteration 15Q (9529.444110 sec): 3 clusters Score: Raw -289859.965144 + Penalty 1546.549133 = -288313.416010 nChanged 22 SP:Iteration 16Q (9529.505074 sec): 3 clusters Score: Raw -289872.702179 + Penalty 1546.549133 = -288326.153046 nChanged 23 SP:Iteration 17Q (9529.545676 sec): 3 clusters Score: Raw -289883.267162 + Penalty 1546.549133 = -288336.718029 nChanged 13 SP:Iteration 18Q (9529.598145 sec): 3 clusters Score: Raw -289888.355704 + Penalty 1546.549133 = -288341.806571 nChanged 14 SP:Iteration 19Q (9529.637891 sec): 3 clusters Score: Raw -289894.466077 + Penalty 1546.549133 = -288347.916944 nChanged 10 SP:Iteration 20F (9529.691240 sec): 3 clusters Score: Raw -289898.570740 + Penalty 1546.549133 = -288352.021606 nChanged 7 SP:Iteration 21Q (9529.725464 sec): 3 clusters Score: Raw -289901.848782 + Penalty 1546.549133 = -288355.299649 nChanged 10 SP:Iteration 22Q (9529.777495 sec): 3 clusters Score: Raw -289906.836889 + Penalty 1546.549133 = -288360.287756 nChanged 9 SP:Iteration 23Q (9529.814263 sec): 3 clusters Score: Raw -289910.343199 + Penalty 1546.549133 = -288363.794066 nChanged 6 SP:Iteration 24Q (9529.855603 sec): 3 clusters Score: Raw -289913.057300 + Penalty 1546.549133 = -288366.508167 nChanged 5 SP:Iteration 25Q (9529.911551 sec): 3 clusters Score: Raw -289914.091035 + Penalty 1546.549133 = -288367.541902 nChanged 4 SP:Iteration 26Q (9529.961289 sec): 3 clusters Score: Raw -289915.528663 + Penalty 1546.549133 = -288368.979529 nChanged 6 SP:Iteration 27Q (9529.997165 sec): 3 clusters Score: Raw -289917.528673 + Penalty 1546.549133 = -288370.979540 nChanged 5 SP:Iteration 28Q (9530.053476 sec): 3 clusters Score: Raw -289920.124300 + Penalty 1546.549133 = -288373.575167 nChanged 5 SP:Iteration 29Q (9530.103666 sec): 3 clusters Score: Raw -289922.787442 + Penalty 1546.549133 = -288376.238309 nChanged 5 SP:Iteration 30Q (9530.152641 sec): 3 clusters Score: Raw -289925.255330 + Penalty 1546.549133 = -288378.706197 nChanged 6 SP:Iteration 31Q (9530.201158 sec): 3 clusters Score: Raw -289927.180269 + Penalty 1546.549133 = -288380.631136 nChanged 5 SP:Iteration 32Q (9530.253124 sec): 3 clusters Score: Raw -289928.907498 + Penalty 1546.549133 = -288382.358364 nChanged 5 SP:Iteration 33Q (9530.287238 sec): 3 clusters Score: Raw -289930.328509 + Penalty 1546.549133 = -288383.779376 nChanged 5 SP:Iteration 34Q (9530.335424 sec): 3 clusters Score: Raw -289932.497275 + Penalty 1546.549133 = -288385.948142 nChanged 6 SP:Iteration 35Q (9530.384978 sec): 3 clusters Score: Raw -289934.008714 + Penalty 1546.549133 = -288387.459581 nChanged 5 SP:Iteration 36Q (9530.435763 sec): 3 clusters Score: Raw -289935.153008 + Penalty 1546.549133 = -288388.603875 nChanged 1 SP:Iteration 37Q (9530.489091 sec): 3 clusters Score: Raw -289935.244876 + Penalty 1546.549133 = -288388.695743 nChanged 1 SP:Iteration 38Q (9530.537933 sec): 3 clusters Score: Raw -289935.448367 + Penalty 1546.549133 = -288388.899234 nChanged 0 SP:Iteration 39F (9530.586945 sec): 3 clusters Score: Raw -289935.448367 + Penalty 1546.549133 = -288388.899234 nChanged 0 Trying to split cluster 2 (1315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9530.609978 sec): 2 clusters Score: Raw -108463.490677 + Penalty 682.251235 = -107781.239442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9530.646232 sec): 3 clusters Score: Raw -107840.748329 + Penalty 1364.502469 = -106476.245859 nChanged 492 SP:Iteration 1F (9530.682233 sec): 3 clusters Score: Raw -108195.396528 + Penalty 1364.502469 = -106830.894058 nChanged 126 SP:Iteration 2F (9530.718255 sec): 3 clusters Score: Raw -108337.927275 + Penalty 1364.502469 = -106973.424806 nChanged 89 SP:Iteration 3F (9530.766544 sec): 3 clusters Score: Raw -108463.537260 + Penalty 1364.502469 = -107099.034790 nChanged 70 SP:Iteration 4F (9530.812252 sec): 3 clusters Score: Raw -108546.361975 + Penalty 1364.502469 = -107181.859505 nChanged 54 SP:Iteration 5Q (9530.859860 sec): 3 clusters Score: Raw -108598.625672 + Penalty 1364.502469 = -107234.123203 nChanged 53 SP:Iteration 6Q (9530.908562 sec): 3 clusters Score: Raw -108649.545670 + Penalty 1364.502469 = -107285.043200 nChanged 32 SP:Iteration 7Q (9530.946979 sec): 3 clusters Score: Raw -108673.808721 + Penalty 1364.502469 = -107309.306252 nChanged 23 SP:Iteration 8Q (9531.004006 sec): 3 clusters Score: Raw -108695.581422 + Penalty 1364.502469 = -107331.078952 nChanged 18 SP:Iteration 9Q (9531.047045 sec): 3 clusters Score: Raw -108711.235134 + Penalty 1364.502469 = -107346.732665 nChanged 12 SP:Iteration 10Q (9531.081619 sec): 3 clusters Score: Raw -108719.048515 + Penalty 1364.502469 = -107354.546046 nChanged 6 SP:Iteration 11Q (9531.132446 sec): 3 clusters Score: Raw -108721.740569 + Penalty 1364.502469 = -107357.238100 nChanged 4 SP:Iteration 12Q (9531.166756 sec): 3 clusters Score: Raw -108723.880262 + Penalty 1364.502469 = -107359.377793 nChanged 4 SP:Iteration 13Q (9531.219035 sec): 3 clusters Score: Raw -108727.563857 + Penalty 1364.502469 = -107363.061387 nChanged 10 SP:Iteration 14Q (9531.268860 sec): 3 clusters Score: Raw -108739.554622 + Penalty 1364.502469 = -107375.052152 nChanged 15 SP:Iteration 15Q (9531.310832 sec): 3 clusters Score: Raw -108755.401876 + Penalty 1364.502469 = -107390.899406 nChanged 14 SP:Iteration 16Q (9531.352987 sec): 3 clusters Score: Raw -108768.019414 + Penalty 1364.502469 = -107403.516945 nChanged 14 SP:Iteration 17Q (9531.391224 sec): 3 clusters Score: Raw -108777.247862 + Penalty 1364.502469 = -107412.745392 nChanged 7 SP:Iteration 18Q (9531.440643 sec): 3 clusters Score: Raw -108780.157147 + Penalty 1364.502469 = -107415.654677 nChanged 0 SP:Iteration 19F (9531.475472 sec): 3 clusters Score: Raw -108780.157147 + Penalty 1364.502469 = -107415.654677 nChanged 0 Trying to split cluster 3 (9904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9531.520809 sec): 2 clusters Score: Raw -834484.586638 + Penalty 874.065930 = -833610.520709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9531.580244 sec): 3 clusters Score: Raw -828643.045021 + Penalty 1748.131859 = -826894.913162 nChanged 4333 SP:Iteration 1F (9531.637279 sec): 3 clusters Score: Raw -831314.035346 + Penalty 1748.131859 = -829565.903487 nChanged 745 SP:Iteration 2F (9531.694384 sec): 3 clusters Score: Raw -831832.874299 + Penalty 1748.131859 = -830084.742440 nChanged 760 SP:Iteration 3F (9531.756407 sec): 3 clusters Score: Raw -832361.849524 + Penalty 1748.131859 = -830613.717665 nChanged 735 SP:Iteration 4F (9531.816150 sec): 3 clusters Score: Raw -832828.640091 + Penalty 1748.131859 = -831080.508232 nChanged 612 SP:Iteration 5F (9531.876831 sec): 3 clusters Score: Raw -833197.463782 + Penalty 1748.131859 = -831449.331923 nChanged 505 SP:Iteration 6F (9531.939067 sec): 3 clusters Score: Raw -833488.248876 + Penalty 1748.131859 = -831740.117017 nChanged 405 SP:Iteration 7Q (9531.991205 sec): 3 clusters Score: Raw -833699.839508 + Penalty 1748.131859 = -831951.707649 nChanged 341 SP:Iteration 8Q (9532.053155 sec): 3 clusters Score: Raw -833864.125172 + Penalty 1748.131859 = -832115.993313 nChanged 315 SP:Iteration 9Q (9532.112058 sec): 3 clusters Score: Raw -834012.590159 + Penalty 1748.131859 = -832264.458300 nChanged 280 SP:Iteration 10Q (9532.173950 sec): 3 clusters Score: Raw -834138.099949 + Penalty 1748.131859 = -832389.968090 nChanged 217 SP:Iteration 11Q (9532.235623 sec): 3 clusters Score: Raw -834212.605128 + Penalty 1748.131859 = -832464.473269 nChanged 183 SP:Iteration 12Q (9532.297137 sec): 3 clusters Score: Raw -834276.009391 + Penalty 1748.131859 = -832527.877532 nChanged 171 SP:Iteration 13Q (9532.360140 sec): 3 clusters Score: Raw -834338.817039 + Penalty 1748.131859 = -832590.685180 nChanged 155 SP:Iteration 14Q (9532.420607 sec): 3 clusters Score: Raw -834392.334079 + Penalty 1748.131859 = -832644.202220 nChanged 130 SP:Iteration 15Q (9532.480690 sec): 3 clusters Score: Raw -834431.654847 + Penalty 1748.131859 = -832683.522988 nChanged 101 SP:Iteration 16Q (9532.543142 sec): 3 clusters Score: Raw -834459.850785 + Penalty 1748.131859 = -832711.718926 nChanged 83 SP:Iteration 17Q (9532.597472 sec): 3 clusters Score: Raw -834482.494778 + Penalty 1748.131859 = -832734.362919 nChanged 78 SP:Iteration 18Q (9532.657986 sec): 3 clusters Score: Raw -834504.270234 + Penalty 1748.131859 = -832756.138375 nChanged 74 SP:Iteration 19Q (9532.716276 sec): 3 clusters Score: Raw -834523.124794 + Penalty 1748.131859 = -832774.992935 nChanged 79 SP:Iteration 20F (9532.775604 sec): 3 clusters Score: Raw -834546.069872 + Penalty 1748.131859 = -832797.938013 nChanged 82 SP:Iteration 21Q (9532.825354 sec): 3 clusters Score: Raw -834569.837358 + Penalty 1748.131859 = -832821.705499 nChanged 79 SP:Iteration 22Q (9532.891255 sec): 3 clusters Score: Raw -834590.544475 + Penalty 1748.131859 = -832842.412616 nChanged 71 SP:Iteration 23Q (9532.954939 sec): 3 clusters Score: Raw -834604.385622 + Penalty 1748.131859 = -832856.253763 nChanged 56 SP:Iteration 24Q (9533.017999 sec): 3 clusters Score: Raw -834615.442123 + Penalty 1748.131859 = -832867.310264 nChanged 54 SP:Iteration 25Q (9533.073780 sec): 3 clusters Score: Raw -834628.970563 + Penalty 1748.131859 = -832880.838704 nChanged 60 SP:Iteration 26Q (9533.134225 sec): 3 clusters Score: Raw -834645.334080 + Penalty 1748.131859 = -832897.202221 nChanged 54 SP:Iteration 27Q (9533.189672 sec): 3 clusters Score: Raw -834658.725529 + Penalty 1748.131859 = -832910.593670 nChanged 50 SP:Iteration 28Q (9533.251400 sec): 3 clusters Score: Raw -834671.249814 + Penalty 1748.131859 = -832923.117955 nChanged 45 SP:Iteration 29Q (9533.311745 sec): 3 clusters Score: Raw -834682.232109 + Penalty 1748.131859 = -832934.100250 nChanged 38 SP:Iteration 30Q (9533.367115 sec): 3 clusters Score: Raw -834689.561096 + Penalty 1748.131859 = -832941.429237 nChanged 31 SP:Iteration 31Q (9533.426619 sec): 3 clusters Score: Raw -834695.070054 + Penalty 1748.131859 = -832946.938195 nChanged 33 SP:Iteration 32Q (9533.474781 sec): 3 clusters Score: Raw -834700.336255 + Penalty 1748.131859 = -832952.204396 nChanged 36 SP:Iteration 33Q (9533.535327 sec): 3 clusters Score: Raw -834705.909208 + Penalty 1748.131859 = -832957.777349 nChanged 37 SP:Iteration 34Q (9533.586401 sec): 3 clusters Score: Raw -834716.913165 + Penalty 1748.131859 = -832968.781306 nChanged 44 SP:Iteration 35Q (9533.645200 sec): 3 clusters Score: Raw -834729.356670 + Penalty 1748.131859 = -832981.224810 nChanged 33 SP:Iteration 36Q (9533.712694 sec): 3 clusters Score: Raw -834737.207019 + Penalty 1748.131859 = -832989.075160 nChanged 36 SP:Iteration 37Q (9533.765181 sec): 3 clusters Score: Raw -834744.883257 + Penalty 1748.131859 = -832996.751398 nChanged 42 SP:Iteration 38Q (9533.824707 sec): 3 clusters Score: Raw -834760.218683 + Penalty 1748.131859 = -833012.086824 nChanged 50 SP:Iteration 39Q (9533.885013 sec): 3 clusters Score: Raw -834775.680858 + Penalty 1748.131859 = -833027.548999 nChanged 55 SP:Iteration 40F (9533.927163 sec): 3 clusters Score: Raw -834795.792069 + Penalty 1748.131859 = -833047.660210 nChanged 60 SP:Iteration 41Q (9533.977976 sec): 3 clusters Score: Raw -834819.192267 + Penalty 1748.131859 = -833071.060407 nChanged 65 SP:Iteration 42Q (9534.026103 sec): 3 clusters Score: Raw -834843.812997 + Penalty 1748.131859 = -833095.681138 nChanged 63 SP:Iteration 43Q (9534.074550 sec): 3 clusters Score: Raw -834864.493297 + Penalty 1748.131859 = -833116.361438 nChanged 51 SP:Iteration 44Q (9534.146224 sec): 3 clusters Score: Raw -834878.035674 + Penalty 1748.131859 = -833129.903815 nChanged 42 SP:Iteration 45Q (9534.202959 sec): 3 clusters Score: Raw -834888.552614 + Penalty 1748.131859 = -833140.420755 nChanged 32 SP:Iteration 46Q (9534.251722 sec): 3 clusters Score: Raw -834894.996015 + Penalty 1748.131859 = -833146.864156 nChanged 32 SP:Iteration 47Q (9534.311637 sec): 3 clusters Score: Raw -834900.541060 + Penalty 1748.131859 = -833152.409201 nChanged 20 SP:Iteration 48Q (9534.360752 sec): 3 clusters Score: Raw -834903.464061 + Penalty 1748.131859 = -833155.332202 nChanged 30 SP:Iteration 49Q (9534.420536 sec): 3 clusters Score: Raw -834908.350279 + Penalty 1748.131859 = -833160.218419 nChanged 27 SP:Iteration 50Q (9534.478958 sec): 3 clusters Score: Raw -834911.873758 + Penalty 1748.131859 = -833163.741899 nChanged 17 SP:Iteration 51Q (9534.538516 sec): 3 clusters Score: Raw -834913.581066 + Penalty 1748.131859 = -833165.449207 nChanged 14 SP:Iteration 52Q (9534.598279 sec): 3 clusters Score: Raw -834915.111510 + Penalty 1748.131859 = -833166.979651 nChanged 16 SP:Iteration 53Q (9534.657384 sec): 3 clusters Score: Raw -834916.761702 + Penalty 1748.131859 = -833168.629843 nChanged 10 SP:Iteration 54Q (9534.717367 sec): 3 clusters Score: Raw -834917.638416 + Penalty 1748.131859 = -833169.506557 nChanged 13 SP:Iteration 55Q (9534.765076 sec): 3 clusters Score: Raw -834918.531370 + Penalty 1748.131859 = -833170.399511 nChanged 12 SP:Iteration 56Q (9534.812901 sec): 3 clusters Score: Raw -834919.438563 + Penalty 1748.131859 = -833171.306704 nChanged 11 SP:Iteration 57Q (9534.873236 sec): 3 clusters Score: Raw -834920.442005 + Penalty 1748.131859 = -833172.310146 nChanged 11 SP:Iteration 58Q (9534.929691 sec): 3 clusters Score: Raw -834921.508612 + Penalty 1748.131859 = -833173.376753 nChanged 7 SP:Iteration 59Q (9534.983847 sec): 3 clusters Score: Raw -834922.075036 + Penalty 1748.131859 = -833173.943177 nChanged 4 SP:Iteration 60F (9535.032735 sec): 3 clusters Score: Raw -834922.617086 + Penalty 1748.131859 = -833174.485227 nChanged 9 SP:Iteration 61Q (9535.082155 sec): 3 clusters Score: Raw -834923.623619 + Penalty 1748.131859 = -833175.491760 nChanged 8 SP:Iteration 62Q (9535.130407 sec): 3 clusters Score: Raw -834924.473508 + Penalty 1748.131859 = -833176.341649 nChanged 9 SP:Iteration 63Q (9535.177775 sec): 3 clusters Score: Raw -834925.002468 + Penalty 1748.131859 = -833176.870609 nChanged 6 SP:Iteration 64Q (9535.236664 sec): 3 clusters Score: Raw -834925.563849 + Penalty 1748.131859 = -833177.431990 nChanged 6 SP:Iteration 65Q (9535.294357 sec): 3 clusters Score: Raw -834926.318782 + Penalty 1748.131859 = -833178.186923 nChanged 7 SP:Iteration 66Q (9535.344877 sec): 3 clusters Score: Raw -834926.833089 + Penalty 1748.131859 = -833178.701230 nChanged 2 SP:Iteration 67Q (9535.414323 sec): 3 clusters Score: Raw -834926.937225 + Penalty 1748.131859 = -833178.805366 nChanged 3 SP:Iteration 68Q (9535.472964 sec): 3 clusters Score: Raw -834927.164982 + Penalty 1748.131859 = -833179.033123 nChanged 1 SP:Iteration 69Q (9535.525655 sec): 3 clusters Score: Raw -834927.234246 + Penalty 1748.131859 = -833179.102387 nChanged 1 SP:Iteration 70Q (9535.578416 sec): 3 clusters Score: Raw -834927.254582 + Penalty 1748.131859 = -833179.122723 nChanged 0 SP:Iteration 71F (9535.639401 sec): 3 clusters Score: Raw -834927.254582 + Penalty 1748.131859 = -833179.122723 nChanged 0 Trying to split cluster 4 (27262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9535.704503 sec): 2 clusters Score: Raw -2360070.669372 + Penalty 970.258662 = -2359100.410711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9535.789796 sec): 3 clusters Score: Raw -2342855.739108 + Penalty 1940.517323 = -2340915.221785 nChanged 12862 SP:Iteration 1F (9535.873988 sec): 3 clusters Score: Raw -2350323.804065 + Penalty 1940.517323 = -2348383.286742 nChanged 1216 SP:Iteration 2Q (9535.959018 sec): 3 clusters Score: Raw -2350780.194975 + Penalty 1940.517323 = -2348839.677652 nChanged 1256 SP:Iteration 3Q (9536.046287 sec): 3 clusters Score: Raw -2351398.151539 + Penalty 1940.517323 = -2349457.634216 nChanged 1441 SP:Iteration 4F (9536.128829 sec): 3 clusters Score: Raw -2352306.288460 + Penalty 1940.517323 = -2350365.771137 nChanged 1719 SP:Iteration 5F (9536.212140 sec): 3 clusters Score: Raw -2353646.602536 + Penalty 1940.517323 = -2351706.085213 nChanged 1834 SP:Iteration 6F (9536.295352 sec): 3 clusters Score: Raw -2355159.460488 + Penalty 1940.517323 = -2353218.943164 nChanged 1700 SP:Iteration 7F (9536.377952 sec): 3 clusters Score: Raw -2356370.366414 + Penalty 1940.517323 = -2354429.849091 nChanged 1305 SP:Iteration 8Q (9536.448242 sec): 3 clusters Score: Raw -2356999.508664 + Penalty 1940.517323 = -2355058.991340 nChanged 805 SP:Iteration 9Q (9536.539402 sec): 3 clusters Score: Raw -2357291.664603 + Penalty 1940.517323 = -2355351.147280 nChanged 568 SP:Iteration 10Q (9536.625219 sec): 3 clusters Score: Raw -2357455.838766 + Penalty 1940.517323 = -2355515.321442 nChanged 443 SP:Iteration 11Q (9536.709046 sec): 3 clusters Score: Raw -2357580.611538 + Penalty 1940.517323 = -2355640.094215 nChanged 369 SP:Iteration 12Q (9536.792943 sec): 3 clusters Score: Raw -2357690.933548 + Penalty 1940.517323 = -2355750.416225 nChanged 382 SP:Iteration 13Q (9536.876628 sec): 3 clusters Score: Raw -2357814.196094 + Penalty 1940.517323 = -2355873.678770 nChanged 376 SP:Iteration 14Q (9536.956514 sec): 3 clusters Score: Raw -2357921.076753 + Penalty 1940.517323 = -2355980.559430 nChanged 354 SP:Iteration 15Q (9537.040025 sec): 3 clusters Score: Raw -2358021.652823 + Penalty 1940.517323 = -2356081.135500 nChanged 347 SP:Iteration 16Q (9537.117033 sec): 3 clusters Score: Raw -2358114.272354 + Penalty 1940.517323 = -2356173.755031 nChanged 327 SP:Iteration 17Q (9537.200510 sec): 3 clusters Score: Raw -2358201.824520 + Penalty 1940.517323 = -2356261.307196 nChanged 314 SP:Iteration 18Q (9537.293612 sec): 3 clusters Score: Raw -2358290.682324 + Penalty 1940.517323 = -2356350.165001 nChanged 292 SP:Iteration 19Q (9537.373766 sec): 3 clusters Score: Raw -2358366.620610 + Penalty 1940.517323 = -2356426.103286 nChanged 262 SP:Iteration 20F (9537.449935 sec): 3 clusters Score: Raw -2358437.495924 + Penalty 1940.517323 = -2356496.978601 nChanged 262 SP:Iteration 21Q (9537.537651 sec): 3 clusters Score: Raw -2358505.385644 + Penalty 1940.517323 = -2356564.868321 nChanged 236 SP:Iteration 22Q (9537.610925 sec): 3 clusters Score: Raw -2358567.178224 + Penalty 1940.517323 = -2356626.660900 nChanged 243 SP:Iteration 23Q (9537.701782 sec): 3 clusters Score: Raw -2358628.516004 + Penalty 1940.517323 = -2356687.998680 nChanged 225 SP:Iteration 24Q (9537.787003 sec): 3 clusters Score: Raw -2358683.484199 + Penalty 1940.517323 = -2356742.966876 nChanged 214 SP:Iteration 25Q (9537.867831 sec): 3 clusters Score: Raw -2358733.182191 + Penalty 1940.517323 = -2356792.664868 nChanged 205 SP:Iteration 26Q (9537.933827 sec): 3 clusters Score: Raw -2358776.395205 + Penalty 1940.517323 = -2356835.877882 nChanged 188 SP:Iteration 27Q (9538.015999 sec): 3 clusters Score: Raw -2358817.123211 + Penalty 1940.517323 = -2356876.605888 nChanged 203 SP:Iteration 28Q (9538.087962 sec): 3 clusters Score: Raw -2358862.962020 + Penalty 1940.517323 = -2356922.444697 nChanged 195 SP:Iteration 29Q (9538.160720 sec): 3 clusters Score: Raw -2358908.129900 + Penalty 1940.517323 = -2356967.612577 nChanged 219 SP:Iteration 30Q (9538.238917 sec): 3 clusters Score: Raw -2358954.526334 + Penalty 1940.517323 = -2357014.009011 nChanged 203 SP:Iteration 31Q (9538.320191 sec): 3 clusters Score: Raw -2358998.302912 + Penalty 1940.517323 = -2357057.785588 nChanged 178 SP:Iteration 32Q (9538.401101 sec): 3 clusters Score: Raw -2359034.977781 + Penalty 1940.517323 = -2357094.460458 nChanged 170 SP:Iteration 33Q (9538.491112 sec): 3 clusters Score: Raw -2359070.745387 + Penalty 1940.517323 = -2357130.228063 nChanged 165 SP:Iteration 34Q (9538.558708 sec): 3 clusters Score: Raw -2359100.874560 + Penalty 1940.517323 = -2357160.357237 nChanged 141 SP:Iteration 35Q (9538.647586 sec): 3 clusters Score: Raw -2359124.450774 + Penalty 1940.517323 = -2357183.933450 nChanged 148 SP:Iteration 36Q (9538.730463 sec): 3 clusters Score: Raw -2359149.958260 + Penalty 1940.517323 = -2357209.440936 nChanged 153 SP:Iteration 37Q (9538.812369 sec): 3 clusters Score: Raw -2359176.338976 + Penalty 1940.517323 = -2357235.821653 nChanged 152 SP:Iteration 38Q (9538.896698 sec): 3 clusters Score: Raw -2359202.362578 + Penalty 1940.517323 = -2357261.845254 nChanged 144 SP:Iteration 39Q (9538.972413 sec): 3 clusters Score: Raw -2359225.887148 + Penalty 1940.517323 = -2357285.369824 nChanged 130 SP:Iteration 40F (9539.059747 sec): 3 clusters Score: Raw -2359247.713875 + Penalty 1940.517323 = -2357307.196552 nChanged 135 SP:Iteration 41Q (9539.145270 sec): 3 clusters Score: Raw -2359267.648252 + Penalty 1940.517323 = -2357327.130928 nChanged 124 SP:Iteration 42Q (9539.231171 sec): 3 clusters Score: Raw -2359283.573704 + Penalty 1940.517323 = -2357343.056381 nChanged 109 SP:Iteration 43Q (9539.308253 sec): 3 clusters Score: Raw -2359297.479299 + Penalty 1940.517323 = -2357356.961976 nChanged 85 SP:Iteration 44Q (9539.391304 sec): 3 clusters Score: Raw -2359306.850741 + Penalty 1940.517323 = -2357366.333418 nChanged 82 SP:Iteration 45Q (9539.474643 sec): 3 clusters Score: Raw -2359315.862175 + Penalty 1940.517323 = -2357375.344852 nChanged 84 SP:Iteration 46Q (9539.549944 sec): 3 clusters Score: Raw -2359323.721315 + Penalty 1940.517323 = -2357383.203992 nChanged 92 SP:Iteration 47Q (9539.630741 sec): 3 clusters Score: Raw -2359332.959953 + Penalty 1940.517323 = -2357392.442630 nChanged 83 SP:Iteration 48Q (9539.703141 sec): 3 clusters Score: Raw -2359340.372185 + Penalty 1940.517323 = -2357399.854861 nChanged 70 SP:Iteration 49Q (9539.786239 sec): 3 clusters Score: Raw -2359346.143606 + Penalty 1940.517323 = -2357405.626283 nChanged 69 SP:Iteration 50Q (9539.867318 sec): 3 clusters Score: Raw -2359351.293300 + Penalty 1940.517323 = -2357410.775976 nChanged 69 SP:Iteration 51Q (9539.949376 sec): 3 clusters Score: Raw -2359356.832068 + Penalty 1940.517323 = -2357416.314745 nChanged 76 SP:Iteration 52Q (9540.029577 sec): 3 clusters Score: Raw -2359363.010814 + Penalty 1940.517323 = -2357422.493491 nChanged 80 SP:Iteration 53Q (9540.110517 sec): 3 clusters Score: Raw -2359369.777231 + Penalty 1940.517323 = -2357429.259908 nChanged 85 SP:Iteration 54Q (9540.179952 sec): 3 clusters Score: Raw -2359378.395321 + Penalty 1940.517323 = -2357437.877997 nChanged 86 SP:Iteration 55Q (9540.267699 sec): 3 clusters Score: Raw -2359385.938598 + Penalty 1940.517323 = -2357445.421274 nChanged 80 SP:Iteration 56Q (9540.349171 sec): 3 clusters Score: Raw -2359393.009811 + Penalty 1940.517323 = -2357452.492488 nChanged 83 SP:Iteration 57Q (9540.429267 sec): 3 clusters Score: Raw -2359400.254085 + Penalty 1940.517323 = -2357459.736761 nChanged 80 SP:Iteration 58Q (9540.504809 sec): 3 clusters Score: Raw -2359406.840580 + Penalty 1940.517323 = -2357466.323257 nChanged 71 SP:Iteration 59Q (9540.585504 sec): 3 clusters Score: Raw -2359412.745540 + Penalty 1940.517323 = -2357472.228216 nChanged 93 SP:Iteration 60F (9540.667799 sec): 3 clusters Score: Raw -2359422.749987 + Penalty 1940.517323 = -2357482.232664 nChanged 113 SP:Iteration 61Q (9540.754542 sec): 3 clusters Score: Raw -2359435.638927 + Penalty 1940.517323 = -2357495.121604 nChanged 107 SP:Iteration 62Q (9540.819395 sec): 3 clusters Score: Raw -2359447.477854 + Penalty 1940.517323 = -2357506.960531 nChanged 104 SP:Iteration 63Q (9540.902529 sec): 3 clusters Score: Raw -2359459.818102 + Penalty 1940.517323 = -2357519.300779 nChanged 102 SP:Iteration 64Q (9540.976598 sec): 3 clusters Score: Raw -2359473.513838 + Penalty 1940.517323 = -2357532.996515 nChanged 93 SP:Iteration 65Q (9541.057181 sec): 3 clusters Score: Raw -2359483.731451 + Penalty 1940.517323 = -2357543.214128 nChanged 99 SP:Iteration 66Q (9541.139369 sec): 3 clusters Score: Raw -2359495.275779 + Penalty 1940.517323 = -2357554.758456 nChanged 88 SP:Iteration 67Q (9541.220003 sec): 3 clusters Score: Raw -2359504.418332 + Penalty 1940.517323 = -2357563.901008 nChanged 87 SP:Iteration 68Q (9541.297201 sec): 3 clusters Score: Raw -2359512.764437 + Penalty 1940.517323 = -2357572.247114 nChanged 79 SP:Iteration 69Q (9541.382746 sec): 3 clusters Score: Raw -2359519.266506 + Penalty 1940.517323 = -2357578.749182 nChanged 69 SP:Iteration 70Q (9541.457102 sec): 3 clusters Score: Raw -2359525.214491 + Penalty 1940.517323 = -2357584.697168 nChanged 75 SP:Iteration 71Q (9541.534330 sec): 3 clusters Score: Raw -2359532.413637 + Penalty 1940.517323 = -2357591.896314 nChanged 83 SP:Iteration 72Q (9541.608716 sec): 3 clusters Score: Raw -2359541.493471 + Penalty 1940.517323 = -2357600.976148 nChanged 80 SP:Iteration 73Q (9541.682109 sec): 3 clusters Score: Raw -2359549.723089 + Penalty 1940.517323 = -2357609.205766 nChanged 76 SP:Iteration 74Q (9541.762299 sec): 3 clusters Score: Raw -2359556.394559 + Penalty 1940.517323 = -2357615.877235 nChanged 62 SP:Iteration 75Q (9541.827153 sec): 3 clusters Score: Raw -2359562.368476 + Penalty 1940.517323 = -2357621.851153 nChanged 69 SP:Iteration 76Q (9541.910621 sec): 3 clusters Score: Raw -2359568.681325 + Penalty 1940.517323 = -2357628.164002 nChanged 56 SP:Iteration 77Q (9541.989171 sec): 3 clusters Score: Raw -2359572.838507 + Penalty 1940.517323 = -2357632.321184 nChanged 48 SP:Iteration 78Q (9542.063011 sec): 3 clusters Score: Raw -2359576.863530 + Penalty 1940.517323 = -2357636.346206 nChanged 46 SP:Iteration 79Q (9542.133031 sec): 3 clusters Score: Raw -2359580.776559 + Penalty 1940.517323 = -2357640.259236 nChanged 55 SP:Iteration 80F (9542.212717 sec): 3 clusters Score: Raw -2359585.417626 + Penalty 1940.517323 = -2357644.900302 nChanged 51 SP:Iteration 81Q (9542.301942 sec): 3 clusters Score: Raw -2359590.097521 + Penalty 1940.517323 = -2357649.580198 nChanged 59 SP:Iteration 82Q (9542.380308 sec): 3 clusters Score: Raw -2359595.547657 + Penalty 1940.517323 = -2357655.030334 nChanged 59 SP:Iteration 83Q (9542.455746 sec): 3 clusters Score: Raw -2359601.135203 + Penalty 1940.517323 = -2357660.617879 nChanged 67 SP:Iteration 84Q (9542.543419 sec): 3 clusters Score: Raw -2359606.585682 + Penalty 1940.517323 = -2357666.068359 nChanged 68 SP:Iteration 85Q (9542.626123 sec): 3 clusters Score: Raw -2359612.722749 + Penalty 1940.517323 = -2357672.205426 nChanged 59 SP:Iteration 86Q (9542.703117 sec): 3 clusters Score: Raw -2359618.163817 + Penalty 1940.517323 = -2357677.646493 nChanged 65 SP:Iteration 87Q (9542.780010 sec): 3 clusters Score: Raw -2359623.946418 + Penalty 1940.517323 = -2357683.429094 nChanged 63 SP:Iteration 88Q (9542.863740 sec): 3 clusters Score: Raw -2359628.803534 + Penalty 1940.517323 = -2357688.286211 nChanged 53 SP:Iteration 89Q (9542.944247 sec): 3 clusters Score: Raw -2359632.922863 + Penalty 1940.517323 = -2357692.405540 nChanged 56 SP:Iteration 90Q (9543.019731 sec): 3 clusters Score: Raw -2359637.465374 + Penalty 1940.517323 = -2357696.948051 nChanged 60 SP:Iteration 91Q (9543.087301 sec): 3 clusters Score: Raw -2359642.821773 + Penalty 1940.517323 = -2357702.304450 nChanged 54 SP:Iteration 92Q (9543.169541 sec): 3 clusters Score: Raw -2359646.712710 + Penalty 1940.517323 = -2357706.195387 nChanged 48 SP:Iteration 93Q (9543.255849 sec): 3 clusters Score: Raw -2359650.518235 + Penalty 1940.517323 = -2357710.000912 nChanged 52 SP:Iteration 94Q (9543.348830 sec): 3 clusters Score: Raw -2359654.720203 + Penalty 1940.517323 = -2357714.202880 nChanged 54 SP:Iteration 95Q (9543.421477 sec): 3 clusters Score: Raw -2359659.379141 + Penalty 1940.517323 = -2357718.861818 nChanged 53 SP:Iteration 96Q (9543.505396 sec): 3 clusters Score: Raw -2359664.117130 + Penalty 1940.517323 = -2357723.599807 nChanged 53 SP:Iteration 97Q (9543.589758 sec): 3 clusters Score: Raw -2359669.585775 + Penalty 1940.517323 = -2357729.068452 nChanged 64 SP:Iteration 98Q (9543.672307 sec): 3 clusters Score: Raw -2359676.333182 + Penalty 1940.517323 = -2357735.815859 nChanged 67 SP:Iteration 99Q (9543.766808 sec): 3 clusters Score: Raw -2359683.776389 + Penalty 1940.517323 = -2357743.259066 nChanged 67 SP:Iteration 100F (9543.851681 sec): 3 clusters Score: Raw -2359691.893173 + Penalty 1940.517323 = -2357751.375849 nChanged 62 SP:Iteration 101Q (9543.924959 sec): 3 clusters Score: Raw -2359698.202240 + Penalty 1940.517323 = -2357757.684917 nChanged 62 SP:Iteration 102Q (9544.009211 sec): 3 clusters Score: Raw -2359704.750681 + Penalty 1940.517323 = -2357764.233357 nChanged 60 SP:Iteration 103Q (9544.092920 sec): 3 clusters Score: Raw -2359711.103993 + Penalty 1940.517323 = -2357770.586670 nChanged 57 SP:Iteration 104Q (9544.184067 sec): 3 clusters Score: Raw -2359716.983374 + Penalty 1940.517323 = -2357776.466051 nChanged 66 SP:Iteration 105Q (9544.262878 sec): 3 clusters Score: Raw -2359724.760003 + Penalty 1940.517323 = -2357784.242680 nChanged 67 SP:Iteration 106Q (9544.347103 sec): 3 clusters Score: Raw -2359730.719675 + Penalty 1940.517323 = -2357790.202351 nChanged 60 SP:Iteration 107Q (9544.436933 sec): 3 clusters Score: Raw -2359735.961789 + Penalty 1940.517323 = -2357795.444466 nChanged 58 SP:Iteration 108Q (9544.521763 sec): 3 clusters Score: Raw -2359740.527385 + Penalty 1940.517323 = -2357800.010061 nChanged 40 SP:Iteration 109Q (9544.594257 sec): 3 clusters Score: Raw -2359743.691256 + Penalty 1940.517323 = -2357803.173933 nChanged 38 SP:Iteration 110Q (9544.672682 sec): 3 clusters Score: Raw -2359746.934348 + Penalty 1940.517323 = -2357806.417025 nChanged 41 SP:Iteration 111Q (9544.752799 sec): 3 clusters Score: Raw -2359749.999053 + Penalty 1940.517323 = -2357809.481730 nChanged 34 SP:Iteration 112Q (9544.837856 sec): 3 clusters Score: Raw -2359752.708563 + Penalty 1940.517323 = -2357812.191240 nChanged 38 SP:Iteration 113Q (9544.922119 sec): 3 clusters Score: Raw -2359755.783404 + Penalty 1940.517323 = -2357815.266080 nChanged 39 SP:Iteration 114Q (9544.989882 sec): 3 clusters Score: Raw -2359759.442470 + Penalty 1940.517323 = -2357818.925146 nChanged 41 SP:Iteration 115Q (9545.071118 sec): 3 clusters Score: Raw -2359762.948592 + Penalty 1940.517323 = -2357822.431268 nChanged 46 SP:Iteration 116Q (9545.147134 sec): 3 clusters Score: Raw -2359766.569418 + Penalty 1940.517323 = -2357826.052095 nChanged 43 SP:Iteration 117Q (9545.228694 sec): 3 clusters Score: Raw -2359770.283758 + Penalty 1940.517323 = -2357829.766435 nChanged 46 SP:Iteration 118Q (9545.301407 sec): 3 clusters Score: Raw -2359773.999759 + Penalty 1940.517323 = -2357833.482435 nChanged 49 SP:Iteration 119Q (9545.381611 sec): 3 clusters Score: Raw -2359778.437482 + Penalty 1940.517323 = -2357837.920159 nChanged 54 SP:Iteration 120F (9545.470686 sec): 3 clusters Score: Raw -2359783.968832 + Penalty 1940.517323 = -2357843.451509 nChanged 63 SP:Iteration 121Q (9545.552331 sec): 3 clusters Score: Raw -2359789.822274 + Penalty 1940.517323 = -2357849.304951 nChanged 56 SP:Iteration 122Q (9545.633787 sec): 3 clusters Score: Raw -2359794.897385 + Penalty 1940.517323 = -2357854.380061 nChanged 53 SP:Iteration 123Q (9545.713899 sec): 3 clusters Score: Raw -2359801.311848 + Penalty 1940.517323 = -2357860.794525 nChanged 61 SP:Iteration 124Q (9545.796372 sec): 3 clusters Score: Raw -2359808.919765 + Penalty 1940.517323 = -2357868.402442 nChanged 58 SP:Iteration 125Q (9545.879095 sec): 3 clusters Score: Raw -2359815.026966 + Penalty 1940.517323 = -2357874.509642 nChanged 55 SP:Iteration 126Q (9545.959832 sec): 3 clusters Score: Raw -2359820.132763 + Penalty 1940.517323 = -2357879.615440 nChanged 55 SP:Iteration 127Q (9546.031585 sec): 3 clusters Score: Raw -2359824.996133 + Penalty 1940.517323 = -2357884.478809 nChanged 57 SP:Iteration 128Q (9546.110525 sec): 3 clusters Score: Raw -2359830.557544 + Penalty 1940.517323 = -2357890.040221 nChanged 53 SP:Iteration 129Q (9546.200898 sec): 3 clusters Score: Raw -2359836.181873 + Penalty 1940.517323 = -2357895.664550 nChanged 60 SP:Iteration 130Q (9546.283197 sec): 3 clusters Score: Raw -2359842.357869 + Penalty 1940.517323 = -2357901.840546 nChanged 48 SP:Iteration 131Q (9546.355996 sec): 3 clusters Score: Raw -2359847.632774 + Penalty 1940.517323 = -2357907.115451 nChanged 46 SP:Iteration 132Q (9546.447305 sec): 3 clusters Score: Raw -2359852.418453 + Penalty 1940.517323 = -2357911.901129 nChanged 46 SP:Iteration 133Q (9546.530540 sec): 3 clusters Score: Raw -2359856.772296 + Penalty 1940.517323 = -2357916.254972 nChanged 39 SP:Iteration 134Q (9546.602044 sec): 3 clusters Score: Raw -2359860.485797 + Penalty 1940.517323 = -2357919.968474 nChanged 36 SP:Iteration 135Q (9546.689666 sec): 3 clusters Score: Raw -2359863.861217 + Penalty 1940.517323 = -2357923.343893 nChanged 38 SP:Iteration 136Q (9546.765940 sec): 3 clusters Score: Raw -2359867.191787 + Penalty 1940.517323 = -2357926.674464 nChanged 39 SP:Iteration 137Q (9546.841734 sec): 3 clusters Score: Raw -2359871.276340 + Penalty 1940.517323 = -2357930.759017 nChanged 46 SP:Iteration 138Q (9546.933384 sec): 3 clusters Score: Raw -2359876.399457 + Penalty 1940.517323 = -2357935.882133 nChanged 39 SP:Iteration 139Q (9547.010577 sec): 3 clusters Score: Raw -2359880.235222 + Penalty 1940.517323 = -2357939.717898 nChanged 38 SP:Iteration 140F (9547.088564 sec): 3 clusters Score: Raw -2359883.094958 + Penalty 1940.517323 = -2357942.577634 nChanged 35 SP:Iteration 141Q (9547.150677 sec): 3 clusters Score: Raw -2359886.255936 + Penalty 1940.517323 = -2357945.738613 nChanged 42 SP:Iteration 142Q (9547.228441 sec): 3 clusters Score: Raw -2359891.284812 + Penalty 1940.517323 = -2357950.767489 nChanged 40 SP:Iteration 143Q (9547.308683 sec): 3 clusters Score: Raw -2359895.418773 + Penalty 1940.517323 = -2357954.901449 nChanged 34 SP:Iteration 144Q (9547.383351 sec): 3 clusters Score: Raw -2359897.960380 + Penalty 1940.517323 = -2357957.443056 nChanged 38 SP:Iteration 145Q (9547.463777 sec): 3 clusters Score: Raw -2359901.392107 + Penalty 1940.517323 = -2357960.874784 nChanged 34 SP:Iteration 146Q (9547.550456 sec): 3 clusters Score: Raw -2359904.697763 + Penalty 1940.517323 = -2357964.180440 nChanged 38 SP:Iteration 147Q (9547.627464 sec): 3 clusters Score: Raw -2359907.692832 + Penalty 1940.517323 = -2357967.175508 nChanged 33 SP:Iteration 148Q (9547.704585 sec): 3 clusters Score: Raw -2359910.152021 + Penalty 1940.517323 = -2357969.634698 nChanged 29 SP:Iteration 149Q (9547.779797 sec): 3 clusters Score: Raw -2359912.351992 + Penalty 1940.517323 = -2357971.834669 nChanged 28 SP:Iteration 150Q (9547.857123 sec): 3 clusters Score: Raw -2359914.457971 + Penalty 1940.517323 = -2357973.940647 nChanged 30 SP:Iteration 151Q (9547.942807 sec): 3 clusters Score: Raw -2359916.757201 + Penalty 1940.517323 = -2357976.239877 nChanged 34 SP:Iteration 152Q (9548.002468 sec): 3 clusters Score: Raw -2359919.545623 + Penalty 1940.517323 = -2357979.028300 nChanged 25 SP:Iteration 153Q (9548.074074 sec): 3 clusters Score: Raw -2359921.646448 + Penalty 1940.517323 = -2357981.129124 nChanged 24 SP:Iteration 154Q (9548.153775 sec): 3 clusters Score: Raw -2359923.661544 + Penalty 1940.517323 = -2357983.144221 nChanged 25 SP:Iteration 155Q (9548.233719 sec): 3 clusters Score: Raw -2359926.251835 + Penalty 1940.517323 = -2357985.734512 nChanged 31 SP:Iteration 156Q (9548.312062 sec): 3 clusters Score: Raw -2359929.620806 + Penalty 1940.517323 = -2357989.103482 nChanged 37 SP:Iteration 157Q (9548.391524 sec): 3 clusters Score: Raw -2359934.475369 + Penalty 1940.517323 = -2357993.958046 nChanged 57 SP:Iteration 158Q (9548.467335 sec): 3 clusters Score: Raw -2359943.528769 + Penalty 1940.517323 = -2358003.011445 nChanged 61 SP:Iteration 159Q (9548.546296 sec): 3 clusters Score: Raw -2359951.764016 + Penalty 1940.517323 = -2358011.246693 nChanged 59 SP:Iteration 160F (9548.634800 sec): 3 clusters Score: Raw -2359958.261231 + Penalty 1940.517323 = -2358017.743907 nChanged 51 SP:Iteration 161Q (9548.713268 sec): 3 clusters Score: Raw -2359964.413168 + Penalty 1940.517323 = -2358023.895845 nChanged 59 SP:Iteration 162Q (9548.786106 sec): 3 clusters Score: Raw -2359972.356404 + Penalty 1940.517323 = -2358031.839081 nChanged 57 SP:Iteration 163Q (9548.861990 sec): 3 clusters Score: Raw -2359978.507348 + Penalty 1940.517323 = -2358037.990025 nChanged 53 SP:Iteration 164Q (9548.933292 sec): 3 clusters Score: Raw -2359984.428038 + Penalty 1940.517323 = -2358043.910715 nChanged 53 SP:Iteration 165Q (9549.010739 sec): 3 clusters Score: Raw -2359990.409252 + Penalty 1940.517323 = -2358049.891929 nChanged 50 SP:Iteration 166Q (9549.096087 sec): 3 clusters Score: Raw -2359996.540315 + Penalty 1940.517323 = -2358056.022992 nChanged 53 SP:Iteration 167Q (9549.166776 sec): 3 clusters Score: Raw -2360004.341543 + Penalty 1940.517323 = -2358063.824220 nChanged 61 SP:Iteration 168Q (9549.243852 sec): 3 clusters Score: Raw -2360012.287505 + Penalty 1940.517323 = -2358071.770181 nChanged 61 SP:Iteration 169Q (9549.314666 sec): 3 clusters Score: Raw -2360020.076232 + Penalty 1940.517323 = -2358079.558908 nChanged 52 SP:Iteration 170Q (9549.396855 sec): 3 clusters Score: Raw -2360025.945373 + Penalty 1940.517323 = -2358085.428049 nChanged 49 SP:Iteration 171Q (9549.462569 sec): 3 clusters Score: Raw -2360032.140152 + Penalty 1940.517323 = -2358091.622828 nChanged 54 SP:Iteration 172Q (9549.536710 sec): 3 clusters Score: Raw -2360037.995147 + Penalty 1940.517323 = -2358097.477823 nChanged 43 SP:Iteration 173Q (9549.611460 sec): 3 clusters Score: Raw -2360041.874907 + Penalty 1940.517323 = -2358101.357584 nChanged 36 SP:Iteration 174Q (9549.694113 sec): 3 clusters Score: Raw -2360045.434384 + Penalty 1940.517323 = -2358104.917061 nChanged 40 SP:Iteration 175Q (9549.772640 sec): 3 clusters Score: Raw -2360049.287916 + Penalty 1940.517323 = -2358108.770593 nChanged 33 SP:Iteration 176Q (9549.851014 sec): 3 clusters Score: Raw -2360052.807126 + Penalty 1940.517323 = -2358112.289803 nChanged 32 SP:Iteration 177Q (9549.928547 sec): 3 clusters Score: Raw -2360056.548001 + Penalty 1940.517323 = -2358116.030677 nChanged 32 SP:Iteration 178Q (9549.995399 sec): 3 clusters Score: Raw -2360059.876592 + Penalty 1940.517323 = -2358119.359269 nChanged 26 SP:Iteration 179Q (9550.078615 sec): 3 clusters Score: Raw -2360062.023819 + Penalty 1940.517323 = -2358121.506495 nChanged 20 SP:Iteration 180F (9550.162793 sec): 3 clusters Score: Raw -2360064.345113 + Penalty 1940.517323 = -2358123.827790 nChanged 22 SP:Iteration 181Q (9550.240994 sec): 3 clusters Score: Raw -2360066.489686 + Penalty 1940.517323 = -2358125.972363 nChanged 26 SP:Iteration 182Q (9550.316493 sec): 3 clusters Score: Raw -2360069.296412 + Penalty 1940.517323 = -2358128.779089 nChanged 27 SP:Iteration 183Q (9550.402744 sec): 3 clusters Score: Raw -2360071.732136 + Penalty 1940.517323 = -2358131.214813 nChanged 28 SP:Iteration 184Q (9550.483226 sec): 3 clusters Score: Raw -2360073.867550 + Penalty 1940.517323 = -2358133.350227 nChanged 21 SP:Iteration 185Q (9550.563361 sec): 3 clusters Score: Raw -2360075.533172 + Penalty 1940.517323 = -2358135.015848 nChanged 18 SP:Iteration 186Q (9550.636783 sec): 3 clusters Score: Raw -2360077.039877 + Penalty 1940.517323 = -2358136.522554 nChanged 17 SP:Iteration 187Q (9550.712782 sec): 3 clusters Score: Raw -2360078.543745 + Penalty 1940.517323 = -2358138.026421 nChanged 20 SP:Iteration 188Q (9550.782823 sec): 3 clusters Score: Raw -2360080.186698 + Penalty 1940.517323 = -2358139.669375 nChanged 22 SP:Iteration 189Q (9550.868682 sec): 3 clusters Score: Raw -2360081.535735 + Penalty 1940.517323 = -2358141.018412 nChanged 16 SP:Iteration 190Q (9550.946614 sec): 3 clusters Score: Raw -2360082.340815 + Penalty 1940.517323 = -2358141.823492 nChanged 10 SP:Iteration 191Q (9551.022990 sec): 3 clusters Score: Raw -2360082.840724 + Penalty 1940.517323 = -2358142.323401 nChanged 12 SP:Iteration 192Q (9551.107475 sec): 3 clusters Score: Raw -2360083.533005 + Penalty 1940.517323 = -2358143.015682 nChanged 8 SP:Iteration 193Q (9551.194192 sec): 3 clusters Score: Raw -2360083.943035 + Penalty 1940.517323 = -2358143.425712 nChanged 9 SP:Iteration 194Q (9551.263863 sec): 3 clusters Score: Raw -2360084.613131 + Penalty 1940.517323 = -2358144.095807 nChanged 13 SP:Iteration 195Q (9551.350757 sec): 3 clusters Score: Raw -2360085.651730 + Penalty 1940.517323 = -2358145.134406 nChanged 10 SP:Iteration 196Q (9551.430210 sec): 3 clusters Score: Raw -2360086.488363 + Penalty 1940.517323 = -2358145.971040 nChanged 12 SP:Iteration 197Q (9551.510584 sec): 3 clusters Score: Raw -2360087.815565 + Penalty 1940.517323 = -2358147.298242 nChanged 18 SP:Iteration 198Q (9551.581896 sec): 3 clusters Score: Raw -2360090.170753 + Penalty 1940.517323 = -2358149.653430 nChanged 26 SP:Iteration 199Q (9551.661950 sec): 3 clusters Score: Raw -2360093.446614 + Penalty 1940.517323 = -2358152.929290 nChanged 28 SP:Iteration 200F (9551.753505 sec): 3 clusters Score: Raw -2360096.352995 + Penalty 1940.517323 = -2358155.835672 nChanged 30 SP:Iteration 201Q (9551.831503 sec): 3 clusters Score: Raw -2360100.056753 + Penalty 1940.517323 = -2358159.539430 nChanged 18 SP:Iteration 202Q (9551.911895 sec): 3 clusters Score: Raw -2360101.806000 + Penalty 1940.517323 = -2358161.288676 nChanged 17 SP:Iteration 203Q (9552.000134 sec): 3 clusters Score: Raw -2360103.353444 + Penalty 1940.517323 = -2358162.836121 nChanged 17 SP:Iteration 204Q (9552.081107 sec): 3 clusters Score: Raw -2360105.086948 + Penalty 1940.517323 = -2358164.569625 nChanged 14 SP:Iteration 205Q (9552.148424 sec): 3 clusters Score: Raw -2360106.360063 + Penalty 1940.517323 = -2358165.842740 nChanged 19 SP:Iteration 206Q (9552.230772 sec): 3 clusters Score: Raw -2360108.227190 + Penalty 1940.517323 = -2358167.709866 nChanged 12 SP:Iteration 207Q (9552.306464 sec): 3 clusters Score: Raw -2360109.450190 + Penalty 1940.517323 = -2358168.932867 nChanged 8 SP:Iteration 208Q (9552.390817 sec): 3 clusters Score: Raw -2360110.033868 + Penalty 1940.517323 = -2358169.516545 nChanged 5 SP:Iteration 209Q (9552.482835 sec): 3 clusters Score: Raw -2360110.375899 + Penalty 1940.517323 = -2358169.858576 nChanged 4 SP:Iteration 210Q (9552.555461 sec): 3 clusters Score: Raw -2360110.510064 + Penalty 1940.517323 = -2358169.992740 nChanged 6 SP:Iteration 211Q (9552.638596 sec): 3 clusters Score: Raw -2360110.800004 + Penalty 1940.517323 = -2358170.282681 nChanged 7 SP:Iteration 212Q (9552.716654 sec): 3 clusters Score: Raw -2360111.202159 + Penalty 1940.517323 = -2358170.684836 nChanged 7 SP:Iteration 213Q (9552.810652 sec): 3 clusters Score: Raw -2360111.568468 + Penalty 1940.517323 = -2358171.051144 nChanged 4 SP:Iteration 214Q (9552.892134 sec): 3 clusters Score: Raw -2360111.768534 + Penalty 1940.517323 = -2358171.251211 nChanged 3 SP:Iteration 215Q (9552.974232 sec): 3 clusters Score: Raw -2360111.903328 + Penalty 1940.517323 = -2358171.386005 nChanged 3 SP:Iteration 216Q (9553.054804 sec): 3 clusters Score: Raw -2360112.222024 + Penalty 1940.517323 = -2358171.704701 nChanged 8 SP:Iteration 217Q (9553.134845 sec): 3 clusters Score: Raw -2360113.021194 + Penalty 1940.517323 = -2358172.503870 nChanged 9 SP:Iteration 218Q (9553.215709 sec): 3 clusters Score: Raw -2360113.804080 + Penalty 1940.517323 = -2358173.286756 nChanged 6 SP:Iteration 219Q (9553.294221 sec): 3 clusters Score: Raw -2360114.266840 + Penalty 1940.517323 = -2358173.749517 nChanged 2 SP:Iteration 220F (9553.370136 sec): 3 clusters Score: Raw -2360114.388800 + Penalty 1940.517323 = -2358173.871477 nChanged 2 SP:Iteration 221Q (9553.459021 sec): 3 clusters Score: Raw -2360114.519192 + Penalty 1940.517323 = -2358174.001869 nChanged 2 SP:Iteration 222Q (9553.528934 sec): 3 clusters Score: Raw -2360114.652112 + Penalty 1940.517323 = -2358174.134789 nChanged 3 SP:Iteration 223Q (9553.613580 sec): 3 clusters Score: Raw -2360114.785021 + Penalty 1940.517323 = -2358174.267698 nChanged 4 SP:Iteration 224Q (9553.696072 sec): 3 clusters Score: Raw -2360115.012474 + Penalty 1940.517323 = -2358174.495151 nChanged 0 SP:Iteration 225F (9553.778700 sec): 3 clusters Score: Raw -2360115.012474 + Penalty 1940.517323 = -2358174.495151 nChanged 0 Trying to split cluster 5 (11081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9553.815842 sec): 2 clusters Score: Raw -938866.085611 + Penalty 884.733785 = -937981.351826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9553.867711 sec): 3 clusters Score: Raw -932266.890092 + Penalty 1769.467570 = -930497.422522 nChanged 5028 SP:Iteration 1F (9553.924693 sec): 3 clusters Score: Raw -935166.369155 + Penalty 1769.467570 = -933396.901586 nChanged 648 SP:Iteration 2F (9553.972269 sec): 3 clusters Score: Raw -935479.492631 + Penalty 1769.467570 = -933710.025062 nChanged 647 SP:Iteration 3F (9554.019832 sec): 3 clusters Score: Raw -935788.183502 + Penalty 1769.467570 = -934018.715933 nChanged 645 SP:Iteration 4F (9554.082963 sec): 3 clusters Score: Raw -936142.648596 + Penalty 1769.467570 = -934373.181026 nChanged 639 SP:Iteration 5F (9554.145046 sec): 3 clusters Score: Raw -936523.287415 + Penalty 1769.467570 = -934753.819846 nChanged 617 SP:Iteration 6F (9554.207246 sec): 3 clusters Score: Raw -936911.271046 + Penalty 1769.467570 = -935141.803476 nChanged 545 SP:Iteration 7Q (9554.264872 sec): 3 clusters Score: Raw -937270.354282 + Penalty 1769.467570 = -935500.886712 nChanged 466 SP:Iteration 8Q (9554.336650 sec): 3 clusters Score: Raw -937572.757487 + Penalty 1769.467570 = -935803.289917 nChanged 383 SP:Iteration 9Q (9554.383615 sec): 3 clusters Score: Raw -937853.231475 + Penalty 1769.467570 = -936083.763905 nChanged 338 SP:Iteration 10Q (9554.438120 sec): 3 clusters Score: Raw -938104.219746 + Penalty 1769.467570 = -936334.752176 nChanged 303 SP:Iteration 11Q (9554.495518 sec): 3 clusters Score: Raw -938314.926657 + Penalty 1769.467570 = -936545.459088 nChanged 256 SP:Iteration 12Q (9554.556106 sec): 3 clusters Score: Raw -938491.466228 + Penalty 1769.467570 = -936721.998659 nChanged 188 SP:Iteration 13Q (9554.615395 sec): 3 clusters Score: Raw -938608.922718 + Penalty 1769.467570 = -936839.455148 nChanged 168 SP:Iteration 14Q (9554.675634 sec): 3 clusters Score: Raw -938724.538110 + Penalty 1769.467570 = -936955.070540 nChanged 138 SP:Iteration 15Q (9554.723041 sec): 3 clusters Score: Raw -938817.821733 + Penalty 1769.467570 = -937048.354164 nChanged 133 SP:Iteration 16Q (9554.770983 sec): 3 clusters Score: Raw -938908.563601 + Penalty 1769.467570 = -937139.096032 nChanged 103 SP:Iteration 17Q (9554.822968 sec): 3 clusters Score: Raw -938964.825153 + Penalty 1769.467570 = -937195.357584 nChanged 71 SP:Iteration 18Q (9554.880247 sec): 3 clusters Score: Raw -939001.852812 + Penalty 1769.467570 = -937232.385242 nChanged 69 SP:Iteration 19Q (9554.938938 sec): 3 clusters Score: Raw -939039.259792 + Penalty 1769.467570 = -937269.792222 nChanged 62 SP:Iteration 20F (9554.997963 sec): 3 clusters Score: Raw -939060.783245 + Penalty 1769.467570 = -937291.315675 nChanged 47 SP:Iteration 21Q (9555.057575 sec): 3 clusters Score: Raw -939074.798498 + Penalty 1769.467570 = -937305.330929 nChanged 34 SP:Iteration 22Q (9555.104084 sec): 3 clusters Score: Raw -939088.612706 + Penalty 1769.467570 = -937319.145137 nChanged 26 SP:Iteration 23Q (9555.163783 sec): 3 clusters Score: Raw -939095.415982 + Penalty 1769.467570 = -937325.948412 nChanged 22 SP:Iteration 24Q (9555.223522 sec): 3 clusters Score: Raw -939099.956101 + Penalty 1769.467570 = -937330.488532 nChanged 13 SP:Iteration 25Q (9555.283003 sec): 3 clusters Score: Raw -939103.281675 + Penalty 1769.467570 = -937333.814105 nChanged 7 SP:Iteration 26Q (9555.342740 sec): 3 clusters Score: Raw -939104.880107 + Penalty 1769.467570 = -937335.412537 nChanged 8 SP:Iteration 27Q (9555.398525 sec): 3 clusters Score: Raw -939106.814136 + Penalty 1769.467570 = -937337.346566 nChanged 6 SP:Iteration 28Q (9555.448302 sec): 3 clusters Score: Raw -939107.554611 + Penalty 1769.467570 = -937338.087041 nChanged 3 SP:Iteration 29Q (9555.499714 sec): 3 clusters Score: Raw -939107.909644 + Penalty 1769.467570 = -937338.442074 nChanged 1 SP:Iteration 30Q (9555.548997 sec): 3 clusters Score: Raw -939108.285624 + Penalty 1769.467570 = -937338.818054 nChanged 5 SP:Iteration 31Q (9555.608200 sec): 3 clusters Score: Raw -939109.489539 + Penalty 1769.467570 = -937340.021970 nChanged 5 SP:Iteration 32Q (9555.667162 sec): 3 clusters Score: Raw -939110.838718 + Penalty 1769.467570 = -937341.371149 nChanged 5 SP:Iteration 33Q (9555.726164 sec): 3 clusters Score: Raw -939111.680170 + Penalty 1769.467570 = -937342.212601 nChanged 10 SP:Iteration 34Q (9555.785582 sec): 3 clusters Score: Raw -939114.030567 + Penalty 1769.467570 = -937344.562998 nChanged 6 SP:Iteration 35Q (9555.844770 sec): 3 clusters Score: Raw -939115.041993 + Penalty 1769.467570 = -937345.574424 nChanged 3 SP:Iteration 36Q (9555.896782 sec): 3 clusters Score: Raw -939115.910789 + Penalty 1769.467570 = -937346.443220 nChanged 3 SP:Iteration 37Q (9555.956317 sec): 3 clusters Score: Raw -939116.237379 + Penalty 1769.467570 = -937346.769809 nChanged 1 SP:Iteration 38Q (9556.015609 sec): 3 clusters Score: Raw -939116.406370 + Penalty 1769.467570 = -937346.938800 nChanged 1 SP:Iteration 39Q (9556.072405 sec): 3 clusters Score: Raw -939116.444879 + Penalty 1769.467570 = -937346.977309 nChanged 1 SP:Iteration 40F (9556.133987 sec): 3 clusters Score: Raw -939116.692336 + Penalty 1769.467570 = -937347.224766 nChanged 2 SP:Iteration 41Q (9556.192516 sec): 3 clusters Score: Raw -939117.300091 + Penalty 1769.467570 = -937347.832521 nChanged 6 SP:Iteration 42Q (9556.248664 sec): 3 clusters Score: Raw -939118.521534 + Penalty 1769.467570 = -937349.053964 nChanged 3 SP:Iteration 43Q (9556.297417 sec): 3 clusters Score: Raw -939119.402833 + Penalty 1769.467570 = -937349.935264 nChanged 4 SP:Iteration 44Q (9556.356619 sec): 3 clusters Score: Raw -939119.971992 + Penalty 1769.467570 = -937350.504422 nChanged 4 SP:Iteration 45Q (9556.426501 sec): 3 clusters Score: Raw -939120.944939 + Penalty 1769.467570 = -937351.477369 nChanged 6 SP:Iteration 46Q (9556.437475 sec): 3 clusters Score: Raw -939122.004861 + Penalty 1769.467570 = -937352.537292 nChanged 5 SP:Iteration 47Q (9556.493611 sec): 3 clusters Score: Raw -939123.592676 + Penalty 1769.467570 = -937354.125107 nChanged 6 SP:Iteration 48Q (9556.552877 sec): 3 clusters Score: Raw -939125.168681 + Penalty 1769.467570 = -937355.701112 nChanged 3 SP:Iteration 49Q (9556.612593 sec): 3 clusters Score: Raw -939125.727467 + Penalty 1769.467570 = -937356.259897 nChanged 5 SP:Iteration 50Q (9556.672263 sec): 3 clusters Score: Raw -939126.757465 + Penalty 1769.467570 = -937357.289896 nChanged 3 SP:Iteration 51Q (9556.731678 sec): 3 clusters Score: Raw -939127.421222 + Penalty 1769.467570 = -937357.953652 nChanged 1 SP:Iteration 52Q (9556.790755 sec): 3 clusters Score: Raw -939127.515503 + Penalty 1769.467570 = -937358.047934 nChanged 1 SP:Iteration 53Q (9556.849881 sec): 3 clusters Score: Raw -939127.584529 + Penalty 1769.467570 = -937358.116959 nChanged 1 SP:Iteration 54Q (9556.898052 sec): 3 clusters Score: Raw -939127.613501 + Penalty 1769.467570 = -937358.145931 nChanged 0 SP:Iteration 55F (9556.960439 sec): 3 clusters Score: Raw -939127.613501 + Penalty 1769.467570 = -937358.145931 nChanged 0 Trying to split cluster 6 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9556.979050 sec): 2 clusters Score: Raw -33088.324516 + Penalty 585.914067 = -32502.410450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9557.019304 sec): 3 clusters Score: Raw -33036.110620 + Penalty 1171.828133 = -31864.282487 nChanged 153 SP:Iteration 1F (9557.068850 sec): 3 clusters Score: Raw -33408.738699 + Penalty 1171.828133 = -32236.910566 nChanged 69 SP:Iteration 2F (9557.118064 sec): 3 clusters Score: Raw -33588.213471 + Penalty 1171.828133 = -32416.385338 nChanged 23 SP:Iteration 3Q (9557.157332 sec): 3 clusters Score: Raw -33635.925378 + Penalty 1171.828133 = -32464.097245 nChanged 10 SP:Iteration 4Q (9557.196998 sec): 3 clusters Score: Raw -33680.042337 + Penalty 1171.828133 = -32508.214203 nChanged 8 SP:Iteration 5Q (9557.245298 sec): 3 clusters Score: Raw -33714.815167 + Penalty 1171.828133 = -32542.987033 nChanged 12 SP:Iteration 6Q (9557.292759 sec): 3 clusters Score: Raw -33748.318952 + Penalty 1171.828133 = -32576.490818 nChanged 8 SP:Iteration 7Q (9557.338235 sec): 3 clusters Score: Raw -33757.359911 + Penalty 1171.828133 = -32585.531778 nChanged 1 SP:Iteration 8Q (9557.389418 sec): 3 clusters Score: Raw -33757.664134 + Penalty 1171.828133 = -32585.836001 nChanged 1 SP:Iteration 9Q (9557.429733 sec): 3 clusters Score: Raw -33760.510815 + Penalty 1171.828133 = -32588.682682 nChanged 1 SP:Iteration 10Q (9557.486280 sec): 3 clusters Score: Raw -33761.778950 + Penalty 1171.828133 = -32589.950816 nChanged 1 SP:Iteration 11Q (9557.520893 sec): 3 clusters Score: Raw -33762.076033 + Penalty 1171.828133 = -32590.247900 nChanged 0 SP:Iteration 12F (9557.563619 sec): 3 clusters Score: Raw -33762.076033 + Penalty 1171.828133 = -32590.247900 nChanged 0 Score: Raw -69575938.316418 + Penalty 57028.721351 = -69518909.595067 Splitting cluster 6 changes total score from -69519528.014715 to -69518909.595067 So it's not getting split. Trying to split cluster 7 (16647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9575.033180 sec): 2 clusters Score: Raw -1432026.323590 + Penalty 923.398603 = -1431102.924986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9575.097901 sec): 3 clusters Score: Raw -1421758.715115 + Penalty 1846.797207 = -1419911.917908 nChanged 7665 SP:Iteration 1F (9575.165127 sec): 3 clusters Score: Raw -1426202.514392 + Penalty 1846.797207 = -1424355.717185 nChanged 959 SP:Iteration 2F (9575.230521 sec): 3 clusters Score: Raw -1426731.680980 + Penalty 1846.797207 = -1424884.883773 nChanged 1097 SP:Iteration 3F (9575.299558 sec): 3 clusters Score: Raw -1427490.808722 + Penalty 1846.797207 = -1425644.011515 nChanged 1263 SP:Iteration 4F (9575.368553 sec): 3 clusters Score: Raw -1428447.170250 + Penalty 1846.797207 = -1426600.373043 nChanged 1230 SP:Iteration 5F (9575.426971 sec): 3 clusters Score: Raw -1429342.649384 + Penalty 1846.797207 = -1427495.852177 nChanged 1031 SP:Iteration 6F (9575.490909 sec): 3 clusters Score: Raw -1430045.290577 + Penalty 1846.797207 = -1428198.493370 nChanged 869 SP:Iteration 7F (9575.552917 sec): 3 clusters Score: Raw -1430560.082832 + Penalty 1846.797207 = -1428713.285625 nChanged 676 SP:Iteration 8Q (9575.616420 sec): 3 clusters Score: Raw -1430941.018375 + Penalty 1846.797207 = -1429094.221169 nChanged 590 SP:Iteration 9Q (9575.685513 sec): 3 clusters Score: Raw -1431220.418792 + Penalty 1846.797207 = -1429373.621585 nChanged 426 SP:Iteration 10Q (9575.763723 sec): 3 clusters Score: Raw -1431402.866187 + Penalty 1846.797207 = -1429556.068980 nChanged 359 SP:Iteration 11Q (9575.819646 sec): 3 clusters Score: Raw -1431540.637915 + Penalty 1846.797207 = -1429693.840708 nChanged 273 SP:Iteration 12Q (9575.881558 sec): 3 clusters Score: Raw -1431636.332405 + Penalty 1846.797207 = -1429789.535198 nChanged 216 SP:Iteration 13Q (9575.949322 sec): 3 clusters Score: Raw -1431702.521880 + Penalty 1846.797207 = -1429855.724673 nChanged 179 SP:Iteration 14Q (9576.022637 sec): 3 clusters Score: Raw -1431765.581107 + Penalty 1846.797207 = -1429918.783900 nChanged 175 SP:Iteration 15Q (9576.079143 sec): 3 clusters Score: Raw -1431809.685830 + Penalty 1846.797207 = -1429962.888623 nChanged 121 SP:Iteration 16Q (9576.143544 sec): 3 clusters Score: Raw -1431831.483937 + Penalty 1846.797207 = -1429984.686730 nChanged 85 SP:Iteration 17Q (9576.218147 sec): 3 clusters Score: Raw -1431842.942124 + Penalty 1846.797207 = -1429996.144917 nChanged 69 SP:Iteration 18Q (9576.275675 sec): 3 clusters Score: Raw -1431851.091637 + Penalty 1846.797207 = -1430004.294430 nChanged 54 SP:Iteration 19Q (9576.340883 sec): 3 clusters Score: Raw -1431857.111212 + Penalty 1846.797207 = -1430010.314005 nChanged 44 SP:Iteration 20F (9576.409251 sec): 3 clusters Score: Raw -1431860.940061 + Penalty 1846.797207 = -1430014.142854 nChanged 39 SP:Iteration 21Q (9576.479283 sec): 3 clusters Score: Raw -1431864.252998 + Penalty 1846.797207 = -1430017.455792 nChanged 33 SP:Iteration 22Q (9576.546813 sec): 3 clusters Score: Raw -1431867.496462 + Penalty 1846.797207 = -1430020.699255 nChanged 33 SP:Iteration 23Q (9576.613800 sec): 3 clusters Score: Raw -1431870.794547 + Penalty 1846.797207 = -1430023.997340 nChanged 36 SP:Iteration 24Q (9576.682100 sec): 3 clusters Score: Raw -1431873.720225 + Penalty 1846.797207 = -1430026.923018 nChanged 29 SP:Iteration 25Q (9576.756221 sec): 3 clusters Score: Raw -1431876.517025 + Penalty 1846.797207 = -1430029.719819 nChanged 31 SP:Iteration 26Q (9576.830237 sec): 3 clusters Score: Raw -1431878.447022 + Penalty 1846.797207 = -1430031.649815 nChanged 20 SP:Iteration 27Q (9576.896172 sec): 3 clusters Score: Raw -1431879.669384 + Penalty 1846.797207 = -1430032.872177 nChanged 20 SP:Iteration 28Q (9576.956581 sec): 3 clusters Score: Raw -1431880.678362 + Penalty 1846.797207 = -1430033.881155 nChanged 16 SP:Iteration 29Q (9577.024848 sec): 3 clusters Score: Raw -1431881.665315 + Penalty 1846.797207 = -1430034.868108 nChanged 15 SP:Iteration 30Q (9577.092569 sec): 3 clusters Score: Raw -1431882.539246 + Penalty 1846.797207 = -1430035.742040 nChanged 18 SP:Iteration 31Q (9577.160174 sec): 3 clusters Score: Raw -1431883.616140 + Penalty 1846.797207 = -1430036.818933 nChanged 17 SP:Iteration 32Q (9577.227812 sec): 3 clusters Score: Raw -1431884.631738 + Penalty 1846.797207 = -1430037.834531 nChanged 21 SP:Iteration 33Q (9577.295585 sec): 3 clusters Score: Raw -1431885.761792 + Penalty 1846.797207 = -1430038.964585 nChanged 16 SP:Iteration 34Q (9577.363585 sec): 3 clusters Score: Raw -1431886.611340 + Penalty 1846.797207 = -1430039.814134 nChanged 9 SP:Iteration 35Q (9577.431256 sec): 3 clusters Score: Raw -1431886.967260 + Penalty 1846.797207 = -1430040.170054 nChanged 8 SP:Iteration 36Q (9577.491462 sec): 3 clusters Score: Raw -1431887.187632 + Penalty 1846.797207 = -1430040.390425 nChanged 4 SP:Iteration 37Q (9577.559067 sec): 3 clusters Score: Raw -1431887.276532 + Penalty 1846.797207 = -1430040.479325 nChanged 4 SP:Iteration 38Q (9577.625986 sec): 3 clusters Score: Raw -1431887.417217 + Penalty 1846.797207 = -1430040.620010 nChanged 3 SP:Iteration 39Q (9577.692923 sec): 3 clusters Score: Raw -1431887.562804 + Penalty 1846.797207 = -1430040.765597 nChanged 2 SP:Iteration 40F (9577.753006 sec): 3 clusters Score: Raw -1431887.655597 + Penalty 1846.797207 = -1430040.858390 nChanged 1 SP:Iteration 41Q (9577.811326 sec): 3 clusters Score: Raw -1431887.672422 + Penalty 1846.797207 = -1430040.875215 nChanged 0 SP:Iteration 42F (9577.880079 sec): 3 clusters Score: Raw -1431887.672422 + Penalty 1846.797207 = -1430040.875215 nChanged 0 Trying to split cluster 8 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9577.910242 sec): 2 clusters Score: Raw -122464.262506 + Penalty 694.819249 = -121769.443257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9577.961040 sec): 3 clusters Score: Raw -121784.379307 + Penalty 1389.638498 = -120394.740809 nChanged 538 SP:Iteration 1F (9577.999463 sec): 3 clusters Score: Raw -122225.548024 + Penalty 1389.638498 = -120835.909526 nChanged 153 SP:Iteration 2F (9578.049819 sec): 3 clusters Score: Raw -122446.783399 + Penalty 1389.638498 = -121057.144901 nChanged 135 SP:Iteration 3F (9578.100103 sec): 3 clusters Score: Raw -122697.898389 + Penalty 1389.638498 = -121308.259891 nChanged 111 SP:Iteration 4F (9578.142772 sec): 3 clusters Score: Raw -122828.908693 + Penalty 1389.638498 = -121439.270195 nChanged 51 SP:Iteration 5Q (9578.192412 sec): 3 clusters Score: Raw -122875.414171 + Penalty 1389.638498 = -121485.775673 nChanged 32 SP:Iteration 6Q (9578.239387 sec): 3 clusters Score: Raw -122908.212862 + Penalty 1389.638498 = -121518.574364 nChanged 28 SP:Iteration 7Q (9578.289413 sec): 3 clusters Score: Raw -122927.063303 + Penalty 1389.638498 = -121537.424805 nChanged 17 SP:Iteration 8Q (9578.336423 sec): 3 clusters Score: Raw -122939.342383 + Penalty 1389.638498 = -121549.703885 nChanged 14 SP:Iteration 9Q (9578.378322 sec): 3 clusters Score: Raw -122951.864771 + Penalty 1389.638498 = -121562.226273 nChanged 11 SP:Iteration 10Q (9578.424206 sec): 3 clusters Score: Raw -122960.565915 + Penalty 1389.638498 = -121570.927417 nChanged 8 SP:Iteration 11Q (9578.474003 sec): 3 clusters Score: Raw -122967.267290 + Penalty 1389.638498 = -121577.628792 nChanged 4 SP:Iteration 12Q (9578.524645 sec): 3 clusters Score: Raw -122970.388027 + Penalty 1389.638498 = -121580.749529 nChanged 3 SP:Iteration 13Q (9578.570619 sec): 3 clusters Score: Raw -122972.845349 + Penalty 1389.638498 = -121583.206851 nChanged 3 SP:Iteration 14Q (9578.620660 sec): 3 clusters Score: Raw -122974.427697 + Penalty 1389.638498 = -121584.789199 nChanged 3 SP:Iteration 15Q (9578.671192 sec): 3 clusters Score: Raw -122975.694071 + Penalty 1389.638498 = -121586.055573 nChanged 5 SP:Iteration 16Q (9578.721052 sec): 3 clusters Score: Raw -122977.890985 + Penalty 1389.638498 = -121588.252487 nChanged 2 SP:Iteration 17Q (9578.762937 sec): 3 clusters Score: Raw -122978.614834 + Penalty 1389.638498 = -121588.976336 nChanged 3 SP:Iteration 18Q (9578.803238 sec): 3 clusters Score: Raw -122980.527699 + Penalty 1389.638498 = -121590.889201 nChanged 3 SP:Iteration 19Q (9578.853792 sec): 3 clusters Score: Raw -122982.198034 + Penalty 1389.638498 = -121592.559536 nChanged 3 SP:Iteration 20F (9578.893941 sec): 3 clusters Score: Raw -122983.270375 + Penalty 1389.638498 = -121593.631877 nChanged 1 SP:Iteration 21Q (9578.944490 sec): 3 clusters Score: Raw -122983.396218 + Penalty 1389.638498 = -121593.757720 nChanged 0 SP:Iteration 22F (9578.987075 sec): 3 clusters Score: Raw -122983.396218 + Penalty 1389.638498 = -121593.757720 nChanged 0 Trying to split cluster 9 (5208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9579.030111 sec): 2 clusters Score: Raw -435322.450008 + Penalty 813.005362 = -434509.444646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9579.066658 sec): 3 clusters Score: Raw -432394.141879 + Penalty 1626.010725 = -430768.131154 nChanged 2248 SP:Iteration 1F (9579.126922 sec): 3 clusters Score: Raw -433602.348085 + Penalty 1626.010725 = -431976.337360 nChanged 377 SP:Iteration 2F (9579.163711 sec): 3 clusters Score: Raw -433807.438943 + Penalty 1626.010725 = -432181.428218 nChanged 315 SP:Iteration 3F (9579.227119 sec): 3 clusters Score: Raw -433996.602767 + Penalty 1626.010725 = -432370.592042 nChanged 303 SP:Iteration 4F (9579.268919 sec): 3 clusters Score: Raw -434196.950830 + Penalty 1626.010725 = -432570.940105 nChanged 320 SP:Iteration 5F (9579.322329 sec): 3 clusters Score: Raw -434439.698829 + Penalty 1626.010725 = -432813.688104 nChanged 309 SP:Iteration 6F (9579.386685 sec): 3 clusters Score: Raw -434662.954137 + Penalty 1626.010725 = -433036.943412 nChanged 269 SP:Iteration 7F (9579.439924 sec): 3 clusters Score: Raw -434845.112511 + Penalty 1626.010725 = -433219.101786 nChanged 193 SP:Iteration 8Q (9579.492711 sec): 3 clusters Score: Raw -434976.375372 + Penalty 1626.010725 = -433350.364647 nChanged 152 SP:Iteration 9Q (9579.542678 sec): 3 clusters Score: Raw -435075.984002 + Penalty 1626.010725 = -433449.973277 nChanged 117 SP:Iteration 10Q (9579.592816 sec): 3 clusters Score: Raw -435149.628873 + Penalty 1626.010725 = -433523.618148 nChanged 101 SP:Iteration 11Q (9579.639588 sec): 3 clusters Score: Raw -435199.604749 + Penalty 1626.010725 = -433573.594024 nChanged 76 SP:Iteration 12Q (9579.696123 sec): 3 clusters Score: Raw -435231.875980 + Penalty 1626.010725 = -433605.865256 nChanged 68 SP:Iteration 13Q (9579.742444 sec): 3 clusters Score: Raw -435258.356082 + Penalty 1626.010725 = -433632.345357 nChanged 48 SP:Iteration 14Q (9579.801786 sec): 3 clusters Score: Raw -435275.078737 + Penalty 1626.010725 = -433649.068012 nChanged 37 SP:Iteration 15Q (9579.840614 sec): 3 clusters Score: Raw -435287.389701 + Penalty 1626.010725 = -433661.378976 nChanged 33 SP:Iteration 16Q (9579.897968 sec): 3 clusters Score: Raw -435298.332924 + Penalty 1626.010725 = -433672.322199 nChanged 33 SP:Iteration 17Q (9579.944387 sec): 3 clusters Score: Raw -435312.757636 + Penalty 1626.010725 = -433686.746911 nChanged 30 SP:Iteration 18Q (9579.988327 sec): 3 clusters Score: Raw -435328.556937 + Penalty 1626.010725 = -433702.546212 nChanged 28 SP:Iteration 19Q (9580.044245 sec): 3 clusters Score: Raw -435342.049446 + Penalty 1626.010725 = -433716.038721 nChanged 30 SP:Iteration 20F (9580.097069 sec): 3 clusters Score: Raw -435353.971619 + Penalty 1626.010725 = -433727.960894 nChanged 26 SP:Iteration 21Q (9580.149431 sec): 3 clusters Score: Raw -435362.130191 + Penalty 1626.010725 = -433736.119466 nChanged 20 SP:Iteration 22Q (9580.186538 sec): 3 clusters Score: Raw -435368.259898 + Penalty 1626.010725 = -433742.249173 nChanged 14 SP:Iteration 23Q (9580.240259 sec): 3 clusters Score: Raw -435372.714876 + Penalty 1626.010725 = -433746.704151 nChanged 24 SP:Iteration 24Q (9580.291908 sec): 3 clusters Score: Raw -435382.011183 + Penalty 1626.010725 = -433756.000458 nChanged 28 SP:Iteration 25Q (9580.344265 sec): 3 clusters Score: Raw -435393.679322 + Penalty 1626.010725 = -433767.668597 nChanged 23 SP:Iteration 26Q (9580.391726 sec): 3 clusters Score: Raw -435400.553431 + Penalty 1626.010725 = -433774.542706 nChanged 20 SP:Iteration 27Q (9580.445031 sec): 3 clusters Score: Raw -435407.791610 + Penalty 1626.010725 = -433781.780885 nChanged 20 SP:Iteration 28Q (9580.488628 sec): 3 clusters Score: Raw -435415.421686 + Penalty 1626.010725 = -433789.410961 nChanged 19 SP:Iteration 29Q (9580.539256 sec): 3 clusters Score: Raw -435421.817516 + Penalty 1626.010725 = -433795.806791 nChanged 17 SP:Iteration 30Q (9580.590441 sec): 3 clusters Score: Raw -435427.387172 + Penalty 1626.010725 = -433801.376447 nChanged 21 SP:Iteration 31Q (9580.652627 sec): 3 clusters Score: Raw -435432.961489 + Penalty 1626.010725 = -433806.950764 nChanged 16 SP:Iteration 32Q (9580.695141 sec): 3 clusters Score: Raw -435438.427549 + Penalty 1626.010725 = -433812.416824 nChanged 13 SP:Iteration 33Q (9580.755034 sec): 3 clusters Score: Raw -435443.812389 + Penalty 1626.010725 = -433817.801664 nChanged 17 SP:Iteration 34Q (9580.807597 sec): 3 clusters Score: Raw -435448.095166 + Penalty 1626.010725 = -433822.084441 nChanged 16 SP:Iteration 35Q (9580.859291 sec): 3 clusters Score: Raw -435453.803595 + Penalty 1626.010725 = -433827.792870 nChanged 17 SP:Iteration 36Q (9580.909315 sec): 3 clusters Score: Raw -435461.641763 + Penalty 1626.010725 = -433835.631038 nChanged 16 SP:Iteration 37Q (9580.951813 sec): 3 clusters Score: Raw -435465.878189 + Penalty 1626.010725 = -433839.867465 nChanged 12 SP:Iteration 38Q (9581.006105 sec): 3 clusters Score: Raw -435469.295336 + Penalty 1626.010725 = -433843.284611 nChanged 11 SP:Iteration 39Q (9581.061008 sec): 3 clusters Score: Raw -435471.924231 + Penalty 1626.010725 = -433845.913506 nChanged 13 SP:Iteration 40F (9581.108806 sec): 3 clusters Score: Raw -435475.778598 + Penalty 1626.010725 = -433849.767873 nChanged 11 SP:Iteration 41Q (9581.148710 sec): 3 clusters Score: Raw -435479.836280 + Penalty 1626.010725 = -433853.825555 nChanged 6 SP:Iteration 42Q (9581.209735 sec): 3 clusters Score: Raw -435481.196467 + Penalty 1626.010725 = -433855.185742 nChanged 2 SP:Iteration 43Q (9581.251628 sec): 3 clusters Score: Raw -435481.404054 + Penalty 1626.010725 = -433855.393329 nChanged 0 SP:Iteration 44F (9581.311351 sec): 3 clusters Score: Raw -435481.404054 + Penalty 1626.010725 = -433855.393329 nChanged 0 Trying to split cluster 10 (69636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9581.411796 sec): 2 clusters Score: Raw -6162280.359388 + Penalty 1059.348511 = -6161221.010878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9581.540208 sec): 3 clusters Score: Raw -6116659.356587 + Penalty 2118.697021 = -6114540.659565 nChanged 33452 SP:Iteration 1F (9581.682001 sec): 3 clusters Score: Raw -6137886.181789 + Penalty 2118.697021 = -6135767.484768 nChanged 3778 SP:Iteration 2F (9581.807469 sec): 3 clusters Score: Raw -6139645.716846 + Penalty 2118.697021 = -6137527.019825 nChanged 3995 SP:Iteration 3F (9581.927710 sec): 3 clusters Score: Raw -6141736.329272 + Penalty 2118.697021 = -6139617.632251 nChanged 4219 SP:Iteration 4F (9582.060465 sec): 3 clusters Score: Raw -6144214.079385 + Penalty 2118.697021 = -6142095.382363 nChanged 4284 SP:Iteration 5F (9582.186905 sec): 3 clusters Score: Raw -6147125.126244 + Penalty 2118.697021 = -6145006.429222 nChanged 4252 SP:Iteration 6F (9582.323941 sec): 3 clusters Score: Raw -6150114.145995 + Penalty 2118.697021 = -6147995.448974 nChanged 3626 SP:Iteration 7F (9582.450227 sec): 3 clusters Score: Raw -6152126.547415 + Penalty 2118.697021 = -6150007.850394 nChanged 2516 SP:Iteration 8Q (9582.585150 sec): 3 clusters Score: Raw -6153018.264872 + Penalty 2118.697021 = -6150899.567850 nChanged 1553 SP:Iteration 9Q (9582.718165 sec): 3 clusters Score: Raw -6153380.256357 + Penalty 2118.697021 = -6151261.559336 nChanged 1040 SP:Iteration 10Q (9582.850219 sec): 3 clusters Score: Raw -6153584.668761 + Penalty 2118.697021 = -6151465.971739 nChanged 798 SP:Iteration 11Q (9582.982991 sec): 3 clusters Score: Raw -6153752.978432 + Penalty 2118.697021 = -6151634.281411 nChanged 772 SP:Iteration 12Q (9583.123148 sec): 3 clusters Score: Raw -6153914.516988 + Penalty 2118.697021 = -6151795.819966 nChanged 731 SP:Iteration 13Q (9583.255308 sec): 3 clusters Score: Raw -6154063.499357 + Penalty 2118.697021 = -6151944.802336 nChanged 739 SP:Iteration 14Q (9583.354387 sec): 3 clusters Score: Raw -6154204.555984 + Penalty 2118.697021 = -6152085.858963 nChanged 681 SP:Iteration 15Q (9583.479558 sec): 3 clusters Score: Raw -6154328.968803 + Penalty 2118.697021 = -6152210.271782 nChanged 665 SP:Iteration 16Q (9583.601052 sec): 3 clusters Score: Raw -6154446.869079 + Penalty 2118.697021 = -6152328.172058 nChanged 631 SP:Iteration 17Q (9583.732543 sec): 3 clusters Score: Raw -6154562.289818 + Penalty 2118.697021 = -6152443.592797 nChanged 648 SP:Iteration 18Q (9583.862875 sec): 3 clusters Score: Raw -6154679.362530 + Penalty 2118.697021 = -6152560.665509 nChanged 668 SP:Iteration 19Q (9583.991886 sec): 3 clusters Score: Raw -6154810.943440 + Penalty 2118.697021 = -6152692.246419 nChanged 690 SP:Iteration 20F (9584.110377 sec): 3 clusters Score: Raw -6154944.042472 + Penalty 2118.697021 = -6152825.345450 nChanged 680 SP:Iteration 21Q (9584.232848 sec): 3 clusters Score: Raw -6155087.626568 + Penalty 2118.697021 = -6152968.929547 nChanged 683 SP:Iteration 22Q (9584.360640 sec): 3 clusters Score: Raw -6155230.792925 + Penalty 2118.697021 = -6153112.095904 nChanged 702 SP:Iteration 23Q (9584.492215 sec): 3 clusters Score: Raw -6155376.114652 + Penalty 2118.697021 = -6153257.417631 nChanged 668 SP:Iteration 24Q (9584.624468 sec): 3 clusters Score: Raw -6155512.752390 + Penalty 2118.697021 = -6153394.055369 nChanged 699 SP:Iteration 25Q (9584.768968 sec): 3 clusters Score: Raw -6155657.307781 + Penalty 2118.697021 = -6153538.610759 nChanged 661 SP:Iteration 26Q (9584.898904 sec): 3 clusters Score: Raw -6155794.711692 + Penalty 2118.697021 = -6153676.014670 nChanged 679 SP:Iteration 27Q (9585.038534 sec): 3 clusters Score: Raw -6155941.421481 + Penalty 2118.697021 = -6153822.724460 nChanged 744 SP:Iteration 28Q (9585.163320 sec): 3 clusters Score: Raw -6156108.621010 + Penalty 2118.697021 = -6153989.923988 nChanged 756 SP:Iteration 29Q (9585.287822 sec): 3 clusters Score: Raw -6156287.250396 + Penalty 2118.697021 = -6154168.553374 nChanged 781 SP:Iteration 30Q (9585.424782 sec): 3 clusters Score: Raw -6156477.373226 + Penalty 2118.697021 = -6154358.676205 nChanged 739 SP:Iteration 31Q (9585.533990 sec): 3 clusters Score: Raw -6156654.733817 + Penalty 2118.697021 = -6154536.036796 nChanged 777 SP:Iteration 32Q (9585.668905 sec): 3 clusters Score: Raw -6156840.277109 + Penalty 2118.697021 = -6154721.580088 nChanged 753 SP:Iteration 33Q (9585.806121 sec): 3 clusters Score: Raw -6157027.180521 + Penalty 2118.697021 = -6154908.483500 nChanged 788 SP:Iteration 34Q (9585.907727 sec): 3 clusters Score: Raw -6157229.867349 + Penalty 2118.697021 = -6155111.170328 nChanged 825 SP:Iteration 35Q (9586.032154 sec): 3 clusters Score: Raw -6157457.376450 + Penalty 2118.697021 = -6155338.679429 nChanged 790 SP:Iteration 36Q (9586.170552 sec): 3 clusters Score: Raw -6157664.259588 + Penalty 2118.697021 = -6155545.562566 nChanged 792 SP:Iteration 37Q (9586.293709 sec): 3 clusters Score: Raw -6157880.371151 + Penalty 2118.697021 = -6155761.674130 nChanged 829 SP:Iteration 38Q (9586.426422 sec): 3 clusters Score: Raw -6158123.962663 + Penalty 2118.697021 = -6156005.265642 nChanged 842 SP:Iteration 39Q (9586.552074 sec): 3 clusters Score: Raw -6158379.277803 + Penalty 2118.697021 = -6156260.580782 nChanged 849 SP:Iteration 40F (9586.682449 sec): 3 clusters Score: Raw -6158637.173641 + Penalty 2118.697021 = -6156518.476620 nChanged 851 SP:Iteration 41Q (9586.812649 sec): 3 clusters Score: Raw -6158900.898615 + Penalty 2118.697021 = -6156782.201593 nChanged 801 SP:Iteration 42Q (9586.934201 sec): 3 clusters Score: Raw -6159147.691125 + Penalty 2118.697021 = -6157028.994103 nChanged 791 SP:Iteration 43Q (9587.066431 sec): 3 clusters Score: Raw -6159397.043212 + Penalty 2118.697021 = -6157278.346191 nChanged 753 SP:Iteration 44Q (9587.184918 sec): 3 clusters Score: Raw -6159646.631343 + Penalty 2118.697021 = -6157527.934322 nChanged 755 SP:Iteration 45Q (9587.321415 sec): 3 clusters Score: Raw -6159916.580425 + Penalty 2118.697021 = -6157797.883404 nChanged 701 SP:Iteration 46Q (9587.447550 sec): 3 clusters Score: Raw -6160169.919561 + Penalty 2118.697021 = -6158051.222540 nChanged 675 SP:Iteration 47Q (9587.566273 sec): 3 clusters Score: Raw -6160410.509103 + Penalty 2118.697021 = -6158291.812082 nChanged 647 SP:Iteration 48Q (9587.692337 sec): 3 clusters Score: Raw -6160655.416363 + Penalty 2118.697021 = -6158536.719342 nChanged 618 SP:Iteration 49Q (9587.813299 sec): 3 clusters Score: Raw -6160910.061293 + Penalty 2118.697021 = -6158791.364272 nChanged 566 SP:Iteration 50Q (9587.938858 sec): 3 clusters Score: Raw -6161149.637263 + Penalty 2118.697021 = -6159030.940242 nChanged 549 SP:Iteration 51Q (9588.048140 sec): 3 clusters Score: Raw -6161381.237595 + Penalty 2118.697021 = -6159262.540574 nChanged 484 SP:Iteration 52Q (9588.166804 sec): 3 clusters Score: Raw -6161577.129038 + Penalty 2118.697021 = -6159458.432016 nChanged 399 SP:Iteration 53Q (9588.282104 sec): 3 clusters Score: Raw -6161743.792450 + Penalty 2118.697021 = -6159625.095428 nChanged 364 SP:Iteration 54Q (9588.402236 sec): 3 clusters Score: Raw -6161891.328336 + Penalty 2118.697021 = -6159772.631315 nChanged 291 SP:Iteration 55Q (9588.519032 sec): 3 clusters Score: Raw -6162004.672945 + Penalty 2118.697021 = -6159885.975924 nChanged 265 SP:Iteration 56Q (9588.635020 sec): 3 clusters Score: Raw -6162110.121867 + Penalty 2118.697021 = -6159991.424846 nChanged 224 SP:Iteration 57Q (9588.751374 sec): 3 clusters Score: Raw -6162194.632033 + Penalty 2118.697021 = -6160075.935012 nChanged 171 SP:Iteration 58Q (9588.855469 sec): 3 clusters Score: Raw -6162252.702658 + Penalty 2118.697021 = -6160134.005637 nChanged 129 SP:Iteration 59Q (9588.970342 sec): 3 clusters Score: Raw -6162301.266743 + Penalty 2118.697021 = -6160182.569722 nChanged 119 SP:Iteration 60F (9589.095042 sec): 3 clusters Score: Raw -6162347.020528 + Penalty 2118.697021 = -6160228.323507 nChanged 113 SP:Iteration 61Q (9589.203882 sec): 3 clusters Score: Raw -6162394.349283 + Penalty 2118.697021 = -6160275.652261 nChanged 87 SP:Iteration 62Q (9589.309513 sec): 3 clusters Score: Raw -6162426.158619 + Penalty 2118.697021 = -6160307.461598 nChanged 66 SP:Iteration 63Q (9589.413631 sec): 3 clusters Score: Raw -6162449.143097 + Penalty 2118.697021 = -6160330.446076 nChanged 52 SP:Iteration 64Q (9589.527542 sec): 3 clusters Score: Raw -6162467.108023 + Penalty 2118.697021 = -6160348.411002 nChanged 45 SP:Iteration 65Q (9589.637214 sec): 3 clusters Score: Raw -6162485.500480 + Penalty 2118.697021 = -6160366.803459 nChanged 46 SP:Iteration 66Q (9589.741776 sec): 3 clusters Score: Raw -6162504.336986 + Penalty 2118.697021 = -6160385.639965 nChanged 43 SP:Iteration 67Q (9589.855678 sec): 3 clusters Score: Raw -6162520.232691 + Penalty 2118.697021 = -6160401.535670 nChanged 26 SP:Iteration 68Q (9589.975153 sec): 3 clusters Score: Raw -6162527.796186 + Penalty 2118.697021 = -6160409.099165 nChanged 24 SP:Iteration 69Q (9590.094147 sec): 3 clusters Score: Raw -6162537.018109 + Penalty 2118.697021 = -6160418.321087 nChanged 24 SP:Iteration 70Q (9590.211262 sec): 3 clusters Score: Raw -6162545.140229 + Penalty 2118.697021 = -6160426.443208 nChanged 22 SP:Iteration 71Q (9590.339809 sec): 3 clusters Score: Raw -6162553.585964 + Penalty 2118.697021 = -6160434.888943 nChanged 25 SP:Iteration 72Q (9590.462275 sec): 3 clusters Score: Raw -6162562.299750 + Penalty 2118.697021 = -6160443.602729 nChanged 17 SP:Iteration 73Q (9590.577701 sec): 3 clusters Score: Raw -6162568.337241 + Penalty 2118.697021 = -6160449.640220 nChanged 10 SP:Iteration 74Q (9590.701923 sec): 3 clusters Score: Raw -6162573.000946 + Penalty 2118.697021 = -6160454.303925 nChanged 8 SP:Iteration 75Q (9590.821175 sec): 3 clusters Score: Raw -6162576.672311 + Penalty 2118.697021 = -6160457.975289 nChanged 11 SP:Iteration 76Q (9590.939982 sec): 3 clusters Score: Raw -6162581.775583 + Penalty 2118.697021 = -6160463.078562 nChanged 9 SP:Iteration 77Q (9591.059092 sec): 3 clusters Score: Raw -6162587.176710 + Penalty 2118.697021 = -6160468.479689 nChanged 6 SP:Iteration 78Q (9591.189127 sec): 3 clusters Score: Raw -6162590.405202 + Penalty 2118.697021 = -6160471.708181 nChanged 7 SP:Iteration 79Q (9591.311102 sec): 3 clusters Score: Raw -6162593.524655 + Penalty 2118.697021 = -6160474.827633 nChanged 9 SP:Iteration 80F (9591.439500 sec): 3 clusters Score: Raw -6162597.396913 + Penalty 2118.697021 = -6160478.699892 nChanged 6 SP:Iteration 81Q (9591.561432 sec): 3 clusters Score: Raw -6162599.585206 + Penalty 2118.697021 = -6160480.888185 nChanged 4 SP:Iteration 82Q (9591.680998 sec): 3 clusters Score: Raw -6162600.271481 + Penalty 2118.697021 = -6160481.574460 nChanged 2 SP:Iteration 83Q (9591.812858 sec): 3 clusters Score: Raw -6162600.558735 + Penalty 2118.697021 = -6160481.861714 nChanged 0 SP:Iteration 84F (9591.948087 sec): 3 clusters Score: Raw -6162600.558735 + Penalty 2118.697021 = -6160481.861714 nChanged 0 Trying to split cluster 11 (4278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9591.981832 sec): 2 clusters Score: Raw -368318.510564 + Penalty 794.317885 = -367524.192679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9592.033928 sec): 3 clusters Score: Raw -365953.475309 + Penalty 1588.635769 = -364364.839540 nChanged 1792 SP:Iteration 1F (9592.083594 sec): 3 clusters Score: Raw -367052.844879 + Penalty 1588.635769 = -365464.209110 nChanged 365 SP:Iteration 2F (9592.134423 sec): 3 clusters Score: Raw -367343.037190 + Penalty 1588.635769 = -365754.401421 nChanged 343 SP:Iteration 3F (9592.190046 sec): 3 clusters Score: Raw -367632.290210 + Penalty 1588.635769 = -366043.654441 nChanged 309 SP:Iteration 4F (9592.242732 sec): 3 clusters Score: Raw -367876.877545 + Penalty 1588.635769 = -366288.241776 nChanged 262 SP:Iteration 5F (9592.283302 sec): 3 clusters Score: Raw -368058.503694 + Penalty 1588.635769 = -366469.867925 nChanged 201 SP:Iteration 6Q (9592.331693 sec): 3 clusters Score: Raw -368194.656942 + Penalty 1588.635769 = -366606.021173 nChanged 163 SP:Iteration 7Q (9592.383776 sec): 3 clusters Score: Raw -368287.161974 + Penalty 1588.635769 = -366698.526205 nChanged 106 SP:Iteration 8Q (9592.435178 sec): 3 clusters Score: Raw -368337.336293 + Penalty 1588.635769 = -366748.700524 nChanged 76 SP:Iteration 9Q (9592.482442 sec): 3 clusters Score: Raw -368369.137171 + Penalty 1588.635769 = -366780.501402 nChanged 60 SP:Iteration 10Q (9592.527222 sec): 3 clusters Score: Raw -368388.333649 + Penalty 1588.635769 = -366799.697880 nChanged 35 SP:Iteration 11Q (9592.580262 sec): 3 clusters Score: Raw -368398.085187 + Penalty 1588.635769 = -366809.449418 nChanged 29 SP:Iteration 12Q (9592.631512 sec): 3 clusters Score: Raw -368407.011551 + Penalty 1588.635769 = -366818.375782 nChanged 25 SP:Iteration 13Q (9592.683734 sec): 3 clusters Score: Raw -368413.703091 + Penalty 1588.635769 = -366825.067322 nChanged 26 SP:Iteration 14Q (9592.726902 sec): 3 clusters Score: Raw -368420.682030 + Penalty 1588.635769 = -366832.046261 nChanged 20 SP:Iteration 15Q (9592.783307 sec): 3 clusters Score: Raw -368426.830715 + Penalty 1588.635769 = -366838.194946 nChanged 21 SP:Iteration 16Q (9592.829656 sec): 3 clusters Score: Raw -368434.936743 + Penalty 1588.635769 = -366846.300974 nChanged 24 SP:Iteration 17Q (9592.881213 sec): 3 clusters Score: Raw -368441.848263 + Penalty 1588.635769 = -366853.212494 nChanged 23 SP:Iteration 18Q (9592.929227 sec): 3 clusters Score: Raw -368447.718433 + Penalty 1588.635769 = -366859.082664 nChanged 14 SP:Iteration 19Q (9592.973768 sec): 3 clusters Score: Raw -368452.068384 + Penalty 1588.635769 = -366863.432615 nChanged 18 SP:Iteration 20F (9593.016992 sec): 3 clusters Score: Raw -368457.753494 + Penalty 1588.635769 = -366869.117725 nChanged 19 SP:Iteration 21Q (9593.062490 sec): 3 clusters Score: Raw -368463.370307 + Penalty 1588.635769 = -366874.734538 nChanged 17 SP:Iteration 22Q (9593.114241 sec): 3 clusters Score: Raw -368468.010137 + Penalty 1588.635769 = -366879.374368 nChanged 13 SP:Iteration 23Q (9593.160777 sec): 3 clusters Score: Raw -368470.638583 + Penalty 1588.635769 = -366882.002814 nChanged 9 SP:Iteration 24Q (9593.204184 sec): 3 clusters Score: Raw -368472.641602 + Penalty 1588.635769 = -366884.005833 nChanged 10 SP:Iteration 25Q (9593.260446 sec): 3 clusters Score: Raw -368475.565388 + Penalty 1588.635769 = -366886.929619 nChanged 11 SP:Iteration 26Q (9593.298251 sec): 3 clusters Score: Raw -368478.169262 + Penalty 1588.635769 = -366889.533493 nChanged 6 SP:Iteration 27Q (9593.345479 sec): 3 clusters Score: Raw -368479.075163 + Penalty 1588.635769 = -366890.439394 nChanged 4 SP:Iteration 28Q (9593.388654 sec): 3 clusters Score: Raw -368479.559799 + Penalty 1588.635769 = -366890.924030 nChanged 3 SP:Iteration 29Q (9593.441848 sec): 3 clusters Score: Raw -368479.965339 + Penalty 1588.635769 = -366891.329570 nChanged 2 SP:Iteration 30Q (9593.491527 sec): 3 clusters Score: Raw -368480.663295 + Penalty 1588.635769 = -366892.027526 nChanged 2 SP:Iteration 31Q (9593.544173 sec): 3 clusters Score: Raw -368481.130682 + Penalty 1588.635769 = -366892.494913 nChanged 2 SP:Iteration 32Q (9593.595865 sec): 3 clusters Score: Raw -368481.248136 + Penalty 1588.635769 = -366892.612367 nChanged 1 SP:Iteration 33Q (9593.638637 sec): 3 clusters Score: Raw -368481.483934 + Penalty 1588.635769 = -366892.848165 nChanged 1 SP:Iteration 34Q (9593.704314 sec): 3 clusters Score: Raw -368481.528257 + Penalty 1588.635769 = -366892.892488 nChanged 1 SP:Iteration 35Q (9593.758577 sec): 3 clusters Score: Raw -368481.665086 + Penalty 1588.635769 = -366893.029317 nChanged 1 SP:Iteration 36Q (9593.800386 sec): 3 clusters Score: Raw -368481.788211 + Penalty 1588.635769 = -366893.152442 nChanged 0 SP:Iteration 37F (9593.857247 sec): 3 clusters Score: Raw -368481.788211 + Penalty 1588.635769 = -366893.152442 nChanged 0 Trying to split cluster 12 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9593.878750 sec): 2 clusters Score: Raw -126668.329749 + Penalty 697.009007 = -125971.320743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9593.926357 sec): 3 clusters Score: Raw -125947.035755 + Penalty 1394.018014 = -124553.017741 nChanged 576 SP:Iteration 1F (9593.966281 sec): 3 clusters Score: Raw -126279.250871 + Penalty 1394.018014 = -124885.232857 nChanged 116 SP:Iteration 2F (9594.012277 sec): 3 clusters Score: Raw -126355.358288 + Penalty 1394.018014 = -124961.340275 nChanged 72 SP:Iteration 3Q (9594.063475 sec): 3 clusters Score: Raw -126400.970401 + Penalty 1394.018014 = -125006.952388 nChanged 51 SP:Iteration 4Q (9594.114907 sec): 3 clusters Score: Raw -126427.845047 + Penalty 1394.018014 = -125033.827034 nChanged 32 SP:Iteration 5Q (9594.167042 sec): 3 clusters Score: Raw -126444.566872 + Penalty 1394.018014 = -125050.548859 nChanged 32 SP:Iteration 6Q (9594.218658 sec): 3 clusters Score: Raw -126463.954657 + Penalty 1394.018014 = -125069.936643 nChanged 35 SP:Iteration 7Q (9594.270183 sec): 3 clusters Score: Raw -126483.913212 + Penalty 1394.018014 = -125089.895198 nChanged 27 SP:Iteration 8Q (9594.321745 sec): 3 clusters Score: Raw -126493.888793 + Penalty 1394.018014 = -125099.870779 nChanged 20 SP:Iteration 9Q (9594.371745 sec): 3 clusters Score: Raw -126502.311811 + Penalty 1394.018014 = -125108.293797 nChanged 21 SP:Iteration 10Q (9594.414273 sec): 3 clusters Score: Raw -126512.806925 + Penalty 1394.018014 = -125118.788911 nChanged 22 SP:Iteration 11Q (9594.464336 sec): 3 clusters Score: Raw -126521.213714 + Penalty 1394.018014 = -125127.195700 nChanged 16 SP:Iteration 12Q (9594.515212 sec): 3 clusters Score: Raw -126527.469246 + Penalty 1394.018014 = -125133.451232 nChanged 12 SP:Iteration 13Q (9594.566132 sec): 3 clusters Score: Raw -126531.830212 + Penalty 1394.018014 = -125137.812198 nChanged 10 SP:Iteration 14Q (9594.616616 sec): 3 clusters Score: Raw -126537.153507 + Penalty 1394.018014 = -125143.135493 nChanged 11 SP:Iteration 15Q (9594.666831 sec): 3 clusters Score: Raw -126542.557332 + Penalty 1394.018014 = -125148.539318 nChanged 13 SP:Iteration 16Q (9594.716813 sec): 3 clusters Score: Raw -126547.662004 + Penalty 1394.018014 = -125153.643991 nChanged 11 SP:Iteration 17Q (9594.755957 sec): 3 clusters Score: Raw -126551.773383 + Penalty 1394.018014 = -125157.755369 nChanged 9 SP:Iteration 18Q (9594.805726 sec): 3 clusters Score: Raw -126555.804806 + Penalty 1394.018014 = -125161.786793 nChanged 15 SP:Iteration 19Q (9594.851847 sec): 3 clusters Score: Raw -126559.545931 + Penalty 1394.018014 = -125165.527918 nChanged 10 SP:Iteration 20F (9594.901798 sec): 3 clusters Score: Raw -126564.594224 + Penalty 1394.018014 = -125170.576210 nChanged 11 SP:Iteration 21Q (9594.951764 sec): 3 clusters Score: Raw -126570.536928 + Penalty 1394.018014 = -125176.518914 nChanged 14 SP:Iteration 22Q (9594.994372 sec): 3 clusters Score: Raw -126577.339016 + Penalty 1394.018014 = -125183.321003 nChanged 18 SP:Iteration 23Q (9595.044231 sec): 3 clusters Score: Raw -126586.848231 + Penalty 1394.018014 = -125192.830217 nChanged 23 SP:Iteration 24Q (9595.090861 sec): 3 clusters Score: Raw -126594.688346 + Penalty 1394.018014 = -125200.670332 nChanged 10 SP:Iteration 25Q (9595.140614 sec): 3 clusters Score: Raw -126598.909624 + Penalty 1394.018014 = -125204.891610 nChanged 11 SP:Iteration 26Q (9595.186760 sec): 3 clusters Score: Raw -126604.235695 + Penalty 1394.018014 = -125210.217681 nChanged 13 SP:Iteration 27Q (9595.236647 sec): 3 clusters Score: Raw -126609.935415 + Penalty 1394.018014 = -125215.917401 nChanged 11 SP:Iteration 28Q (9595.286359 sec): 3 clusters Score: Raw -126614.612449 + Penalty 1394.018014 = -125220.594435 nChanged 12 SP:Iteration 29Q (9595.329248 sec): 3 clusters Score: Raw -126618.490166 + Penalty 1394.018014 = -125224.472152 nChanged 9 SP:Iteration 30Q (9595.379073 sec): 3 clusters Score: Raw -126620.459654 + Penalty 1394.018014 = -125226.441640 nChanged 9 SP:Iteration 31Q (9595.425919 sec): 3 clusters Score: Raw -126623.244298 + Penalty 1394.018014 = -125229.226284 nChanged 6 SP:Iteration 32Q (9595.475789 sec): 3 clusters Score: Raw -126625.883497 + Penalty 1394.018014 = -125231.865483 nChanged 14 SP:Iteration 33Q (9595.521856 sec): 3 clusters Score: Raw -126631.167707 + Penalty 1394.018014 = -125237.149693 nChanged 11 SP:Iteration 34Q (9595.571865 sec): 3 clusters Score: Raw -126636.649999 + Penalty 1394.018014 = -125242.631985 nChanged 13 SP:Iteration 35Q (9595.618198 sec): 3 clusters Score: Raw -126642.137143 + Penalty 1394.018014 = -125248.119129 nChanged 13 SP:Iteration 36Q (9595.668070 sec): 3 clusters Score: Raw -126646.803130 + Penalty 1394.018014 = -125252.785117 nChanged 11 SP:Iteration 37Q (9595.718068 sec): 3 clusters Score: Raw -126650.712990 + Penalty 1394.018014 = -125256.694977 nChanged 9 SP:Iteration 38Q (9595.772509 sec): 3 clusters Score: Raw -126654.638661 + Penalty 1394.018014 = -125260.620647 nChanged 14 SP:Iteration 39Q (9595.823065 sec): 3 clusters Score: Raw -126662.549202 + Penalty 1394.018014 = -125268.531188 nChanged 15 SP:Iteration 40F (9595.863241 sec): 3 clusters Score: Raw -126673.921585 + Penalty 1394.018014 = -125279.903571 nChanged 19 SP:Iteration 41Q (9595.901799 sec): 3 clusters Score: Raw -126682.013608 + Penalty 1394.018014 = -125287.995594 nChanged 17 SP:Iteration 42Q (9595.952147 sec): 3 clusters Score: Raw -126689.101747 + Penalty 1394.018014 = -125295.083733 nChanged 13 SP:Iteration 43Q (9596.002651 sec): 3 clusters Score: Raw -126696.920506 + Penalty 1394.018014 = -125302.902492 nChanged 16 SP:Iteration 44Q (9596.052999 sec): 3 clusters Score: Raw -126705.877228 + Penalty 1394.018014 = -125311.859214 nChanged 8 SP:Iteration 45Q (9596.094949 sec): 3 clusters Score: Raw -126711.517562 + Penalty 1394.018014 = -125317.499549 nChanged 15 SP:Iteration 46Q (9596.145375 sec): 3 clusters Score: Raw -126729.538525 + Penalty 1394.018014 = -125335.520511 nChanged 21 SP:Iteration 47Q (9596.195837 sec): 3 clusters Score: Raw -126751.313448 + Penalty 1394.018014 = -125357.295434 nChanged 15 SP:Iteration 48Q (9596.246028 sec): 3 clusters Score: Raw -126765.563198 + Penalty 1394.018014 = -125371.545184 nChanged 17 SP:Iteration 49Q (9596.296425 sec): 3 clusters Score: Raw -126777.560232 + Penalty 1394.018014 = -125383.542218 nChanged 14 SP:Iteration 50Q (9596.338553 sec): 3 clusters Score: Raw -126787.753029 + Penalty 1394.018014 = -125393.735016 nChanged 16 SP:Iteration 51Q (9596.388637 sec): 3 clusters Score: Raw -126803.701807 + Penalty 1394.018014 = -125409.683793 nChanged 11 SP:Iteration 52Q (9596.439034 sec): 3 clusters Score: Raw -126814.152598 + Penalty 1394.018014 = -125420.134584 nChanged 9 SP:Iteration 53Q (9596.477776 sec): 3 clusters Score: Raw -126821.660699 + Penalty 1394.018014 = -125427.642686 nChanged 13 SP:Iteration 54Q (9596.527560 sec): 3 clusters Score: Raw -126834.728373 + Penalty 1394.018014 = -125440.710359 nChanged 9 SP:Iteration 55Q (9596.574162 sec): 3 clusters Score: Raw -126842.221535 + Penalty 1394.018014 = -125448.203521 nChanged 6 SP:Iteration 56Q (9596.623952 sec): 3 clusters Score: Raw -126847.428557 + Penalty 1394.018014 = -125453.410544 nChanged 7 SP:Iteration 57Q (9596.669907 sec): 3 clusters Score: Raw -126853.952824 + Penalty 1394.018014 = -125459.934810 nChanged 3 SP:Iteration 58Q (9596.719608 sec): 3 clusters Score: Raw -126855.515816 + Penalty 1394.018014 = -125461.497803 nChanged 2 SP:Iteration 59Q (9596.769374 sec): 3 clusters Score: Raw -126856.586262 + Penalty 1394.018014 = -125462.568248 nChanged 1 SP:Iteration 60F (9596.812476 sec): 3 clusters Score: Raw -126857.158241 + Penalty 1394.018014 = -125463.140228 nChanged 1 SP:Iteration 61Q (9596.862210 sec): 3 clusters Score: Raw -126857.431460 + Penalty 1394.018014 = -125463.413446 nChanged 1 SP:Iteration 62Q (9596.908789 sec): 3 clusters Score: Raw -126858.197735 + Penalty 1394.018014 = -125464.179722 nChanged 1 SP:Iteration 63Q (9596.953632 sec): 3 clusters Score: Raw -126859.366457 + Penalty 1394.018014 = -125465.348443 nChanged 0 SP:Iteration 64F (9597.002809 sec): 3 clusters Score: Raw -126859.366457 + Penalty 1394.018014 = -125465.348443 nChanged 0 Trying to split cluster 13 (5955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9597.037627 sec): 2 clusters Score: Raw -523237.757447 + Penalty 825.738716 = -522412.018731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9597.081257 sec): 3 clusters Score: Raw -519905.263136 + Penalty 1651.477432 = -518253.785705 nChanged 2548 SP:Iteration 1F (9597.142152 sec): 3 clusters Score: Raw -521248.871375 + Penalty 1651.477432 = -519597.393943 nChanged 386 SP:Iteration 2F (9597.191342 sec): 3 clusters Score: Raw -521440.794246 + Penalty 1651.477432 = -519789.316814 nChanged 350 SP:Iteration 3F (9597.247016 sec): 3 clusters Score: Raw -521623.339777 + Penalty 1651.477432 = -519971.862345 nChanged 314 SP:Iteration 4F (9597.295300 sec): 3 clusters Score: Raw -521797.609960 + Penalty 1651.477432 = -520146.132529 nChanged 310 SP:Iteration 5F (9597.343989 sec): 3 clusters Score: Raw -521952.942255 + Penalty 1651.477432 = -520301.464824 nChanged 254 SP:Iteration 6Q (9597.388536 sec): 3 clusters Score: Raw -522079.532978 + Penalty 1651.477432 = -520428.055546 nChanged 255 SP:Iteration 7Q (9597.447628 sec): 3 clusters Score: Raw -522219.929413 + Penalty 1651.477432 = -520568.451981 nChanged 252 SP:Iteration 8Q (9597.487878 sec): 3 clusters Score: Raw -522376.541060 + Penalty 1651.477432 = -520725.063628 nChanged 254 SP:Iteration 9Q (9597.534769 sec): 3 clusters Score: Raw -522555.653401 + Penalty 1651.477432 = -520904.175970 nChanged 230 SP:Iteration 10Q (9597.593337 sec): 3 clusters Score: Raw -522723.876525 + Penalty 1651.477432 = -521072.399093 nChanged 193 SP:Iteration 11Q (9597.649746 sec): 3 clusters Score: Raw -522849.645621 + Penalty 1651.477432 = -521198.168189 nChanged 152 SP:Iteration 12Q (9597.692274 sec): 3 clusters Score: Raw -522937.184557 + Penalty 1651.477432 = -521285.707126 nChanged 127 SP:Iteration 13Q (9597.758396 sec): 3 clusters Score: Raw -522997.648205 + Penalty 1651.477432 = -521346.170773 nChanged 91 SP:Iteration 14Q (9597.766660 sec): 3 clusters Score: Raw -523026.756035 + Penalty 1651.477432 = -521375.278604 nChanged 63 SP:Iteration 15Q (9597.786128 sec): 3 clusters Score: Raw -523048.047342 + Penalty 1651.477432 = -521396.569911 nChanged 64 SP:Iteration 16Q (9597.813093 sec): 3 clusters Score: Raw -523069.434909 + Penalty 1651.477432 = -521417.957478 nChanged 56 SP:Iteration 17Q (9597.866578 sec): 3 clusters Score: Raw -523085.819690 + Penalty 1651.477432 = -521434.342259 nChanged 46 SP:Iteration 18Q (9597.921169 sec): 3 clusters Score: Raw -523099.120529 + Penalty 1651.477432 = -521447.643097 nChanged 50 SP:Iteration 19Q (9597.977152 sec): 3 clusters Score: Raw -523115.722893 + Penalty 1651.477432 = -521464.245461 nChanged 49 SP:Iteration 20F (9598.040532 sec): 3 clusters Score: Raw -523130.315649 + Penalty 1651.477432 = -521478.838218 nChanged 48 SP:Iteration 21Q (9598.095131 sec): 3 clusters Score: Raw -523143.026125 + Penalty 1651.477432 = -521491.548694 nChanged 34 SP:Iteration 22Q (9598.140426 sec): 3 clusters Score: Raw -523150.419119 + Penalty 1651.477432 = -521498.941688 nChanged 35 SP:Iteration 23Q (9598.199966 sec): 3 clusters Score: Raw -523156.713255 + Penalty 1651.477432 = -521505.235823 nChanged 30 SP:Iteration 24Q (9598.256202 sec): 3 clusters Score: Raw -523162.230723 + Penalty 1651.477432 = -521510.753292 nChanged 22 SP:Iteration 25Q (9598.295035 sec): 3 clusters Score: Raw -523167.090229 + Penalty 1651.477432 = -521515.612797 nChanged 27 SP:Iteration 26Q (9598.321578 sec): 3 clusters Score: Raw -523172.376101 + Penalty 1651.477432 = -521520.898669 nChanged 19 SP:Iteration 27Q (9598.382959 sec): 3 clusters Score: Raw -523176.595364 + Penalty 1651.477432 = -521525.117933 nChanged 19 SP:Iteration 28Q (9598.432846 sec): 3 clusters Score: Raw -523180.778619 + Penalty 1651.477432 = -521529.301188 nChanged 21 SP:Iteration 29Q (9598.487249 sec): 3 clusters Score: Raw -523186.117752 + Penalty 1651.477432 = -521534.640321 nChanged 23 SP:Iteration 30Q (9598.553322 sec): 3 clusters Score: Raw -523192.140790 + Penalty 1651.477432 = -521540.663358 nChanged 31 SP:Iteration 31Q (9598.607172 sec): 3 clusters Score: Raw -523200.414886 + Penalty 1651.477432 = -521548.937455 nChanged 29 SP:Iteration 32Q (9598.655664 sec): 3 clusters Score: Raw -523208.562771 + Penalty 1651.477432 = -521557.085339 nChanged 32 SP:Iteration 33Q (9598.698503 sec): 3 clusters Score: Raw -523216.878425 + Penalty 1651.477432 = -521565.400993 nChanged 28 SP:Iteration 34Q (9598.760165 sec): 3 clusters Score: Raw -523226.060416 + Penalty 1651.477432 = -521574.582984 nChanged 23 SP:Iteration 35Q (9598.790202 sec): 3 clusters Score: Raw -523231.725187 + Penalty 1651.477432 = -521580.247756 nChanged 15 SP:Iteration 36Q (9598.839600 sec): 3 clusters Score: Raw -523234.407782 + Penalty 1651.477432 = -521582.930350 nChanged 10 SP:Iteration 37Q (9598.890648 sec): 3 clusters Score: Raw -523236.510498 + Penalty 1651.477432 = -521585.033067 nChanged 9 SP:Iteration 38Q (9598.946001 sec): 3 clusters Score: Raw -523238.266595 + Penalty 1651.477432 = -521586.789164 nChanged 10 SP:Iteration 39Q (9598.994330 sec): 3 clusters Score: Raw -523240.603857 + Penalty 1651.477432 = -521589.126425 nChanged 7 SP:Iteration 40F (9599.047050 sec): 3 clusters Score: Raw -523241.950350 + Penalty 1651.477432 = -521590.472918 nChanged 7 SP:Iteration 41Q (9599.094539 sec): 3 clusters Score: Raw -523243.139535 + Penalty 1651.477432 = -521591.662104 nChanged 11 SP:Iteration 42Q (9599.137027 sec): 3 clusters Score: Raw -523244.542925 + Penalty 1651.477432 = -521593.065494 nChanged 3 SP:Iteration 43Q (9599.186974 sec): 3 clusters Score: Raw -523244.807644 + Penalty 1651.477432 = -521593.330212 nChanged 3 SP:Iteration 44Q (9599.240257 sec): 3 clusters Score: Raw -523245.207445 + Penalty 1651.477432 = -521593.730013 nChanged 3 SP:Iteration 45Q (9599.305810 sec): 3 clusters Score: Raw -523245.807609 + Penalty 1651.477432 = -521594.330177 nChanged 4 SP:Iteration 46Q (9599.359054 sec): 3 clusters Score: Raw -523246.256742 + Penalty 1651.477432 = -521594.779310 nChanged 3 SP:Iteration 47Q (9599.405784 sec): 3 clusters Score: Raw -523246.583476 + Penalty 1651.477432 = -521595.106045 nChanged 2 SP:Iteration 48Q (9599.457418 sec): 3 clusters Score: Raw -523246.785233 + Penalty 1651.477432 = -521595.307802 nChanged 3 SP:Iteration 49Q (9599.513700 sec): 3 clusters Score: Raw -523247.017339 + Penalty 1651.477432 = -521595.539908 nChanged 1 SP:Iteration 50Q (9599.560751 sec): 3 clusters Score: Raw -523247.077978 + Penalty 1651.477432 = -521595.600546 nChanged 0 SP:Iteration 51F (9599.605879 sec): 3 clusters Score: Raw -523247.077978 + Penalty 1651.477432 = -521595.600546 nChanged 0 Trying to split cluster 14 (2551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9599.640635 sec): 2 clusters Score: Raw -208768.117234 + Penalty 745.202868 = -208022.914366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9599.669383 sec): 3 clusters Score: Raw -207487.160964 + Penalty 1490.405736 = -205996.755227 nChanged 1006 SP:Iteration 1F (9599.718615 sec): 3 clusters Score: Raw -208055.378056 + Penalty 1490.405736 = -206564.972319 nChanged 196 SP:Iteration 2F (9599.767330 sec): 3 clusters Score: Raw -208170.203362 + Penalty 1490.405736 = -206679.797625 nChanged 150 SP:Iteration 3F (9599.822153 sec): 3 clusters Score: Raw -208258.306803 + Penalty 1490.405736 = -206767.901067 nChanged 104 SP:Iteration 4Q (9599.862070 sec): 3 clusters Score: Raw -208314.539011 + Penalty 1490.405736 = -206824.133274 nChanged 86 SP:Iteration 5Q (9599.915895 sec): 3 clusters Score: Raw -208375.215033 + Penalty 1490.405736 = -206884.809297 nChanged 103 SP:Iteration 6Q (9599.946480 sec): 3 clusters Score: Raw -208432.638737 + Penalty 1490.405736 = -206942.233001 nChanged 85 SP:Iteration 7Q (9599.982739 sec): 3 clusters Score: Raw -208476.493157 + Penalty 1490.405736 = -206986.087421 nChanged 85 SP:Iteration 8Q (9600.032253 sec): 3 clusters Score: Raw -208529.498804 + Penalty 1490.405736 = -207039.093067 nChanged 86 SP:Iteration 9Q (9600.086843 sec): 3 clusters Score: Raw -208572.210880 + Penalty 1490.405736 = -207081.805144 nChanged 64 SP:Iteration 10Q (9600.133227 sec): 3 clusters Score: Raw -208607.006326 + Penalty 1490.405736 = -207116.600589 nChanged 63 SP:Iteration 11Q (9600.179546 sec): 3 clusters Score: Raw -208633.470361 + Penalty 1490.405736 = -207143.064624 nChanged 48 SP:Iteration 12Q (9600.229229 sec): 3 clusters Score: Raw -208654.565612 + Penalty 1490.405736 = -207164.159875 nChanged 50 SP:Iteration 13Q (9600.272208 sec): 3 clusters Score: Raw -208676.853345 + Penalty 1490.405736 = -207186.447609 nChanged 43 SP:Iteration 14Q (9600.328971 sec): 3 clusters Score: Raw -208698.993679 + Penalty 1490.405736 = -207208.587943 nChanged 33 SP:Iteration 15Q (9600.380918 sec): 3 clusters Score: Raw -208715.421924 + Penalty 1490.405736 = -207225.016188 nChanged 30 SP:Iteration 16Q (9600.426154 sec): 3 clusters Score: Raw -208727.682494 + Penalty 1490.405736 = -207237.276757 nChanged 27 SP:Iteration 17Q (9600.477295 sec): 3 clusters Score: Raw -208739.305115 + Penalty 1490.405736 = -207248.899379 nChanged 29 SP:Iteration 18Q (9600.514592 sec): 3 clusters Score: Raw -208753.949666 + Penalty 1490.405736 = -207263.543929 nChanged 36 SP:Iteration 19Q (9600.561467 sec): 3 clusters Score: Raw -208774.859435 + Penalty 1490.405736 = -207284.453699 nChanged 48 SP:Iteration 20F (9600.608296 sec): 3 clusters Score: Raw -208808.711053 + Penalty 1490.405736 = -207318.305316 nChanged 46 SP:Iteration 21Q (9600.659644 sec): 3 clusters Score: Raw -208841.503846 + Penalty 1490.405736 = -207351.098110 nChanged 38 SP:Iteration 22Q (9600.711033 sec): 3 clusters Score: Raw -208872.507923 + Penalty 1490.405736 = -207382.102186 nChanged 32 SP:Iteration 23Q (9600.761603 sec): 3 clusters Score: Raw -208897.635736 + Penalty 1490.405736 = -207407.229999 nChanged 30 SP:Iteration 24Q (9600.812668 sec): 3 clusters Score: Raw -208917.835178 + Penalty 1490.405736 = -207427.429441 nChanged 19 SP:Iteration 25Q (9600.858266 sec): 3 clusters Score: Raw -208928.985093 + Penalty 1490.405736 = -207438.579356 nChanged 16 SP:Iteration 26Q (9600.903145 sec): 3 clusters Score: Raw -208941.129943 + Penalty 1490.405736 = -207450.724206 nChanged 13 SP:Iteration 27Q (9600.954265 sec): 3 clusters Score: Raw -208949.030389 + Penalty 1490.405736 = -207458.624652 nChanged 9 SP:Iteration 28Q (9600.995234 sec): 3 clusters Score: Raw -208956.921838 + Penalty 1490.405736 = -207466.516102 nChanged 6 SP:Iteration 29Q (9601.046220 sec): 3 clusters Score: Raw -208959.096034 + Penalty 1490.405736 = -207468.690298 nChanged 2 SP:Iteration 30Q (9601.088317 sec): 3 clusters Score: Raw -208959.855710 + Penalty 1490.405736 = -207469.449974 nChanged 4 SP:Iteration 31Q (9601.139972 sec): 3 clusters Score: Raw -208960.610916 + Penalty 1490.405736 = -207470.205180 nChanged 3 SP:Iteration 32Q (9601.188111 sec): 3 clusters Score: Raw -208962.444407 + Penalty 1490.405736 = -207472.038670 nChanged 2 SP:Iteration 33Q (9601.228150 sec): 3 clusters Score: Raw -208965.790225 + Penalty 1490.405736 = -207475.384489 nChanged 4 SP:Iteration 34Q (9601.276739 sec): 3 clusters Score: Raw -208967.256187 + Penalty 1490.405736 = -207476.850450 nChanged 3 SP:Iteration 35Q (9601.325010 sec): 3 clusters Score: Raw -208968.523070 + Penalty 1490.405736 = -207478.117334 nChanged 3 SP:Iteration 36Q (9601.376478 sec): 3 clusters Score: Raw -208970.260294 + Penalty 1490.405736 = -207479.854558 nChanged 4 SP:Iteration 37Q (9601.417299 sec): 3 clusters Score: Raw -208972.137919 + Penalty 1490.405736 = -207481.732183 nChanged 3 SP:Iteration 38Q (9601.458284 sec): 3 clusters Score: Raw -208974.352004 + Penalty 1490.405736 = -207483.946268 nChanged 4 SP:Iteration 39Q (9601.510422 sec): 3 clusters Score: Raw -208975.894724 + Penalty 1490.405736 = -207485.488988 nChanged 1 SP:Iteration 40F (9601.557419 sec): 3 clusters Score: Raw -208975.996503 + Penalty 1490.405736 = -207485.590766 nChanged 1 SP:Iteration 41Q (9601.609142 sec): 3 clusters Score: Raw -208976.538598 + Penalty 1490.405736 = -207486.132861 nChanged 1 SP:Iteration 42Q (9601.671584 sec): 3 clusters Score: Raw -208976.855738 + Penalty 1490.405736 = -207486.450002 nChanged 0 SP:Iteration 43F (9601.711453 sec): 3 clusters Score: Raw -208976.855738 + Penalty 1490.405736 = -207486.450002 nChanged 0 Trying to split cluster 15 (8767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9601.745418 sec): 2 clusters Score: Raw -651145.897702 + Penalty 862.481245 = -650283.416457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9601.793541 sec): 3 clusters Score: Raw -645948.072415 + Penalty 1724.962491 = -644223.109924 nChanged 3925 SP:Iteration 1F (9601.851843 sec): 3 clusters Score: Raw -648315.906085 + Penalty 1724.962491 = -646590.943594 nChanged 637 SP:Iteration 2F (9601.910207 sec): 3 clusters Score: Raw -648648.095054 + Penalty 1724.962491 = -646923.132563 nChanged 560 SP:Iteration 3F (9601.968430 sec): 3 clusters Score: Raw -648984.728743 + Penalty 1724.962491 = -647259.766252 nChanged 568 SP:Iteration 4F (9602.026716 sec): 3 clusters Score: Raw -649333.030466 + Penalty 1724.962491 = -647608.067975 nChanged 563 SP:Iteration 5F (9602.095788 sec): 3 clusters Score: Raw -649677.343897 + Penalty 1724.962491 = -647952.381406 nChanged 552 SP:Iteration 6F (9602.139956 sec): 3 clusters Score: Raw -650065.690140 + Penalty 1724.962491 = -648340.727649 nChanged 559 SP:Iteration 7F (9602.194866 sec): 3 clusters Score: Raw -650516.679450 + Penalty 1724.962491 = -648791.716959 nChanged 537 SP:Iteration 8F (9602.264225 sec): 3 clusters Score: Raw -650966.185023 + Penalty 1724.962491 = -649241.222532 nChanged 430 SP:Iteration 9Q (9602.311851 sec): 3 clusters Score: Raw -651324.948073 + Penalty 1724.962491 = -649599.985583 nChanged 328 SP:Iteration 10Q (9602.365795 sec): 3 clusters Score: Raw -651613.005326 + Penalty 1724.962491 = -649888.042835 nChanged 248 SP:Iteration 11Q (9602.424340 sec): 3 clusters Score: Raw -651824.419368 + Penalty 1724.962491 = -650099.456877 nChanged 188 SP:Iteration 12Q (9602.481905 sec): 3 clusters Score: Raw -651937.201965 + Penalty 1724.962491 = -650212.239474 nChanged 129 SP:Iteration 13Q (9602.533655 sec): 3 clusters Score: Raw -651995.296934 + Penalty 1724.962491 = -650270.334444 nChanged 84 SP:Iteration 14Q (9602.591665 sec): 3 clusters Score: Raw -652030.583525 + Penalty 1724.962491 = -650305.621035 nChanged 55 SP:Iteration 15Q (9602.661052 sec): 3 clusters Score: Raw -652048.354229 + Penalty 1724.962491 = -650323.391738 nChanged 35 SP:Iteration 16Q (9602.700338 sec): 3 clusters Score: Raw -652060.301272 + Penalty 1724.962491 = -650335.338781 nChanged 19 SP:Iteration 17Q (9602.758801 sec): 3 clusters Score: Raw -652063.676224 + Penalty 1724.962491 = -650338.713733 nChanged 10 SP:Iteration 18Q (9602.805724 sec): 3 clusters Score: Raw -652065.975181 + Penalty 1724.962491 = -650341.012690 nChanged 8 SP:Iteration 19Q (9602.864031 sec): 3 clusters Score: Raw -652067.277051 + Penalty 1724.962491 = -650342.314560 nChanged 5 SP:Iteration 20F (9602.922761 sec): 3 clusters Score: Raw -652071.629857 + Penalty 1724.962491 = -650346.667366 nChanged 1 SP:Iteration 21Q (9602.974746 sec): 3 clusters Score: Raw -652072.988707 + Penalty 1724.962491 = -650348.026216 nChanged 10 SP:Iteration 22Q (9603.044820 sec): 3 clusters Score: Raw -652075.364915 + Penalty 1724.962491 = -650350.402425 nChanged 5 SP:Iteration 23Q (9603.091690 sec): 3 clusters Score: Raw -652076.195532 + Penalty 1724.962491 = -650351.233041 nChanged 4 SP:Iteration 24Q (9603.148414 sec): 3 clusters Score: Raw -652077.592186 + Penalty 1724.962491 = -650352.629695 nChanged 6 SP:Iteration 25Q (9603.199418 sec): 3 clusters Score: Raw -652078.895963 + Penalty 1724.962491 = -650353.933472 nChanged 6 SP:Iteration 26Q (9603.258116 sec): 3 clusters Score: Raw -652079.901555 + Penalty 1724.962491 = -650354.939065 nChanged 6 SP:Iteration 27Q (9603.316091 sec): 3 clusters Score: Raw -652080.559526 + Penalty 1724.962491 = -650355.597036 nChanged 0 SP:Iteration 28F (9603.374390 sec): 3 clusters Score: Raw -652080.559526 + Penalty 1724.962491 = -650355.597036 nChanged 0 Score: Raw -69576199.226725 + Penalty 57028.721351 = -69519170.505374 Splitting cluster 15 changes total score from -69519528.014715 to -69519170.505374 So it's not getting split. Trying to split cluster 16 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9622.734603 sec): 2 clusters Score: Raw -236113.645991 + Penalty 753.574405 = -235360.071587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9622.784852 sec): 3 clusters Score: Raw -234625.978742 + Penalty 1507.148809 = -233118.829932 nChanged 1132 SP:Iteration 1F (9622.831055 sec): 3 clusters Score: Raw -235262.799319 + Penalty 1507.148809 = -233755.650510 nChanged 235 SP:Iteration 2F (9622.877364 sec): 3 clusters Score: Raw -235409.426050 + Penalty 1507.148809 = -233902.277241 nChanged 166 SP:Iteration 3F (9622.918328 sec): 3 clusters Score: Raw -235515.814309 + Penalty 1507.148809 = -234008.665500 nChanged 135 SP:Iteration 4Q (9622.969565 sec): 3 clusters Score: Raw -235629.748802 + Penalty 1507.148809 = -234122.599992 nChanged 123 SP:Iteration 5Q (9623.006387 sec): 3 clusters Score: Raw -235708.548423 + Penalty 1507.148809 = -234201.399613 nChanged 116 SP:Iteration 6Q (9623.055435 sec): 3 clusters Score: Raw -235792.594809 + Penalty 1507.148809 = -234285.446000 nChanged 119 SP:Iteration 7Q (9623.106323 sec): 3 clusters Score: Raw -235900.681543 + Penalty 1507.148809 = -234393.532734 nChanged 129 SP:Iteration 8Q (9623.155636 sec): 3 clusters Score: Raw -235996.991789 + Penalty 1507.148809 = -234489.842979 nChanged 114 SP:Iteration 9Q (9623.208061 sec): 3 clusters Score: Raw -236078.655609 + Penalty 1507.148809 = -234571.506800 nChanged 105 SP:Iteration 10Q (9623.259807 sec): 3 clusters Score: Raw -236155.133144 + Penalty 1507.148809 = -234647.984335 nChanged 89 SP:Iteration 11Q (9623.312014 sec): 3 clusters Score: Raw -236211.757183 + Penalty 1507.148809 = -234704.608374 nChanged 68 SP:Iteration 12Q (9623.369279 sec): 3 clusters Score: Raw -236248.888943 + Penalty 1507.148809 = -234741.740134 nChanged 55 SP:Iteration 13Q (9623.416619 sec): 3 clusters Score: Raw -236277.912999 + Penalty 1507.148809 = -234770.764190 nChanged 45 SP:Iteration 14Q (9623.456945 sec): 3 clusters Score: Raw -236299.026441 + Penalty 1507.148809 = -234791.877632 nChanged 30 SP:Iteration 15Q (9623.508485 sec): 3 clusters Score: Raw -236311.551564 + Penalty 1507.148809 = -234804.402755 nChanged 22 SP:Iteration 16Q (9623.541844 sec): 3 clusters Score: Raw -236321.541290 + Penalty 1507.148809 = -234814.392481 nChanged 14 SP:Iteration 17Q (9623.552365 sec): 3 clusters Score: Raw -236324.855146 + Penalty 1507.148809 = -234817.706337 nChanged 7 SP:Iteration 18Q (9623.562625 sec): 3 clusters Score: Raw -236326.719562 + Penalty 1507.148809 = -234819.570753 nChanged 10 SP:Iteration 19Q (9623.572799 sec): 3 clusters Score: Raw -236329.555334 + Penalty 1507.148809 = -234822.406525 nChanged 9 SP:Iteration 20F (9623.583164 sec): 3 clusters Score: Raw -236331.980661 + Penalty 1507.148809 = -234824.831852 nChanged 5 SP:Iteration 21Q (9623.597689 sec): 3 clusters Score: Raw -236333.315857 + Penalty 1507.148809 = -234826.167048 nChanged 1 SP:Iteration 22Q (9623.608220 sec): 3 clusters Score: Raw -236333.641452 + Penalty 1507.148809 = -234826.492642 nChanged 1 SP:Iteration 23Q (9623.618268 sec): 3 clusters Score: Raw -236333.926548 + Penalty 1507.148809 = -234826.777739 nChanged 2 SP:Iteration 24Q (9623.628415 sec): 3 clusters Score: Raw -236334.367726 + Penalty 1507.148809 = -234827.218917 nChanged 2 SP:Iteration 25Q (9623.638443 sec): 3 clusters Score: Raw -236335.170936 + Penalty 1507.148809 = -234828.022127 nChanged 2 SP:Iteration 26Q (9623.648538 sec): 3 clusters Score: Raw -236335.897954 + Penalty 1507.148809 = -234828.749145 nChanged 3 SP:Iteration 27Q (9623.658638 sec): 3 clusters Score: Raw -236336.842741 + Penalty 1507.148809 = -234829.693932 nChanged 3 SP:Iteration 28Q (9623.668775 sec): 3 clusters Score: Raw -236337.443191 + Penalty 1507.148809 = -234830.294381 nChanged 0 SP:Iteration 29F (9623.679207 sec): 3 clusters Score: Raw -236337.443191 + Penalty 1507.148809 = -234830.294381 nChanged 0 Trying to split cluster 17 (10965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9623.705029 sec): 2 clusters Score: Raw -980230.849594 + Penalty 883.734048 = -979347.115546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9623.778485 sec): 3 clusters Score: Raw -973692.912092 + Penalty 1767.468096 = -971925.443997 nChanged 4857 SP:Iteration 1F (9623.835677 sec): 3 clusters Score: Raw -976437.798342 + Penalty 1767.468096 = -974670.330246 nChanged 584 SP:Iteration 2F (9623.887411 sec): 3 clusters Score: Raw -976670.815075 + Penalty 1767.468096 = -974903.346979 nChanged 525 SP:Iteration 3Q (9623.947682 sec): 3 clusters Score: Raw -976886.421008 + Penalty 1767.468096 = -975118.952912 nChanged 514 SP:Iteration 4Q (9624.005202 sec): 3 clusters Score: Raw -977121.914407 + Penalty 1767.468096 = -975354.446311 nChanged 505 SP:Iteration 5Q (9624.067742 sec): 3 clusters Score: Raw -977395.129505 + Penalty 1767.468096 = -975627.661410 nChanged 521 SP:Iteration 6Q (9624.131239 sec): 3 clusters Score: Raw -977711.239575 + Penalty 1767.468096 = -975943.771480 nChanged 519 SP:Iteration 7Q (9624.194830 sec): 3 clusters Score: Raw -978056.485123 + Penalty 1767.468096 = -976289.017027 nChanged 514 SP:Iteration 8Q (9624.250687 sec): 3 clusters Score: Raw -978384.111852 + Penalty 1767.468096 = -976616.643757 nChanged 443 SP:Iteration 9Q (9624.313482 sec): 3 clusters Score: Raw -978633.366720 + Penalty 1767.468096 = -976865.898625 nChanged 374 SP:Iteration 10Q (9624.372017 sec): 3 clusters Score: Raw -978793.200730 + Penalty 1767.468096 = -977025.732634 nChanged 295 SP:Iteration 11Q (9624.435806 sec): 3 clusters Score: Raw -978899.631076 + Penalty 1767.468096 = -977132.162980 nChanged 220 SP:Iteration 12Q (9624.499950 sec): 3 clusters Score: Raw -978971.703063 + Penalty 1767.468096 = -977204.234967 nChanged 186 SP:Iteration 13Q (9624.561074 sec): 3 clusters Score: Raw -979023.801112 + Penalty 1767.468096 = -977256.333016 nChanged 158 SP:Iteration 14Q (9624.622940 sec): 3 clusters Score: Raw -979071.475126 + Penalty 1767.468096 = -977304.007030 nChanged 140 SP:Iteration 15Q (9624.684092 sec): 3 clusters Score: Raw -979109.919212 + Penalty 1767.468096 = -977342.451116 nChanged 131 SP:Iteration 16Q (9624.740336 sec): 3 clusters Score: Raw -979143.182541 + Penalty 1767.468096 = -977375.714445 nChanged 132 SP:Iteration 17Q (9624.802799 sec): 3 clusters Score: Raw -979176.136134 + Penalty 1767.468096 = -977408.668038 nChanged 129 SP:Iteration 18Q (9624.875301 sec): 3 clusters Score: Raw -979210.657868 + Penalty 1767.468096 = -977443.189772 nChanged 129 SP:Iteration 19Q (9624.924833 sec): 3 clusters Score: Raw -979239.761223 + Penalty 1767.468096 = -977472.293127 nChanged 123 SP:Iteration 20F (9624.978497 sec): 3 clusters Score: Raw -979269.427181 + Penalty 1767.468096 = -977501.959085 nChanged 128 SP:Iteration 21Q (9625.043163 sec): 3 clusters Score: Raw -979296.035865 + Penalty 1767.468096 = -977528.567769 nChanged 124 SP:Iteration 22Q (9625.102777 sec): 3 clusters Score: Raw -979326.118438 + Penalty 1767.468096 = -977558.650342 nChanged 113 SP:Iteration 23Q (9625.164779 sec): 3 clusters Score: Raw -979353.721726 + Penalty 1767.468096 = -977586.253630 nChanged 127 SP:Iteration 24Q (9625.226940 sec): 3 clusters Score: Raw -979386.612668 + Penalty 1767.468096 = -977619.144573 nChanged 118 SP:Iteration 25Q (9625.288819 sec): 3 clusters Score: Raw -979415.661043 + Penalty 1767.468096 = -977648.192948 nChanged 132 SP:Iteration 26Q (9625.342740 sec): 3 clusters Score: Raw -979451.325606 + Penalty 1767.468096 = -977683.857510 nChanged 132 SP:Iteration 27Q (9625.404753 sec): 3 clusters Score: Raw -979491.117397 + Penalty 1767.468096 = -977723.649301 nChanged 145 SP:Iteration 28Q (9625.466836 sec): 3 clusters Score: Raw -979536.267989 + Penalty 1767.468096 = -977768.799893 nChanged 153 SP:Iteration 29Q (9625.518658 sec): 3 clusters Score: Raw -979582.240551 + Penalty 1767.468096 = -977814.772456 nChanged 161 SP:Iteration 30Q (9625.580581 sec): 3 clusters Score: Raw -979630.744196 + Penalty 1767.468096 = -977863.276101 nChanged 165 SP:Iteration 31Q (9625.632529 sec): 3 clusters Score: Raw -979677.814727 + Penalty 1767.468096 = -977910.346631 nChanged 148 SP:Iteration 32Q (9625.691650 sec): 3 clusters Score: Raw -979723.358015 + Penalty 1767.468096 = -977955.889920 nChanged 151 SP:Iteration 33Q (9625.745539 sec): 3 clusters Score: Raw -979770.619266 + Penalty 1767.468096 = -978003.151170 nChanged 153 SP:Iteration 34Q (9625.807226 sec): 3 clusters Score: Raw -979814.285114 + Penalty 1767.468096 = -978046.817018 nChanged 125 SP:Iteration 35Q (9625.866804 sec): 3 clusters Score: Raw -979846.612446 + Penalty 1767.468096 = -978079.144350 nChanged 121 SP:Iteration 36Q (9625.928303 sec): 3 clusters Score: Raw -979876.761198 + Penalty 1767.468096 = -978109.293102 nChanged 127 SP:Iteration 37Q (9625.999947 sec): 3 clusters Score: Raw -979912.753134 + Penalty 1767.468096 = -978145.285038 nChanged 122 SP:Iteration 38Q (9626.050451 sec): 3 clusters Score: Raw -979947.615681 + Penalty 1767.468096 = -978180.147585 nChanged 120 SP:Iteration 39Q (9626.122972 sec): 3 clusters Score: Raw -979981.195082 + Penalty 1767.468096 = -978213.726986 nChanged 120 SP:Iteration 40F (9626.166004 sec): 3 clusters Score: Raw -980014.766787 + Penalty 1767.468096 = -978247.298692 nChanged 109 SP:Iteration 41Q (9626.227690 sec): 3 clusters Score: Raw -980045.392280 + Penalty 1767.468096 = -978277.924184 nChanged 92 SP:Iteration 42Q (9626.289531 sec): 3 clusters Score: Raw -980065.008340 + Penalty 1767.468096 = -978297.540245 nChanged 78 SP:Iteration 43Q (9626.338473 sec): 3 clusters Score: Raw -980078.739489 + Penalty 1767.468096 = -978311.271393 nChanged 61 SP:Iteration 44Q (9626.400098 sec): 3 clusters Score: Raw -980090.555598 + Penalty 1767.468096 = -978323.087503 nChanged 57 SP:Iteration 45Q (9626.452744 sec): 3 clusters Score: Raw -980099.920114 + Penalty 1767.468096 = -978332.452018 nChanged 46 SP:Iteration 46Q (9626.514352 sec): 3 clusters Score: Raw -980107.568419 + Penalty 1767.468096 = -978340.100323 nChanged 48 SP:Iteration 47Q (9626.576493 sec): 3 clusters Score: Raw -980115.493025 + Penalty 1767.468096 = -978348.024929 nChanged 43 SP:Iteration 48Q (9626.638343 sec): 3 clusters Score: Raw -980121.849448 + Penalty 1767.468096 = -978354.381352 nChanged 40 SP:Iteration 49Q (9626.699790 sec): 3 clusters Score: Raw -980128.212990 + Penalty 1767.468096 = -978360.744894 nChanged 50 SP:Iteration 50Q (9626.742555 sec): 3 clusters Score: Raw -980135.873503 + Penalty 1767.468096 = -978368.405407 nChanged 56 SP:Iteration 51Q (9626.798183 sec): 3 clusters Score: Raw -980146.170128 + Penalty 1767.468096 = -978378.702033 nChanged 54 SP:Iteration 52Q (9626.870815 sec): 3 clusters Score: Raw -980155.062098 + Penalty 1767.468096 = -978387.594002 nChanged 45 SP:Iteration 53Q (9626.918630 sec): 3 clusters Score: Raw -980163.801788 + Penalty 1767.468096 = -978396.333693 nChanged 48 SP:Iteration 54Q (9626.980442 sec): 3 clusters Score: Raw -980170.345658 + Penalty 1767.468096 = -978402.877563 nChanged 47 SP:Iteration 55Q (9627.032720 sec): 3 clusters Score: Raw -980177.855769 + Penalty 1767.468096 = -978410.387674 nChanged 45 SP:Iteration 56Q (9627.093005 sec): 3 clusters Score: Raw -980184.798523 + Penalty 1767.468096 = -978417.330428 nChanged 38 SP:Iteration 57Q (9627.154192 sec): 3 clusters Score: Raw -980191.195742 + Penalty 1767.468096 = -978423.727646 nChanged 40 SP:Iteration 58Q (9627.216406 sec): 3 clusters Score: Raw -980197.465416 + Penalty 1767.468096 = -978429.997320 nChanged 36 SP:Iteration 59Q (9627.281734 sec): 3 clusters Score: Raw -980203.630310 + Penalty 1767.468096 = -978436.162215 nChanged 42 SP:Iteration 60F (9627.333235 sec): 3 clusters Score: Raw -980209.274061 + Penalty 1767.468096 = -978441.805966 nChanged 36 SP:Iteration 61Q (9627.405613 sec): 3 clusters Score: Raw -980215.784888 + Penalty 1767.468096 = -978448.316792 nChanged 40 SP:Iteration 62Q (9627.468437 sec): 3 clusters Score: Raw -980221.370850 + Penalty 1767.468096 = -978453.902754 nChanged 32 SP:Iteration 63Q (9627.526610 sec): 3 clusters Score: Raw -980224.984335 + Penalty 1767.468096 = -978457.516240 nChanged 27 SP:Iteration 64Q (9627.591198 sec): 3 clusters Score: Raw -980227.962846 + Penalty 1767.468096 = -978460.494751 nChanged 24 SP:Iteration 65Q (9627.650149 sec): 3 clusters Score: Raw -980230.602612 + Penalty 1767.468096 = -978463.134516 nChanged 24 SP:Iteration 66Q (9627.714514 sec): 3 clusters Score: Raw -980232.575524 + Penalty 1767.468096 = -978465.107428 nChanged 19 SP:Iteration 67Q (9627.779243 sec): 3 clusters Score: Raw -980234.170904 + Penalty 1767.468096 = -978466.702808 nChanged 12 SP:Iteration 68Q (9627.838974 sec): 3 clusters Score: Raw -980235.490918 + Penalty 1767.468096 = -978468.022822 nChanged 14 SP:Iteration 69Q (9627.894593 sec): 3 clusters Score: Raw -980236.375385 + Penalty 1767.468096 = -978468.907290 nChanged 8 SP:Iteration 70Q (9627.949632 sec): 3 clusters Score: Raw -980236.834439 + Penalty 1767.468096 = -978469.366343 nChanged 9 SP:Iteration 71Q (9628.011718 sec): 3 clusters Score: Raw -980237.431190 + Penalty 1767.468096 = -978469.963095 nChanged 5 SP:Iteration 72Q (9628.059696 sec): 3 clusters Score: Raw -980237.940235 + Penalty 1767.468096 = -978470.472139 nChanged 9 SP:Iteration 73Q (9628.106755 sec): 3 clusters Score: Raw -980238.860047 + Penalty 1767.468096 = -978471.391951 nChanged 10 SP:Iteration 74Q (9628.160035 sec): 3 clusters Score: Raw -980239.490152 + Penalty 1767.468096 = -978472.022056 nChanged 9 SP:Iteration 75Q (9628.231049 sec): 3 clusters Score: Raw -980239.955121 + Penalty 1767.468096 = -978472.487025 nChanged 9 SP:Iteration 76Q (9628.282442 sec): 3 clusters Score: Raw -980240.867928 + Penalty 1767.468096 = -978473.399833 nChanged 9 SP:Iteration 77Q (9628.348414 sec): 3 clusters Score: Raw -980241.690143 + Penalty 1767.468096 = -978474.222047 nChanged 14 SP:Iteration 78Q (9628.409548 sec): 3 clusters Score: Raw -980243.428229 + Penalty 1767.468096 = -978475.960133 nChanged 18 SP:Iteration 79Q (9628.471115 sec): 3 clusters Score: Raw -980245.723944 + Penalty 1767.468096 = -978478.255849 nChanged 20 SP:Iteration 80F (9628.532192 sec): 3 clusters Score: Raw -980247.809728 + Penalty 1767.468096 = -978480.341633 nChanged 14 SP:Iteration 81Q (9628.581435 sec): 3 clusters Score: Raw -980249.322260 + Penalty 1767.468096 = -978481.854165 nChanged 15 SP:Iteration 82Q (9628.638044 sec): 3 clusters Score: Raw -980250.541887 + Penalty 1767.468096 = -978483.073791 nChanged 10 SP:Iteration 83Q (9628.700600 sec): 3 clusters Score: Raw -980251.083054 + Penalty 1767.468096 = -978483.614959 nChanged 8 SP:Iteration 84Q (9628.754270 sec): 3 clusters Score: Raw -980251.923775 + Penalty 1767.468096 = -978484.455680 nChanged 6 SP:Iteration 85Q (9628.824655 sec): 3 clusters Score: Raw -980252.439166 + Penalty 1767.468096 = -978484.971071 nChanged 5 SP:Iteration 86Q (9628.886920 sec): 3 clusters Score: Raw -980252.834860 + Penalty 1767.468096 = -978485.366764 nChanged 5 SP:Iteration 87Q (9628.951947 sec): 3 clusters Score: Raw -980253.219822 + Penalty 1767.468096 = -978485.751726 nChanged 3 SP:Iteration 88Q (9629.014917 sec): 3 clusters Score: Raw -980253.426719 + Penalty 1767.468096 = -978485.958623 nChanged 4 SP:Iteration 89Q (9629.068018 sec): 3 clusters Score: Raw -980253.712523 + Penalty 1767.468096 = -978486.244427 nChanged 3 SP:Iteration 90Q (9629.136170 sec): 3 clusters Score: Raw -980253.831233 + Penalty 1767.468096 = -978486.363137 nChanged 1 SP:Iteration 91Q (9629.197812 sec): 3 clusters Score: Raw -980253.847139 + Penalty 1767.468096 = -978486.379043 nChanged 1 SP:Iteration 92Q (9629.247563 sec): 3 clusters Score: Raw -980253.870531 + Penalty 1767.468096 = -978486.402436 nChanged 0 SP:Iteration 93F (9629.314947 sec): 3 clusters Score: Raw -980253.870531 + Penalty 1767.468096 = -978486.402436 nChanged 0 Trying to split cluster 18 (39210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9629.384078 sec): 2 clusters Score: Raw -3238253.382327 + Penalty 1004.785274 = -3237248.597053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9629.459131 sec): 3 clusters Score: Raw -3213046.390666 + Penalty 2009.570548 = -3211036.820117 nChanged 18574 SP:Iteration 1F (9629.561592 sec): 3 clusters Score: Raw -3224139.118852 + Penalty 2009.570548 = -3222129.548304 nChanged 1675 SP:Iteration 2Q (9629.655992 sec): 3 clusters Score: Raw -3224780.042965 + Penalty 2009.570548 = -3222770.472417 nChanged 1939 SP:Iteration 3Q (9629.753518 sec): 3 clusters Score: Raw -3225732.899892 + Penalty 2009.570548 = -3223723.329344 nChanged 2187 SP:Iteration 4F (9629.845562 sec): 3 clusters Score: Raw -3227078.926125 + Penalty 2009.570548 = -3225069.355577 nChanged 2416 SP:Iteration 5F (9629.942680 sec): 3 clusters Score: Raw -3228922.784245 + Penalty 2009.570548 = -3226913.213697 nChanged 2476 SP:Iteration 6F (9630.047532 sec): 3 clusters Score: Raw -3231021.629738 + Penalty 2009.570548 = -3229012.059190 nChanged 2227 SP:Iteration 7F (9630.144793 sec): 3 clusters Score: Raw -3232856.735320 + Penalty 2009.570548 = -3230847.164772 nChanged 1742 SP:Iteration 8Q (9630.242030 sec): 3 clusters Score: Raw -3234144.545722 + Penalty 2009.570548 = -3232134.975174 nChanged 1328 SP:Iteration 9Q (9630.332281 sec): 3 clusters Score: Raw -3235039.761090 + Penalty 2009.570548 = -3233030.190542 nChanged 1090 SP:Iteration 10Q (9630.424093 sec): 3 clusters Score: Raw -3235750.860976 + Penalty 2009.570548 = -3233741.290428 nChanged 934 SP:Iteration 11Q (9630.528270 sec): 3 clusters Score: Raw -3236384.845914 + Penalty 2009.570548 = -3234375.275366 nChanged 792 SP:Iteration 12Q (9630.622751 sec): 3 clusters Score: Raw -3236911.607620 + Penalty 2009.570548 = -3234902.037072 nChanged 616 SP:Iteration 13Q (9630.710186 sec): 3 clusters Score: Raw -3237320.438836 + Penalty 2009.570548 = -3235310.868287 nChanged 531 SP:Iteration 14Q (9630.797540 sec): 3 clusters Score: Raw -3237661.348459 + Penalty 2009.570548 = -3235651.777910 nChanged 431 SP:Iteration 15Q (9630.890473 sec): 3 clusters Score: Raw -3237944.517275 + Penalty 2009.570548 = -3235934.946727 nChanged 335 SP:Iteration 16Q (9630.984365 sec): 3 clusters Score: Raw -3238156.713572 + Penalty 2009.570548 = -3236147.143024 nChanged 249 SP:Iteration 17Q (9631.080621 sec): 3 clusters Score: Raw -3238313.577919 + Penalty 2009.570548 = -3236304.007371 nChanged 175 SP:Iteration 18Q (9631.179591 sec): 3 clusters Score: Raw -3238413.510638 + Penalty 2009.570548 = -3236403.940090 nChanged 138 SP:Iteration 19Q (9631.262284 sec): 3 clusters Score: Raw -3238486.362012 + Penalty 2009.570548 = -3236476.791464 nChanged 114 SP:Iteration 20F (9631.369094 sec): 3 clusters Score: Raw -3238538.157257 + Penalty 2009.570548 = -3236528.586709 nChanged 78 SP:Iteration 21Q (9631.459708 sec): 3 clusters Score: Raw -3238568.439724 + Penalty 2009.570548 = -3236558.869176 nChanged 52 SP:Iteration 22Q (9631.550326 sec): 3 clusters Score: Raw -3238590.908917 + Penalty 2009.570548 = -3236581.338369 nChanged 50 SP:Iteration 23Q (9631.632513 sec): 3 clusters Score: Raw -3238614.895954 + Penalty 2009.570548 = -3236605.325406 nChanged 35 SP:Iteration 24Q (9631.702999 sec): 3 clusters Score: Raw -3238628.491978 + Penalty 2009.570548 = -3236618.921430 nChanged 27 SP:Iteration 25Q (9631.786608 sec): 3 clusters Score: Raw -3238636.907367 + Penalty 2009.570548 = -3236627.336819 nChanged 23 SP:Iteration 26Q (9631.872245 sec): 3 clusters Score: Raw -3238643.488664 + Penalty 2009.570548 = -3236633.918116 nChanged 16 SP:Iteration 27Q (9631.959684 sec): 3 clusters Score: Raw -3238648.476748 + Penalty 2009.570548 = -3236638.906200 nChanged 15 SP:Iteration 28Q (9632.047431 sec): 3 clusters Score: Raw -3238653.850637 + Penalty 2009.570548 = -3236644.280089 nChanged 12 SP:Iteration 29Q (9632.135512 sec): 3 clusters Score: Raw -3238656.634629 + Penalty 2009.570548 = -3236647.064081 nChanged 7 SP:Iteration 30Q (9632.231171 sec): 3 clusters Score: Raw -3238657.720181 + Penalty 2009.570548 = -3236648.149633 nChanged 3 SP:Iteration 31Q (9632.318469 sec): 3 clusters Score: Raw -3238658.602614 + Penalty 2009.570548 = -3236649.032066 nChanged 5 SP:Iteration 32Q (9632.407054 sec): 3 clusters Score: Raw -3238659.674940 + Penalty 2009.570548 = -3236650.104392 nChanged 4 SP:Iteration 33Q (9632.493077 sec): 3 clusters Score: Raw -3238660.373272 + Penalty 2009.570548 = -3236650.802723 nChanged 5 SP:Iteration 34Q (9632.575337 sec): 3 clusters Score: Raw -3238661.102095 + Penalty 2009.570548 = -3236651.531546 nChanged 3 SP:Iteration 35Q (9632.653370 sec): 3 clusters Score: Raw -3238661.421764 + Penalty 2009.570548 = -3236651.851215 nChanged 1 SP:Iteration 36Q (9632.751173 sec): 3 clusters Score: Raw -3238661.486881 + Penalty 2009.570548 = -3236651.916333 nChanged 0 SP:Iteration 37F (9632.833095 sec): 3 clusters Score: Raw -3238661.486881 + Penalty 2009.570548 = -3236651.916333 nChanged 0 Trying to split cluster 19 (2237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9632.867136 sec): 2 clusters Score: Raw -173403.383858 + Penalty 732.724641 = -172670.659216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9632.905665 sec): 3 clusters Score: Raw -172266.667429 + Penalty 1465.449283 = -170801.218146 nChanged 901 SP:Iteration 1F (9632.951403 sec): 3 clusters Score: Raw -172826.752810 + Penalty 1465.449283 = -171361.303528 nChanged 207 SP:Iteration 2F (9633.007664 sec): 3 clusters Score: Raw -172997.177724 + Penalty 1465.449283 = -171531.728441 nChanged 144 SP:Iteration 3F (9633.043613 sec): 3 clusters Score: Raw -173121.740308 + Penalty 1465.449283 = -171656.291026 nChanged 120 SP:Iteration 4F (9633.087819 sec): 3 clusters Score: Raw -173214.548210 + Penalty 1465.449283 = -171749.098928 nChanged 100 SP:Iteration 5Q (9633.132204 sec): 3 clusters Score: Raw -173307.170914 + Penalty 1465.449283 = -171841.721631 nChanged 78 SP:Iteration 6Q (9633.179965 sec): 3 clusters Score: Raw -173354.295022 + Penalty 1465.449283 = -171888.845739 nChanged 63 SP:Iteration 7Q (9633.226211 sec): 3 clusters Score: Raw -173395.265438 + Penalty 1465.449283 = -171929.816155 nChanged 54 SP:Iteration 8Q (9633.270550 sec): 3 clusters Score: Raw -173458.165539 + Penalty 1465.449283 = -171992.716256 nChanged 68 SP:Iteration 9Q (9633.327359 sec): 3 clusters Score: Raw -173513.301465 + Penalty 1465.449283 = -172047.852182 nChanged 71 SP:Iteration 10Q (9633.363339 sec): 3 clusters Score: Raw -173584.266285 + Penalty 1465.449283 = -172118.817002 nChanged 78 SP:Iteration 11Q (9633.409220 sec): 3 clusters Score: Raw -173688.071946 + Penalty 1465.449283 = -172222.622663 nChanged 82 SP:Iteration 12Q (9633.465086 sec): 3 clusters Score: Raw -173782.980865 + Penalty 1465.449283 = -172317.531582 nChanged 78 SP:Iteration 13Q (9633.499134 sec): 3 clusters Score: Raw -173857.566412 + Penalty 1465.449283 = -172392.117129 nChanged 66 SP:Iteration 14Q (9633.545260 sec): 3 clusters Score: Raw -173914.597538 + Penalty 1465.449283 = -172449.148255 nChanged 57 SP:Iteration 15Q (9633.600041 sec): 3 clusters Score: Raw -173965.152590 + Penalty 1465.449283 = -172499.703307 nChanged 49 SP:Iteration 16Q (9633.635445 sec): 3 clusters Score: Raw -174010.622275 + Penalty 1465.449283 = -172545.172992 nChanged 45 SP:Iteration 17Q (9633.680020 sec): 3 clusters Score: Raw -174046.123058 + Penalty 1465.449283 = -172580.673776 nChanged 34 SP:Iteration 18Q (9633.735891 sec): 3 clusters Score: Raw -174068.087052 + Penalty 1465.449283 = -172602.637769 nChanged 24 SP:Iteration 19Q (9633.771064 sec): 3 clusters Score: Raw -174085.128898 + Penalty 1465.449283 = -172619.679616 nChanged 21 SP:Iteration 20F (9633.811635 sec): 3 clusters Score: Raw -174098.688406 + Penalty 1465.449283 = -172633.239123 nChanged 15 SP:Iteration 21Q (9633.862336 sec): 3 clusters Score: Raw -174105.335800 + Penalty 1465.449283 = -172639.886517 nChanged 7 SP:Iteration 22Q (9633.912931 sec): 3 clusters Score: Raw -174107.030148 + Penalty 1465.449283 = -172641.580865 nChanged 2 SP:Iteration 23Q (9633.963474 sec): 3 clusters Score: Raw -174107.568557 + Penalty 1465.449283 = -172642.119274 nChanged 1 SP:Iteration 24Q (9634.007219 sec): 3 clusters Score: Raw -174108.340603 + Penalty 1465.449283 = -172642.891321 nChanged 1 SP:Iteration 25Q (9634.057743 sec): 3 clusters Score: Raw -174108.785733 + Penalty 1465.449283 = -172643.336450 nChanged 1 SP:Iteration 26Q (9634.102744 sec): 3 clusters Score: Raw -174109.176508 + Penalty 1465.449283 = -172643.727226 nChanged 2 SP:Iteration 27Q (9634.156622 sec): 3 clusters Score: Raw -174109.661753 + Penalty 1465.449283 = -172644.212470 nChanged 1 SP:Iteration 28Q (9634.211150 sec): 3 clusters Score: Raw -174109.722961 + Penalty 1465.449283 = -172644.273679 nChanged 1 SP:Iteration 29Q (9634.260210 sec): 3 clusters Score: Raw -174109.887727 + Penalty 1465.449283 = -172644.438444 nChanged 0 SP:Iteration 30F (9634.311164 sec): 3 clusters Score: Raw -174109.887727 + Penalty 1465.449283 = -172644.438444 nChanged 0 Trying to split cluster 20 (28745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9634.358726 sec): 2 clusters Score: Raw -2473299.121752 + Penalty 975.290816 = -2472323.830936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9634.426254 sec): 3 clusters Score: Raw -2455164.324740 + Penalty 1950.581632 = -2453213.743107 nChanged 13462 SP:Iteration 1F (9634.504837 sec): 3 clusters Score: Raw -2463412.558378 + Penalty 1950.581632 = -2461461.976746 nChanged 1725 SP:Iteration 2F (9634.591163 sec): 3 clusters Score: Raw -2464398.547001 + Penalty 1950.581632 = -2462447.965369 nChanged 1837 SP:Iteration 3F (9634.673406 sec): 3 clusters Score: Raw -2465685.864446 + Penalty 1950.581632 = -2463735.282813 nChanged 1990 SP:Iteration 4F (9634.758166 sec): 3 clusters Score: Raw -2467252.370869 + Penalty 1950.581632 = -2465301.789237 nChanged 1977 SP:Iteration 5F (9634.853580 sec): 3 clusters Score: Raw -2468742.545544 + Penalty 1950.581632 = -2466791.963912 nChanged 1705 SP:Iteration 6F (9634.938282 sec): 3 clusters Score: Raw -2469878.373783 + Penalty 1950.581632 = -2467927.792150 nChanged 1272 SP:Iteration 7Q (9635.024822 sec): 3 clusters Score: Raw -2470532.802013 + Penalty 1950.581632 = -2468582.220381 nChanged 903 SP:Iteration 8Q (9635.112072 sec): 3 clusters Score: Raw -2470883.399918 + Penalty 1950.581632 = -2468932.818286 nChanged 643 SP:Iteration 9Q (9635.198871 sec): 3 clusters Score: Raw -2471127.814331 + Penalty 1950.581632 = -2469177.232699 nChanged 570 SP:Iteration 10Q (9635.269051 sec): 3 clusters Score: Raw -2471357.856974 + Penalty 1950.581632 = -2469407.275341 nChanged 569 SP:Iteration 11Q (9635.355014 sec): 3 clusters Score: Raw -2471598.225799 + Penalty 1950.581632 = -2469647.644167 nChanged 568 SP:Iteration 12Q (9635.442089 sec): 3 clusters Score: Raw -2471826.310237 + Penalty 1950.581632 = -2469875.728605 nChanged 530 SP:Iteration 13Q (9635.527455 sec): 3 clusters Score: Raw -2472039.395621 + Penalty 1950.581632 = -2470088.813988 nChanged 537 SP:Iteration 14Q (9635.602356 sec): 3 clusters Score: Raw -2472260.844290 + Penalty 1950.581632 = -2470310.262657 nChanged 542 SP:Iteration 15Q (9635.690706 sec): 3 clusters Score: Raw -2472486.779170 + Penalty 1950.581632 = -2470536.197537 nChanged 522 SP:Iteration 16Q (9635.773871 sec): 3 clusters Score: Raw -2472730.433489 + Penalty 1950.581632 = -2470779.851856 nChanged 556 SP:Iteration 17Q (9635.854809 sec): 3 clusters Score: Raw -2473000.538515 + Penalty 1950.581632 = -2471049.956883 nChanged 510 SP:Iteration 18Q (9635.934028 sec): 3 clusters Score: Raw -2473270.698924 + Penalty 1950.581632 = -2471320.117292 nChanged 490 SP:Iteration 19Q (9636.015468 sec): 3 clusters Score: Raw -2473537.801850 + Penalty 1950.581632 = -2471587.220217 nChanged 433 SP:Iteration 20F (9636.099901 sec): 3 clusters Score: Raw -2473757.462107 + Penalty 1950.581632 = -2471806.880475 nChanged 382 SP:Iteration 21Q (9636.181230 sec): 3 clusters Score: Raw -2473926.307910 + Penalty 1950.581632 = -2471975.726278 nChanged 310 SP:Iteration 22Q (9636.265796 sec): 3 clusters Score: Raw -2474025.272059 + Penalty 1950.581632 = -2472074.690427 nChanged 226 SP:Iteration 23Q (9636.350480 sec): 3 clusters Score: Raw -2474080.863510 + Penalty 1950.581632 = -2472130.281878 nChanged 181 SP:Iteration 24Q (9636.434681 sec): 3 clusters Score: Raw -2474113.415100 + Penalty 1950.581632 = -2472162.833468 nChanged 137 SP:Iteration 25Q (9636.519274 sec): 3 clusters Score: Raw -2474132.638710 + Penalty 1950.581632 = -2472182.057078 nChanged 87 SP:Iteration 26Q (9636.603998 sec): 3 clusters Score: Raw -2474141.272117 + Penalty 1950.581632 = -2472190.690484 nChanged 73 SP:Iteration 27Q (9636.686053 sec): 3 clusters Score: Raw -2474147.410472 + Penalty 1950.581632 = -2472196.828839 nChanged 73 SP:Iteration 28Q (9636.754899 sec): 3 clusters Score: Raw -2474153.366295 + Penalty 1950.581632 = -2472202.784663 nChanged 54 SP:Iteration 29Q (9636.818721 sec): 3 clusters Score: Raw -2474157.220763 + Penalty 1950.581632 = -2472206.639131 nChanged 48 SP:Iteration 30Q (9636.860766 sec): 3 clusters Score: Raw -2474160.536935 + Penalty 1950.581632 = -2472209.955302 nChanged 54 SP:Iteration 31Q (9636.942300 sec): 3 clusters Score: Raw -2474164.735781 + Penalty 1950.581632 = -2472214.154149 nChanged 45 SP:Iteration 32Q (9637.026411 sec): 3 clusters Score: Raw -2474167.845872 + Penalty 1950.581632 = -2472217.264240 nChanged 46 SP:Iteration 33Q (9637.120200 sec): 3 clusters Score: Raw -2474171.146034 + Penalty 1950.581632 = -2472220.564402 nChanged 45 SP:Iteration 34Q (9637.203847 sec): 3 clusters Score: Raw -2474173.724962 + Penalty 1950.581632 = -2472223.143330 nChanged 39 SP:Iteration 35Q (9637.287423 sec): 3 clusters Score: Raw -2474176.756667 + Penalty 1950.581632 = -2472226.175034 nChanged 48 SP:Iteration 36Q (9637.352671 sec): 3 clusters Score: Raw -2474180.277570 + Penalty 1950.581632 = -2472229.695938 nChanged 37 SP:Iteration 37Q (9637.442779 sec): 3 clusters Score: Raw -2474182.320645 + Penalty 1950.581632 = -2472231.739012 nChanged 32 SP:Iteration 38Q (9637.526598 sec): 3 clusters Score: Raw -2474183.872444 + Penalty 1950.581632 = -2472233.290812 nChanged 36 SP:Iteration 39Q (9637.609985 sec): 3 clusters Score: Raw -2474185.860566 + Penalty 1950.581632 = -2472235.278933 nChanged 35 SP:Iteration 40F (9637.686281 sec): 3 clusters Score: Raw -2474187.737515 + Penalty 1950.581632 = -2472237.155882 nChanged 29 SP:Iteration 41Q (9637.766856 sec): 3 clusters Score: Raw -2474189.222033 + Penalty 1950.581632 = -2472238.640401 nChanged 25 SP:Iteration 42Q (9637.851117 sec): 3 clusters Score: Raw -2474190.567577 + Penalty 1950.581632 = -2472239.985944 nChanged 27 SP:Iteration 43Q (9637.933263 sec): 3 clusters Score: Raw -2474192.228145 + Penalty 1950.581632 = -2472241.646512 nChanged 29 SP:Iteration 44Q (9638.014104 sec): 3 clusters Score: Raw -2474193.954024 + Penalty 1950.581632 = -2472243.372391 nChanged 38 SP:Iteration 45Q (9638.059568 sec): 3 clusters Score: Raw -2474196.076352 + Penalty 1950.581632 = -2472245.494720 nChanged 34 SP:Iteration 46Q (9638.105080 sec): 3 clusters Score: Raw -2474198.501913 + Penalty 1950.581632 = -2472247.920281 nChanged 37 SP:Iteration 47Q (9638.151088 sec): 3 clusters Score: Raw -2474201.975712 + Penalty 1950.581632 = -2472251.394080 nChanged 38 SP:Iteration 48Q (9638.242197 sec): 3 clusters Score: Raw -2474204.818525 + Penalty 1950.581632 = -2472254.236893 nChanged 37 SP:Iteration 49Q (9638.325530 sec): 3 clusters Score: Raw -2474207.100894 + Penalty 1950.581632 = -2472256.519262 nChanged 36 SP:Iteration 50Q (9638.408950 sec): 3 clusters Score: Raw -2474209.122881 + Penalty 1950.581632 = -2472258.541248 nChanged 29 SP:Iteration 51Q (9638.493273 sec): 3 clusters Score: Raw -2474211.120648 + Penalty 1950.581632 = -2472260.539015 nChanged 29 SP:Iteration 52Q (9638.576693 sec): 3 clusters Score: Raw -2474213.025161 + Penalty 1950.581632 = -2472262.443528 nChanged 30 SP:Iteration 53Q (9638.659957 sec): 3 clusters Score: Raw -2474214.908390 + Penalty 1950.581632 = -2472264.326758 nChanged 28 SP:Iteration 54Q (9638.737230 sec): 3 clusters Score: Raw -2474216.501519 + Penalty 1950.581632 = -2472265.919886 nChanged 16 SP:Iteration 55Q (9638.808554 sec): 3 clusters Score: Raw -2474217.041612 + Penalty 1950.581632 = -2472266.459980 nChanged 11 SP:Iteration 56Q (9638.889850 sec): 3 clusters Score: Raw -2474217.246100 + Penalty 1950.581632 = -2472266.664468 nChanged 8 SP:Iteration 57Q (9638.970526 sec): 3 clusters Score: Raw -2474217.475424 + Penalty 1950.581632 = -2472266.893791 nChanged 8 SP:Iteration 58Q (9639.049771 sec): 3 clusters Score: Raw -2474217.749352 + Penalty 1950.581632 = -2472267.167720 nChanged 9 SP:Iteration 59Q (9639.131228 sec): 3 clusters Score: Raw -2474218.296685 + Penalty 1950.581632 = -2472267.715052 nChanged 8 SP:Iteration 60F (9639.215442 sec): 3 clusters Score: Raw -2474218.702563 + Penalty 1950.581632 = -2472268.120931 nChanged 7 SP:Iteration 61Q (9639.293792 sec): 3 clusters Score: Raw -2474219.065585 + Penalty 1950.581632 = -2472268.483953 nChanged 10 SP:Iteration 62Q (9639.379609 sec): 3 clusters Score: Raw -2474219.454972 + Penalty 1950.581632 = -2472268.873340 nChanged 9 SP:Iteration 63Q (9639.443627 sec): 3 clusters Score: Raw -2474219.831246 + Penalty 1950.581632 = -2472269.249613 nChanged 11 SP:Iteration 64Q (9639.517411 sec): 3 clusters Score: Raw -2474220.102835 + Penalty 1950.581632 = -2472269.521203 nChanged 12 SP:Iteration 65Q (9639.602588 sec): 3 clusters Score: Raw -2474220.517748 + Penalty 1950.581632 = -2472269.936116 nChanged 11 SP:Iteration 66Q (9639.676613 sec): 3 clusters Score: Raw -2474220.756800 + Penalty 1950.581632 = -2472270.175168 nChanged 5 SP:Iteration 67Q (9639.743673 sec): 3 clusters Score: Raw -2474220.908406 + Penalty 1950.581632 = -2472270.326774 nChanged 2 SP:Iteration 68Q (9639.820226 sec): 3 clusters Score: Raw -2474220.943644 + Penalty 1950.581632 = -2472270.362012 nChanged 3 SP:Iteration 69Q (9639.900570 sec): 3 clusters Score: Raw -2474221.031419 + Penalty 1950.581632 = -2472270.449786 nChanged 3 SP:Iteration 70Q (9639.973787 sec): 3 clusters Score: Raw -2474221.078093 + Penalty 1950.581632 = -2472270.496461 nChanged 1 SP:Iteration 71Q (9640.042097 sec): 3 clusters Score: Raw -2474221.129227 + Penalty 1950.581632 = -2472270.547595 nChanged 2 SP:Iteration 72Q (9640.121610 sec): 3 clusters Score: Raw -2474221.199780 + Penalty 1950.581632 = -2472270.618148 nChanged 3 SP:Iteration 73Q (9640.205488 sec): 3 clusters Score: Raw -2474221.246821 + Penalty 1950.581632 = -2472270.665188 nChanged 4 SP:Iteration 74Q (9640.270789 sec): 3 clusters Score: Raw -2474221.563004 + Penalty 1950.581632 = -2472270.981371 nChanged 6 SP:Iteration 75Q (9640.350419 sec): 3 clusters Score: Raw -2474221.803169 + Penalty 1950.581632 = -2472271.221536 nChanged 9 SP:Iteration 76Q (9640.424780 sec): 3 clusters Score: Raw -2474222.055960 + Penalty 1950.581632 = -2472271.474328 nChanged 6 SP:Iteration 77Q (9640.501466 sec): 3 clusters Score: Raw -2474222.462156 + Penalty 1950.581632 = -2472271.880523 nChanged 6 SP:Iteration 78Q (9640.583739 sec): 3 clusters Score: Raw -2474222.720005 + Penalty 1950.581632 = -2472272.138372 nChanged 5 SP:Iteration 79Q (9640.656958 sec): 3 clusters Score: Raw -2474222.849605 + Penalty 1950.581632 = -2472272.267972 nChanged 4 SP:Iteration 80F (9640.739063 sec): 3 clusters Score: Raw -2474222.959759 + Penalty 1950.581632 = -2472272.378126 nChanged 1 SP:Iteration 81Q (9640.817158 sec): 3 clusters Score: Raw -2474222.997893 + Penalty 1950.581632 = -2472272.416261 nChanged 2 SP:Iteration 82Q (9640.892014 sec): 3 clusters Score: Raw -2474223.118213 + Penalty 1950.581632 = -2472272.536581 nChanged 3 SP:Iteration 83Q (9640.978462 sec): 3 clusters Score: Raw -2474223.236555 + Penalty 1950.581632 = -2472272.654922 nChanged 5 SP:Iteration 84Q (9641.047951 sec): 3 clusters Score: Raw -2474223.487927 + Penalty 1950.581632 = -2472272.906295 nChanged 7 SP:Iteration 85Q (9641.132643 sec): 3 clusters Score: Raw -2474223.686344 + Penalty 1950.581632 = -2472273.104712 nChanged 8 SP:Iteration 86Q (9641.216135 sec): 3 clusters Score: Raw -2474223.873995 + Penalty 1950.581632 = -2472273.292363 nChanged 5 SP:Iteration 87Q (9641.298766 sec): 3 clusters Score: Raw -2474223.961898 + Penalty 1950.581632 = -2472273.380265 nChanged 3 SP:Iteration 88Q (9641.382383 sec): 3 clusters Score: Raw -2474224.083679 + Penalty 1950.581632 = -2472273.502046 nChanged 4 SP:Iteration 89Q (9641.464931 sec): 3 clusters Score: Raw -2474224.224261 + Penalty 1950.581632 = -2472273.642629 nChanged 5 SP:Iteration 90Q (9641.548184 sec): 3 clusters Score: Raw -2474224.368072 + Penalty 1950.581632 = -2472273.786440 nChanged 8 SP:Iteration 91Q (9641.631173 sec): 3 clusters Score: Raw -2474224.588104 + Penalty 1950.581632 = -2472274.006471 nChanged 5 SP:Iteration 92Q (9641.714031 sec): 3 clusters Score: Raw -2474224.735364 + Penalty 1950.581632 = -2472274.153731 nChanged 5 SP:Iteration 93Q (9641.797664 sec): 3 clusters Score: Raw -2474224.886645 + Penalty 1950.581632 = -2472274.305013 nChanged 12 SP:Iteration 94Q (9641.868392 sec): 3 clusters Score: Raw -2474225.295029 + Penalty 1950.581632 = -2472274.713396 nChanged 8 SP:Iteration 95Q (9641.955546 sec): 3 clusters Score: Raw -2474225.787681 + Penalty 1950.581632 = -2472275.206049 nChanged 13 SP:Iteration 96Q (9642.036997 sec): 3 clusters Score: Raw -2474226.356940 + Penalty 1950.581632 = -2472275.775307 nChanged 13 SP:Iteration 97Q (9642.117258 sec): 3 clusters Score: Raw -2474227.129745 + Penalty 1950.581632 = -2472276.548113 nChanged 22 SP:Iteration 98Q (9642.200058 sec): 3 clusters Score: Raw -2474228.121180 + Penalty 1950.581632 = -2472277.539548 nChanged 17 SP:Iteration 99Q (9642.274316 sec): 3 clusters Score: Raw -2474228.873889 + Penalty 1950.581632 = -2472278.292256 nChanged 21 SP:Iteration 100F (9642.368956 sec): 3 clusters Score: Raw -2474229.959358 + Penalty 1950.581632 = -2472279.377726 nChanged 19 SP:Iteration 101Q (9642.452399 sec): 3 clusters Score: Raw -2474230.865363 + Penalty 1950.581632 = -2472280.283731 nChanged 23 SP:Iteration 102Q (9642.534919 sec): 3 clusters Score: Raw -2474231.660697 + Penalty 1950.581632 = -2472281.079065 nChanged 16 SP:Iteration 103Q (9642.618757 sec): 3 clusters Score: Raw -2474232.327826 + Penalty 1950.581632 = -2472281.746194 nChanged 17 SP:Iteration 104Q (9642.698525 sec): 3 clusters Score: Raw -2474232.973874 + Penalty 1950.581632 = -2472282.392241 nChanged 13 SP:Iteration 105Q (9642.781144 sec): 3 clusters Score: Raw -2474233.536978 + Penalty 1950.581632 = -2472282.955346 nChanged 14 SP:Iteration 106Q (9642.863625 sec): 3 clusters Score: Raw -2474234.205773 + Penalty 1950.581632 = -2472283.624140 nChanged 12 SP:Iteration 107Q (9642.937144 sec): 3 clusters Score: Raw -2474234.655775 + Penalty 1950.581632 = -2472284.074143 nChanged 7 SP:Iteration 108Q (9643.022439 sec): 3 clusters Score: Raw -2474234.953261 + Penalty 1950.581632 = -2472284.371629 nChanged 10 SP:Iteration 109Q (9643.090501 sec): 3 clusters Score: Raw -2474235.401082 + Penalty 1950.581632 = -2472284.819450 nChanged 7 SP:Iteration 110Q (9643.164927 sec): 3 clusters Score: Raw -2474235.636497 + Penalty 1950.581632 = -2472285.054865 nChanged 9 SP:Iteration 111Q (9643.252849 sec): 3 clusters Score: Raw -2474236.029233 + Penalty 1950.581632 = -2472285.447600 nChanged 17 SP:Iteration 112Q (9643.333350 sec): 3 clusters Score: Raw -2474236.720919 + Penalty 1950.581632 = -2472286.139287 nChanged 16 SP:Iteration 113Q (9643.417440 sec): 3 clusters Score: Raw -2474237.510892 + Penalty 1950.581632 = -2472286.929260 nChanged 19 SP:Iteration 114Q (9643.495211 sec): 3 clusters Score: Raw -2474238.572520 + Penalty 1950.581632 = -2472287.990887 nChanged 22 SP:Iteration 115Q (9643.559822 sec): 3 clusters Score: Raw -2474239.580572 + Penalty 1950.581632 = -2472288.998940 nChanged 11 SP:Iteration 116Q (9643.641661 sec): 3 clusters Score: Raw -2474239.920018 + Penalty 1950.581632 = -2472289.338385 nChanged 12 SP:Iteration 117Q (9643.728741 sec): 3 clusters Score: Raw -2474240.354340 + Penalty 1950.581632 = -2472289.772708 nChanged 11 SP:Iteration 118Q (9643.796505 sec): 3 clusters Score: Raw -2474240.751257 + Penalty 1950.581632 = -2472290.169624 nChanged 6 SP:Iteration 119Q (9643.880790 sec): 3 clusters Score: Raw -2474240.897185 + Penalty 1950.581632 = -2472290.315553 nChanged 5 SP:Iteration 120F (9643.958541 sec): 3 clusters Score: Raw -2474241.035541 + Penalty 1950.581632 = -2472290.453909 nChanged 5 SP:Iteration 121Q (9644.040279 sec): 3 clusters Score: Raw -2474241.144427 + Penalty 1950.581632 = -2472290.562794 nChanged 2 SP:Iteration 122Q (9644.115433 sec): 3 clusters Score: Raw -2474241.190476 + Penalty 1950.581632 = -2472290.608843 nChanged 4 SP:Iteration 123Q (9644.193083 sec): 3 clusters Score: Raw -2474241.294169 + Penalty 1950.581632 = -2472290.712537 nChanged 4 SP:Iteration 124Q (9644.273023 sec): 3 clusters Score: Raw -2474241.431172 + Penalty 1950.581632 = -2472290.849540 nChanged 2 SP:Iteration 125Q (9644.349523 sec): 3 clusters Score: Raw -2474241.496342 + Penalty 1950.581632 = -2472290.914709 nChanged 3 SP:Iteration 126Q (9644.429931 sec): 3 clusters Score: Raw -2474241.572538 + Penalty 1950.581632 = -2472290.990906 nChanged 3 SP:Iteration 127Q (9644.506976 sec): 3 clusters Score: Raw -2474241.608816 + Penalty 1950.581632 = -2472291.027183 nChanged 2 SP:Iteration 128Q (9644.588150 sec): 3 clusters Score: Raw -2474241.675021 + Penalty 1950.581632 = -2472291.093388 nChanged 3 SP:Iteration 129Q (9644.670537 sec): 3 clusters Score: Raw -2474241.744346 + Penalty 1950.581632 = -2472291.162714 nChanged 2 SP:Iteration 130Q (9644.747249 sec): 3 clusters Score: Raw -2474241.786342 + Penalty 1950.581632 = -2472291.204709 nChanged 1 SP:Iteration 131Q (9644.828189 sec): 3 clusters Score: Raw -2474241.792129 + Penalty 1950.581632 = -2472291.210497 nChanged 2 SP:Iteration 132Q (9644.910633 sec): 3 clusters Score: Raw -2474241.847657 + Penalty 1950.581632 = -2472291.266025 nChanged 4 SP:Iteration 133Q (9644.994180 sec): 3 clusters Score: Raw -2474242.039601 + Penalty 1950.581632 = -2472291.457968 nChanged 5 SP:Iteration 134Q (9645.078371 sec): 3 clusters Score: Raw -2474242.266798 + Penalty 1950.581632 = -2472291.685166 nChanged 9 SP:Iteration 135Q (9645.162873 sec): 3 clusters Score: Raw -2474242.673777 + Penalty 1950.581632 = -2472292.092145 nChanged 9 SP:Iteration 136Q (9645.255657 sec): 3 clusters Score: Raw -2474243.041832 + Penalty 1950.581632 = -2472292.460200 nChanged 8 SP:Iteration 137Q (9645.331197 sec): 3 clusters Score: Raw -2474243.235363 + Penalty 1950.581632 = -2472292.653730 nChanged 6 SP:Iteration 138Q (9645.413358 sec): 3 clusters Score: Raw -2474243.380425 + Penalty 1950.581632 = -2472292.798793 nChanged 3 SP:Iteration 139Q (9645.497988 sec): 3 clusters Score: Raw -2474243.452446 + Penalty 1950.581632 = -2472292.870814 nChanged 2 SP:Iteration 140F (9645.571300 sec): 3 clusters Score: Raw -2474243.505767 + Penalty 1950.581632 = -2472292.924134 nChanged 1 SP:Iteration 141Q (9645.655318 sec): 3 clusters Score: Raw -2474243.514575 + Penalty 1950.581632 = -2472292.932942 nChanged 1 SP:Iteration 142Q (9645.725005 sec): 3 clusters Score: Raw -2474243.524572 + Penalty 1950.581632 = -2472292.942940 nChanged 1 SP:Iteration 143Q (9645.808476 sec): 3 clusters Score: Raw -2474243.529990 + Penalty 1950.581632 = -2472292.948357 nChanged 0 SP:Iteration 144F (9645.893798 sec): 3 clusters Score: Raw -2474243.529990 + Penalty 1950.581632 = -2472292.948357 nChanged 0 Trying to split cluster 21 (73582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9645.996476 sec): 2 clusters Score: Raw -6089336.419496 + Penalty 1064.584792 = -6088271.834703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9646.139227 sec): 3 clusters Score: Raw -6040997.818883 + Penalty 2129.169585 = -6038868.649298 nChanged 35458 SP:Iteration 1F (9646.278221 sec): 3 clusters Score: Raw -6063377.671107 + Penalty 2129.169585 = -6061248.501522 nChanged 4490 SP:Iteration 2F (9646.413194 sec): 3 clusters Score: Raw -6066109.691670 + Penalty 2129.169585 = -6063980.522085 nChanged 5118 SP:Iteration 3F (9646.564391 sec): 3 clusters Score: Raw -6070119.824472 + Penalty 2129.169585 = -6067990.654887 nChanged 5427 SP:Iteration 4F (9646.711125 sec): 3 clusters Score: Raw -6075031.041520 + Penalty 2129.169585 = -6072901.871935 nChanged 4917 SP:Iteration 5F (9646.851034 sec): 3 clusters Score: Raw -6079346.327881 + Penalty 2129.169585 = -6077217.158296 nChanged 3648 SP:Iteration 6Q (9646.984499 sec): 3 clusters Score: Raw -6081951.901629 + Penalty 2129.169585 = -6079822.732044 nChanged 2484 SP:Iteration 7Q (9647.087202 sec): 3 clusters Score: Raw -6083271.465089 + Penalty 2129.169585 = -6081142.295504 nChanged 1728 SP:Iteration 8Q (9647.187029 sec): 3 clusters Score: Raw -6084027.194112 + Penalty 2129.169585 = -6081898.024527 nChanged 1399 SP:Iteration 9Q (9647.318934 sec): 3 clusters Score: Raw -6084619.177058 + Penalty 2129.169585 = -6082490.007473 nChanged 1296 SP:Iteration 10Q (9647.446822 sec): 3 clusters Score: Raw -6085189.699824 + Penalty 2129.169585 = -6083060.530239 nChanged 1225 SP:Iteration 11Q (9647.580191 sec): 3 clusters Score: Raw -6085744.188605 + Penalty 2129.169585 = -6083615.019021 nChanged 1232 SP:Iteration 12Q (9647.679341 sec): 3 clusters Score: Raw -6086325.901126 + Penalty 2129.169585 = -6084196.731541 nChanged 1114 SP:Iteration 13Q (9647.798572 sec): 3 clusters Score: Raw -6086850.843907 + Penalty 2129.169585 = -6084721.674322 nChanged 974 SP:Iteration 14Q (9647.912792 sec): 3 clusters Score: Raw -6087290.832898 + Penalty 2129.169585 = -6085161.663313 nChanged 920 SP:Iteration 15Q (9648.046264 sec): 3 clusters Score: Raw -6087725.080187 + Penalty 2129.169585 = -6085595.910602 nChanged 806 SP:Iteration 16Q (9648.164395 sec): 3 clusters Score: Raw -6088104.794848 + Penalty 2129.169585 = -6085975.625263 nChanged 689 SP:Iteration 17Q (9648.292234 sec): 3 clusters Score: Raw -6088408.287254 + Penalty 2129.169585 = -6086279.117669 nChanged 562 SP:Iteration 18Q (9648.422797 sec): 3 clusters Score: Raw -6088636.263515 + Penalty 2129.169585 = -6086507.093930 nChanged 502 SP:Iteration 19Q (9648.545256 sec): 3 clusters Score: Raw -6088846.349797 + Penalty 2129.169585 = -6086717.180212 nChanged 421 SP:Iteration 20F (9648.662174 sec): 3 clusters Score: Raw -6089011.233090 + Penalty 2129.169585 = -6086882.063506 nChanged 329 SP:Iteration 21Q (9648.774741 sec): 3 clusters Score: Raw -6089126.171533 + Penalty 2129.169585 = -6086997.001949 nChanged 283 SP:Iteration 22Q (9648.894251 sec): 3 clusters Score: Raw -6089220.017878 + Penalty 2129.169585 = -6087090.848293 nChanged 245 SP:Iteration 23Q (9649.014682 sec): 3 clusters Score: Raw -6089297.024294 + Penalty 2129.169585 = -6087167.854709 nChanged 196 SP:Iteration 24Q (9649.137178 sec): 3 clusters Score: Raw -6089363.995045 + Penalty 2129.169585 = -6087234.825460 nChanged 176 SP:Iteration 25Q (9649.251472 sec): 3 clusters Score: Raw -6089430.147015 + Penalty 2129.169585 = -6087300.977430 nChanged 144 SP:Iteration 26Q (9649.345541 sec): 3 clusters Score: Raw -6089477.962326 + Penalty 2129.169585 = -6087348.792741 nChanged 119 SP:Iteration 27Q (9649.459818 sec): 3 clusters Score: Raw -6089517.747816 + Penalty 2129.169585 = -6087388.578232 nChanged 110 SP:Iteration 28Q (9649.576337 sec): 3 clusters Score: Raw -6089551.478119 + Penalty 2129.169585 = -6087422.308534 nChanged 92 SP:Iteration 29Q (9649.696215 sec): 3 clusters Score: Raw -6089577.855713 + Penalty 2129.169585 = -6087448.686129 nChanged 84 SP:Iteration 30Q (9649.820577 sec): 3 clusters Score: Raw -6089606.456148 + Penalty 2129.169585 = -6087477.286563 nChanged 78 SP:Iteration 31Q (9649.934534 sec): 3 clusters Score: Raw -6089635.445944 + Penalty 2129.169585 = -6087506.276359 nChanged 61 SP:Iteration 32Q (9650.022245 sec): 3 clusters Score: Raw -6089654.121660 + Penalty 2129.169585 = -6087524.952075 nChanged 50 SP:Iteration 33Q (9650.144223 sec): 3 clusters Score: Raw -6089667.353661 + Penalty 2129.169585 = -6087538.184076 nChanged 39 SP:Iteration 34Q (9650.259408 sec): 3 clusters Score: Raw -6089676.605993 + Penalty 2129.169585 = -6087547.436409 nChanged 36 SP:Iteration 35Q (9650.380031 sec): 3 clusters Score: Raw -6089684.056052 + Penalty 2129.169585 = -6087554.886467 nChanged 32 SP:Iteration 36Q (9650.488311 sec): 3 clusters Score: Raw -6089690.464664 + Penalty 2129.169585 = -6087561.295079 nChanged 18 SP:Iteration 37Q (9650.609421 sec): 3 clusters Score: Raw -6089694.584075 + Penalty 2129.169585 = -6087565.414490 nChanged 15 SP:Iteration 38Q (9650.733303 sec): 3 clusters Score: Raw -6089698.496442 + Penalty 2129.169585 = -6087569.326857 nChanged 15 SP:Iteration 39Q (9650.822767 sec): 3 clusters Score: Raw -6089702.061597 + Penalty 2129.169585 = -6087572.892012 nChanged 19 SP:Iteration 40F (9650.953451 sec): 3 clusters Score: Raw -6089705.171448 + Penalty 2129.169585 = -6087576.001863 nChanged 8 SP:Iteration 41Q (9651.077171 sec): 3 clusters Score: Raw -6089706.408344 + Penalty 2129.169585 = -6087577.238759 nChanged 8 SP:Iteration 42Q (9651.197396 sec): 3 clusters Score: Raw -6089707.612753 + Penalty 2129.169585 = -6087578.443169 nChanged 6 SP:Iteration 43Q (9651.314492 sec): 3 clusters Score: Raw -6089708.903876 + Penalty 2129.169585 = -6087579.734291 nChanged 7 SP:Iteration 44Q (9651.428604 sec): 3 clusters Score: Raw -6089710.407558 + Penalty 2129.169585 = -6087581.237974 nChanged 9 SP:Iteration 45Q (9651.545565 sec): 3 clusters Score: Raw -6089712.288059 + Penalty 2129.169585 = -6087583.118474 nChanged 11 SP:Iteration 46Q (9651.650835 sec): 3 clusters Score: Raw -6089714.096691 + Penalty 2129.169585 = -6087584.927106 nChanged 12 SP:Iteration 47Q (9651.765956 sec): 3 clusters Score: Raw -6089716.492805 + Penalty 2129.169585 = -6087587.323220 nChanged 8 SP:Iteration 48Q (9651.895610 sec): 3 clusters Score: Raw -6089718.407774 + Penalty 2129.169585 = -6087589.238189 nChanged 10 SP:Iteration 49Q (9652.011800 sec): 3 clusters Score: Raw -6089720.743276 + Penalty 2129.169585 = -6087591.573691 nChanged 11 SP:Iteration 50Q (9652.132734 sec): 3 clusters Score: Raw -6089722.649817 + Penalty 2129.169585 = -6087593.480233 nChanged 7 SP:Iteration 51Q (9652.243852 sec): 3 clusters Score: Raw -6089724.812187 + Penalty 2129.169585 = -6087595.642602 nChanged 8 SP:Iteration 52Q (9652.361808 sec): 3 clusters Score: Raw -6089726.671046 + Penalty 2129.169585 = -6087597.501461 nChanged 7 SP:Iteration 53Q (9652.476652 sec): 3 clusters Score: Raw -6089728.290792 + Penalty 2129.169585 = -6087599.121207 nChanged 7 SP:Iteration 54Q (9652.593799 sec): 3 clusters Score: Raw -6089729.214971 + Penalty 2129.169585 = -6087600.045386 nChanged 5 SP:Iteration 55Q (9652.715015 sec): 3 clusters Score: Raw -6089730.471669 + Penalty 2129.169585 = -6087601.302084 nChanged 4 SP:Iteration 56Q (9652.822343 sec): 3 clusters Score: Raw -6089731.197614 + Penalty 2129.169585 = -6087602.028030 nChanged 4 SP:Iteration 57Q (9652.945320 sec): 3 clusters Score: Raw -6089731.742903 + Penalty 2129.169585 = -6087602.573318 nChanged 2 SP:Iteration 58Q (9653.060144 sec): 3 clusters Score: Raw -6089732.116005 + Penalty 2129.169585 = -6087602.946420 nChanged 2 SP:Iteration 59Q (9653.187786 sec): 3 clusters Score: Raw -6089732.677846 + Penalty 2129.169585 = -6087603.508261 nChanged 0 SP:Iteration 60F (9653.318441 sec): 3 clusters Score: Raw -6089732.677846 + Penalty 2129.169585 = -6087603.508261 nChanged 0 Trying to split cluster 22 (10734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9653.345320 sec): 2 clusters Score: Raw -919853.485174 + Penalty 881.711298 = -918971.773876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9653.390877 sec): 3 clusters Score: Raw -913502.720451 + Penalty 1763.422595 = -911739.297856 nChanged 4822 SP:Iteration 1F (9653.444246 sec): 3 clusters Score: Raw -916376.359164 + Penalty 1763.422595 = -914612.936569 nChanged 690 SP:Iteration 2F (9653.492487 sec): 3 clusters Score: Raw -916812.702420 + Penalty 1763.422595 = -915049.279825 nChanged 685 SP:Iteration 3F (9653.539481 sec): 3 clusters Score: Raw -917359.089535 + Penalty 1763.422595 = -915595.666940 nChanged 779 SP:Iteration 4F (9653.593395 sec): 3 clusters Score: Raw -918007.005070 + Penalty 1763.422595 = -916243.582475 nChanged 726 SP:Iteration 5F (9653.626499 sec): 3 clusters Score: Raw -918568.899046 + Penalty 1763.422595 = -916805.476451 nChanged 602 SP:Iteration 6F (9653.690242 sec): 3 clusters Score: Raw -918989.785110 + Penalty 1763.422595 = -917226.362515 nChanged 441 SP:Iteration 7Q (9653.736552 sec): 3 clusters Score: Raw -919230.213813 + Penalty 1763.422595 = -917466.791218 nChanged 338 SP:Iteration 8Q (9653.783069 sec): 3 clusters Score: Raw -919361.127590 + Penalty 1763.422595 = -917597.704995 nChanged 212 SP:Iteration 9Q (9653.842725 sec): 3 clusters Score: Raw -919431.125355 + Penalty 1763.422595 = -917667.702760 nChanged 175 SP:Iteration 10Q (9653.894061 sec): 3 clusters Score: Raw -919471.066529 + Penalty 1763.422595 = -917707.643934 nChanged 123 SP:Iteration 11Q (9653.942232 sec): 3 clusters Score: Raw -919493.332757 + Penalty 1763.422595 = -917729.910162 nChanged 81 SP:Iteration 12Q (9653.996034 sec): 3 clusters Score: Raw -919505.692778 + Penalty 1763.422595 = -917742.270183 nChanged 64 SP:Iteration 13Q (9654.046835 sec): 3 clusters Score: Raw -919515.542790 + Penalty 1763.422595 = -917752.120195 nChanged 40 SP:Iteration 14Q (9654.102451 sec): 3 clusters Score: Raw -919519.557754 + Penalty 1763.422595 = -917756.135159 nChanged 30 SP:Iteration 15Q (9654.162525 sec): 3 clusters Score: Raw -919523.163870 + Penalty 1763.422595 = -917759.741275 nChanged 33 SP:Iteration 16Q (9654.214122 sec): 3 clusters Score: Raw -919526.518425 + Penalty 1763.422595 = -917763.095830 nChanged 25 SP:Iteration 17Q (9654.265234 sec): 3 clusters Score: Raw -919528.681031 + Penalty 1763.422595 = -917765.258436 nChanged 27 SP:Iteration 18Q (9654.317131 sec): 3 clusters Score: Raw -919531.890248 + Penalty 1763.422595 = -917768.467653 nChanged 29 SP:Iteration 19Q (9654.352788 sec): 3 clusters Score: Raw -919537.923254 + Penalty 1763.422595 = -917774.500659 nChanged 37 SP:Iteration 20F (9654.408019 sec): 3 clusters Score: Raw -919543.759303 + Penalty 1763.422595 = -917780.336708 nChanged 39 SP:Iteration 21Q (9654.469710 sec): 3 clusters Score: Raw -919548.030848 + Penalty 1763.422595 = -917784.608253 nChanged 34 SP:Iteration 22Q (9654.530519 sec): 3 clusters Score: Raw -919551.407024 + Penalty 1763.422595 = -917787.984428 nChanged 30 SP:Iteration 23Q (9654.563887 sec): 3 clusters Score: Raw -919554.172188 + Penalty 1763.422595 = -917790.749593 nChanged 35 SP:Iteration 24Q (9654.623757 sec): 3 clusters Score: Raw -919558.097939 + Penalty 1763.422595 = -917794.675344 nChanged 31 SP:Iteration 25Q (9654.674944 sec): 3 clusters Score: Raw -919560.863687 + Penalty 1763.422595 = -917797.441092 nChanged 32 SP:Iteration 26Q (9654.735680 sec): 3 clusters Score: Raw -919564.329210 + Penalty 1763.422595 = -917800.906615 nChanged 30 SP:Iteration 27Q (9654.786627 sec): 3 clusters Score: Raw -919567.747309 + Penalty 1763.422595 = -917804.324713 nChanged 32 SP:Iteration 28Q (9654.837499 sec): 3 clusters Score: Raw -919570.665125 + Penalty 1763.422595 = -917807.242530 nChanged 30 SP:Iteration 29Q (9654.899809 sec): 3 clusters Score: Raw -919573.564091 + Penalty 1763.422595 = -917810.141496 nChanged 30 SP:Iteration 30Q (9654.950317 sec): 3 clusters Score: Raw -919576.643365 + Penalty 1763.422595 = -917813.220770 nChanged 36 SP:Iteration 31Q (9654.994780 sec): 3 clusters Score: Raw -919580.652764 + Penalty 1763.422595 = -917817.230169 nChanged 27 SP:Iteration 32Q (9655.044972 sec): 3 clusters Score: Raw -919584.664603 + Penalty 1763.422595 = -917821.242008 nChanged 37 SP:Iteration 33Q (9655.095066 sec): 3 clusters Score: Raw -919590.883413 + Penalty 1763.422595 = -917827.460818 nChanged 42 SP:Iteration 34Q (9655.146870 sec): 3 clusters Score: Raw -919596.600177 + Penalty 1763.422595 = -917833.177582 nChanged 39 SP:Iteration 35Q (9655.193911 sec): 3 clusters Score: Raw -919600.882961 + Penalty 1763.422595 = -917837.460366 nChanged 29 SP:Iteration 36Q (9655.260742 sec): 3 clusters Score: Raw -919603.077606 + Penalty 1763.422595 = -917839.655011 nChanged 27 SP:Iteration 37Q (9655.316105 sec): 3 clusters Score: Raw -919605.337977 + Penalty 1763.422595 = -917841.915382 nChanged 20 SP:Iteration 38Q (9655.344544 sec): 3 clusters Score: Raw -919607.622503 + Penalty 1763.422595 = -917844.199908 nChanged 20 SP:Iteration 39Q (9655.401591 sec): 3 clusters Score: Raw -919609.899460 + Penalty 1763.422595 = -917846.476865 nChanged 23 SP:Iteration 40F (9655.452292 sec): 3 clusters Score: Raw -919612.643794 + Penalty 1763.422595 = -917849.221199 nChanged 25 SP:Iteration 41Q (9655.504614 sec): 3 clusters Score: Raw -919615.116232 + Penalty 1763.422595 = -917851.693637 nChanged 27 SP:Iteration 42Q (9655.565736 sec): 3 clusters Score: Raw -919617.518250 + Penalty 1763.422595 = -917854.095655 nChanged 20 SP:Iteration 43Q (9655.628056 sec): 3 clusters Score: Raw -919618.982035 + Penalty 1763.422595 = -917855.559440 nChanged 18 SP:Iteration 44Q (9655.695587 sec): 3 clusters Score: Raw -919620.346304 + Penalty 1763.422595 = -917856.923709 nChanged 13 SP:Iteration 45Q (9655.751375 sec): 3 clusters Score: Raw -919621.401421 + Penalty 1763.422595 = -917857.978826 nChanged 12 SP:Iteration 46Q (9655.814634 sec): 3 clusters Score: Raw -919622.152217 + Penalty 1763.422595 = -917858.729622 nChanged 8 SP:Iteration 47Q (9655.883099 sec): 3 clusters Score: Raw -919622.755212 + Penalty 1763.422595 = -917859.332617 nChanged 12 SP:Iteration 48Q (9655.931230 sec): 3 clusters Score: Raw -919624.139205 + Penalty 1763.422595 = -917860.716610 nChanged 19 SP:Iteration 49Q (9655.991975 sec): 3 clusters Score: Raw -919626.426882 + Penalty 1763.422595 = -917863.004287 nChanged 25 SP:Iteration 50Q (9656.052844 sec): 3 clusters Score: Raw -919628.757812 + Penalty 1763.422595 = -917865.335217 nChanged 21 SP:Iteration 51Q (9656.113818 sec): 3 clusters Score: Raw -919630.613375 + Penalty 1763.422595 = -917867.190780 nChanged 13 SP:Iteration 52Q (9656.174668 sec): 3 clusters Score: Raw -919631.627491 + Penalty 1763.422595 = -917868.204896 nChanged 12 SP:Iteration 53Q (9656.223596 sec): 3 clusters Score: Raw -919632.500524 + Penalty 1763.422595 = -917869.077929 nChanged 14 SP:Iteration 54Q (9656.284694 sec): 3 clusters Score: Raw -919633.293205 + Penalty 1763.422595 = -917869.870610 nChanged 9 SP:Iteration 55Q (9656.339560 sec): 3 clusters Score: Raw -919633.887271 + Penalty 1763.422595 = -917870.464676 nChanged 10 SP:Iteration 56Q (9656.411046 sec): 3 clusters Score: Raw -919634.555336 + Penalty 1763.422595 = -917871.132741 nChanged 3 SP:Iteration 57Q (9656.460324 sec): 3 clusters Score: Raw -919634.757950 + Penalty 1763.422595 = -917871.335355 nChanged 1 SP:Iteration 58Q (9656.518596 sec): 3 clusters Score: Raw -919634.808442 + Penalty 1763.422595 = -917871.385847 nChanged 1 SP:Iteration 59Q (9656.579048 sec): 3 clusters Score: Raw -919634.865356 + Penalty 1763.422595 = -917871.442761 nChanged 0 SP:Iteration 60F (9656.640072 sec): 3 clusters Score: Raw -919634.865356 + Penalty 1763.422595 = -917871.442761 nChanged 0 Trying to split cluster 23 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9656.666183 sec): 2 clusters Score: Raw -168059.740596 + Penalty 722.370307 = -167337.370289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9656.691549 sec): 3 clusters Score: Raw -167059.922839 + Penalty 1444.740614 = -165615.182225 nChanged 775 SP:Iteration 1F (9656.742098 sec): 3 clusters Score: Raw -167532.489322 + Penalty 1444.740614 = -166087.748708 nChanged 174 SP:Iteration 2F (9656.792923 sec): 3 clusters Score: Raw -167655.535433 + Penalty 1444.740614 = -166210.794819 nChanged 133 SP:Iteration 3F (9656.832547 sec): 3 clusters Score: Raw -167745.089328 + Penalty 1444.740614 = -166300.348714 nChanged 97 SP:Iteration 4Q (9656.883175 sec): 3 clusters Score: Raw -167825.515515 + Penalty 1444.740614 = -166380.774901 nChanged 101 SP:Iteration 5F (9656.929399 sec): 3 clusters Score: Raw -167917.222622 + Penalty 1444.740614 = -166472.482007 nChanged 111 SP:Iteration 6F (9656.980240 sec): 3 clusters Score: Raw -168004.870913 + Penalty 1444.740614 = -166560.130299 nChanged 94 SP:Iteration 7Q (9657.031789 sec): 3 clusters Score: Raw -168087.923155 + Penalty 1444.740614 = -166643.182541 nChanged 91 SP:Iteration 8Q (9657.079058 sec): 3 clusters Score: Raw -168166.857521 + Penalty 1444.740614 = -166722.116907 nChanged 72 SP:Iteration 9Q (9657.130391 sec): 3 clusters Score: Raw -168221.083384 + Penalty 1444.740614 = -166776.342770 nChanged 51 SP:Iteration 10Q (9657.181560 sec): 3 clusters Score: Raw -168259.260085 + Penalty 1444.740614 = -166814.519471 nChanged 57 SP:Iteration 11Q (9657.229416 sec): 3 clusters Score: Raw -168291.615680 + Penalty 1444.740614 = -166846.875066 nChanged 46 SP:Iteration 12Q (9657.284268 sec): 3 clusters Score: Raw -168317.541542 + Penalty 1444.740614 = -166872.800927 nChanged 30 SP:Iteration 13Q (9657.322295 sec): 3 clusters Score: Raw -168334.367990 + Penalty 1444.740614 = -166889.627376 nChanged 24 SP:Iteration 14Q (9657.368624 sec): 3 clusters Score: Raw -168344.329542 + Penalty 1444.740614 = -166899.588928 nChanged 19 SP:Iteration 15Q (9657.416122 sec): 3 clusters Score: Raw -168351.728819 + Penalty 1444.740614 = -166906.988205 nChanged 16 SP:Iteration 16Q (9657.466539 sec): 3 clusters Score: Raw -168357.523645 + Penalty 1444.740614 = -166912.783031 nChanged 12 SP:Iteration 17Q (9657.516712 sec): 3 clusters Score: Raw -168361.638856 + Penalty 1444.740614 = -166916.898242 nChanged 10 SP:Iteration 18Q (9657.567133 sec): 3 clusters Score: Raw -168365.895689 + Penalty 1444.740614 = -166921.155075 nChanged 14 SP:Iteration 19Q (9657.617568 sec): 3 clusters Score: Raw -168370.950895 + Penalty 1444.740614 = -166926.210281 nChanged 12 SP:Iteration 20F (9657.667523 sec): 3 clusters Score: Raw -168377.473614 + Penalty 1444.740614 = -166932.733000 nChanged 12 SP:Iteration 21Q (9657.712821 sec): 3 clusters Score: Raw -168381.876713 + Penalty 1444.740614 = -166937.136099 nChanged 7 SP:Iteration 22Q (9657.763263 sec): 3 clusters Score: Raw -168384.727368 + Penalty 1444.740614 = -166939.986754 nChanged 8 SP:Iteration 23Q (9657.813727 sec): 3 clusters Score: Raw -168387.197879 + Penalty 1444.740614 = -166942.457265 nChanged 5 SP:Iteration 24Q (9657.864153 sec): 3 clusters Score: Raw -168390.640397 + Penalty 1444.740614 = -166945.899783 nChanged 13 SP:Iteration 25Q (9657.914638 sec): 3 clusters Score: Raw -168397.644691 + Penalty 1444.740614 = -166952.904077 nChanged 12 SP:Iteration 26Q (9657.964221 sec): 3 clusters Score: Raw -168404.802411 + Penalty 1444.740614 = -166960.061797 nChanged 14 SP:Iteration 27Q (9658.014597 sec): 3 clusters Score: Raw -168412.764722 + Penalty 1444.740614 = -166968.024107 nChanged 15 SP:Iteration 28Q (9658.061175 sec): 3 clusters Score: Raw -168421.020845 + Penalty 1444.740614 = -166976.280231 nChanged 15 SP:Iteration 29Q (9658.111617 sec): 3 clusters Score: Raw -168429.553679 + Penalty 1444.740614 = -166984.813064 nChanged 9 SP:Iteration 30Q (9658.162109 sec): 3 clusters Score: Raw -168434.190490 + Penalty 1444.740614 = -166989.449876 nChanged 13 SP:Iteration 31Q (9658.209235 sec): 3 clusters Score: Raw -168439.949716 + Penalty 1444.740614 = -166995.209102 nChanged 11 SP:Iteration 32Q (9658.259516 sec): 3 clusters Score: Raw -168444.995531 + Penalty 1444.740614 = -167000.254917 nChanged 9 SP:Iteration 33Q (9658.315278 sec): 3 clusters Score: Raw -168448.237897 + Penalty 1444.740614 = -167003.497283 nChanged 7 SP:Iteration 34Q (9658.356253 sec): 3 clusters Score: Raw -168449.883766 + Penalty 1444.740614 = -167005.143152 nChanged 5 SP:Iteration 35Q (9658.413216 sec): 3 clusters Score: Raw -168451.808550 + Penalty 1444.740614 = -167007.067936 nChanged 4 SP:Iteration 36Q (9658.469187 sec): 3 clusters Score: Raw -168452.812762 + Penalty 1444.740614 = -167008.072148 nChanged 8 SP:Iteration 37Q (9658.514845 sec): 3 clusters Score: Raw -168455.996513 + Penalty 1444.740614 = -167011.255899 nChanged 8 SP:Iteration 38Q (9658.564224 sec): 3 clusters Score: Raw -168457.775956 + Penalty 1444.740614 = -167013.035342 nChanged 3 SP:Iteration 39Q (9658.619041 sec): 3 clusters Score: Raw -168458.154485 + Penalty 1444.740614 = -167013.413871 nChanged 0 SP:Iteration 40F (9658.673044 sec): 3 clusters Score: Raw -168458.154485 + Penalty 1444.740614 = -167013.413871 nChanged 0 Trying to split cluster 24 (7377 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9658.705463 sec): 2 clusters Score: Raw -624736.580049 + Penalty 846.081621 = -623890.498428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9658.762333 sec): 3 clusters Score: Raw -620576.527991 + Penalty 1692.163243 = -618884.364748 nChanged 3187 SP:Iteration 1F (9658.820732 sec): 3 clusters Score: Raw -622344.757580 + Penalty 1692.163243 = -620652.594337 nChanged 485 SP:Iteration 2F (9658.877979 sec): 3 clusters Score: Raw -622605.339881 + Penalty 1692.163243 = -620913.176639 nChanged 401 SP:Iteration 3F (9658.924217 sec): 3 clusters Score: Raw -622840.376258 + Penalty 1692.163243 = -621148.213015 nChanged 388 SP:Iteration 4F (9658.984875 sec): 3 clusters Score: Raw -623039.097834 + Penalty 1692.163243 = -621346.934591 nChanged 363 SP:Iteration 5Q (9659.030093 sec): 3 clusters Score: Raw -623224.289997 + Penalty 1692.163243 = -621532.126754 nChanged 315 SP:Iteration 6Q (9659.091114 sec): 3 clusters Score: Raw -623375.802497 + Penalty 1692.163243 = -621683.639255 nChanged 301 SP:Iteration 7Q (9659.148483 sec): 3 clusters Score: Raw -623518.939896 + Penalty 1692.163243 = -621826.776653 nChanged 277 SP:Iteration 8Q (9659.198575 sec): 3 clusters Score: Raw -623661.588218 + Penalty 1692.163243 = -621969.424975 nChanged 284 SP:Iteration 9Q (9659.252679 sec): 3 clusters Score: Raw -623810.680776 + Penalty 1692.163243 = -622118.517533 nChanged 266 SP:Iteration 10Q (9659.311927 sec): 3 clusters Score: Raw -623945.581601 + Penalty 1692.163243 = -622253.418358 nChanged 211 SP:Iteration 11Q (9659.371081 sec): 3 clusters Score: Raw -624022.708007 + Penalty 1692.163243 = -622330.544764 nChanged 148 SP:Iteration 12Q (9659.439966 sec): 3 clusters Score: Raw -624064.712192 + Penalty 1692.163243 = -622372.548949 nChanged 118 SP:Iteration 13Q (9659.494496 sec): 3 clusters Score: Raw -624099.379909 + Penalty 1692.163243 = -622407.216667 nChanged 85 SP:Iteration 14Q (9659.554403 sec): 3 clusters Score: Raw -624120.323335 + Penalty 1692.163243 = -622428.160092 nChanged 81 SP:Iteration 15Q (9659.613267 sec): 3 clusters Score: Raw -624139.324931 + Penalty 1692.163243 = -622447.161688 nChanged 74 SP:Iteration 16Q (9659.669742 sec): 3 clusters Score: Raw -624158.475362 + Penalty 1692.163243 = -622466.312119 nChanged 65 SP:Iteration 17Q (9659.717674 sec): 3 clusters Score: Raw -624173.010210 + Penalty 1692.163243 = -622480.846967 nChanged 63 SP:Iteration 18Q (9659.785588 sec): 3 clusters Score: Raw -624187.948998 + Penalty 1692.163243 = -622495.785755 nChanged 55 SP:Iteration 19Q (9659.845864 sec): 3 clusters Score: Raw -624201.970546 + Penalty 1692.163243 = -622509.807303 nChanged 58 SP:Iteration 20F (9659.901241 sec): 3 clusters Score: Raw -624216.203081 + Penalty 1692.163243 = -622524.039838 nChanged 59 SP:Iteration 21Q (9659.955399 sec): 3 clusters Score: Raw -624228.639418 + Penalty 1692.163243 = -622536.476175 nChanged 57 SP:Iteration 22Q (9660.012640 sec): 3 clusters Score: Raw -624241.937401 + Penalty 1692.163243 = -622549.774158 nChanged 56 SP:Iteration 23Q (9660.052934 sec): 3 clusters Score: Raw -624256.590901 + Penalty 1692.163243 = -622564.427658 nChanged 54 SP:Iteration 24Q (9660.094808 sec): 3 clusters Score: Raw -624269.745439 + Penalty 1692.163243 = -622577.582196 nChanged 58 SP:Iteration 25Q (9660.157112 sec): 3 clusters Score: Raw -624282.913837 + Penalty 1692.163243 = -622590.750594 nChanged 55 SP:Iteration 26Q (9660.207511 sec): 3 clusters Score: Raw -624295.729970 + Penalty 1692.163243 = -622603.566727 nChanged 47 SP:Iteration 27Q (9660.272488 sec): 3 clusters Score: Raw -624304.600085 + Penalty 1692.163243 = -622612.436842 nChanged 30 SP:Iteration 28Q (9660.332910 sec): 3 clusters Score: Raw -624309.780109 + Penalty 1692.163243 = -622617.616866 nChanged 29 SP:Iteration 29Q (9660.392274 sec): 3 clusters Score: Raw -624314.757134 + Penalty 1692.163243 = -622622.593891 nChanged 33 SP:Iteration 30Q (9660.437687 sec): 3 clusters Score: Raw -624321.276743 + Penalty 1692.163243 = -622629.113500 nChanged 24 SP:Iteration 31Q (9660.494954 sec): 3 clusters Score: Raw -624326.270486 + Penalty 1692.163243 = -622634.107243 nChanged 24 SP:Iteration 32Q (9660.551951 sec): 3 clusters Score: Raw -624329.643539 + Penalty 1692.163243 = -622637.480296 nChanged 25 SP:Iteration 33Q (9660.610252 sec): 3 clusters Score: Raw -624334.622520 + Penalty 1692.163243 = -622642.459277 nChanged 27 SP:Iteration 34Q (9660.667188 sec): 3 clusters Score: Raw -624339.724849 + Penalty 1692.163243 = -622647.561606 nChanged 28 SP:Iteration 35Q (9660.725100 sec): 3 clusters Score: Raw -624343.866210 + Penalty 1692.163243 = -622651.702967 nChanged 21 SP:Iteration 36Q (9660.779185 sec): 3 clusters Score: Raw -624346.444233 + Penalty 1692.163243 = -622654.280990 nChanged 22 SP:Iteration 37Q (9660.803270 sec): 3 clusters Score: Raw -624349.807801 + Penalty 1692.163243 = -622657.644558 nChanged 15 SP:Iteration 38Q (9660.858876 sec): 3 clusters Score: Raw -624352.836194 + Penalty 1692.163243 = -622660.672951 nChanged 16 SP:Iteration 39Q (9660.917925 sec): 3 clusters Score: Raw -624355.614225 + Penalty 1692.163243 = -622663.450982 nChanged 19 SP:Iteration 40F (9660.974148 sec): 3 clusters Score: Raw -624358.371060 + Penalty 1692.163243 = -622666.207817 nChanged 16 SP:Iteration 41Q (9661.032081 sec): 3 clusters Score: Raw -624362.060785 + Penalty 1692.163243 = -622669.897542 nChanged 19 SP:Iteration 42Q (9661.089916 sec): 3 clusters Score: Raw -624368.286673 + Penalty 1692.163243 = -622676.123430 nChanged 27 SP:Iteration 43Q (9661.147502 sec): 3 clusters Score: Raw -624374.447608 + Penalty 1692.163243 = -622682.284365 nChanged 29 SP:Iteration 44Q (9661.199374 sec): 3 clusters Score: Raw -624380.622064 + Penalty 1692.163243 = -622688.458822 nChanged 36 SP:Iteration 45Q (9661.245994 sec): 3 clusters Score: Raw -624390.980984 + Penalty 1692.163243 = -622698.817741 nChanged 53 SP:Iteration 46Q (9661.304623 sec): 3 clusters Score: Raw -624408.001391 + Penalty 1692.163243 = -622715.838148 nChanged 55 SP:Iteration 47Q (9661.348944 sec): 3 clusters Score: Raw -624427.788765 + Penalty 1692.163243 = -622735.625522 nChanged 58 SP:Iteration 48Q (9661.411744 sec): 3 clusters Score: Raw -624451.585229 + Penalty 1692.163243 = -622759.421986 nChanged 55 SP:Iteration 49Q (9661.467340 sec): 3 clusters Score: Raw -624476.056349 + Penalty 1692.163243 = -622783.893107 nChanged 58 SP:Iteration 50Q (9661.528337 sec): 3 clusters Score: Raw -624505.689556 + Penalty 1692.163243 = -622813.526313 nChanged 65 SP:Iteration 51Q (9661.581017 sec): 3 clusters Score: Raw -624532.762562 + Penalty 1692.163243 = -622840.599319 nChanged 58 SP:Iteration 52Q (9661.627060 sec): 3 clusters Score: Raw -624558.172165 + Penalty 1692.163243 = -622866.008922 nChanged 66 SP:Iteration 53Q (9661.696849 sec): 3 clusters Score: Raw -624583.278053 + Penalty 1692.163243 = -622891.114810 nChanged 65 SP:Iteration 54Q (9661.754723 sec): 3 clusters Score: Raw -624609.377311 + Penalty 1692.163243 = -622917.214068 nChanged 56 SP:Iteration 55Q (9661.809279 sec): 3 clusters Score: Raw -624631.422488 + Penalty 1692.163243 = -622939.259245 nChanged 51 SP:Iteration 56Q (9661.864845 sec): 3 clusters Score: Raw -624658.085822 + Penalty 1692.163243 = -622965.922579 nChanged 58 SP:Iteration 57Q (9661.924633 sec): 3 clusters Score: Raw -624692.056227 + Penalty 1692.163243 = -622999.892984 nChanged 62 SP:Iteration 58Q (9661.971331 sec): 3 clusters Score: Raw -624723.977288 + Penalty 1692.163243 = -623031.814045 nChanged 54 SP:Iteration 59Q (9662.028260 sec): 3 clusters Score: Raw -624759.134248 + Penalty 1692.163243 = -623066.971005 nChanged 63 SP:Iteration 60F (9662.090929 sec): 3 clusters Score: Raw -624798.482090 + Penalty 1692.163243 = -623106.318847 nChanged 67 SP:Iteration 61Q (9662.150027 sec): 3 clusters Score: Raw -624838.660597 + Penalty 1692.163243 = -623146.497354 nChanged 43 SP:Iteration 62Q (9662.201017 sec): 3 clusters Score: Raw -624863.865822 + Penalty 1692.163243 = -623171.702579 nChanged 39 SP:Iteration 63Q (9662.265392 sec): 3 clusters Score: Raw -624881.439189 + Penalty 1692.163243 = -623189.275946 nChanged 29 SP:Iteration 64Q (9662.311281 sec): 3 clusters Score: Raw -624891.108623 + Penalty 1692.163243 = -623198.945380 nChanged 19 SP:Iteration 65Q (9662.369589 sec): 3 clusters Score: Raw -624898.877774 + Penalty 1692.163243 = -623206.714531 nChanged 26 SP:Iteration 66Q (9662.430824 sec): 3 clusters Score: Raw -624909.376875 + Penalty 1692.163243 = -623217.213632 nChanged 24 SP:Iteration 67Q (9662.487153 sec): 3 clusters Score: Raw -624918.914433 + Penalty 1692.163243 = -623226.751190 nChanged 18 SP:Iteration 68Q (9662.532864 sec): 3 clusters Score: Raw -624925.009900 + Penalty 1692.163243 = -623232.846657 nChanged 13 SP:Iteration 69Q (9662.588776 sec): 3 clusters Score: Raw -624929.271156 + Penalty 1692.163243 = -623237.107913 nChanged 15 SP:Iteration 70Q (9662.640746 sec): 3 clusters Score: Raw -624934.145700 + Penalty 1692.163243 = -623241.982457 nChanged 11 SP:Iteration 71Q (9662.700017 sec): 3 clusters Score: Raw -624938.449002 + Penalty 1692.163243 = -623246.285759 nChanged 11 SP:Iteration 72Q (9662.753646 sec): 3 clusters Score: Raw -624942.655900 + Penalty 1692.163243 = -623250.492657 nChanged 12 SP:Iteration 73Q (9662.805901 sec): 3 clusters Score: Raw -624946.948237 + Penalty 1692.163243 = -623254.784994 nChanged 11 SP:Iteration 74Q (9662.860381 sec): 3 clusters Score: Raw -624951.351578 + Penalty 1692.163243 = -623259.188335 nChanged 12 SP:Iteration 75Q (9662.916517 sec): 3 clusters Score: Raw -624953.638494 + Penalty 1692.163243 = -623261.475251 nChanged 9 SP:Iteration 76Q (9662.974404 sec): 3 clusters Score: Raw -624955.206137 + Penalty 1692.163243 = -623263.042894 nChanged 6 SP:Iteration 77Q (9663.041171 sec): 3 clusters Score: Raw -624956.532619 + Penalty 1692.163243 = -623264.369377 nChanged 2 SP:Iteration 78Q (9663.084993 sec): 3 clusters Score: Raw -624957.261506 + Penalty 1692.163243 = -623265.098263 nChanged 3 SP:Iteration 79Q (9663.137772 sec): 3 clusters Score: Raw -624958.107377 + Penalty 1692.163243 = -623265.944134 nChanged 1 SP:Iteration 80F (9663.196020 sec): 3 clusters Score: Raw -624958.372252 + Penalty 1692.163243 = -623266.209009 nChanged 0 Trying to split cluster 25 (7966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9663.242397 sec): 2 clusters Score: Raw -691759.541470 + Penalty 853.379088 = -690906.162383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9663.286590 sec): 3 clusters Score: Raw -687039.604281 + Penalty 1706.758175 = -685332.846106 nChanged 3573 SP:Iteration 1F (9663.344331 sec): 3 clusters Score: Raw -689137.337576 + Penalty 1706.758175 = -687430.579401 nChanged 600 SP:Iteration 2F (9663.413354 sec): 3 clusters Score: Raw -689493.522220 + Penalty 1706.758175 = -687786.764044 nChanged 541 SP:Iteration 3F (9663.472966 sec): 3 clusters Score: Raw -689861.509902 + Penalty 1706.758175 = -688154.751727 nChanged 523 SP:Iteration 4F (9663.520133 sec): 3 clusters Score: Raw -690316.936053 + Penalty 1706.758175 = -688610.177878 nChanged 462 SP:Iteration 5F (9663.586649 sec): 3 clusters Score: Raw -690639.652380 + Penalty 1706.758175 = -688932.894205 nChanged 366 SP:Iteration 6Q (9663.637042 sec): 3 clusters Score: Raw -690845.453264 + Penalty 1706.758175 = -689138.695089 nChanged 297 SP:Iteration 7Q (9663.706210 sec): 3 clusters Score: Raw -691004.747646 + Penalty 1706.758175 = -689297.989471 nChanged 222 SP:Iteration 8Q (9663.752917 sec): 3 clusters Score: Raw -691113.003182 + Penalty 1706.758175 = -689406.245007 nChanged 171 SP:Iteration 9Q (9663.813685 sec): 3 clusters Score: Raw -691183.600020 + Penalty 1706.758175 = -689476.841845 nChanged 145 SP:Iteration 10Q (9663.863196 sec): 3 clusters Score: Raw -691232.387128 + Penalty 1706.758175 = -689525.628953 nChanged 111 SP:Iteration 11Q (9663.912416 sec): 3 clusters Score: Raw -691265.259140 + Penalty 1706.758175 = -689558.500965 nChanged 90 SP:Iteration 12Q (9663.976687 sec): 3 clusters Score: Raw -691296.568142 + Penalty 1706.758175 = -689589.809967 nChanged 94 SP:Iteration 13Q (9664.024592 sec): 3 clusters Score: Raw -691327.870668 + Penalty 1706.758175 = -689621.112493 nChanged 97 SP:Iteration 14Q (9664.089514 sec): 3 clusters Score: Raw -691361.509614 + Penalty 1706.758175 = -689654.751438 nChanged 101 SP:Iteration 15Q (9664.144558 sec): 3 clusters Score: Raw -691394.335875 + Penalty 1706.758175 = -689687.577700 nChanged 94 SP:Iteration 16Q (9664.204929 sec): 3 clusters Score: Raw -691427.661995 + Penalty 1706.758175 = -689720.903820 nChanged 90 SP:Iteration 17Q (9664.249435 sec): 3 clusters Score: Raw -691462.124568 + Penalty 1706.758175 = -689755.366392 nChanged 99 SP:Iteration 18Q (9664.302221 sec): 3 clusters Score: Raw -691503.573430 + Penalty 1706.758175 = -689796.815255 nChanged 90 SP:Iteration 19Q (9664.362013 sec): 3 clusters Score: Raw -691538.373591 + Penalty 1706.758175 = -689831.615416 nChanged 93 SP:Iteration 20F (9664.419410 sec): 3 clusters Score: Raw -691571.153017 + Penalty 1706.758175 = -689864.394842 nChanged 89 SP:Iteration 21Q (9664.480410 sec): 3 clusters Score: Raw -691598.769382 + Penalty 1706.758175 = -689892.011207 nChanged 77 SP:Iteration 22Q (9664.538130 sec): 3 clusters Score: Raw -691621.685255 + Penalty 1706.758175 = -689914.927080 nChanged 79 SP:Iteration 23Q (9664.595454 sec): 3 clusters Score: Raw -691646.426067 + Penalty 1706.758175 = -689939.667892 nChanged 70 SP:Iteration 24Q (9664.654192 sec): 3 clusters Score: Raw -691671.772490 + Penalty 1706.758175 = -689965.014315 nChanged 68 SP:Iteration 25Q (9664.708826 sec): 3 clusters Score: Raw -691694.939816 + Penalty 1706.758175 = -689988.181641 nChanged 73 SP:Iteration 26Q (9664.765151 sec): 3 clusters Score: Raw -691720.251750 + Penalty 1706.758175 = -690013.493575 nChanged 67 SP:Iteration 27Q (9664.823635 sec): 3 clusters Score: Raw -691747.291308 + Penalty 1706.758175 = -690040.533133 nChanged 77 SP:Iteration 28Q (9664.877152 sec): 3 clusters Score: Raw -691783.644766 + Penalty 1706.758175 = -690076.886591 nChanged 77 SP:Iteration 29Q (9664.930435 sec): 3 clusters Score: Raw -691819.113333 + Penalty 1706.758175 = -690112.355157 nChanged 70 SP:Iteration 30Q (9664.973462 sec): 3 clusters Score: Raw -691848.657757 + Penalty 1706.758175 = -690141.899582 nChanged 52 SP:Iteration 31Q (9665.021221 sec): 3 clusters Score: Raw -691869.754534 + Penalty 1706.758175 = -690162.996359 nChanged 55 SP:Iteration 32Q (9665.072969 sec): 3 clusters Score: Raw -691892.056071 + Penalty 1706.758175 = -690185.297896 nChanged 53 SP:Iteration 33Q (9665.124969 sec): 3 clusters Score: Raw -691910.593592 + Penalty 1706.758175 = -690203.835417 nChanged 39 SP:Iteration 34Q (9665.187093 sec): 3 clusters Score: Raw -691923.069535 + Penalty 1706.758175 = -690216.311360 nChanged 31 SP:Iteration 35Q (9665.241750 sec): 3 clusters Score: Raw -691936.449155 + Penalty 1706.758175 = -690229.690980 nChanged 34 SP:Iteration 36Q (9665.300504 sec): 3 clusters Score: Raw -691952.116712 + Penalty 1706.758175 = -690245.358537 nChanged 31 SP:Iteration 37Q (9665.362068 sec): 3 clusters Score: Raw -691964.679045 + Penalty 1706.758175 = -690257.920870 nChanged 32 SP:Iteration 38Q (9665.408562 sec): 3 clusters Score: Raw -691980.203990 + Penalty 1706.758175 = -690273.445815 nChanged 32 SP:Iteration 39Q (9665.476957 sec): 3 clusters Score: Raw -691994.982316 + Penalty 1706.758175 = -690288.224140 nChanged 20 SP:Iteration 40F (9665.535400 sec): 3 clusters Score: Raw -692005.678635 + Penalty 1706.758175 = -690298.920460 nChanged 20 SP:Iteration 41Q (9665.582598 sec): 3 clusters Score: Raw -692014.888062 + Penalty 1706.758175 = -690308.129887 nChanged 13 SP:Iteration 42Q (9665.642534 sec): 3 clusters Score: Raw -692019.646601 + Penalty 1706.758175 = -690312.888426 nChanged 11 SP:Iteration 43Q (9665.700598 sec): 3 clusters Score: Raw -692022.644386 + Penalty 1706.758175 = -690315.886211 nChanged 13 SP:Iteration 44Q (9665.762870 sec): 3 clusters Score: Raw -692028.532203 + Penalty 1706.758175 = -690321.774027 nChanged 15 SP:Iteration 45Q (9665.821136 sec): 3 clusters Score: Raw -692034.103963 + Penalty 1706.758175 = -690327.345788 nChanged 8 SP:Iteration 46Q (9665.867370 sec): 3 clusters Score: Raw -692035.689404 + Penalty 1706.758175 = -690328.931229 nChanged 7 SP:Iteration 47Q (9665.925342 sec): 3 clusters Score: Raw -692037.324830 + Penalty 1706.758175 = -690330.566655 nChanged 4 SP:Iteration 48Q (9665.982804 sec): 3 clusters Score: Raw -692039.685156 + Penalty 1706.758175 = -690332.926981 nChanged 5 SP:Iteration 49Q (9666.036283 sec): 3 clusters Score: Raw -692041.518293 + Penalty 1706.758175 = -690334.760118 nChanged 4 SP:Iteration 50Q (9666.095061 sec): 3 clusters Score: Raw -692042.877993 + Penalty 1706.758175 = -690336.119818 nChanged 4 SP:Iteration 51Q (9666.154368 sec): 3 clusters Score: Raw -692043.939967 + Penalty 1706.758175 = -690337.181792 nChanged 6 SP:Iteration 52Q (9666.200666 sec): 3 clusters Score: Raw -692045.194231 + Penalty 1706.758175 = -690338.436056 nChanged 4 SP:Iteration 53Q (9666.249065 sec): 3 clusters Score: Raw -692046.533653 + Penalty 1706.758175 = -690339.775478 nChanged 3 SP:Iteration 54Q (9666.299794 sec): 3 clusters Score: Raw -692047.200147 + Penalty 1706.758175 = -690340.441971 nChanged 1 SP:Iteration 55Q (9666.353248 sec): 3 clusters Score: Raw -692047.346729 + Penalty 1706.758175 = -690340.588554 nChanged 1 SP:Iteration 56Q (9666.404952 sec): 3 clusters Score: Raw -692047.535642 + Penalty 1706.758175 = -690340.777467 nChanged 1 SP:Iteration 57Q (9666.456038 sec): 3 clusters Score: Raw -692047.644664 + Penalty 1706.758175 = -690340.886489 nChanged 0 SP:Iteration 58F (9666.514142 sec): 3 clusters Score: Raw -692047.644664 + Penalty 1706.758175 = -690340.886489 nChanged 0 Trying to split cluster 26 (64613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9666.596348 sec): 2 clusters Score: Raw -5734493.751670 + Penalty 1052.236236 = -5733441.515434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9666.732947 sec): 3 clusters Score: Raw -5692242.748548 + Penalty 2104.472473 = -5690138.276075 nChanged 31173 SP:Iteration 1F (9666.853360 sec): 3 clusters Score: Raw -5711201.523257 + Penalty 2104.472473 = -5709097.050785 nChanged 3045 SP:Iteration 2Q (9666.970396 sec): 3 clusters Score: Raw -5712443.497864 + Penalty 2104.472473 = -5710339.025392 nChanged 3329 SP:Iteration 3F (9667.096063 sec): 3 clusters Score: Raw -5714004.450606 + Penalty 2104.472473 = -5711899.978134 nChanged 3759 SP:Iteration 4F (9667.217522 sec): 3 clusters Score: Raw -5715971.660460 + Penalty 2104.472473 = -5713867.187987 nChanged 3961 SP:Iteration 5F (9667.326263 sec): 3 clusters Score: Raw -5718393.124327 + Penalty 2104.472473 = -5716288.651855 nChanged 4114 SP:Iteration 6F (9667.446629 sec): 3 clusters Score: Raw -5721324.343913 + Penalty 2104.472473 = -5719219.871441 nChanged 4007 SP:Iteration 7F (9667.569176 sec): 3 clusters Score: Raw -5724444.407394 + Penalty 2104.472473 = -5722339.934921 nChanged 3423 SP:Iteration 8F (9667.677104 sec): 3 clusters Score: Raw -5726995.994707 + Penalty 2104.472473 = -5724891.522235 nChanged 2629 SP:Iteration 9Q (9667.817958 sec): 3 clusters Score: Raw -5728406.143521 + Penalty 2104.472473 = -5726301.671049 nChanged 1771 SP:Iteration 10Q (9667.936129 sec): 3 clusters Score: Raw -5729136.858630 + Penalty 2104.472473 = -5727032.386157 nChanged 1291 SP:Iteration 11Q (9668.049285 sec): 3 clusters Score: Raw -5729602.433323 + Penalty 2104.472473 = -5727497.960851 nChanged 1094 SP:Iteration 12Q (9668.174399 sec): 3 clusters Score: Raw -5729984.305603 + Penalty 2104.472473 = -5727879.833130 nChanged 1063 SP:Iteration 13Q (9668.296435 sec): 3 clusters Score: Raw -5730340.025782 + Penalty 2104.472473 = -5728235.553310 nChanged 1038 SP:Iteration 14Q (9668.407266 sec): 3 clusters Score: Raw -5730675.454367 + Penalty 2104.472473 = -5728570.981895 nChanged 1014 SP:Iteration 15Q (9668.530116 sec): 3 clusters Score: Raw -5731010.670823 + Penalty 2104.472473 = -5728906.198351 nChanged 987 SP:Iteration 16Q (9668.643510 sec): 3 clusters Score: Raw -5731334.447650 + Penalty 2104.472473 = -5729229.975178 nChanged 903 SP:Iteration 17Q (9668.753526 sec): 3 clusters Score: Raw -5731640.010790 + Penalty 2104.472473 = -5729535.538317 nChanged 862 SP:Iteration 18Q (9668.882771 sec): 3 clusters Score: Raw -5731929.167451 + Penalty 2104.472473 = -5729824.694979 nChanged 812 SP:Iteration 19Q (9669.001682 sec): 3 clusters Score: Raw -5732192.135694 + Penalty 2104.472473 = -5730087.663222 nChanged 743 SP:Iteration 20F (9669.117474 sec): 3 clusters Score: Raw -5732441.565274 + Penalty 2104.472473 = -5730337.092801 nChanged 714 SP:Iteration 21Q (9669.204568 sec): 3 clusters Score: Raw -5732678.244226 + Penalty 2104.472473 = -5730573.771753 nChanged 696 SP:Iteration 22Q (9669.323145 sec): 3 clusters Score: Raw -5732899.847461 + Penalty 2104.472473 = -5730795.374989 nChanged 619 SP:Iteration 23Q (9669.441650 sec): 3 clusters Score: Raw -5733096.125579 + Penalty 2104.472473 = -5730991.653107 nChanged 585 SP:Iteration 24Q (9669.563277 sec): 3 clusters Score: Raw -5733278.013425 + Penalty 2104.472473 = -5731173.540952 nChanged 549 SP:Iteration 25Q (9669.680048 sec): 3 clusters Score: Raw -5733438.715702 + Penalty 2104.472473 = -5731334.243229 nChanged 470 SP:Iteration 26Q (9669.793745 sec): 3 clusters Score: Raw -5733574.670954 + Penalty 2104.472473 = -5731470.198481 nChanged 433 SP:Iteration 27Q (9669.898926 sec): 3 clusters Score: Raw -5733696.549766 + Penalty 2104.472473 = -5731592.077294 nChanged 396 SP:Iteration 28Q (9669.985050 sec): 3 clusters Score: Raw -5733813.926759 + Penalty 2104.472473 = -5731709.454286 nChanged 382 SP:Iteration 29Q (9670.100614 sec): 3 clusters Score: Raw -5733932.246961 + Penalty 2104.472473 = -5731827.774488 nChanged 381 SP:Iteration 30Q (9670.215419 sec): 3 clusters Score: Raw -5734052.925868 + Penalty 2104.472473 = -5731948.453396 nChanged 336 SP:Iteration 31Q (9670.314925 sec): 3 clusters Score: Raw -5734168.380137 + Penalty 2104.472473 = -5732063.907664 nChanged 323 SP:Iteration 32Q (9670.426012 sec): 3 clusters Score: Raw -5734276.390345 + Penalty 2104.472473 = -5732171.917872 nChanged 277 SP:Iteration 33Q (9670.538122 sec): 3 clusters Score: Raw -5734360.044510 + Penalty 2104.472473 = -5732255.572037 nChanged 239 SP:Iteration 34Q (9670.646379 sec): 3 clusters Score: Raw -5734431.899029 + Penalty 2104.472473 = -5732327.426556 nChanged 228 SP:Iteration 35Q (9670.765272 sec): 3 clusters Score: Raw -5734505.499732 + Penalty 2104.472473 = -5732401.027259 nChanged 220 SP:Iteration 36Q (9670.882530 sec): 3 clusters Score: Raw -5734580.179800 + Penalty 2104.472473 = -5732475.707328 nChanged 208 SP:Iteration 37Q (9670.971378 sec): 3 clusters Score: Raw -5734638.202767 + Penalty 2104.472473 = -5732533.730294 nChanged 177 SP:Iteration 38Q (9671.093460 sec): 3 clusters Score: Raw -5734685.146078 + Penalty 2104.472473 = -5732580.673606 nChanged 143 SP:Iteration 39Q (9671.211024 sec): 3 clusters Score: Raw -5734718.909515 + Penalty 2104.472473 = -5732614.437042 nChanged 121 SP:Iteration 40F (9671.338912 sec): 3 clusters Score: Raw -5734750.649267 + Penalty 2104.472473 = -5732646.176795 nChanged 108 SP:Iteration 41Q (9671.459515 sec): 3 clusters Score: Raw -5734779.630816 + Penalty 2104.472473 = -5732675.158344 nChanged 88 SP:Iteration 42Q (9671.561781 sec): 3 clusters Score: Raw -5734800.240531 + Penalty 2104.472473 = -5732695.768058 nChanged 71 SP:Iteration 43Q (9671.663156 sec): 3 clusters Score: Raw -5734813.188744 + Penalty 2104.472473 = -5732708.716272 nChanged 47 SP:Iteration 44Q (9671.774601 sec): 3 clusters Score: Raw -5734818.890762 + Penalty 2104.472473 = -5732714.418289 nChanged 37 SP:Iteration 45Q (9671.882695 sec): 3 clusters Score: Raw -5734823.746911 + Penalty 2104.472473 = -5732719.274439 nChanged 39 SP:Iteration 46Q (9671.982643 sec): 3 clusters Score: Raw -5734829.086029 + Penalty 2104.472473 = -5732724.613556 nChanged 38 SP:Iteration 47Q (9672.100590 sec): 3 clusters Score: Raw -5734834.397797 + Penalty 2104.472473 = -5732729.925324 nChanged 38 SP:Iteration 48Q (9672.208909 sec): 3 clusters Score: Raw -5734839.537821 + Penalty 2104.472473 = -5732735.065348 nChanged 34 SP:Iteration 49Q (9672.308410 sec): 3 clusters Score: Raw -5734844.720996 + Penalty 2104.472473 = -5732740.248523 nChanged 35 SP:Iteration 50Q (9672.423551 sec): 3 clusters Score: Raw -5734850.710826 + Penalty 2104.472473 = -5732746.238354 nChanged 41 SP:Iteration 51Q (9672.533659 sec): 3 clusters Score: Raw -5734856.632609 + Penalty 2104.472473 = -5732752.160136 nChanged 30 SP:Iteration 52Q (9672.640795 sec): 3 clusters Score: Raw -5734860.542755 + Penalty 2104.472473 = -5732756.070283 nChanged 24 SP:Iteration 53Q (9672.734100 sec): 3 clusters Score: Raw -5734864.209648 + Penalty 2104.472473 = -5732759.737176 nChanged 15 SP:Iteration 54Q (9672.833644 sec): 3 clusters Score: Raw -5734865.832056 + Penalty 2104.472473 = -5732761.359583 nChanged 18 SP:Iteration 55Q (9672.931565 sec): 3 clusters Score: Raw -5734867.696707 + Penalty 2104.472473 = -5732763.224235 nChanged 18 SP:Iteration 56Q (9673.039253 sec): 3 clusters Score: Raw -5734869.624955 + Penalty 2104.472473 = -5732765.152482 nChanged 17 SP:Iteration 57Q (9673.153757 sec): 3 clusters Score: Raw -5734871.944045 + Penalty 2104.472473 = -5732767.471573 nChanged 11 SP:Iteration 58Q (9673.262121 sec): 3 clusters Score: Raw -5734874.167357 + Penalty 2104.472473 = -5732769.694884 nChanged 12 SP:Iteration 59Q (9673.371080 sec): 3 clusters Score: Raw -5734875.530536 + Penalty 2104.472473 = -5732771.058064 nChanged 9 SP:Iteration 60F (9673.497358 sec): 3 clusters Score: Raw -5734877.050576 + Penalty 2104.472473 = -5732772.578103 nChanged 10 SP:Iteration 61Q (9673.596734 sec): 3 clusters Score: Raw -5734878.916296 + Penalty 2104.472473 = -5732774.443824 nChanged 9 SP:Iteration 62Q (9673.690149 sec): 3 clusters Score: Raw -5734880.015486 + Penalty 2104.472473 = -5732775.543013 nChanged 7 SP:Iteration 63Q (9673.820043 sec): 3 clusters Score: Raw -5734882.107968 + Penalty 2104.472473 = -5732777.635495 nChanged 8 SP:Iteration 64Q (9673.927402 sec): 3 clusters Score: Raw -5734883.754124 + Penalty 2104.472473 = -5732779.281652 nChanged 12 SP:Iteration 65Q (9674.022774 sec): 3 clusters Score: Raw -5734885.590212 + Penalty 2104.472473 = -5732781.117740 nChanged 8 SP:Iteration 66Q (9674.141143 sec): 3 clusters Score: Raw -5734886.678850 + Penalty 2104.472473 = -5732782.206378 nChanged 9 SP:Iteration 67Q (9674.245237 sec): 3 clusters Score: Raw -5734887.948749 + Penalty 2104.472473 = -5732783.476276 nChanged 8 SP:Iteration 68Q (9674.344889 sec): 3 clusters Score: Raw -5734889.421793 + Penalty 2104.472473 = -5732784.949320 nChanged 7 SP:Iteration 69Q (9674.466026 sec): 3 clusters Score: Raw -5734890.434191 + Penalty 2104.472473 = -5732785.961719 nChanged 8 SP:Iteration 70Q (9674.573057 sec): 3 clusters Score: Raw -5734891.275694 + Penalty 2104.472473 = -5732786.803222 nChanged 5 SP:Iteration 71Q (9674.680182 sec): 3 clusters Score: Raw -5734892.273537 + Penalty 2104.472473 = -5732787.801065 nChanged 5 SP:Iteration 72Q (9674.788808 sec): 3 clusters Score: Raw -5734893.112638 + Penalty 2104.472473 = -5732788.640165 nChanged 7 SP:Iteration 73Q (9674.884299 sec): 3 clusters Score: Raw -5734893.902152 + Penalty 2104.472473 = -5732789.429680 nChanged 5 SP:Iteration 74Q (9674.990744 sec): 3 clusters Score: Raw -5734894.368401 + Penalty 2104.472473 = -5732789.895929 nChanged 5 SP:Iteration 75Q (9675.088758 sec): 3 clusters Score: Raw -5734894.743661 + Penalty 2104.472473 = -5732790.271189 nChanged 7 SP:Iteration 76Q (9675.187050 sec): 3 clusters Score: Raw -5734895.531759 + Penalty 2104.472473 = -5732791.059287 nChanged 7 SP:Iteration 77Q (9675.287621 sec): 3 clusters Score: Raw -5734896.681522 + Penalty 2104.472473 = -5732792.209049 nChanged 6 SP:Iteration 78Q (9675.404726 sec): 3 clusters Score: Raw -5734897.780315 + Penalty 2104.472473 = -5732793.307843 nChanged 8 SP:Iteration 79Q (9675.519717 sec): 3 clusters Score: Raw -5734899.118155 + Penalty 2104.472473 = -5732794.645682 nChanged 10 SP:Iteration 80F (9675.628269 sec): 3 clusters Score: Raw -5734900.280648 + Penalty 2104.472473 = -5732795.808176 nChanged 5 SP:Iteration 81Q (9675.724139 sec): 3 clusters Score: Raw -5734900.861510 + Penalty 2104.472473 = -5732796.389037 nChanged 3 SP:Iteration 82Q (9675.833904 sec): 3 clusters Score: Raw -5734901.169774 + Penalty 2104.472473 = -5732796.697302 nChanged 3 SP:Iteration 83Q (9675.941103 sec): 3 clusters Score: Raw -5734901.666065 + Penalty 2104.472473 = -5732797.193593 nChanged 3 SP:Iteration 84Q (9676.049610 sec): 3 clusters Score: Raw -5734902.281239 + Penalty 2104.472473 = -5732797.808767 nChanged 7 SP:Iteration 85Q (9676.156162 sec): 3 clusters Score: Raw -5734902.955236 + Penalty 2104.472473 = -5732798.482763 nChanged 5 SP:Iteration 86Q (9676.241375 sec): 3 clusters Score: Raw -5734903.701266 + Penalty 2104.472473 = -5732799.228793 nChanged 3 SP:Iteration 87Q (9676.316934 sec): 3 clusters Score: Raw -5734904.100700 + Penalty 2104.472473 = -5732799.628227 nChanged 5 SP:Iteration 88Q (9676.428144 sec): 3 clusters Score: Raw -5734904.951621 + Penalty 2104.472473 = -5732800.479148 nChanged 7 SP:Iteration 89Q (9676.527207 sec): 3 clusters Score: Raw -5734906.498758 + Penalty 2104.472473 = -5732802.026285 nChanged 8 SP:Iteration 90Q (9676.632470 sec): 3 clusters Score: Raw -5734908.113956 + Penalty 2104.472473 = -5732803.641483 nChanged 11 SP:Iteration 91Q (9676.738598 sec): 3 clusters Score: Raw -5734910.051674 + Penalty 2104.472473 = -5732805.579201 nChanged 10 SP:Iteration 92Q (9676.831316 sec): 3 clusters Score: Raw -5734912.995583 + Penalty 2104.472473 = -5732808.523111 nChanged 18 SP:Iteration 93Q (9676.938031 sec): 3 clusters Score: Raw -5734916.569515 + Penalty 2104.472473 = -5732812.097043 nChanged 8 SP:Iteration 94Q (9677.049269 sec): 3 clusters Score: Raw -5734917.601120 + Penalty 2104.472473 = -5732813.128647 nChanged 4 SP:Iteration 95Q (9677.152080 sec): 3 clusters Score: Raw -5734918.435147 + Penalty 2104.472473 = -5732813.962675 nChanged 7 SP:Iteration 96Q (9677.247954 sec): 3 clusters Score: Raw -5734919.591352 + Penalty 2104.472473 = -5732815.118879 nChanged 8 SP:Iteration 97Q (9677.357334 sec): 3 clusters Score: Raw -5734920.794391 + Penalty 2104.472473 = -5732816.321918 nChanged 5 SP:Iteration 98Q (9677.467516 sec): 3 clusters Score: Raw -5734921.312554 + Penalty 2104.472473 = -5732816.840081 nChanged 5 SP:Iteration 99Q (9677.573637 sec): 3 clusters Score: Raw -5734921.774526 + Penalty 2104.472473 = -5732817.302054 nChanged 3 SP:Iteration 100F (9677.693170 sec): 3 clusters Score: Raw -5734922.355411 + Penalty 2104.472473 = -5732817.882939 nChanged 5 SP:Iteration 101Q (9677.797906 sec): 3 clusters Score: Raw -5734923.777019 + Penalty 2104.472473 = -5732819.304547 nChanged 7 SP:Iteration 102Q (9677.906199 sec): 3 clusters Score: Raw -5734924.842642 + Penalty 2104.472473 = -5732820.370169 nChanged 11 SP:Iteration 103Q (9678.009190 sec): 3 clusters Score: Raw -5734926.546992 + Penalty 2104.472473 = -5732822.074520 nChanged 10 SP:Iteration 104Q (9678.118284 sec): 3 clusters Score: Raw -5734928.680498 + Penalty 2104.472473 = -5732824.208025 nChanged 11 SP:Iteration 105Q (9678.212979 sec): 3 clusters Score: Raw -5734931.169616 + Penalty 2104.472473 = -5732826.697143 nChanged 9 SP:Iteration 106Q (9678.313061 sec): 3 clusters Score: Raw -5734933.050399 + Penalty 2104.472473 = -5732828.577926 nChanged 9 SP:Iteration 107Q (9678.422207 sec): 3 clusters Score: Raw -5734934.557298 + Penalty 2104.472473 = -5732830.084825 nChanged 8 SP:Iteration 108Q (9678.524161 sec): 3 clusters Score: Raw -5734936.333082 + Penalty 2104.472473 = -5732831.860610 nChanged 8 SP:Iteration 109Q (9678.602212 sec): 3 clusters Score: Raw -5734938.108395 + Penalty 2104.472473 = -5732833.635923 nChanged 8 SP:Iteration 110Q (9678.716541 sec): 3 clusters Score: Raw -5734940.482246 + Penalty 2104.472473 = -5732836.009774 nChanged 9 SP:Iteration 111Q (9678.831511 sec): 3 clusters Score: Raw -5734941.845360 + Penalty 2104.472473 = -5732837.372888 nChanged 9 SP:Iteration 112Q (9678.946992 sec): 3 clusters Score: Raw -5734943.087270 + Penalty 2104.472473 = -5732838.614797 nChanged 7 SP:Iteration 113Q (9679.064540 sec): 3 clusters Score: Raw -5734943.840343 + Penalty 2104.472473 = -5732839.367871 nChanged 5 SP:Iteration 114Q (9679.172415 sec): 3 clusters Score: Raw -5734944.836607 + Penalty 2104.472473 = -5732840.364134 nChanged 2 SP:Iteration 115Q (9679.283898 sec): 3 clusters Score: Raw -5734945.260041 + Penalty 2104.472473 = -5732840.787569 nChanged 0 SP:Iteration 116F (9679.391365 sec): 3 clusters Score: Raw -5734945.260041 + Penalty 2104.472473 = -5732840.787569 nChanged 0 Trying to split cluster 27 (37596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9679.444108 sec): 2 clusters Score: Raw -2969077.624614 + Penalty 1000.792029 = -2968076.832585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9679.541678 sec): 3 clusters Score: Raw -2945035.606085 + Penalty 2001.584059 = -2943034.022027 nChanged 17835 SP:Iteration 1F (9679.638398 sec): 3 clusters Score: Raw -2955894.811617 + Penalty 2001.584059 = -2953893.227559 nChanged 2049 SP:Iteration 2F (9679.724184 sec): 3 clusters Score: Raw -2956937.790706 + Penalty 2001.584059 = -2954936.206648 nChanged 2227 SP:Iteration 3F (9679.818803 sec): 3 clusters Score: Raw -2958197.257221 + Penalty 2001.584059 = -2956195.673162 nChanged 2308 SP:Iteration 4F (9679.907248 sec): 3 clusters Score: Raw -2959674.721616 + Penalty 2001.584059 = -2957673.137558 nChanged 2371 SP:Iteration 5F (9679.989560 sec): 3 clusters Score: Raw -2961354.664854 + Penalty 2001.584059 = -2959353.080795 nChanged 2277 SP:Iteration 6F (9680.081934 sec): 3 clusters Score: Raw -2962912.484938 + Penalty 2001.584059 = -2960910.900879 nChanged 1859 SP:Iteration 7Q (9680.176895 sec): 3 clusters Score: Raw -2964101.010523 + Penalty 2001.584059 = -2962099.426465 nChanged 1530 SP:Iteration 8Q (9680.269050 sec): 3 clusters Score: Raw -2964952.465889 + Penalty 2001.584059 = -2962950.881830 nChanged 1211 SP:Iteration 9Q (9680.354043 sec): 3 clusters Score: Raw -2965579.560700 + Penalty 2001.584059 = -2963577.976641 nChanged 989 SP:Iteration 10Q (9680.438537 sec): 3 clusters Score: Raw -2966046.305858 + Penalty 2001.584059 = -2964044.721800 nChanged 794 SP:Iteration 11Q (9680.537910 sec): 3 clusters Score: Raw -2966391.119091 + Penalty 2001.584059 = -2964389.535032 nChanged 662 SP:Iteration 12Q (9680.623268 sec): 3 clusters Score: Raw -2966676.210034 + Penalty 2001.584059 = -2964674.625975 nChanged 510 SP:Iteration 13Q (9680.712506 sec): 3 clusters Score: Raw -2966889.491291 + Penalty 2001.584059 = -2964887.907232 nChanged 470 SP:Iteration 14Q (9680.793343 sec): 3 clusters Score: Raw -2967095.044577 + Penalty 2001.584059 = -2965093.460518 nChanged 438 SP:Iteration 15Q (9680.881155 sec): 3 clusters Score: Raw -2967305.330950 + Penalty 2001.584059 = -2965303.746891 nChanged 417 SP:Iteration 16Q (9680.957079 sec): 3 clusters Score: Raw -2967517.323485 + Penalty 2001.584059 = -2965515.739426 nChanged 360 SP:Iteration 17Q (9681.044366 sec): 3 clusters Score: Raw -2967703.111206 + Penalty 2001.584059 = -2965701.527148 nChanged 331 SP:Iteration 18Q (9681.107777 sec): 3 clusters Score: Raw -2967865.822070 + Penalty 2001.584059 = -2965864.238011 nChanged 348 SP:Iteration 19Q (9681.195218 sec): 3 clusters Score: Raw -2968035.203286 + Penalty 2001.584059 = -2966033.619228 nChanged 308 SP:Iteration 20F (9681.287847 sec): 3 clusters Score: Raw -2968176.272903 + Penalty 2001.584059 = -2966174.688844 nChanged 290 SP:Iteration 21Q (9681.371739 sec): 3 clusters Score: Raw -2968303.518179 + Penalty 2001.584059 = -2966301.934120 nChanged 250 SP:Iteration 22Q (9681.434471 sec): 3 clusters Score: Raw -2968411.249429 + Penalty 2001.584059 = -2966409.665371 nChanged 231 SP:Iteration 23Q (9681.520152 sec): 3 clusters Score: Raw -2968521.736190 + Penalty 2001.584059 = -2966520.152132 nChanged 217 SP:Iteration 24Q (9681.604672 sec): 3 clusters Score: Raw -2968626.037776 + Penalty 2001.584059 = -2966624.453718 nChanged 199 SP:Iteration 25Q (9681.672266 sec): 3 clusters Score: Raw -2968718.129196 + Penalty 2001.584059 = -2966716.545137 nChanged 168 SP:Iteration 26Q (9681.757578 sec): 3 clusters Score: Raw -2968785.200403 + Penalty 2001.584059 = -2966783.616344 nChanged 133 SP:Iteration 27Q (9681.839034 sec): 3 clusters Score: Raw -2968837.629564 + Penalty 2001.584059 = -2966836.045505 nChanged 110 SP:Iteration 28Q (9681.926403 sec): 3 clusters Score: Raw -2968877.510608 + Penalty 2001.584059 = -2966875.926549 nChanged 108 SP:Iteration 29Q (9682.009782 sec): 3 clusters Score: Raw -2968918.966813 + Penalty 2001.584059 = -2966917.382755 nChanged 113 SP:Iteration 30Q (9682.094171 sec): 3 clusters Score: Raw -2968961.253560 + Penalty 2001.584059 = -2966959.669501 nChanged 110 SP:Iteration 31Q (9682.166488 sec): 3 clusters Score: Raw -2968998.834172 + Penalty 2001.584059 = -2966997.250113 nChanged 86 SP:Iteration 32Q (9682.255906 sec): 3 clusters Score: Raw -2969026.942513 + Penalty 2001.584059 = -2967025.358455 nChanged 83 SP:Iteration 33Q (9682.335173 sec): 3 clusters Score: Raw -2969051.794245 + Penalty 2001.584059 = -2967050.210186 nChanged 80 SP:Iteration 34Q (9682.419445 sec): 3 clusters Score: Raw -2969082.480715 + Penalty 2001.584059 = -2967080.896657 nChanged 83 SP:Iteration 35Q (9682.510473 sec): 3 clusters Score: Raw -2969116.554568 + Penalty 2001.584059 = -2967114.970509 nChanged 68 SP:Iteration 36Q (9682.592387 sec): 3 clusters Score: Raw -2969141.058013 + Penalty 2001.584059 = -2967139.473955 nChanged 52 SP:Iteration 37Q (9682.655726 sec): 3 clusters Score: Raw -2969157.269661 + Penalty 2001.584059 = -2967155.685603 nChanged 47 SP:Iteration 38Q (9682.739516 sec): 3 clusters Score: Raw -2969169.252805 + Penalty 2001.584059 = -2967167.668747 nChanged 39 SP:Iteration 39Q (9682.818147 sec): 3 clusters Score: Raw -2969178.103610 + Penalty 2001.584059 = -2967176.519551 nChanged 31 SP:Iteration 40F (9682.902907 sec): 3 clusters Score: Raw -2969185.112554 + Penalty 2001.584059 = -2967183.528495 nChanged 28 SP:Iteration 41Q (9682.990688 sec): 3 clusters Score: Raw -2969192.588271 + Penalty 2001.584059 = -2967191.004212 nChanged 23 SP:Iteration 42Q (9683.073298 sec): 3 clusters Score: Raw -2969198.477196 + Penalty 2001.584059 = -2967196.893137 nChanged 23 SP:Iteration 43Q (9683.149289 sec): 3 clusters Score: Raw -2969205.428832 + Penalty 2001.584059 = -2967203.844774 nChanged 32 SP:Iteration 44Q (9683.224793 sec): 3 clusters Score: Raw -2969212.292435 + Penalty 2001.584059 = -2967210.708376 nChanged 22 SP:Iteration 45Q (9683.316447 sec): 3 clusters Score: Raw -2969217.852565 + Penalty 2001.584059 = -2967216.268506 nChanged 21 SP:Iteration 46Q (9683.391217 sec): 3 clusters Score: Raw -2969222.672016 + Penalty 2001.584059 = -2967221.087958 nChanged 19 SP:Iteration 47Q (9683.472966 sec): 3 clusters Score: Raw -2969226.660871 + Penalty 2001.584059 = -2967225.076813 nChanged 23 SP:Iteration 48Q (9683.550755 sec): 3 clusters Score: Raw -2969231.807680 + Penalty 2001.584059 = -2967230.223621 nChanged 18 SP:Iteration 49Q (9683.624394 sec): 3 clusters Score: Raw -2969235.450106 + Penalty 2001.584059 = -2967233.866047 nChanged 15 SP:Iteration 50Q (9683.698952 sec): 3 clusters Score: Raw -2969237.801689 + Penalty 2001.584059 = -2967236.217630 nChanged 8 SP:Iteration 51Q (9683.790168 sec): 3 clusters Score: Raw -2969238.975376 + Penalty 2001.584059 = -2967237.391317 nChanged 9 SP:Iteration 52Q (9683.870365 sec): 3 clusters Score: Raw -2969240.151922 + Penalty 2001.584059 = -2967238.567863 nChanged 10 SP:Iteration 53Q (9683.949911 sec): 3 clusters Score: Raw -2969241.436295 + Penalty 2001.584059 = -2967239.852236 nChanged 7 SP:Iteration 54Q (9684.020404 sec): 3 clusters Score: Raw -2969242.215206 + Penalty 2001.584059 = -2967240.631147 nChanged 7 SP:Iteration 55Q (9684.064877 sec): 3 clusters Score: Raw -2969243.589241 + Penalty 2001.584059 = -2967242.005183 nChanged 8 SP:Iteration 56Q (9684.158882 sec): 3 clusters Score: Raw -2969245.308172 + Penalty 2001.584059 = -2967243.724113 nChanged 11 SP:Iteration 57Q (9684.232181 sec): 3 clusters Score: Raw -2969247.168861 + Penalty 2001.584059 = -2967245.584802 nChanged 9 SP:Iteration 58Q (9684.320180 sec): 3 clusters Score: Raw -2969248.802700 + Penalty 2001.584059 = -2967247.218641 nChanged 7 SP:Iteration 59Q (9684.398138 sec): 3 clusters Score: Raw -2969249.719909 + Penalty 2001.584059 = -2967248.135850 nChanged 5 SP:Iteration 60F (9684.495664 sec): 3 clusters Score: Raw -2969250.265211 + Penalty 2001.584059 = -2967248.681152 nChanged 1 SP:Iteration 61Q (9684.578424 sec): 3 clusters Score: Raw -2969250.315599 + Penalty 2001.584059 = -2967248.731540 nChanged 0 SP:Iteration 62F (9684.664336 sec): 3 clusters Score: Raw -2969250.315599 + Penalty 2001.584059 = -2967248.731540 nChanged 0 Trying to split cluster 28 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9684.690474 sec): 2 clusters Score: Raw -494471.470954 + Penalty 833.633164 = -493637.837791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9684.746816 sec): 3 clusters Score: Raw -490798.528443 + Penalty 1667.266328 = -489131.262116 nChanged 2805 SP:Iteration 1F (9684.802905 sec): 3 clusters Score: Raw -492507.426424 + Penalty 1667.266328 = -490840.160096 nChanged 454 SP:Iteration 2F (9684.858392 sec): 3 clusters Score: Raw -492787.359192 + Penalty 1667.266328 = -491120.092864 nChanged 403 SP:Iteration 3F (9684.903413 sec): 3 clusters Score: Raw -493030.317575 + Penalty 1667.266328 = -491363.051247 nChanged 374 SP:Iteration 4F (9684.958354 sec): 3 clusters Score: Raw -493237.313212 + Penalty 1667.266328 = -491570.046885 nChanged 325 SP:Iteration 5F (9685.014152 sec): 3 clusters Score: Raw -493418.516484 + Penalty 1667.266328 = -491751.250157 nChanged 277 SP:Iteration 6Q (9685.069320 sec): 3 clusters Score: Raw -493582.125855 + Penalty 1667.266328 = -491914.859528 nChanged 235 SP:Iteration 7Q (9685.125268 sec): 3 clusters Score: Raw -493713.788741 + Penalty 1667.266328 = -492046.522413 nChanged 205 SP:Iteration 8Q (9685.179008 sec): 3 clusters Score: Raw -493813.342094 + Penalty 1667.266328 = -492146.075766 nChanged 176 SP:Iteration 9Q (9685.235469 sec): 3 clusters Score: Raw -493892.582847 + Penalty 1667.266328 = -492225.316520 nChanged 131 SP:Iteration 10Q (9685.292266 sec): 3 clusters Score: Raw -493942.840231 + Penalty 1667.266328 = -492275.573903 nChanged 110 SP:Iteration 11Q (9685.354010 sec): 3 clusters Score: Raw -493980.252369 + Penalty 1667.266328 = -492312.986042 nChanged 101 SP:Iteration 12Q (9685.389668 sec): 3 clusters Score: Raw -494018.271320 + Penalty 1667.266328 = -492351.004993 nChanged 100 SP:Iteration 13Q (9685.442143 sec): 3 clusters Score: Raw -494058.377329 + Penalty 1667.266328 = -492391.111002 nChanged 107 SP:Iteration 14Q (9685.495608 sec): 3 clusters Score: Raw -494102.590243 + Penalty 1667.266328 = -492435.323915 nChanged 111 SP:Iteration 15Q (9685.545404 sec): 3 clusters Score: Raw -494140.658254 + Penalty 1667.266328 = -492473.391926 nChanged 82 SP:Iteration 16Q (9685.596772 sec): 3 clusters Score: Raw -494172.022422 + Penalty 1667.266328 = -492504.756094 nChanged 88 SP:Iteration 17Q (9685.646509 sec): 3 clusters Score: Raw -494208.124767 + Penalty 1667.266328 = -492540.858440 nChanged 83 SP:Iteration 18Q (9685.702151 sec): 3 clusters Score: Raw -494245.194317 + Penalty 1667.266328 = -492577.927989 nChanged 81 SP:Iteration 19Q (9685.757311 sec): 3 clusters Score: Raw -494277.079529 + Penalty 1667.266328 = -492609.813202 nChanged 88 SP:Iteration 20F (9685.824448 sec): 3 clusters Score: Raw -494307.934450 + Penalty 1667.266328 = -492640.668122 nChanged 84 SP:Iteration 21Q (9685.880364 sec): 3 clusters Score: Raw -494334.323890 + Penalty 1667.266328 = -492667.057562 nChanged 71 SP:Iteration 22Q (9685.917955 sec): 3 clusters Score: Raw -494357.822668 + Penalty 1667.266328 = -492690.556340 nChanged 65 SP:Iteration 23Q (9685.957178 sec): 3 clusters Score: Raw -494380.734467 + Penalty 1667.266328 = -492713.468139 nChanged 84 SP:Iteration 24Q (9686.015948 sec): 3 clusters Score: Raw -494411.695880 + Penalty 1667.266328 = -492744.429553 nChanged 72 SP:Iteration 25Q (9686.067982 sec): 3 clusters Score: Raw -494442.380675 + Penalty 1667.266328 = -492775.114348 nChanged 92 SP:Iteration 26Q (9686.110050 sec): 3 clusters Score: Raw -494480.967785 + Penalty 1667.266328 = -492813.701458 nChanged 76 SP:Iteration 27Q (9686.171895 sec): 3 clusters Score: Raw -494507.333558 + Penalty 1667.266328 = -492840.067231 nChanged 56 SP:Iteration 28Q (9686.212914 sec): 3 clusters Score: Raw -494526.192241 + Penalty 1667.266328 = -492858.925913 nChanged 52 SP:Iteration 29Q (9686.270765 sec): 3 clusters Score: Raw -494541.674505 + Penalty 1667.266328 = -492874.408177 nChanged 50 SP:Iteration 30Q (9686.312298 sec): 3 clusters Score: Raw -494559.448448 + Penalty 1667.266328 = -492892.182121 nChanged 57 SP:Iteration 31Q (9686.363373 sec): 3 clusters Score: Raw -494576.562113 + Penalty 1667.266328 = -492909.295785 nChanged 43 SP:Iteration 32Q (9686.418208 sec): 3 clusters Score: Raw -494589.326871 + Penalty 1667.266328 = -492922.060543 nChanged 41 SP:Iteration 33Q (9686.471397 sec): 3 clusters Score: Raw -494602.298485 + Penalty 1667.266328 = -492935.032157 nChanged 36 SP:Iteration 34Q (9686.525847 sec): 3 clusters Score: Raw -494613.296776 + Penalty 1667.266328 = -492946.030449 nChanged 36 SP:Iteration 35Q (9686.580146 sec): 3 clusters Score: Raw -494623.278664 + Penalty 1667.266328 = -492956.012336 nChanged 31 SP:Iteration 36Q (9686.631545 sec): 3 clusters Score: Raw -494632.236121 + Penalty 1667.266328 = -492964.969794 nChanged 34 SP:Iteration 37Q (9686.693723 sec): 3 clusters Score: Raw -494640.117690 + Penalty 1667.266328 = -492972.851362 nChanged 28 SP:Iteration 38Q (9686.738876 sec): 3 clusters Score: Raw -494648.035778 + Penalty 1667.266328 = -492980.769451 nChanged 21 SP:Iteration 39Q (9686.795231 sec): 3 clusters Score: Raw -494653.894340 + Penalty 1667.266328 = -492986.628012 nChanged 26 SP:Iteration 40F (9686.851006 sec): 3 clusters Score: Raw -494660.782217 + Penalty 1667.266328 = -492993.515890 nChanged 28 SP:Iteration 41Q (9686.898538 sec): 3 clusters Score: Raw -494668.779754 + Penalty 1667.266328 = -493001.513426 nChanged 29 SP:Iteration 42Q (9686.953537 sec): 3 clusters Score: Raw -494676.228404 + Penalty 1667.266328 = -493008.962076 nChanged 26 SP:Iteration 43Q (9687.008947 sec): 3 clusters Score: Raw -494683.714333 + Penalty 1667.266328 = -493016.448005 nChanged 25 SP:Iteration 44Q (9687.058753 sec): 3 clusters Score: Raw -494689.812293 + Penalty 1667.266328 = -493022.545965 nChanged 16 SP:Iteration 45Q (9687.110211 sec): 3 clusters Score: Raw -494693.134499 + Penalty 1667.266328 = -493025.868172 nChanged 11 SP:Iteration 46Q (9687.162332 sec): 3 clusters Score: Raw -494696.702828 + Penalty 1667.266328 = -493029.436500 nChanged 15 SP:Iteration 47Q (9687.215445 sec): 3 clusters Score: Raw -494702.787503 + Penalty 1667.266328 = -493035.521175 nChanged 21 SP:Iteration 48Q (9687.271653 sec): 3 clusters Score: Raw -494709.001858 + Penalty 1667.266328 = -493041.735530 nChanged 14 SP:Iteration 49Q (9687.316887 sec): 3 clusters Score: Raw -494712.297077 + Penalty 1667.266328 = -493045.030749 nChanged 13 SP:Iteration 50Q (9687.363782 sec): 3 clusters Score: Raw -494716.932431 + Penalty 1667.266328 = -493049.666103 nChanged 15 SP:Iteration 51Q (9687.425263 sec): 3 clusters Score: Raw -494723.756633 + Penalty 1667.266328 = -493056.490306 nChanged 19 SP:Iteration 52Q (9687.468558 sec): 3 clusters Score: Raw -494729.991669 + Penalty 1667.266328 = -493062.725342 nChanged 18 SP:Iteration 53Q (9687.519924 sec): 3 clusters Score: Raw -494734.480144 + Penalty 1667.266328 = -493067.213816 nChanged 14 SP:Iteration 54Q (9687.572352 sec): 3 clusters Score: Raw -494737.887629 + Penalty 1667.266328 = -493070.621301 nChanged 15 SP:Iteration 55Q (9687.626895 sec): 3 clusters Score: Raw -494741.834606 + Penalty 1667.266328 = -493074.568279 nChanged 10 SP:Iteration 56Q (9687.678764 sec): 3 clusters Score: Raw -494744.782376 + Penalty 1667.266328 = -493077.516048 nChanged 13 SP:Iteration 57Q (9687.746102 sec): 3 clusters Score: Raw -494747.317065 + Penalty 1667.266328 = -493080.050737 nChanged 7 SP:Iteration 58Q (9687.783896 sec): 3 clusters Score: Raw -494748.263691 + Penalty 1667.266328 = -493080.997364 nChanged 3 SP:Iteration 59Q (9687.827097 sec): 3 clusters Score: Raw -494749.248939 + Penalty 1667.266328 = -493081.982612 nChanged 5 SP:Iteration 60F (9687.888104 sec): 3 clusters Score: Raw -494750.109063 + Penalty 1667.266328 = -493082.842735 nChanged 2 SP:Iteration 61Q (9687.933039 sec): 3 clusters Score: Raw -494750.252478 + Penalty 1667.266328 = -493082.986151 nChanged 2 SP:Iteration 62Q (9687.981572 sec): 3 clusters Score: Raw -494750.465210 + Penalty 1667.266328 = -493083.198882 nChanged 1 SP:Iteration 63Q (9688.025015 sec): 3 clusters Score: Raw -494750.500788 + Penalty 1667.266328 = -493083.234461 nChanged 0 SP:Iteration 64F (9688.083959 sec): 3 clusters Score: Raw -494750.500788 + Penalty 1667.266328 = -493083.234461 nChanged 0 Trying to split cluster 29 (11427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9688.100303 sec): 2 clusters Score: Raw -901897.097702 + Penalty 887.654754 = -901009.442948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9688.161883 sec): 3 clusters Score: Raw -894987.386869 + Penalty 1775.309508 = -893212.077360 nChanged 5180 SP:Iteration 1F (9688.225459 sec): 3 clusters Score: Raw -897929.686141 + Penalty 1775.309508 = -896154.376632 nChanged 758 SP:Iteration 2F (9688.292860 sec): 3 clusters Score: Raw -898316.126037 + Penalty 1775.309508 = -896540.816528 nChanged 757 SP:Iteration 3F (9688.350343 sec): 3 clusters Score: Raw -898787.911676 + Penalty 1775.309508 = -897012.602168 nChanged 823 SP:Iteration 4F (9688.415512 sec): 3 clusters Score: Raw -899408.181050 + Penalty 1775.309508 = -897632.871542 nChanged 880 SP:Iteration 5F (9688.478219 sec): 3 clusters Score: Raw -900052.399600 + Penalty 1775.309508 = -898277.090092 nChanged 802 SP:Iteration 6F (9688.527466 sec): 3 clusters Score: Raw -900595.364384 + Penalty 1775.309508 = -898820.054875 nChanged 596 SP:Iteration 7F (9688.600088 sec): 3 clusters Score: Raw -900988.387477 + Penalty 1775.309508 = -899213.077969 nChanged 478 SP:Iteration 8Q (9688.644426 sec): 3 clusters Score: Raw -901316.031358 + Penalty 1775.309508 = -899540.721850 nChanged 352 SP:Iteration 9Q (9688.704274 sec): 3 clusters Score: Raw -901604.398196 + Penalty 1775.309508 = -899829.088687 nChanged 264 SP:Iteration 10Q (9688.771937 sec): 3 clusters Score: Raw -901839.573968 + Penalty 1775.309508 = -900064.264460 nChanged 190 SP:Iteration 11Q (9688.822867 sec): 3 clusters Score: Raw -902065.220489 + Penalty 1775.309508 = -900289.910981 nChanged 147 SP:Iteration 12Q (9688.874993 sec): 3 clusters Score: Raw -902200.644773 + Penalty 1775.309508 = -900425.335264 nChanged 112 SP:Iteration 13Q (9688.933829 sec): 3 clusters Score: Raw -902285.666743 + Penalty 1775.309508 = -900510.357235 nChanged 93 SP:Iteration 14Q (9688.995157 sec): 3 clusters Score: Raw -902342.278279 + Penalty 1775.309508 = -900566.968770 nChanged 62 SP:Iteration 15Q (9689.056014 sec): 3 clusters Score: Raw -902370.703789 + Penalty 1775.309508 = -900595.394280 nChanged 51 SP:Iteration 16Q (9689.110101 sec): 3 clusters Score: Raw -902388.524033 + Penalty 1775.309508 = -900613.214525 nChanged 40 SP:Iteration 17Q (9689.167695 sec): 3 clusters Score: Raw -902398.663212 + Penalty 1775.309508 = -900623.353703 nChanged 25 SP:Iteration 18Q (9689.218432 sec): 3 clusters Score: Raw -902404.197350 + Penalty 1775.309508 = -900628.887842 nChanged 25 SP:Iteration 19Q (9689.277084 sec): 3 clusters Score: Raw -902413.423549 + Penalty 1775.309508 = -900638.114040 nChanged 25 SP:Iteration 20F (9689.339267 sec): 3 clusters Score: Raw -902419.194543 + Penalty 1775.309508 = -900643.885035 nChanged 15 SP:Iteration 21Q (9689.407406 sec): 3 clusters Score: Raw -902422.279807 + Penalty 1775.309508 = -900646.970299 nChanged 12 SP:Iteration 22Q (9689.449865 sec): 3 clusters Score: Raw -902425.092600 + Penalty 1775.309508 = -900649.783091 nChanged 11 SP:Iteration 23Q (9689.508673 sec): 3 clusters Score: Raw -902427.612639 + Penalty 1775.309508 = -900652.303130 nChanged 18 SP:Iteration 24Q (9689.570496 sec): 3 clusters Score: Raw -902431.781038 + Penalty 1775.309508 = -900656.471529 nChanged 16 SP:Iteration 25Q (9689.632100 sec): 3 clusters Score: Raw -902435.431769 + Penalty 1775.309508 = -900660.122261 nChanged 9 SP:Iteration 26Q (9689.692853 sec): 3 clusters Score: Raw -902436.880053 + Penalty 1775.309508 = -900661.570544 nChanged 9 SP:Iteration 27Q (9689.753844 sec): 3 clusters Score: Raw -902438.193479 + Penalty 1775.309508 = -900662.883970 nChanged 3 SP:Iteration 28Q (9689.802327 sec): 3 clusters Score: Raw -902438.590368 + Penalty 1775.309508 = -900663.280859 nChanged 2 SP:Iteration 29Q (9689.868746 sec): 3 clusters Score: Raw -902439.018426 + Penalty 1775.309508 = -900663.708917 nChanged 1 SP:Iteration 30Q (9689.918476 sec): 3 clusters Score: Raw -902439.187027 + Penalty 1775.309508 = -900663.877519 nChanged 1 SP:Iteration 31Q (9689.980987 sec): 3 clusters Score: Raw -902439.206510 + Penalty 1775.309508 = -900663.897002 nChanged 0 SP:Iteration 32F (9690.025533 sec): 3 clusters Score: Raw -902439.206510 + Penalty 1775.309508 = -900663.897002 nChanged 0 Trying to split cluster 30 (3037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9690.053006 sec): 2 clusters Score: Raw -263583.467135 + Penalty 761.769419 = -262821.697716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9690.100529 sec): 3 clusters Score: Raw -261992.178062 + Penalty 1523.538838 = -260468.639224 nChanged 1195 SP:Iteration 1F (9690.152350 sec): 3 clusters Score: Raw -262705.069638 + Penalty 1523.538838 = -261181.530800 nChanged 226 SP:Iteration 2F (9690.204088 sec): 3 clusters Score: Raw -262858.361636 + Penalty 1523.538838 = -261334.822798 nChanged 176 SP:Iteration 3F (9690.245531 sec): 3 clusters Score: Raw -262975.182581 + Penalty 1523.538838 = -261451.643743 nChanged 156 SP:Iteration 4F (9690.301453 sec): 3 clusters Score: Raw -263069.462945 + Penalty 1523.538838 = -261545.924106 nChanged 142 SP:Iteration 5Q (9690.346820 sec): 3 clusters Score: Raw -263188.125023 + Penalty 1523.538838 = -261664.586185 nChanged 137 SP:Iteration 6Q (9690.394088 sec): 3 clusters Score: Raw -263326.591292 + Penalty 1523.538838 = -261803.052453 nChanged 143 SP:Iteration 7Q (9690.425846 sec): 3 clusters Score: Raw -263443.626016 + Penalty 1523.538838 = -261920.087177 nChanged 124 SP:Iteration 8Q (9690.471644 sec): 3 clusters Score: Raw -263551.263634 + Penalty 1523.538838 = -262027.724796 nChanged 110 SP:Iteration 9Q (9690.518073 sec): 3 clusters Score: Raw -263670.068826 + Penalty 1523.538838 = -262146.529988 nChanged 98 SP:Iteration 10Q (9690.574808 sec): 3 clusters Score: Raw -263788.080429 + Penalty 1523.538838 = -262264.541591 nChanged 82 SP:Iteration 11Q (9690.608815 sec): 3 clusters Score: Raw -263853.311985 + Penalty 1523.538838 = -262329.773146 nChanged 62 SP:Iteration 12Q (9690.672187 sec): 3 clusters Score: Raw -263903.728550 + Penalty 1523.538838 = -262380.189712 nChanged 56 SP:Iteration 13Q (9690.706874 sec): 3 clusters Score: Raw -263939.256275 + Penalty 1523.538838 = -262415.717437 nChanged 44 SP:Iteration 14Q (9690.752080 sec): 3 clusters Score: Raw -263964.199733 + Penalty 1523.538838 = -262440.660895 nChanged 32 SP:Iteration 15Q (9690.795871 sec): 3 clusters Score: Raw -263977.712149 + Penalty 1523.538838 = -262454.173311 nChanged 19 SP:Iteration 16Q (9690.841562 sec): 3 clusters Score: Raw -263984.659076 + Penalty 1523.538838 = -262461.120237 nChanged 17 SP:Iteration 17Q (9690.885935 sec): 3 clusters Score: Raw -263989.688166 + Penalty 1523.538838 = -262466.149328 nChanged 15 SP:Iteration 18Q (9690.930395 sec): 3 clusters Score: Raw -263994.017435 + Penalty 1523.538838 = -262470.478597 nChanged 11 SP:Iteration 19Q (9690.981683 sec): 3 clusters Score: Raw -263997.002363 + Penalty 1523.538838 = -262473.463525 nChanged 8 SP:Iteration 20F (9691.033440 sec): 3 clusters Score: Raw -263999.358872 + Penalty 1523.538838 = -262475.820034 nChanged 3 SP:Iteration 21Q (9691.084484 sec): 3 clusters Score: Raw -264000.024966 + Penalty 1523.538838 = -262476.486128 nChanged 2 SP:Iteration 22Q (9691.135882 sec): 3 clusters Score: Raw -264000.335650 + Penalty 1523.538838 = -262476.796812 nChanged 2 SP:Iteration 23Q (9691.192865 sec): 3 clusters Score: Raw -264001.211227 + Penalty 1523.538838 = -262477.672388 nChanged 5 SP:Iteration 24Q (9691.231649 sec): 3 clusters Score: Raw -264002.212662 + Penalty 1523.538838 = -262478.673824 nChanged 2 SP:Iteration 25Q (9691.274687 sec): 3 clusters Score: Raw -264002.926997 + Penalty 1523.538838 = -262479.388159 nChanged 2 SP:Iteration 26Q (9691.319549 sec): 3 clusters Score: Raw -264003.364107 + Penalty 1523.538838 = -262479.825269 nChanged 2 SP:Iteration 27Q (9691.382439 sec): 3 clusters Score: Raw -264003.738750 + Penalty 1523.538838 = -262480.199912 nChanged 2 SP:Iteration 28Q (9691.422691 sec): 3 clusters Score: Raw -264003.954018 + Penalty 1523.538838 = -262480.415180 nChanged 2 SP:Iteration 29Q (9691.471037 sec): 3 clusters Score: Raw -264004.262575 + Penalty 1523.538838 = -262480.723737 nChanged 0 SP:Iteration 30F (9691.522603 sec): 3 clusters Score: Raw -264004.262575 + Penalty 1523.538838 = -262480.723737 nChanged 0 Trying to split cluster 31 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9691.560084 sec): 2 clusters Score: Raw -178881.199241 + Penalty 720.360156 = -178160.839084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9691.597298 sec): 3 clusters Score: Raw -177926.211707 + Penalty 1440.720313 = -176485.491394 nChanged 771 SP:Iteration 1F (9691.648170 sec): 3 clusters Score: Raw -178394.945571 + Penalty 1440.720313 = -176954.225258 nChanged 158 SP:Iteration 2F (9691.699052 sec): 3 clusters Score: Raw -178498.695388 + Penalty 1440.720313 = -177057.975076 nChanged 104 SP:Iteration 3F (9691.738750 sec): 3 clusters Score: Raw -178569.658197 + Penalty 1440.720313 = -177128.937884 nChanged 77 SP:Iteration 4Q (9691.790270 sec): 3 clusters Score: Raw -178636.328372 + Penalty 1440.720313 = -177195.608059 nChanged 99 SP:Iteration 5F (9691.825055 sec): 3 clusters Score: Raw -178724.516373 + Penalty 1440.720313 = -177283.796060 nChanged 94 SP:Iteration 6Q (9691.869991 sec): 3 clusters Score: Raw -178792.104212 + Penalty 1440.720313 = -177351.383899 nChanged 79 SP:Iteration 7Q (9691.916827 sec): 3 clusters Score: Raw -178846.777460 + Penalty 1440.720313 = -177406.057147 nChanged 74 SP:Iteration 8Q (9691.967511 sec): 3 clusters Score: Raw -178892.588803 + Penalty 1440.720313 = -177451.868491 nChanged 58 SP:Iteration 9Q (9692.017765 sec): 3 clusters Score: Raw -178930.240757 + Penalty 1440.720313 = -177489.520444 nChanged 47 SP:Iteration 10Q (9692.067825 sec): 3 clusters Score: Raw -178957.741994 + Penalty 1440.720313 = -177517.021681 nChanged 41 SP:Iteration 11Q (9692.118108 sec): 3 clusters Score: Raw -178977.926581 + Penalty 1440.720313 = -177537.206268 nChanged 31 SP:Iteration 12Q (9692.157433 sec): 3 clusters Score: Raw -178990.794612 + Penalty 1440.720313 = -177550.074299 nChanged 27 SP:Iteration 13Q (9692.207228 sec): 3 clusters Score: Raw -179004.213676 + Penalty 1440.720313 = -177563.493364 nChanged 28 SP:Iteration 14Q (9692.247757 sec): 3 clusters Score: Raw -179020.991905 + Penalty 1440.720313 = -177580.271592 nChanged 27 SP:Iteration 15Q (9692.303629 sec): 3 clusters Score: Raw -179036.696802 + Penalty 1440.720313 = -177595.976489 nChanged 22 SP:Iteration 16Q (9692.339530 sec): 3 clusters Score: Raw -179049.835507 + Penalty 1440.720313 = -177609.115194 nChanged 21 SP:Iteration 17Q (9692.388532 sec): 3 clusters Score: Raw -179062.673485 + Penalty 1440.720313 = -177621.953172 nChanged 20 SP:Iteration 18Q (9692.426672 sec): 3 clusters Score: Raw -179071.710762 + Penalty 1440.720313 = -177630.990449 nChanged 11 SP:Iteration 19Q (9692.462993 sec): 3 clusters Score: Raw -179076.977769 + Penalty 1440.720313 = -177636.257456 nChanged 10 SP:Iteration 20F (9692.503153 sec): 3 clusters Score: Raw -179082.609120 + Penalty 1440.720313 = -177641.888807 nChanged 11 SP:Iteration 21Q (9692.554055 sec): 3 clusters Score: Raw -179087.461871 + Penalty 1440.720313 = -177646.741558 nChanged 12 SP:Iteration 22Q (9692.597858 sec): 3 clusters Score: Raw -179096.187177 + Penalty 1440.720313 = -177655.466864 nChanged 12 SP:Iteration 23Q (9692.641963 sec): 3 clusters Score: Raw -179103.806363 + Penalty 1440.720313 = -177663.086050 nChanged 8 SP:Iteration 24Q (9692.692217 sec): 3 clusters Score: Raw -179107.445007 + Penalty 1440.720313 = -177666.724694 nChanged 6 SP:Iteration 25Q (9692.725741 sec): 3 clusters Score: Raw -179110.475533 + Penalty 1440.720313 = -177669.755220 nChanged 8 SP:Iteration 26Q (9692.776200 sec): 3 clusters Score: Raw -179113.252184 + Penalty 1440.720313 = -177672.531871 nChanged 9 SP:Iteration 27Q (9692.822452 sec): 3 clusters Score: Raw -179118.675626 + Penalty 1440.720313 = -177677.955313 nChanged 15 SP:Iteration 28Q (9692.872636 sec): 3 clusters Score: Raw -179127.596782 + Penalty 1440.720313 = -177686.876469 nChanged 10 SP:Iteration 29Q (9692.918551 sec): 3 clusters Score: Raw -179130.793869 + Penalty 1440.720313 = -177690.073557 nChanged 8 SP:Iteration 30Q (9692.967334 sec): 3 clusters Score: Raw -179133.752092 + Penalty 1440.720313 = -177693.031779 nChanged 4 SP:Iteration 31Q (9693.021344 sec): 3 clusters Score: Raw -179134.854174 + Penalty 1440.720313 = -177694.133861 nChanged 2 SP:Iteration 32Q (9693.059484 sec): 3 clusters Score: Raw -179135.043750 + Penalty 1440.720313 = -177694.323437 nChanged 1 SP:Iteration 33Q (9693.104656 sec): 3 clusters Score: Raw -179135.137840 + Penalty 1440.720313 = -177694.417527 nChanged 0 SP:Iteration 34F (9693.161169 sec): 3 clusters Score: Raw -179135.137840 + Penalty 1440.720313 = -177694.417527 nChanged 0 Trying to split cluster 32 (175500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9693.356483 sec): 2 clusters Score: Raw -15074848.048274 + Penalty 1147.162461 = -15073700.885813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9693.620251 sec): 3 clusters Score: Raw -14957582.890612 + Penalty 2294.324921 = -14955288.565691 nChanged 85669 SP:Iteration 1F (9693.900836 sec): 3 clusters Score: Raw -15011658.149266 + Penalty 2294.324921 = -15009363.824345 nChanged 8464 SP:Iteration 2Q (9694.205077 sec): 3 clusters Score: Raw -15015481.289080 + Penalty 2294.324921 = -15013186.964159 nChanged 10026 SP:Iteration 3F (9694.481906 sec): 3 clusters Score: Raw -15021425.591639 + Penalty 2294.324921 = -15019131.266718 nChanged 11865 SP:Iteration 4F (9694.760093 sec): 3 clusters Score: Raw -15030336.116748 + Penalty 2294.324921 = -15028041.791827 nChanged 12832 SP:Iteration 5F (9695.032499 sec): 3 clusters Score: Raw -15041083.758709 + Penalty 2294.324921 = -15038789.433787 nChanged 11173 SP:Iteration 6F (9695.297563 sec): 3 clusters Score: Raw -15050251.349633 + Penalty 2294.324921 = -15047957.024712 nChanged 8517 SP:Iteration 7Q (9695.561798 sec): 3 clusters Score: Raw -15056435.288096 + Penalty 2294.324921 = -15054140.963175 nChanged 6201 SP:Iteration 8Q (9695.819972 sec): 3 clusters Score: Raw -15060576.023534 + Penalty 2294.324921 = -15058281.698613 nChanged 4698 SP:Iteration 9Q (9696.073247 sec): 3 clusters Score: Raw -15063530.687061 + Penalty 2294.324921 = -15061236.362140 nChanged 3823 SP:Iteration 10Q (9696.314749 sec): 3 clusters Score: Raw -15065868.936042 + Penalty 2294.324921 = -15063574.611121 nChanged 3213 SP:Iteration 11Q (9696.562010 sec): 3 clusters Score: Raw -15067825.138183 + Penalty 2294.324921 = -15065530.813262 nChanged 2799 SP:Iteration 12Q (9696.825920 sec): 3 clusters Score: Raw -15069540.334490 + Penalty 2294.324921 = -15067246.009569 nChanged 2321 SP:Iteration 13Q (9697.078120 sec): 3 clusters Score: Raw -15070971.522662 + Penalty 2294.324921 = -15068677.197741 nChanged 1903 SP:Iteration 14Q (9697.341384 sec): 3 clusters Score: Raw -15072146.898068 + Penalty 2294.324921 = -15069852.573147 nChanged 1449 SP:Iteration 15Q (9697.624565 sec): 3 clusters Score: Raw -15073005.970148 + Penalty 2294.324921 = -15070711.645227 nChanged 1094 SP:Iteration 16Q (9697.841448 sec): 3 clusters Score: Raw -15073620.065130 + Penalty 2294.324921 = -15071325.740209 nChanged 827 SP:Iteration 17Q (9698.031582 sec): 3 clusters Score: Raw -15074090.663478 + Penalty 2294.324921 = -15071796.338556 nChanged 624 SP:Iteration 18Q (9698.259970 sec): 3 clusters Score: Raw -15074443.323199 + Penalty 2294.324921 = -15072148.998278 nChanged 442 SP:Iteration 19Q (9698.495189 sec): 3 clusters Score: Raw -15074697.700578 + Penalty 2294.324921 = -15072403.375657 nChanged 320 SP:Iteration 20F (9698.761932 sec): 3 clusters Score: Raw -15074869.061036 + Penalty 2294.324921 = -15072574.736115 nChanged 223 SP:Iteration 21Q (9698.968576 sec): 3 clusters Score: Raw -15074988.910622 + Penalty 2294.324921 = -15072694.585701 nChanged 167 SP:Iteration 22Q (9699.180505 sec): 3 clusters Score: Raw -15075080.125888 + Penalty 2294.324921 = -15072785.800967 nChanged 132 SP:Iteration 23Q (9699.397700 sec): 3 clusters Score: Raw -15075151.621995 + Penalty 2294.324921 = -15072857.297073 nChanged 118 SP:Iteration 24Q (9699.630143 sec): 3 clusters Score: Raw -15075213.952219 + Penalty 2294.324921 = -15072919.627298 nChanged 85 SP:Iteration 25Q (9699.874909 sec): 3 clusters Score: Raw -15075258.830541 + Penalty 2294.324921 = -15072964.505620 nChanged 70 SP:Iteration 26Q (9700.099076 sec): 3 clusters Score: Raw -15075294.940266 + Penalty 2294.324921 = -15073000.615345 nChanged 64 SP:Iteration 27Q (9700.312147 sec): 3 clusters Score: Raw -15075323.895937 + Penalty 2294.324921 = -15073029.571016 nChanged 55 SP:Iteration 28Q (9700.547757 sec): 3 clusters Score: Raw -15075343.400536 + Penalty 2294.324921 = -15073049.075615 nChanged 46 SP:Iteration 29Q (9700.774357 sec): 3 clusters Score: Raw -15075357.949993 + Penalty 2294.324921 = -15073063.625072 nChanged 38 SP:Iteration 30Q (9701.002078 sec): 3 clusters Score: Raw -15075372.453478 + Penalty 2294.324921 = -15073078.128556 nChanged 39 SP:Iteration 31Q (9701.211980 sec): 3 clusters Score: Raw -15075384.089698 + Penalty 2294.324921 = -15073089.764776 nChanged 29 SP:Iteration 32Q (9701.434050 sec): 3 clusters Score: Raw -15075393.704091 + Penalty 2294.324921 = -15073099.379170 nChanged 32 SP:Iteration 33Q (9701.658374 sec): 3 clusters Score: Raw -15075402.569818 + Penalty 2294.324921 = -15073108.244897 nChanged 23 SP:Iteration 34Q (9701.887860 sec): 3 clusters Score: Raw -15075409.769935 + Penalty 2294.324921 = -15073115.445014 nChanged 21 SP:Iteration 35Q (9702.105503 sec): 3 clusters Score: Raw -15075413.932627 + Penalty 2294.324921 = -15073119.607706 nChanged 11 SP:Iteration 36Q (9702.312056 sec): 3 clusters Score: Raw -15075416.877925 + Penalty 2294.324921 = -15073122.553003 nChanged 13 SP:Iteration 37Q (9702.524855 sec): 3 clusters Score: Raw -15075419.614965 + Penalty 2294.324921 = -15073125.290044 nChanged 10 SP:Iteration 38Q (9702.743756 sec): 3 clusters Score: Raw -15075421.170209 + Penalty 2294.324921 = -15073126.845288 nChanged 9 SP:Iteration 39Q (9702.984389 sec): 3 clusters Score: Raw -15075423.831318 + Penalty 2294.324921 = -15073129.506397 nChanged 12 SP:Iteration 40F (9703.245215 sec): 3 clusters Score: Raw -15075429.924607 + Penalty 2294.324921 = -15073135.599686 nChanged 21 SP:Iteration 41Q (9703.433393 sec): 3 clusters Score: Raw -15075436.152818 + Penalty 2294.324921 = -15073141.827897 nChanged 18 SP:Iteration 42Q (9703.659790 sec): 3 clusters Score: Raw -15075441.088578 + Penalty 2294.324921 = -15073146.763657 nChanged 19 SP:Iteration 43Q (9703.883509 sec): 3 clusters Score: Raw -15075444.855230 + Penalty 2294.324921 = -15073150.530309 nChanged 16 SP:Iteration 44Q (9704.113002 sec): 3 clusters Score: Raw -15075448.417966 + Penalty 2294.324921 = -15073154.093045 nChanged 9 SP:Iteration 45Q (9704.334038 sec): 3 clusters Score: Raw -15075451.054757 + Penalty 2294.324921 = -15073156.729836 nChanged 9 SP:Iteration 46Q (9704.542139 sec): 3 clusters Score: Raw -15075453.140417 + Penalty 2294.324921 = -15073158.815496 nChanged 4 SP:Iteration 47Q (9704.765967 sec): 3 clusters Score: Raw -15075454.404886 + Penalty 2294.324921 = -15073160.079965 nChanged 8 SP:Iteration 48Q (9704.979966 sec): 3 clusters Score: Raw -15075455.344437 + Penalty 2294.324921 = -15073161.019516 nChanged 1 SP:Iteration 49Q (9705.202914 sec): 3 clusters Score: Raw -15075455.512985 + Penalty 2294.324921 = -15073161.188064 nChanged 2 SP:Iteration 50Q (9705.431093 sec): 3 clusters Score: Raw -15075456.171294 + Penalty 2294.324921 = -15073161.846373 nChanged 4 SP:Iteration 51Q (9705.645773 sec): 3 clusters Score: Raw -15075456.768668 + Penalty 2294.324921 = -15073162.443747 nChanged 2 SP:Iteration 52Q (9705.832894 sec): 3 clusters Score: Raw -15075456.923204 + Penalty 2294.324921 = -15073162.598282 nChanged 1 SP:Iteration 53Q (9706.036643 sec): 3 clusters Score: Raw -15075457.032186 + Penalty 2294.324921 = -15073162.707265 nChanged 1 SP:Iteration 54Q (9706.248939 sec): 3 clusters Score: Raw -15075457.102775 + Penalty 2294.324921 = -15073162.777854 nChanged 0 SP:Iteration 55F (9706.513719 sec): 3 clusters Score: Raw -15075457.102775 + Penalty 2294.324921 = -15073162.777854 nChanged 0 Trying to split cluster 33 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9706.538996 sec): 2 clusters Score: Raw -15787.817339 + Penalty 525.672001 = -15262.145338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9706.589040 sec): 3 clusters Score: Raw -15774.788636 + Penalty 1051.344003 = -14723.444633 nChanged 76 SP:Iteration 1F (9706.636821 sec): 3 clusters Score: Raw -15974.782198 + Penalty 1051.344003 = -14923.438196 nChanged 30 SP:Iteration 2F (9706.674850 sec): 3 clusters Score: Raw -16139.334678 + Penalty 1051.344003 = -15087.990676 nChanged 28 SP:Iteration 3F (9706.724111 sec): 3 clusters Score: Raw -16248.145420 + Penalty 1051.344003 = -15196.801417 nChanged 14 SP:Iteration 4F (9706.773435 sec): 3 clusters Score: Raw -16288.960194 + Penalty 1051.344003 = -15237.616191 nChanged 3 SP:Iteration 5Q (9706.820498 sec): 3 clusters Score: Raw -16300.023179 + Penalty 1051.344003 = -15248.679176 nChanged 2 SP:Iteration 6Q (9706.857706 sec): 3 clusters Score: Raw -16308.206069 + Penalty 1051.344003 = -15256.862066 nChanged 1 SP:Iteration 7Q (9706.905112 sec): 3 clusters Score: Raw -16312.590316 + Penalty 1051.344003 = -15261.246313 nChanged 0 SP:Iteration 8F (9706.951767 sec): 3 clusters Score: Raw -16312.590316 + Penalty 1051.344003 = -15261.246313 nChanged 0 Trying to split cluster 34 (7735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9706.984971 sec): 2 clusters Score: Raw -637318.342100 + Penalty 850.583522 = -636467.758578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9707.045000 sec): 3 clusters Score: Raw -632797.121335 + Penalty 1701.167045 = -631095.954290 nChanged 3424 SP:Iteration 1F (9707.090649 sec): 3 clusters Score: Raw -634745.926545 + Penalty 1701.167045 = -633044.759500 nChanged 484 SP:Iteration 2F (9707.148076 sec): 3 clusters Score: Raw -634989.633409 + Penalty 1701.167045 = -633288.466364 nChanged 468 SP:Iteration 3F (9707.205826 sec): 3 clusters Score: Raw -635256.576773 + Penalty 1701.167045 = -633555.409728 nChanged 437 SP:Iteration 4F (9707.262286 sec): 3 clusters Score: Raw -635539.339074 + Penalty 1701.167045 = -633838.172029 nChanged 415 SP:Iteration 5F (9707.321057 sec): 3 clusters Score: Raw -635826.807516 + Penalty 1701.167045 = -634125.640471 nChanged 395 SP:Iteration 6F (9707.383967 sec): 3 clusters Score: Raw -636158.535388 + Penalty 1701.167045 = -634457.368343 nChanged 371 SP:Iteration 7Q (9707.434793 sec): 3 clusters Score: Raw -636463.313538 + Penalty 1701.167045 = -634762.146493 nChanged 309 SP:Iteration 8Q (9707.502792 sec): 3 clusters Score: Raw -636700.137690 + Penalty 1701.167045 = -634998.970645 nChanged 250 SP:Iteration 9Q (9707.546222 sec): 3 clusters Score: Raw -636891.985960 + Penalty 1701.167045 = -635190.818916 nChanged 189 SP:Iteration 10Q (9707.603282 sec): 3 clusters Score: Raw -637014.025570 + Penalty 1701.167045 = -635312.858525 nChanged 120 SP:Iteration 11Q (9707.659676 sec): 3 clusters Score: Raw -637088.224618 + Penalty 1701.167045 = -635387.057573 nChanged 104 SP:Iteration 12Q (9707.716279 sec): 3 clusters Score: Raw -637146.257469 + Penalty 1701.167045 = -635445.090424 nChanged 92 SP:Iteration 13Q (9707.772322 sec): 3 clusters Score: Raw -637200.802303 + Penalty 1701.167045 = -635499.635258 nChanged 86 SP:Iteration 14Q (9707.825847 sec): 3 clusters Score: Raw -637255.598726 + Penalty 1701.167045 = -635554.431681 nChanged 58 SP:Iteration 15Q (9707.879861 sec): 3 clusters Score: Raw -637286.836361 + Penalty 1701.167045 = -635585.669316 nChanged 39 SP:Iteration 16Q (9707.929030 sec): 3 clusters Score: Raw -637307.006705 + Penalty 1701.167045 = -635605.839660 nChanged 36 SP:Iteration 17Q (9707.984709 sec): 3 clusters Score: Raw -637327.430415 + Penalty 1701.167045 = -635626.263370 nChanged 36 SP:Iteration 18Q (9708.020770 sec): 3 clusters Score: Raw -637350.969274 + Penalty 1701.167045 = -635649.802229 nChanged 35 SP:Iteration 19Q (9708.073162 sec): 3 clusters Score: Raw -637375.822161 + Penalty 1701.167045 = -635674.655116 nChanged 32 SP:Iteration 20F (9708.131673 sec): 3 clusters Score: Raw -637400.279213 + Penalty 1701.167045 = -635699.112168 nChanged 29 SP:Iteration 21Q (9708.186882 sec): 3 clusters Score: Raw -637420.054249 + Penalty 1701.167045 = -635718.887204 nChanged 24 SP:Iteration 22Q (9708.242097 sec): 3 clusters Score: Raw -637437.407825 + Penalty 1701.167045 = -635736.240780 nChanged 13 SP:Iteration 23Q (9708.297422 sec): 3 clusters Score: Raw -637445.639805 + Penalty 1701.167045 = -635744.472760 nChanged 8 SP:Iteration 24Q (9708.352945 sec): 3 clusters Score: Raw -637452.183308 + Penalty 1701.167045 = -635751.016263 nChanged 8 SP:Iteration 25Q (9708.408639 sec): 3 clusters Score: Raw -637459.105478 + Penalty 1701.167045 = -635757.938434 nChanged 6 SP:Iteration 26Q (9708.464650 sec): 3 clusters Score: Raw -637461.643393 + Penalty 1701.167045 = -635760.476348 nChanged 3 SP:Iteration 27Q (9708.525671 sec): 3 clusters Score: Raw -637467.999989 + Penalty 1701.167045 = -635766.832944 nChanged 2 SP:Iteration 28Q (9708.567484 sec): 3 clusters Score: Raw -637469.107467 + Penalty 1701.167045 = -635767.940422 nChanged 3 SP:Iteration 29Q (9708.624401 sec): 3 clusters Score: Raw -637469.979778 + Penalty 1701.167045 = -635768.812733 nChanged 0 SP:Iteration 30F (9708.673835 sec): 3 clusters Score: Raw -637469.979778 + Penalty 1701.167045 = -635768.812733 nChanged 0 Trying to split cluster 35 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9708.699654 sec): 2 clusters Score: Raw -7552.208770 + Penalty 450.768552 = -7101.440218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9708.749495 sec): 3 clusters Score: Raw -7648.348211 + Penalty 901.537104 = -6746.811107 nChanged 17 SP:Iteration 1F (9708.798382 sec): 3 clusters Score: Raw -7712.803804 + Penalty 901.537104 = -6811.266699 nChanged 4 SP:Iteration 2Q (9708.839876 sec): 3 clusters Score: Raw -7716.805036 + Penalty 901.537104 = -6815.267932 nChanged 0 SP:Iteration 3F (9708.888614 sec): 3 clusters Score: Raw -7716.805036 + Penalty 901.537104 = -6815.267932 nChanged 0 Trying to split cluster 36 (8400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9708.922610 sec): 2 clusters Score: Raw -703162.596288 + Penalty 858.418764 = -702304.177524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9708.983700 sec): 3 clusters Score: Raw -698342.692508 + Penalty 1716.837527 = -696625.854980 nChanged 3713 SP:Iteration 1F (9709.037862 sec): 3 clusters Score: Raw -700616.725175 + Penalty 1716.837527 = -698899.887648 nChanged 637 SP:Iteration 2F (9709.085419 sec): 3 clusters Score: Raw -701068.648100 + Penalty 1716.837527 = -699351.810573 nChanged 615 SP:Iteration 3F (9709.140686 sec): 3 clusters Score: Raw -701514.703666 + Penalty 1716.837527 = -699797.866139 nChanged 531 SP:Iteration 4F (9709.193472 sec): 3 clusters Score: Raw -701873.482391 + Penalty 1716.837527 = -700156.644864 nChanged 415 SP:Iteration 5Q (9709.253210 sec): 3 clusters Score: Raw -702121.904196 + Penalty 1716.837527 = -700405.066669 nChanged 307 SP:Iteration 6Q (9709.306616 sec): 3 clusters Score: Raw -702281.435380 + Penalty 1716.837527 = -700564.597853 nChanged 233 SP:Iteration 7Q (9709.366721 sec): 3 clusters Score: Raw -702404.392281 + Penalty 1716.837527 = -700687.554754 nChanged 182 SP:Iteration 8Q (9709.427178 sec): 3 clusters Score: Raw -702500.134658 + Penalty 1716.837527 = -700783.297131 nChanged 157 SP:Iteration 9Q (9709.476322 sec): 3 clusters Score: Raw -702579.232928 + Penalty 1716.837527 = -700862.395401 nChanged 138 SP:Iteration 10Q (9709.535951 sec): 3 clusters Score: Raw -702664.638210 + Penalty 1716.837527 = -700947.800683 nChanged 140 SP:Iteration 11Q (9709.597825 sec): 3 clusters Score: Raw -702756.277462 + Penalty 1716.837527 = -701039.439935 nChanged 131 SP:Iteration 12Q (9709.647250 sec): 3 clusters Score: Raw -702871.612429 + Penalty 1716.837527 = -701154.774902 nChanged 123 SP:Iteration 13Q (9709.697800 sec): 3 clusters Score: Raw -702977.887692 + Penalty 1716.837527 = -701261.050165 nChanged 94 SP:Iteration 14Q (9709.755623 sec): 3 clusters Score: Raw -703083.956540 + Penalty 1716.837527 = -701367.119013 nChanged 78 SP:Iteration 15Q (9709.809011 sec): 3 clusters Score: Raw -703178.837929 + Penalty 1716.837527 = -701462.000402 nChanged 67 SP:Iteration 16Q (9709.854132 sec): 3 clusters Score: Raw -703278.516806 + Penalty 1716.837527 = -701561.679279 nChanged 69 SP:Iteration 17Q (9709.909983 sec): 3 clusters Score: Raw -703356.479818 + Penalty 1716.837527 = -701639.642291 nChanged 64 SP:Iteration 18Q (9709.962491 sec): 3 clusters Score: Raw -703424.593116 + Penalty 1716.837527 = -701707.755589 nChanged 62 SP:Iteration 19Q (9710.015215 sec): 3 clusters Score: Raw -703498.283946 + Penalty 1716.837527 = -701781.446419 nChanged 45 SP:Iteration 20F (9710.067630 sec): 3 clusters Score: Raw -703522.725371 + Penalty 1716.837527 = -701805.887844 nChanged 27 SP:Iteration 21Q (9710.118595 sec): 3 clusters Score: Raw -703532.603525 + Penalty 1716.837527 = -701815.765998 nChanged 11 SP:Iteration 22Q (9710.176782 sec): 3 clusters Score: Raw -703535.476671 + Penalty 1716.837527 = -701818.639144 nChanged 7 SP:Iteration 23Q (9710.223529 sec): 3 clusters Score: Raw -703537.790449 + Penalty 1716.837527 = -701820.952921 nChanged 8 SP:Iteration 24Q (9710.270692 sec): 3 clusters Score: Raw -703541.909580 + Penalty 1716.837527 = -701825.072053 nChanged 11 SP:Iteration 25Q (9710.314939 sec): 3 clusters Score: Raw -703545.941397 + Penalty 1716.837527 = -701829.103870 nChanged 9 SP:Iteration 26Q (9710.371884 sec): 3 clusters Score: Raw -703547.682758 + Penalty 1716.837527 = -701830.845231 nChanged 8 SP:Iteration 27Q (9710.426141 sec): 3 clusters Score: Raw -703549.042312 + Penalty 1716.837527 = -701832.204784 nChanged 2 SP:Iteration 28Q (9710.454602 sec): 3 clusters Score: Raw -703549.811814 + Penalty 1716.837527 = -701832.974287 nChanged 3 SP:Iteration 29Q (9710.511437 sec): 3 clusters Score: Raw -703550.655695 + Penalty 1716.837527 = -701833.818168 nChanged 1 SP:Iteration 30Q (9710.548178 sec): 3 clusters Score: Raw -703550.837342 + Penalty 1716.837527 = -701833.999815 nChanged 3 SP:Iteration 31Q (9710.599221 sec): 3 clusters Score: Raw -703551.217390 + Penalty 1716.837527 = -701834.379863 nChanged 1 SP:Iteration 32Q (9710.651224 sec): 3 clusters Score: Raw -703551.358374 + Penalty 1716.837527 = -701834.520847 nChanged 2 SP:Iteration 33Q (9710.709638 sec): 3 clusters Score: Raw -703551.450047 + Penalty 1716.837527 = -701834.612520 nChanged 0 SP:Iteration 34F (9710.759040 sec): 3 clusters Score: Raw -703551.450047 + Penalty 1716.837527 = -701834.612520 nChanged 0 Trying to split cluster 37 (16011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9710.796651 sec): 2 clusters Score: Raw -1394007.084212 + Penalty 919.697970 = -1393087.386242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9710.864030 sec): 3 clusters Score: Raw -1384210.435700 + Penalty 1839.395940 = -1382371.039759 nChanged 7335 SP:Iteration 1F (9710.909934 sec): 3 clusters Score: Raw -1388353.302289 + Penalty 1839.395940 = -1386513.906348 nChanged 814 SP:Iteration 2F (9710.972049 sec): 3 clusters Score: Raw -1388683.730857 + Penalty 1839.395940 = -1386844.334917 nChanged 811 SP:Iteration 3F (9711.033762 sec): 3 clusters Score: Raw -1389027.660699 + Penalty 1839.395940 = -1387188.264759 nChanged 846 SP:Iteration 4F (9711.091863 sec): 3 clusters Score: Raw -1389419.548920 + Penalty 1839.395940 = -1387580.152980 nChanged 895 SP:Iteration 5F (9711.158281 sec): 3 clusters Score: Raw -1389917.050204 + Penalty 1839.395940 = -1388077.654264 nChanged 919 SP:Iteration 6F (9711.224752 sec): 3 clusters Score: Raw -1390453.130732 + Penalty 1839.395940 = -1388613.734791 nChanged 889 SP:Iteration 7F (9711.279788 sec): 3 clusters Score: Raw -1391025.685897 + Penalty 1839.395940 = -1389186.289956 nChanged 815 SP:Iteration 8F (9711.332781 sec): 3 clusters Score: Raw -1391544.938726 + Penalty 1839.395940 = -1389705.542786 nChanged 713 SP:Iteration 9Q (9711.399750 sec): 3 clusters Score: Raw -1392027.764194 + Penalty 1839.395940 = -1390188.368254 nChanged 630 SP:Iteration 10Q (9711.467043 sec): 3 clusters Score: Raw -1392461.248647 + Penalty 1839.395940 = -1390621.852707 nChanged 580 SP:Iteration 11Q (9711.533624 sec): 3 clusters Score: Raw -1392778.583765 + Penalty 1839.395940 = -1390939.187825 nChanged 430 SP:Iteration 12Q (9711.602642 sec): 3 clusters Score: Raw -1392988.376224 + Penalty 1839.395940 = -1391148.980284 nChanged 320 SP:Iteration 13Q (9711.654675 sec): 3 clusters Score: Raw -1393141.520758 + Penalty 1839.395940 = -1391302.124818 nChanged 272 SP:Iteration 14Q (9711.720326 sec): 3 clusters Score: Raw -1393270.698967 + Penalty 1839.395940 = -1391431.303026 nChanged 247 SP:Iteration 15Q (9711.797575 sec): 3 clusters Score: Raw -1393378.103628 + Penalty 1839.395940 = -1391538.707687 nChanged 198 SP:Iteration 16Q (9711.852484 sec): 3 clusters Score: Raw -1393457.816820 + Penalty 1839.395940 = -1391618.420880 nChanged 178 SP:Iteration 17Q (9711.918041 sec): 3 clusters Score: Raw -1393528.389202 + Penalty 1839.395940 = -1391688.993262 nChanged 150 SP:Iteration 18Q (9711.984626 sec): 3 clusters Score: Raw -1393583.166993 + Penalty 1839.395940 = -1391743.771052 nChanged 149 SP:Iteration 19Q (9712.049618 sec): 3 clusters Score: Raw -1393641.962143 + Penalty 1839.395940 = -1391802.566202 nChanged 159 SP:Iteration 20F (9712.101615 sec): 3 clusters Score: Raw -1393697.645398 + Penalty 1839.395940 = -1391858.249458 nChanged 147 SP:Iteration 21Q (9712.170140 sec): 3 clusters Score: Raw -1393741.683552 + Penalty 1839.395940 = -1391902.287612 nChanged 110 SP:Iteration 22Q (9712.238837 sec): 3 clusters Score: Raw -1393771.457937 + Penalty 1839.395940 = -1391932.061996 nChanged 109 SP:Iteration 23Q (9712.298635 sec): 3 clusters Score: Raw -1393797.838296 + Penalty 1839.395940 = -1391958.442356 nChanged 88 SP:Iteration 24Q (9712.352625 sec): 3 clusters Score: Raw -1393815.227691 + Penalty 1839.395940 = -1391975.831751 nChanged 89 SP:Iteration 25Q (9712.417773 sec): 3 clusters Score: Raw -1393837.294204 + Penalty 1839.395940 = -1391997.898264 nChanged 95 SP:Iteration 26Q (9712.493450 sec): 3 clusters Score: Raw -1393863.317519 + Penalty 1839.395940 = -1392023.921579 nChanged 85 SP:Iteration 27Q (9712.548225 sec): 3 clusters Score: Raw -1393884.036240 + Penalty 1839.395940 = -1392044.640300 nChanged 81 SP:Iteration 28Q (9712.597623 sec): 3 clusters Score: Raw -1393905.715142 + Penalty 1839.395940 = -1392066.319202 nChanged 77 SP:Iteration 29Q (9712.655045 sec): 3 clusters Score: Raw -1393924.812885 + Penalty 1839.395940 = -1392085.416944 nChanged 67 SP:Iteration 30Q (9712.723727 sec): 3 clusters Score: Raw -1393943.809635 + Penalty 1839.395940 = -1392104.413694 nChanged 56 SP:Iteration 31Q (9712.781507 sec): 3 clusters Score: Raw -1393959.810442 + Penalty 1839.395940 = -1392120.414502 nChanged 60 SP:Iteration 32Q (9712.842796 sec): 3 clusters Score: Raw -1393976.134127 + Penalty 1839.395940 = -1392136.738187 nChanged 70 SP:Iteration 33Q (9712.904101 sec): 3 clusters Score: Raw -1393999.969762 + Penalty 1839.395940 = -1392160.573822 nChanged 72 SP:Iteration 34Q (9712.963720 sec): 3 clusters Score: Raw -1394021.263115 + Penalty 1839.395940 = -1392181.867174 nChanged 71 SP:Iteration 35Q (9713.027857 sec): 3 clusters Score: Raw -1394045.429979 + Penalty 1839.395940 = -1392206.034039 nChanged 68 SP:Iteration 36Q (9713.093300 sec): 3 clusters Score: Raw -1394066.440299 + Penalty 1839.395940 = -1392227.044359 nChanged 70 SP:Iteration 37Q (9713.153440 sec): 3 clusters Score: Raw -1394086.168122 + Penalty 1839.395940 = -1392246.772182 nChanged 61 SP:Iteration 38Q (9713.225076 sec): 3 clusters Score: Raw -1394103.742033 + Penalty 1839.395940 = -1392264.346093 nChanged 65 SP:Iteration 39Q (9713.284275 sec): 3 clusters Score: Raw -1394120.378923 + Penalty 1839.395940 = -1392280.982983 nChanged 55 SP:Iteration 40F (9713.351488 sec): 3 clusters Score: Raw -1394132.951361 + Penalty 1839.395940 = -1392293.555420 nChanged 35 SP:Iteration 41Q (9713.414953 sec): 3 clusters Score: Raw -1394139.393070 + Penalty 1839.395940 = -1392299.997130 nChanged 29 SP:Iteration 42Q (9713.478977 sec): 3 clusters Score: Raw -1394145.788658 + Penalty 1839.395940 = -1392306.392717 nChanged 28 SP:Iteration 43Q (9713.543114 sec): 3 clusters Score: Raw -1394152.224719 + Penalty 1839.395940 = -1392312.828779 nChanged 33 SP:Iteration 44Q (9713.592290 sec): 3 clusters Score: Raw -1394162.632173 + Penalty 1839.395940 = -1392323.236233 nChanged 37 SP:Iteration 45Q (9713.647017 sec): 3 clusters Score: Raw -1394172.233137 + Penalty 1839.395940 = -1392332.837197 nChanged 27 SP:Iteration 46Q (9713.704904 sec): 3 clusters Score: Raw -1394179.372188 + Penalty 1839.395940 = -1392339.976248 nChanged 40 SP:Iteration 47Q (9713.770766 sec): 3 clusters Score: Raw -1394190.951773 + Penalty 1839.395940 = -1392351.555833 nChanged 39 SP:Iteration 48Q (9713.839590 sec): 3 clusters Score: Raw -1394202.610407 + Penalty 1839.395940 = -1392363.214467 nChanged 34 SP:Iteration 49Q (9713.896678 sec): 3 clusters Score: Raw -1394211.332186 + Penalty 1839.395940 = -1392371.936245 nChanged 27 SP:Iteration 50Q (9713.960772 sec): 3 clusters Score: Raw -1394219.875628 + Penalty 1839.395940 = -1392380.479687 nChanged 24 SP:Iteration 51Q (9714.024163 sec): 3 clusters Score: Raw -1394225.946417 + Penalty 1839.395940 = -1392386.550477 nChanged 19 SP:Iteration 52Q (9714.089622 sec): 3 clusters Score: Raw -1394230.012163 + Penalty 1839.395940 = -1392390.616223 nChanged 16 SP:Iteration 53Q (9714.160039 sec): 3 clusters Score: Raw -1394233.235268 + Penalty 1839.395940 = -1392393.839327 nChanged 15 SP:Iteration 54Q (9714.222202 sec): 3 clusters Score: Raw -1394236.064619 + Penalty 1839.395940 = -1392396.668679 nChanged 11 SP:Iteration 55Q (9714.273225 sec): 3 clusters Score: Raw -1394237.821137 + Penalty 1839.395940 = -1392398.425197 nChanged 9 SP:Iteration 56Q (9714.329178 sec): 3 clusters Score: Raw -1394239.808751 + Penalty 1839.395940 = -1392400.412810 nChanged 14 SP:Iteration 57Q (9714.386796 sec): 3 clusters Score: Raw -1394242.145897 + Penalty 1839.395940 = -1392402.749956 nChanged 7 SP:Iteration 58Q (9714.461050 sec): 3 clusters Score: Raw -1394243.562256 + Penalty 1839.395940 = -1392404.166315 nChanged 6 SP:Iteration 59Q (9714.512702 sec): 3 clusters Score: Raw -1394244.920207 + Penalty 1839.395940 = -1392405.524266 nChanged 8 SP:Iteration 60F (9714.577849 sec): 3 clusters Score: Raw -1394246.667098 + Penalty 1839.395940 = -1392407.271158 nChanged 3 SP:Iteration 61Q (9714.640015 sec): 3 clusters Score: Raw -1394247.179876 + Penalty 1839.395940 = -1392407.783936 nChanged 4 SP:Iteration 62Q (9714.704292 sec): 3 clusters Score: Raw -1394247.854371 + Penalty 1839.395940 = -1392408.458430 nChanged 2 SP:Iteration 63Q (9714.767833 sec): 3 clusters Score: Raw -1394248.110247 + Penalty 1839.395940 = -1392408.714307 nChanged 1 SP:Iteration 64Q (9714.831397 sec): 3 clusters Score: Raw -1394248.210376 + Penalty 1839.395940 = -1392408.814435 nChanged 0 SP:Iteration 65F (9714.888310 sec): 3 clusters Score: Raw -1394248.210376 + Penalty 1839.395940 = -1392408.814435 nChanged 0 Trying to split cluster 38 (2607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9714.915060 sec): 2 clusters Score: Raw -237615.827911 + Penalty 747.265764 = -236868.562147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9714.966277 sec): 3 clusters Score: Raw -236346.306803 + Penalty 1494.531529 = -234851.775274 nChanged 1020 SP:Iteration 1F (9715.016114 sec): 3 clusters Score: Raw -237054.134443 + Penalty 1494.531529 = -235559.602915 nChanged 254 SP:Iteration 2F (9715.073783 sec): 3 clusters Score: Raw -237297.936514 + Penalty 1494.531529 = -235803.404985 nChanged 208 SP:Iteration 3F (9715.112470 sec): 3 clusters Score: Raw -237499.539680 + Penalty 1494.531529 = -236005.008151 nChanged 192 SP:Iteration 4F (9715.156394 sec): 3 clusters Score: Raw -237686.734916 + Penalty 1494.531529 = -236192.203387 nChanged 128 SP:Iteration 5Q (9715.194831 sec): 3 clusters Score: Raw -237773.361393 + Penalty 1494.531529 = -236278.829864 nChanged 76 SP:Iteration 6Q (9715.237233 sec): 3 clusters Score: Raw -237813.497669 + Penalty 1494.531529 = -236318.966140 nChanged 61 SP:Iteration 7Q (9715.300348 sec): 3 clusters Score: Raw -237840.182794 + Penalty 1494.531529 = -236345.651265 nChanged 44 SP:Iteration 8Q (9715.339865 sec): 3 clusters Score: Raw -237863.678656 + Penalty 1494.531529 = -236369.147127 nChanged 36 SP:Iteration 9Q (9715.390923 sec): 3 clusters Score: Raw -237893.235615 + Penalty 1494.531529 = -236398.704086 nChanged 31 SP:Iteration 10Q (9715.441969 sec): 3 clusters Score: Raw -237916.239149 + Penalty 1494.531529 = -236421.707620 nChanged 33 SP:Iteration 11Q (9715.493193 sec): 3 clusters Score: Raw -237930.079884 + Penalty 1494.531529 = -236435.548355 nChanged 13 SP:Iteration 12Q (9715.544229 sec): 3 clusters Score: Raw -237935.909543 + Penalty 1494.531529 = -236441.378014 nChanged 15 SP:Iteration 13Q (9715.595432 sec): 3 clusters Score: Raw -237941.113501 + Penalty 1494.531529 = -236446.581973 nChanged 13 SP:Iteration 14Q (9715.641310 sec): 3 clusters Score: Raw -237944.550572 + Penalty 1494.531529 = -236450.019043 nChanged 6 SP:Iteration 15Q (9715.700017 sec): 3 clusters Score: Raw -237946.809846 + Penalty 1494.531529 = -236452.278317 nChanged 7 SP:Iteration 16Q (9715.741305 sec): 3 clusters Score: Raw -237948.277042 + Penalty 1494.531529 = -236453.745513 nChanged 2 SP:Iteration 17Q (9715.784103 sec): 3 clusters Score: Raw -237948.865844 + Penalty 1494.531529 = -236454.334315 nChanged 0 SP:Iteration 18F (9715.830111 sec): 3 clusters Score: Raw -237948.865844 + Penalty 1494.531529 = -236454.334315 nChanged 0 Trying to split cluster 39 (6396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9715.858892 sec): 2 clusters Score: Raw -548868.266302 + Penalty 832.525667 = -548035.740635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9715.923485 sec): 3 clusters Score: Raw -545232.961026 + Penalty 1665.051334 = -543567.909692 nChanged 2767 SP:Iteration 1F (9715.969881 sec): 3 clusters Score: Raw -546763.933849 + Penalty 1665.051334 = -545098.882515 nChanged 390 SP:Iteration 2F (9716.014446 sec): 3 clusters Score: Raw -546963.606487 + Penalty 1665.051334 = -545298.555153 nChanged 367 SP:Iteration 3F (9716.069931 sec): 3 clusters Score: Raw -547173.078416 + Penalty 1665.051334 = -545508.027082 nChanged 375 SP:Iteration 4F (9716.125694 sec): 3 clusters Score: Raw -547397.554378 + Penalty 1665.051334 = -545732.503044 nChanged 383 SP:Iteration 5F (9716.181470 sec): 3 clusters Score: Raw -547676.144561 + Penalty 1665.051334 = -546011.093227 nChanged 367 SP:Iteration 6F (9716.228537 sec): 3 clusters Score: Raw -547916.574681 + Penalty 1665.051334 = -546251.523347 nChanged 310 SP:Iteration 7Q (9716.283011 sec): 3 clusters Score: Raw -548115.423301 + Penalty 1665.051334 = -546450.371967 nChanged 289 SP:Iteration 8Q (9716.340734 sec): 3 clusters Score: Raw -548300.726470 + Penalty 1665.051334 = -546635.675136 nChanged 259 SP:Iteration 9Q (9716.394730 sec): 3 clusters Score: Raw -548445.223916 + Penalty 1665.051334 = -546780.172582 nChanged 223 SP:Iteration 10Q (9716.445901 sec): 3 clusters Score: Raw -548558.947660 + Penalty 1665.051334 = -546893.896326 nChanged 184 SP:Iteration 11Q (9716.511280 sec): 3 clusters Score: Raw -548653.170144 + Penalty 1665.051334 = -546988.118810 nChanged 157 SP:Iteration 12Q (9716.553880 sec): 3 clusters Score: Raw -548726.971467 + Penalty 1665.051334 = -547061.920133 nChanged 98 SP:Iteration 13Q (9716.603243 sec): 3 clusters Score: Raw -548763.960691 + Penalty 1665.051334 = -547098.909357 nChanged 76 SP:Iteration 14Q (9716.664338 sec): 3 clusters Score: Raw -548784.889947 + Penalty 1665.051334 = -547119.838613 nChanged 53 SP:Iteration 15Q (9716.706702 sec): 3 clusters Score: Raw -548798.019251 + Penalty 1665.051334 = -547132.967917 nChanged 47 SP:Iteration 16Q (9716.755633 sec): 3 clusters Score: Raw -548808.926751 + Penalty 1665.051334 = -547143.875417 nChanged 50 SP:Iteration 17Q (9716.804706 sec): 3 clusters Score: Raw -548821.833215 + Penalty 1665.051334 = -547156.781881 nChanged 45 SP:Iteration 18Q (9716.853282 sec): 3 clusters Score: Raw -548832.503465 + Penalty 1665.051334 = -547167.452131 nChanged 33 SP:Iteration 19Q (9716.911229 sec): 3 clusters Score: Raw -548840.377595 + Penalty 1665.051334 = -547175.326261 nChanged 32 SP:Iteration 20F (9716.959057 sec): 3 clusters Score: Raw -548847.774317 + Penalty 1665.051334 = -547182.722983 nChanged 33 SP:Iteration 21Q (9716.996803 sec): 3 clusters Score: Raw -548855.033212 + Penalty 1665.051334 = -547189.981878 nChanged 21 SP:Iteration 22Q (9717.037840 sec): 3 clusters Score: Raw -548861.757351 + Penalty 1665.051334 = -547196.706017 nChanged 20 SP:Iteration 23Q (9717.084270 sec): 3 clusters Score: Raw -548866.244323 + Penalty 1665.051334 = -547201.192989 nChanged 23 SP:Iteration 24Q (9717.129408 sec): 3 clusters Score: Raw -548872.698664 + Penalty 1665.051334 = -547207.647330 nChanged 34 SP:Iteration 25Q (9717.168042 sec): 3 clusters Score: Raw -548881.619206 + Penalty 1665.051334 = -547216.567872 nChanged 40 SP:Iteration 26Q (9717.207295 sec): 3 clusters Score: Raw -548890.920656 + Penalty 1665.051334 = -547225.869322 nChanged 31 SP:Iteration 27Q (9717.250333 sec): 3 clusters Score: Raw -548899.533832 + Penalty 1665.051334 = -547234.482498 nChanged 47 SP:Iteration 28Q (9717.294675 sec): 3 clusters Score: Raw -548919.500378 + Penalty 1665.051334 = -547254.449044 nChanged 55 SP:Iteration 29Q (9717.341235 sec): 3 clusters Score: Raw -548941.383127 + Penalty 1665.051334 = -547276.331793 nChanged 44 SP:Iteration 30Q (9717.396416 sec): 3 clusters Score: Raw -548956.414116 + Penalty 1665.051334 = -547291.362782 nChanged 44 SP:Iteration 31Q (9717.439235 sec): 3 clusters Score: Raw -548968.210125 + Penalty 1665.051334 = -547303.158791 nChanged 33 SP:Iteration 32Q (9717.486458 sec): 3 clusters Score: Raw -548975.579177 + Penalty 1665.051334 = -547310.527843 nChanged 28 SP:Iteration 33Q (9717.530125 sec): 3 clusters Score: Raw -548983.009291 + Penalty 1665.051334 = -547317.957957 nChanged 22 SP:Iteration 34Q (9717.578174 sec): 3 clusters Score: Raw -548987.146972 + Penalty 1665.051334 = -547322.095638 nChanged 13 SP:Iteration 35Q (9717.623257 sec): 3 clusters Score: Raw -548989.223707 + Penalty 1665.051334 = -547324.172373 nChanged 8 SP:Iteration 36Q (9717.673477 sec): 3 clusters Score: Raw -548990.371394 + Penalty 1665.051334 = -547325.320060 nChanged 10 SP:Iteration 37Q (9717.721526 sec): 3 clusters Score: Raw -548992.078971 + Penalty 1665.051334 = -547327.027637 nChanged 13 SP:Iteration 38Q (9717.769483 sec): 3 clusters Score: Raw -548994.071997 + Penalty 1665.051334 = -547329.020663 nChanged 12 SP:Iteration 39Q (9717.818186 sec): 3 clusters Score: Raw -548996.462242 + Penalty 1665.051334 = -547331.410908 nChanged 18 SP:Iteration 40F (9717.868076 sec): 3 clusters Score: Raw -548999.877404 + Penalty 1665.051334 = -547334.826070 nChanged 13 SP:Iteration 41Q (9717.912725 sec): 3 clusters Score: Raw -549003.143820 + Penalty 1665.051334 = -547338.092486 nChanged 19 SP:Iteration 42Q (9717.973095 sec): 3 clusters Score: Raw -549009.727888 + Penalty 1665.051334 = -547344.676554 nChanged 19 SP:Iteration 43Q (9718.025046 sec): 3 clusters Score: Raw -549014.451338 + Penalty 1665.051334 = -547349.400004 nChanged 16 SP:Iteration 44Q (9718.069463 sec): 3 clusters Score: Raw -549018.345918 + Penalty 1665.051334 = -547353.294584 nChanged 17 SP:Iteration 45Q (9718.109552 sec): 3 clusters Score: Raw -549021.739558 + Penalty 1665.051334 = -547356.688224 nChanged 18 SP:Iteration 46Q (9718.154712 sec): 3 clusters Score: Raw -549026.396940 + Penalty 1665.051334 = -547361.345606 nChanged 15 SP:Iteration 47Q (9718.209434 sec): 3 clusters Score: Raw -549031.230956 + Penalty 1665.051334 = -547366.179622 nChanged 23 SP:Iteration 48Q (9718.264614 sec): 3 clusters Score: Raw -549039.151740 + Penalty 1665.051334 = -547374.100406 nChanged 24 SP:Iteration 49Q (9718.319454 sec): 3 clusters Score: Raw -549046.649013 + Penalty 1665.051334 = -547381.597679 nChanged 24 SP:Iteration 50Q (9718.374392 sec): 3 clusters Score: Raw -549057.660127 + Penalty 1665.051334 = -547392.608793 nChanged 25 SP:Iteration 51Q (9718.429309 sec): 3 clusters Score: Raw -549076.392271 + Penalty 1665.051334 = -547411.340937 nChanged 34 SP:Iteration 52Q (9718.482531 sec): 3 clusters Score: Raw -549092.654088 + Penalty 1665.051334 = -547427.602754 nChanged 34 SP:Iteration 53Q (9718.533415 sec): 3 clusters Score: Raw -549104.572656 + Penalty 1665.051334 = -547439.521322 nChanged 28 SP:Iteration 54Q (9718.588591 sec): 3 clusters Score: Raw -549113.337849 + Penalty 1665.051334 = -547448.286515 nChanged 20 SP:Iteration 55Q (9718.646973 sec): 3 clusters Score: Raw -549120.203438 + Penalty 1665.051334 = -547455.152104 nChanged 20 SP:Iteration 56Q (9718.699468 sec): 3 clusters Score: Raw -549127.015968 + Penalty 1665.051334 = -547461.964634 nChanged 20 SP:Iteration 57Q (9718.754296 sec): 3 clusters Score: Raw -549133.018602 + Penalty 1665.051334 = -547467.967268 nChanged 16 SP:Iteration 58Q (9718.808368 sec): 3 clusters Score: Raw -549136.415194 + Penalty 1665.051334 = -547471.363860 nChanged 11 SP:Iteration 59Q (9718.862274 sec): 3 clusters Score: Raw -549138.808720 + Penalty 1665.051334 = -547473.757386 nChanged 10 SP:Iteration 60F (9718.917968 sec): 3 clusters Score: Raw -549141.428777 + Penalty 1665.051334 = -547476.377443 nChanged 8 SP:Iteration 61Q (9718.972064 sec): 3 clusters Score: Raw -549142.826482 + Penalty 1665.051334 = -547477.775148 nChanged 4 SP:Iteration 62Q (9719.026535 sec): 3 clusters Score: Raw -549143.245008 + Penalty 1665.051334 = -547478.193674 nChanged 2 SP:Iteration 63Q (9719.076871 sec): 3 clusters Score: Raw -549144.164774 + Penalty 1665.051334 = -547479.113440 nChanged 4 SP:Iteration 64Q (9719.112576 sec): 3 clusters Score: Raw -549145.073885 + Penalty 1665.051334 = -547480.022550 nChanged 4 SP:Iteration 65Q (9719.166468 sec): 3 clusters Score: Raw -549145.960360 + Penalty 1665.051334 = -547480.909026 nChanged 5 SP:Iteration 66Q (9719.223574 sec): 3 clusters Score: Raw -549146.638843 + Penalty 1665.051334 = -547481.587509 nChanged 10 SP:Iteration 67Q (9719.273377 sec): 3 clusters Score: Raw -549148.199950 + Penalty 1665.051334 = -547483.148616 nChanged 7 SP:Iteration 68Q (9719.309923 sec): 3 clusters Score: Raw -549149.540269 + Penalty 1665.051334 = -547484.488935 nChanged 7 SP:Iteration 69Q (9719.358628 sec): 3 clusters Score: Raw -549151.009023 + Penalty 1665.051334 = -547485.957689 nChanged 6 SP:Iteration 70Q (9719.425401 sec): 3 clusters Score: Raw -549152.871148 + Penalty 1665.051334 = -547487.819814 nChanged 7 SP:Iteration 71Q (9719.468869 sec): 3 clusters Score: Raw -549154.016650 + Penalty 1665.051334 = -547488.965316 nChanged 4 SP:Iteration 72Q (9719.526255 sec): 3 clusters Score: Raw -549154.843074 + Penalty 1665.051334 = -547489.791740 nChanged 2 SP:Iteration 73Q (9719.588686 sec): 3 clusters Score: Raw -549155.737150 + Penalty 1665.051334 = -547490.685816 nChanged 3 SP:Iteration 74Q (9719.635350 sec): 3 clusters Score: Raw -549157.393759 + Penalty 1665.051334 = -547492.342424 nChanged 4 SP:Iteration 75Q (9719.679398 sec): 3 clusters Score: Raw -549158.513379 + Penalty 1665.051334 = -547493.462045 nChanged 4 SP:Iteration 76Q (9719.733726 sec): 3 clusters Score: Raw -549159.179060 + Penalty 1665.051334 = -547494.127725 nChanged 2 SP:Iteration 77Q (9719.774351 sec): 3 clusters Score: Raw -549159.602295 + Penalty 1665.051334 = -547494.550961 nChanged 3 SP:Iteration 78Q (9719.821535 sec): 3 clusters Score: Raw -549160.146804 + Penalty 1665.051334 = -547495.095470 nChanged 1 SP:Iteration 79Q (9719.875762 sec): 3 clusters Score: Raw -549160.380322 + Penalty 1665.051334 = -547495.328988 nChanged 0 SP:Iteration 80F (9719.929830 sec): 3 clusters Score: Raw -549160.380322 + Penalty 1665.051334 = -547495.328988 nChanged 0 Trying to split cluster 40 (26570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9719.979816 sec): 2 clusters Score: Raw -2348918.579394 + Penalty 967.816114 = -2347950.763281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9720.060984 sec): 3 clusters Score: Raw -2332168.561800 + Penalty 1935.632227 = -2330232.929573 nChanged 12461 SP:Iteration 1F (9720.132281 sec): 3 clusters Score: Raw -2339908.474828 + Penalty 1935.632227 = -2337972.842601 nChanged 1642 SP:Iteration 2F (9720.209137 sec): 3 clusters Score: Raw -2340758.664641 + Penalty 1935.632227 = -2338823.032413 nChanged 1652 SP:Iteration 3F (9720.289945 sec): 3 clusters Score: Raw -2341789.928490 + Penalty 1935.632227 = -2339854.296263 nChanged 1744 SP:Iteration 4F (9720.355325 sec): 3 clusters Score: Raw -2342992.046063 + Penalty 1935.632227 = -2341056.413836 nChanged 1724 SP:Iteration 5F (9720.434301 sec): 3 clusters Score: Raw -2344290.997028 + Penalty 1935.632227 = -2342355.364801 nChanged 1691 SP:Iteration 6F (9720.512765 sec): 3 clusters Score: Raw -2345628.591396 + Penalty 1935.632227 = -2343692.959169 nChanged 1549 SP:Iteration 7F (9720.596488 sec): 3 clusters Score: Raw -2346720.079564 + Penalty 1935.632227 = -2344784.447336 nChanged 1143 SP:Iteration 8Q (9720.674812 sec): 3 clusters Score: Raw -2347343.437738 + Penalty 1935.632227 = -2345407.805511 nChanged 776 SP:Iteration 9Q (9720.735094 sec): 3 clusters Score: Raw -2347654.556650 + Penalty 1935.632227 = -2345718.924423 nChanged 472 SP:Iteration 10Q (9720.812832 sec): 3 clusters Score: Raw -2347801.160443 + Penalty 1935.632227 = -2345865.528216 nChanged 325 SP:Iteration 11Q (9720.890819 sec): 3 clusters Score: Raw -2347893.247208 + Penalty 1935.632227 = -2345957.614981 nChanged 265 SP:Iteration 12Q (9720.973955 sec): 3 clusters Score: Raw -2347968.790864 + Penalty 1935.632227 = -2346033.158637 nChanged 258 SP:Iteration 13Q (9721.053407 sec): 3 clusters Score: Raw -2348035.709806 + Penalty 1935.632227 = -2346100.077578 nChanged 226 SP:Iteration 14Q (9721.126014 sec): 3 clusters Score: Raw -2348082.702476 + Penalty 1935.632227 = -2346147.070249 nChanged 197 SP:Iteration 15Q (9721.202618 sec): 3 clusters Score: Raw -2348123.501842 + Penalty 1935.632227 = -2346187.869614 nChanged 182 SP:Iteration 16Q (9721.270380 sec): 3 clusters Score: Raw -2348161.542477 + Penalty 1935.632227 = -2346225.910249 nChanged 189 SP:Iteration 17Q (9721.334321 sec): 3 clusters Score: Raw -2348201.159499 + Penalty 1935.632227 = -2346265.527272 nChanged 199 SP:Iteration 18Q (9721.408797 sec): 3 clusters Score: Raw -2348248.088351 + Penalty 1935.632227 = -2346312.456124 nChanged 195 SP:Iteration 19Q (9721.489465 sec): 3 clusters Score: Raw -2348287.387844 + Penalty 1935.632227 = -2346351.755617 nChanged 177 SP:Iteration 20F (9721.568854 sec): 3 clusters Score: Raw -2348317.947268 + Penalty 1935.632227 = -2346382.315041 nChanged 140 SP:Iteration 21Q (9721.638176 sec): 3 clusters Score: Raw -2348337.963784 + Penalty 1935.632227 = -2346402.331557 nChanged 119 SP:Iteration 22Q (9721.711548 sec): 3 clusters Score: Raw -2348354.604073 + Penalty 1935.632227 = -2346418.971845 nChanged 122 SP:Iteration 23Q (9721.779156 sec): 3 clusters Score: Raw -2348370.223800 + Penalty 1935.632227 = -2346434.591573 nChanged 113 SP:Iteration 24Q (9721.863939 sec): 3 clusters Score: Raw -2348386.281096 + Penalty 1935.632227 = -2346450.648868 nChanged 130 SP:Iteration 25Q (9721.942110 sec): 3 clusters Score: Raw -2348405.334367 + Penalty 1935.632227 = -2346469.702139 nChanged 125 SP:Iteration 26Q (9722.018701 sec): 3 clusters Score: Raw -2348422.293900 + Penalty 1935.632227 = -2346486.661673 nChanged 148 SP:Iteration 27Q (9722.095307 sec): 3 clusters Score: Raw -2348446.878829 + Penalty 1935.632227 = -2346511.246602 nChanged 152 SP:Iteration 28Q (9722.169110 sec): 3 clusters Score: Raw -2348470.094221 + Penalty 1935.632227 = -2346534.461994 nChanged 148 SP:Iteration 29Q (9722.212959 sec): 3 clusters Score: Raw -2348491.999390 + Penalty 1935.632227 = -2346556.367163 nChanged 138 SP:Iteration 30Q (9722.291916 sec): 3 clusters Score: Raw -2348511.229388 + Penalty 1935.632227 = -2346575.597161 nChanged 137 SP:Iteration 31Q (9722.363477 sec): 3 clusters Score: Raw -2348530.572274 + Penalty 1935.632227 = -2346594.940047 nChanged 127 SP:Iteration 32Q (9722.434138 sec): 3 clusters Score: Raw -2348548.159621 + Penalty 1935.632227 = -2346612.527393 nChanged 99 SP:Iteration 33Q (9722.502528 sec): 3 clusters Score: Raw -2348560.952863 + Penalty 1935.632227 = -2346625.320636 nChanged 115 SP:Iteration 34Q (9722.579351 sec): 3 clusters Score: Raw -2348577.621643 + Penalty 1935.632227 = -2346641.989415 nChanged 120 SP:Iteration 35Q (9722.659807 sec): 3 clusters Score: Raw -2348593.950907 + Penalty 1935.632227 = -2346658.318680 nChanged 114 SP:Iteration 36Q (9722.728892 sec): 3 clusters Score: Raw -2348608.867940 + Penalty 1935.632227 = -2346673.235712 nChanged 111 SP:Iteration 37Q (9722.805440 sec): 3 clusters Score: Raw -2348625.048674 + Penalty 1935.632227 = -2346689.416447 nChanged 120 SP:Iteration 38Q (9722.881627 sec): 3 clusters Score: Raw -2348642.330468 + Penalty 1935.632227 = -2346706.698240 nChanged 118 SP:Iteration 39Q (9722.960684 sec): 3 clusters Score: Raw -2348658.043295 + Penalty 1935.632227 = -2346722.411068 nChanged 108 SP:Iteration 40F (9723.030744 sec): 3 clusters Score: Raw -2348671.092797 + Penalty 1935.632227 = -2346735.460569 nChanged 100 SP:Iteration 41Q (9723.093997 sec): 3 clusters Score: Raw -2348682.588951 + Penalty 1935.632227 = -2346746.956724 nChanged 84 SP:Iteration 42Q (9723.168017 sec): 3 clusters Score: Raw -2348691.845939 + Penalty 1935.632227 = -2346756.213711 nChanged 77 SP:Iteration 43Q (9723.228461 sec): 3 clusters Score: Raw -2348700.626030 + Penalty 1935.632227 = -2346764.993803 nChanged 82 SP:Iteration 44Q (9723.305321 sec): 3 clusters Score: Raw -2348708.971532 + Penalty 1935.632227 = -2346773.339305 nChanged 77 SP:Iteration 45Q (9723.378816 sec): 3 clusters Score: Raw -2348717.635688 + Penalty 1935.632227 = -2346782.003461 nChanged 72 SP:Iteration 46Q (9723.454761 sec): 3 clusters Score: Raw -2348725.285949 + Penalty 1935.632227 = -2346789.653721 nChanged 74 SP:Iteration 47Q (9723.521037 sec): 3 clusters Score: Raw -2348732.767243 + Penalty 1935.632227 = -2346797.135016 nChanged 65 SP:Iteration 48Q (9723.559934 sec): 3 clusters Score: Raw -2348739.798151 + Penalty 1935.632227 = -2346804.165924 nChanged 81 SP:Iteration 49Q (9723.642586 sec): 3 clusters Score: Raw -2348749.691406 + Penalty 1935.632227 = -2346814.059179 nChanged 81 SP:Iteration 50Q (9723.711606 sec): 3 clusters Score: Raw -2348760.396524 + Penalty 1935.632227 = -2346824.764296 nChanged 103 SP:Iteration 51Q (9723.787145 sec): 3 clusters Score: Raw -2348774.892616 + Penalty 1935.632227 = -2346839.260388 nChanged 100 SP:Iteration 52Q (9723.864148 sec): 3 clusters Score: Raw -2348789.975400 + Penalty 1935.632227 = -2346854.343173 nChanged 114 SP:Iteration 53Q (9723.946697 sec): 3 clusters Score: Raw -2348809.697751 + Penalty 1935.632227 = -2346874.065524 nChanged 134 SP:Iteration 54Q (9724.023851 sec): 3 clusters Score: Raw -2348831.180657 + Penalty 1935.632227 = -2346895.548430 nChanged 117 SP:Iteration 55Q (9724.091306 sec): 3 clusters Score: Raw -2348851.304511 + Penalty 1935.632227 = -2346915.672284 nChanged 103 SP:Iteration 56Q (9724.167654 sec): 3 clusters Score: Raw -2348870.034069 + Penalty 1935.632227 = -2346934.401842 nChanged 93 SP:Iteration 57Q (9724.238178 sec): 3 clusters Score: Raw -2348884.844878 + Penalty 1935.632227 = -2346949.212650 nChanged 85 SP:Iteration 58Q (9724.313406 sec): 3 clusters Score: Raw -2348897.169458 + Penalty 1935.632227 = -2346961.537231 nChanged 74 SP:Iteration 59Q (9724.392099 sec): 3 clusters Score: Raw -2348908.180133 + Penalty 1935.632227 = -2346972.547906 nChanged 77 SP:Iteration 60F (9724.462397 sec): 3 clusters Score: Raw -2348921.905984 + Penalty 1935.632227 = -2346986.273756 nChanged 88 SP:Iteration 61Q (9724.533273 sec): 3 clusters Score: Raw -2348937.755289 + Penalty 1935.632227 = -2347002.123061 nChanged 83 SP:Iteration 62Q (9724.596897 sec): 3 clusters Score: Raw -2348951.421201 + Penalty 1935.632227 = -2347015.788973 nChanged 82 SP:Iteration 63Q (9724.671969 sec): 3 clusters Score: Raw -2348963.668961 + Penalty 1935.632227 = -2347028.036734 nChanged 75 SP:Iteration 64Q (9724.743974 sec): 3 clusters Score: Raw -2348974.371485 + Penalty 1935.632227 = -2347038.739258 nChanged 68 SP:Iteration 65Q (9724.812751 sec): 3 clusters Score: Raw -2348982.921339 + Penalty 1935.632227 = -2347047.289112 nChanged 64 SP:Iteration 66Q (9724.878715 sec): 3 clusters Score: Raw -2348992.089214 + Penalty 1935.632227 = -2347056.456986 nChanged 59 SP:Iteration 67Q (9724.949488 sec): 3 clusters Score: Raw -2349000.653314 + Penalty 1935.632227 = -2347065.021087 nChanged 64 SP:Iteration 68Q (9725.024049 sec): 3 clusters Score: Raw -2349009.820699 + Penalty 1935.632227 = -2347074.188472 nChanged 68 SP:Iteration 69Q (9725.082976 sec): 3 clusters Score: Raw -2349020.605101 + Penalty 1935.632227 = -2347084.972873 nChanged 77 SP:Iteration 70Q (9725.150730 sec): 3 clusters Score: Raw -2349030.259717 + Penalty 1935.632227 = -2347094.627490 nChanged 68 SP:Iteration 71Q (9725.238068 sec): 3 clusters Score: Raw -2349038.254347 + Penalty 1935.632227 = -2347102.622119 nChanged 67 SP:Iteration 72Q (9725.303472 sec): 3 clusters Score: Raw -2349046.869273 + Penalty 1935.632227 = -2347111.237046 nChanged 60 SP:Iteration 73Q (9725.359482 sec): 3 clusters Score: Raw -2349055.148933 + Penalty 1935.632227 = -2347119.516705 nChanged 60 SP:Iteration 74Q (9725.434177 sec): 3 clusters Score: Raw -2349062.500631 + Penalty 1935.632227 = -2347126.868404 nChanged 46 SP:Iteration 75Q (9725.502780 sec): 3 clusters Score: Raw -2349068.361933 + Penalty 1935.632227 = -2347132.729706 nChanged 46 SP:Iteration 76Q (9725.580930 sec): 3 clusters Score: Raw -2349073.374232 + Penalty 1935.632227 = -2347137.742004 nChanged 35 SP:Iteration 77Q (9725.642662 sec): 3 clusters Score: Raw -2349077.107733 + Penalty 1935.632227 = -2347141.475506 nChanged 28 SP:Iteration 78Q (9725.711431 sec): 3 clusters Score: Raw -2349080.367985 + Penalty 1935.632227 = -2347144.735758 nChanged 20 SP:Iteration 79Q (9725.776317 sec): 3 clusters Score: Raw -2349083.060975 + Penalty 1935.632227 = -2347147.428747 nChanged 23 SP:Iteration 80F (9725.851492 sec): 3 clusters Score: Raw -2349085.322361 + Penalty 1935.632227 = -2347149.690133 nChanged 21 SP:Iteration 81Q (9725.929458 sec): 3 clusters Score: Raw -2349086.783554 + Penalty 1935.632227 = -2347151.151327 nChanged 19 SP:Iteration 82Q (9725.996257 sec): 3 clusters Score: Raw -2349088.693384 + Penalty 1935.632227 = -2347153.061157 nChanged 22 SP:Iteration 83Q (9726.068086 sec): 3 clusters Score: Raw -2349091.067108 + Penalty 1935.632227 = -2347155.434881 nChanged 24 SP:Iteration 84Q (9726.141375 sec): 3 clusters Score: Raw -2349093.584782 + Penalty 1935.632227 = -2347157.952555 nChanged 28 SP:Iteration 85Q (9726.210080 sec): 3 clusters Score: Raw -2349095.851051 + Penalty 1935.632227 = -2347160.218824 nChanged 19 SP:Iteration 86Q (9726.280374 sec): 3 clusters Score: Raw -2349096.863443 + Penalty 1935.632227 = -2347161.231215 nChanged 10 SP:Iteration 87Q (9726.366608 sec): 3 clusters Score: Raw -2349097.526335 + Penalty 1935.632227 = -2347161.894108 nChanged 8 SP:Iteration 88Q (9726.433318 sec): 3 clusters Score: Raw -2349097.934466 + Penalty 1935.632227 = -2347162.302239 nChanged 9 SP:Iteration 89Q (9726.507809 sec): 3 clusters Score: Raw -2349098.371763 + Penalty 1935.632227 = -2347162.739536 nChanged 9 SP:Iteration 90Q (9726.574285 sec): 3 clusters Score: Raw -2349098.941657 + Penalty 1935.632227 = -2347163.309429 nChanged 13 SP:Iteration 91Q (9726.646057 sec): 3 clusters Score: Raw -2349099.734130 + Penalty 1935.632227 = -2347164.101903 nChanged 15 SP:Iteration 92Q (9726.700642 sec): 3 clusters Score: Raw -2349100.638693 + Penalty 1935.632227 = -2347165.006466 nChanged 8 SP:Iteration 93Q (9726.784986 sec): 3 clusters Score: Raw -2349101.174875 + Penalty 1935.632227 = -2347165.542647 nChanged 8 SP:Iteration 94Q (9726.847942 sec): 3 clusters Score: Raw -2349101.745341 + Penalty 1935.632227 = -2347166.113114 nChanged 8 SP:Iteration 95Q (9726.893530 sec): 3 clusters Score: Raw -2349102.266350 + Penalty 1935.632227 = -2347166.634123 nChanged 7 SP:Iteration 96Q (9726.968147 sec): 3 clusters Score: Raw -2349102.742190 + Penalty 1935.632227 = -2347167.109963 nChanged 9 SP:Iteration 97Q (9727.040405 sec): 3 clusters Score: Raw -2349103.464539 + Penalty 1935.632227 = -2347167.832312 nChanged 10 SP:Iteration 98Q (9727.103166 sec): 3 clusters Score: Raw -2349104.290002 + Penalty 1935.632227 = -2347168.657774 nChanged 10 SP:Iteration 99Q (9727.179937 sec): 3 clusters Score: Raw -2349104.941500 + Penalty 1935.632227 = -2347169.309273 nChanged 7 SP:Iteration 100F (9727.257591 sec): 3 clusters Score: Raw -2349105.367046 + Penalty 1935.632227 = -2347169.734819 nChanged 12 SP:Iteration 101Q (9727.331954 sec): 3 clusters Score: Raw -2349106.114581 + Penalty 1935.632227 = -2347170.482354 nChanged 9 SP:Iteration 102Q (9727.406300 sec): 3 clusters Score: Raw -2349106.665383 + Penalty 1935.632227 = -2347171.033155 nChanged 6 SP:Iteration 103Q (9727.483567 sec): 3 clusters Score: Raw -2349106.948373 + Penalty 1935.632227 = -2347171.316146 nChanged 5 SP:Iteration 104Q (9727.546942 sec): 3 clusters Score: Raw -2349107.129827 + Penalty 1935.632227 = -2347171.497600 nChanged 3 SP:Iteration 105Q (9727.626669 sec): 3 clusters Score: Raw -2349107.280344 + Penalty 1935.632227 = -2347171.648117 nChanged 4 SP:Iteration 106Q (9727.696573 sec): 3 clusters Score: Raw -2349107.506467 + Penalty 1935.632227 = -2347171.874239 nChanged 4 SP:Iteration 107Q (9727.768320 sec): 3 clusters Score: Raw -2349107.611396 + Penalty 1935.632227 = -2347171.979169 nChanged 3 SP:Iteration 108Q (9727.840130 sec): 3 clusters Score: Raw -2349107.773650 + Penalty 1935.632227 = -2347172.141423 nChanged 2 SP:Iteration 109Q (9727.908977 sec): 3 clusters Score: Raw -2349107.827687 + Penalty 1935.632227 = -2347172.195460 nChanged 1 SP:Iteration 110Q (9727.977508 sec): 3 clusters Score: Raw -2349107.860818 + Penalty 1935.632227 = -2347172.228591 nChanged 2 SP:Iteration 111Q (9728.058995 sec): 3 clusters Score: Raw -2349107.966356 + Penalty 1935.632227 = -2347172.334129 nChanged 3 SP:Iteration 112Q (9728.120732 sec): 3 clusters Score: Raw -2349108.066792 + Penalty 1935.632227 = -2347172.434565 nChanged 3 SP:Iteration 113Q (9728.197501 sec): 3 clusters Score: Raw -2349108.301543 + Penalty 1935.632227 = -2347172.669315 nChanged 3 SP:Iteration 114Q (9728.268837 sec): 3 clusters Score: Raw -2349108.648605 + Penalty 1935.632227 = -2347173.016377 nChanged 8 SP:Iteration 115Q (9728.338839 sec): 3 clusters Score: Raw -2349109.155615 + Penalty 1935.632227 = -2347173.523387 nChanged 5 SP:Iteration 116Q (9728.404513 sec): 3 clusters Score: Raw -2349109.323451 + Penalty 1935.632227 = -2347173.691224 nChanged 3 SP:Iteration 117Q (9728.482632 sec): 3 clusters Score: Raw -2349109.433104 + Penalty 1935.632227 = -2347173.800877 nChanged 3 SP:Iteration 118Q (9728.556111 sec): 3 clusters Score: Raw -2349109.520672 + Penalty 1935.632227 = -2347173.888445 nChanged 3 SP:Iteration 119Q (9728.629214 sec): 3 clusters Score: Raw -2349109.685764 + Penalty 1935.632227 = -2347174.053537 nChanged 3 SP:Iteration 120F (9728.708368 sec): 3 clusters Score: Raw -2349109.886590 + Penalty 1935.632227 = -2347174.254363 nChanged 4 SP:Iteration 121Q (9728.775284 sec): 3 clusters Score: Raw -2349110.037062 + Penalty 1935.632227 = -2347174.404835 nChanged 4 SP:Iteration 122Q (9728.851531 sec): 3 clusters Score: Raw -2349110.260051 + Penalty 1935.632227 = -2347174.627824 nChanged 4 SP:Iteration 123Q (9728.922691 sec): 3 clusters Score: Raw -2349110.545543 + Penalty 1935.632227 = -2347174.913316 nChanged 5 SP:Iteration 124Q (9728.995076 sec): 3 clusters Score: Raw -2349110.883434 + Penalty 1935.632227 = -2347175.251206 nChanged 4 SP:Iteration 125Q (9729.061156 sec): 3 clusters Score: Raw -2349111.085605 + Penalty 1935.632227 = -2347175.453377 nChanged 6 SP:Iteration 126Q (9729.137373 sec): 3 clusters Score: Raw -2349111.343013 + Penalty 1935.632227 = -2347175.710785 nChanged 2 SP:Iteration 127Q (9729.187253 sec): 3 clusters Score: Raw -2349111.420786 + Penalty 1935.632227 = -2347175.788559 nChanged 0 SP:Iteration 128F (9729.229552 sec): 3 clusters Score: Raw -2349111.420786 + Penalty 1935.632227 = -2347175.788559 nChanged 0 Trying to split cluster 41 (108512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9729.355083 sec): 2 clusters Score: Raw -9489370.681139 + Penalty 1101.488524 = -9488269.192615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9729.515876 sec): 3 clusters Score: Raw -9417485.205177 + Penalty 2202.977049 = -9415282.228128 nChanged 52652 SP:Iteration 1F (9729.686650 sec): 3 clusters Score: Raw -9448224.258579 + Penalty 2202.977049 = -9446021.281530 nChanged 4297 SP:Iteration 2Q (9729.872481 sec): 3 clusters Score: Raw -9449569.592638 + Penalty 2202.977049 = -9447366.615589 nChanged 4852 SP:Iteration 3Q (9730.050552 sec): 3 clusters Score: Raw -9451552.507696 + Penalty 2202.977049 = -9449349.530647 nChanged 5798 SP:Iteration 4F (9730.228232 sec): 3 clusters Score: Raw -9454603.424657 + Penalty 2202.977049 = -9452400.447609 nChanged 6686 SP:Iteration 5F (9730.402029 sec): 3 clusters Score: Raw -9459220.753730 + Penalty 2202.977049 = -9457017.776682 nChanged 7354 SP:Iteration 6F (9730.574118 sec): 3 clusters Score: Raw -9464959.026717 + Penalty 2202.977049 = -9462756.049668 nChanged 7029 SP:Iteration 7F (9730.746679 sec): 3 clusters Score: Raw -9469754.216916 + Penalty 2202.977049 = -9467551.239867 nChanged 5169 SP:Iteration 8Q (9730.898022 sec): 3 clusters Score: Raw -9471934.769466 + Penalty 2202.977049 = -9469731.792418 nChanged 3196 SP:Iteration 9Q (9731.058827 sec): 3 clusters Score: Raw -9472737.629402 + Penalty 2202.977049 = -9470534.652353 nChanged 1879 SP:Iteration 10Q (9731.200673 sec): 3 clusters Score: Raw -9473122.933317 + Penalty 2202.977049 = -9470919.956268 nChanged 1462 SP:Iteration 11Q (9731.388848 sec): 3 clusters Score: Raw -9473455.949786 + Penalty 2202.977049 = -9471252.972738 nChanged 1349 SP:Iteration 12Q (9731.549442 sec): 3 clusters Score: Raw -9473786.192446 + Penalty 2202.977049 = -9471583.215397 nChanged 1364 SP:Iteration 13Q (9731.700529 sec): 3 clusters Score: Raw -9474144.819167 + Penalty 2202.977049 = -9471941.842118 nChanged 1430 SP:Iteration 14Q (9731.879297 sec): 3 clusters Score: Raw -9474541.542575 + Penalty 2202.977049 = -9472338.565527 nChanged 1504 SP:Iteration 15Q (9732.061124 sec): 3 clusters Score: Raw -9474986.870793 + Penalty 2202.977049 = -9472783.893744 nChanged 1562 SP:Iteration 16Q (9732.246679 sec): 3 clusters Score: Raw -9475449.196472 + Penalty 2202.977049 = -9473246.219423 nChanged 1552 SP:Iteration 17Q (9732.416879 sec): 3 clusters Score: Raw -9475900.591238 + Penalty 2202.977049 = -9473697.614190 nChanged 1557 SP:Iteration 18Q (9732.583224 sec): 3 clusters Score: Raw -9476354.395442 + Penalty 2202.977049 = -9474151.418394 nChanged 1605 SP:Iteration 19Q (9732.737378 sec): 3 clusters Score: Raw -9476834.991568 + Penalty 2202.977049 = -9474632.014520 nChanged 1704 SP:Iteration 20F (9732.901290 sec): 3 clusters Score: Raw -9477382.113327 + Penalty 2202.977049 = -9475179.136279 nChanged 1780 SP:Iteration 21Q (9733.083666 sec): 3 clusters Score: Raw -9477994.091219 + Penalty 2202.977049 = -9475791.114170 nChanged 1949 SP:Iteration 22Q (9733.229533 sec): 3 clusters Score: Raw -9478727.137395 + Penalty 2202.977049 = -9476524.160347 nChanged 1999 SP:Iteration 23Q (9733.398948 sec): 3 clusters Score: Raw -9479507.630457 + Penalty 2202.977049 = -9477304.653408 nChanged 2053 SP:Iteration 24Q (9733.567826 sec): 3 clusters Score: Raw -9480349.680344 + Penalty 2202.977049 = -9478146.703295 nChanged 2028 SP:Iteration 25Q (9733.734869 sec): 3 clusters Score: Raw -9481197.536361 + Penalty 2202.977049 = -9478994.559313 nChanged 1962 SP:Iteration 26Q (9733.859737 sec): 3 clusters Score: Raw -9482067.284280 + Penalty 2202.977049 = -9479864.307231 nChanged 1956 SP:Iteration 27Q (9734.022132 sec): 3 clusters Score: Raw -9482980.364318 + Penalty 2202.977049 = -9480777.387270 nChanged 1861 SP:Iteration 28Q (9734.189845 sec): 3 clusters Score: Raw -9483859.157277 + Penalty 2202.977049 = -9481656.180229 nChanged 1727 SP:Iteration 29Q (9734.361695 sec): 3 clusters Score: Raw -9484675.376464 + Penalty 2202.977049 = -9482472.399416 nChanged 1618 SP:Iteration 30Q (9734.516283 sec): 3 clusters Score: Raw -9485496.004429 + Penalty 2202.977049 = -9483293.027380 nChanged 1479 SP:Iteration 31Q (9734.666699 sec): 3 clusters Score: Raw -9486247.968943 + Penalty 2202.977049 = -9484044.991895 nChanged 1327 SP:Iteration 32Q (9734.815646 sec): 3 clusters Score: Raw -9486922.620935 + Penalty 2202.977049 = -9484719.643886 nChanged 1129 SP:Iteration 33Q (9734.963825 sec): 3 clusters Score: Raw -9487499.009780 + Penalty 2202.977049 = -9485296.032731 nChanged 972 SP:Iteration 34Q (9735.105410 sec): 3 clusters Score: Raw -9487984.023773 + Penalty 2202.977049 = -9485781.046725 nChanged 789 SP:Iteration 35Q (9735.268134 sec): 3 clusters Score: Raw -9488372.814598 + Penalty 2202.977049 = -9486169.837550 nChanged 590 SP:Iteration 36Q (9735.428074 sec): 3 clusters Score: Raw -9488655.901391 + Penalty 2202.977049 = -9486452.924343 nChanged 489 SP:Iteration 37Q (9735.582626 sec): 3 clusters Score: Raw -9488878.887999 + Penalty 2202.977049 = -9486675.910950 nChanged 344 SP:Iteration 38Q (9735.736975 sec): 3 clusters Score: Raw -9489040.618630 + Penalty 2202.977049 = -9486837.641582 nChanged 255 SP:Iteration 39Q (9735.854281 sec): 3 clusters Score: Raw -9489161.980434 + Penalty 2202.977049 = -9486959.003385 nChanged 191 SP:Iteration 40F (9736.035301 sec): 3 clusters Score: Raw -9489254.991785 + Penalty 2202.977049 = -9487052.014737 nChanged 146 SP:Iteration 41Q (9736.180729 sec): 3 clusters Score: Raw -9489321.223606 + Penalty 2202.977049 = -9487118.246557 nChanged 116 SP:Iteration 42Q (9736.340536 sec): 3 clusters Score: Raw -9489381.052153 + Penalty 2202.977049 = -9487178.075105 nChanged 103 SP:Iteration 43Q (9736.498742 sec): 3 clusters Score: Raw -9489434.520797 + Penalty 2202.977049 = -9487231.543749 nChanged 74 SP:Iteration 44Q (9736.654718 sec): 3 clusters Score: Raw -9489476.119663 + Penalty 2202.977049 = -9487273.142615 nChanged 65 SP:Iteration 45Q (9736.767518 sec): 3 clusters Score: Raw -9489511.530410 + Penalty 2202.977049 = -9487308.553362 nChanged 52 SP:Iteration 46Q (9736.881060 sec): 3 clusters Score: Raw -9489537.121410 + Penalty 2202.977049 = -9487334.144361 nChanged 47 SP:Iteration 47Q (9737.038777 sec): 3 clusters Score: Raw -9489564.512130 + Penalty 2202.977049 = -9487361.535081 nChanged 39 SP:Iteration 48Q (9737.152597 sec): 3 clusters Score: Raw -9489585.908093 + Penalty 2202.977049 = -9487382.931044 nChanged 32 SP:Iteration 49Q (9737.271109 sec): 3 clusters Score: Raw -9489598.020633 + Penalty 2202.977049 = -9487395.043584 nChanged 18 SP:Iteration 50Q (9737.382769 sec): 3 clusters Score: Raw -9489604.980996 + Penalty 2202.977049 = -9487402.003947 nChanged 6 SP:Iteration 51Q (9737.532102 sec): 3 clusters Score: Raw -9489607.515710 + Penalty 2202.977049 = -9487404.538662 nChanged 6 SP:Iteration 52Q (9737.686542 sec): 3 clusters Score: Raw -9489609.693351 + Penalty 2202.977049 = -9487406.716302 nChanged 2 SP:Iteration 53Q (9737.799136 sec): 3 clusters Score: Raw -9489611.557045 + Penalty 2202.977049 = -9487408.579996 nChanged 4 SP:Iteration 54Q (9737.938143 sec): 3 clusters Score: Raw -9489612.614881 + Penalty 2202.977049 = -9487409.637832 nChanged 3 SP:Iteration 55Q (9738.088850 sec): 3 clusters Score: Raw -9489614.616151 + Penalty 2202.977049 = -9487411.639102 nChanged 5 SP:Iteration 56Q (9738.240584 sec): 3 clusters Score: Raw -9489618.328491 + Penalty 2202.977049 = -9487415.351442 nChanged 4 SP:Iteration 57Q (9738.370768 sec): 3 clusters Score: Raw -9489619.781956 + Penalty 2202.977049 = -9487416.804907 nChanged 1 SP:Iteration 58Q (9738.520503 sec): 3 clusters Score: Raw -9489620.137100 + Penalty 2202.977049 = -9487417.160052 nChanged 0 SP:Iteration 59F (9738.682426 sec): 3 clusters Score: Raw -9489620.137100 + Penalty 2202.977049 = -9487417.160052 nChanged 0 Trying to split cluster 42 (1307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9738.717915 sec): 2 clusters Score: Raw -91753.397826 + Penalty 681.671523 = -91071.726304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9738.746603 sec): 3 clusters Score: Raw -91188.616403 + Penalty 1363.343046 = -89825.273358 nChanged 491 SP:Iteration 1F (9738.788705 sec): 3 clusters Score: Raw -91513.274631 + Penalty 1363.343046 = -90149.931585 nChanged 119 SP:Iteration 2F (9738.824533 sec): 3 clusters Score: Raw -91626.386121 + Penalty 1363.343046 = -90263.043076 nChanged 103 SP:Iteration 3F (9738.874537 sec): 3 clusters Score: Raw -91761.588665 + Penalty 1363.343046 = -90398.245619 nChanged 108 SP:Iteration 4F (9738.932705 sec): 3 clusters Score: Raw -91926.508848 + Penalty 1363.343046 = -90563.165803 nChanged 88 SP:Iteration 5F (9738.965939 sec): 3 clusters Score: Raw -92054.093169 + Penalty 1363.343046 = -90690.750124 nChanged 60 SP:Iteration 6Q (9739.008697 sec): 3 clusters Score: Raw -92110.697848 + Penalty 1363.343046 = -90747.354803 nChanged 32 SP:Iteration 7Q (9739.049883 sec): 3 clusters Score: Raw -92137.037525 + Penalty 1363.343046 = -90773.694480 nChanged 26 SP:Iteration 8Q (9739.095248 sec): 3 clusters Score: Raw -92152.953946 + Penalty 1363.343046 = -90789.610900 nChanged 12 SP:Iteration 9Q (9739.139760 sec): 3 clusters Score: Raw -92161.974199 + Penalty 1363.343046 = -90798.631154 nChanged 10 SP:Iteration 10Q (9739.182646 sec): 3 clusters Score: Raw -92167.423664 + Penalty 1363.343046 = -90804.080619 nChanged 7 SP:Iteration 11Q (9739.224909 sec): 3 clusters Score: Raw -92169.798108 + Penalty 1363.343046 = -90806.455062 nChanged 3 SP:Iteration 12Q (9739.258481 sec): 3 clusters Score: Raw -92172.395812 + Penalty 1363.343046 = -90809.052767 nChanged 3 SP:Iteration 13Q (9739.306848 sec): 3 clusters Score: Raw -92173.153038 + Penalty 1363.343046 = -90809.809992 nChanged 2 SP:Iteration 14Q (9739.358925 sec): 3 clusters Score: Raw -92174.186382 + Penalty 1363.343046 = -90810.843336 nChanged 1 SP:Iteration 15Q (9739.402630 sec): 3 clusters Score: Raw -92174.637820 + Penalty 1363.343046 = -90811.294775 nChanged 2 SP:Iteration 16Q (9739.453165 sec): 3 clusters Score: Raw -92175.343976 + Penalty 1363.343046 = -90812.000930 nChanged 3 SP:Iteration 17Q (9739.502503 sec): 3 clusters Score: Raw -92176.505662 + Penalty 1363.343046 = -90813.162617 nChanged 3 SP:Iteration 18Q (9739.549854 sec): 3 clusters Score: Raw -92178.319077 + Penalty 1363.343046 = -90814.976031 nChanged 3 SP:Iteration 19Q (9739.600280 sec): 3 clusters Score: Raw -92180.202505 + Penalty 1363.343046 = -90816.859459 nChanged 4 SP:Iteration 20F (9739.645864 sec): 3 clusters Score: Raw -92182.042508 + Penalty 1363.343046 = -90818.699462 nChanged 5 SP:Iteration 21Q (9739.696432 sec): 3 clusters Score: Raw -92184.308799 + Penalty 1363.343046 = -90820.965754 nChanged 0 SP:Iteration 22F (9739.732115 sec): 3 clusters Score: Raw -92184.308799 + Penalty 1363.343046 = -90820.965754 nChanged 0 Trying to split cluster 43 (8061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9739.773845 sec): 2 clusters Score: Raw -721806.765343 + Penalty 854.505325 = -720952.260018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9739.820701 sec): 3 clusters Score: Raw -717173.505419 + Penalty 1709.010650 = -715464.494769 nChanged 3478 SP:Iteration 1F (9739.875936 sec): 3 clusters Score: Raw -719245.431434 + Penalty 1709.010650 = -717536.420784 nChanged 586 SP:Iteration 2F (9739.935564 sec): 3 clusters Score: Raw -719587.515940 + Penalty 1709.010650 = -717878.505289 nChanged 517 SP:Iteration 3F (9739.999445 sec): 3 clusters Score: Raw -719884.540832 + Penalty 1709.010650 = -718175.530181 nChanged 433 SP:Iteration 4F (9740.056757 sec): 3 clusters Score: Raw -720165.315152 + Penalty 1709.010650 = -718456.304502 nChanged 429 SP:Iteration 5F (9740.104445 sec): 3 clusters Score: Raw -720477.015874 + Penalty 1709.010650 = -718768.005224 nChanged 383 SP:Iteration 6Q (9740.162027 sec): 3 clusters Score: Raw -720781.443867 + Penalty 1709.010650 = -719072.433217 nChanged 321 SP:Iteration 7Q (9740.220316 sec): 3 clusters Score: Raw -721021.840988 + Penalty 1709.010650 = -719312.830337 nChanged 250 SP:Iteration 8Q (9740.261302 sec): 3 clusters Score: Raw -721166.905534 + Penalty 1709.010650 = -719457.894884 nChanged 196 SP:Iteration 9Q (9740.322011 sec): 3 clusters Score: Raw -721263.594994 + Penalty 1709.010650 = -719554.584343 nChanged 171 SP:Iteration 10Q (9740.381315 sec): 3 clusters Score: Raw -721345.236886 + Penalty 1709.010650 = -719636.226236 nChanged 142 SP:Iteration 11Q (9740.427398 sec): 3 clusters Score: Raw -721407.063362 + Penalty 1709.010650 = -719698.052712 nChanged 110 SP:Iteration 12Q (9740.483828 sec): 3 clusters Score: Raw -721451.149036 + Penalty 1709.010650 = -719742.138386 nChanged 99 SP:Iteration 13Q (9740.541482 sec): 3 clusters Score: Raw -721491.403383 + Penalty 1709.010650 = -719782.392733 nChanged 89 SP:Iteration 14Q (9740.599446 sec): 3 clusters Score: Raw -721523.826266 + Penalty 1709.010650 = -719814.815615 nChanged 74 SP:Iteration 15Q (9740.650012 sec): 3 clusters Score: Raw -721552.014282 + Penalty 1709.010650 = -719843.003632 nChanged 84 SP:Iteration 16Q (9740.704051 sec): 3 clusters Score: Raw -721583.060626 + Penalty 1709.010650 = -719874.049975 nChanged 67 SP:Iteration 17Q (9740.750144 sec): 3 clusters Score: Raw -721602.425140 + Penalty 1709.010650 = -719893.414490 nChanged 49 SP:Iteration 18Q (9740.807030 sec): 3 clusters Score: Raw -721619.968442 + Penalty 1709.010650 = -719910.957791 nChanged 54 SP:Iteration 19Q (9740.862178 sec): 3 clusters Score: Raw -721637.958005 + Penalty 1709.010650 = -719928.947355 nChanged 57 SP:Iteration 20F (9740.925094 sec): 3 clusters Score: Raw -721661.843887 + Penalty 1709.010650 = -719952.833237 nChanged 58 SP:Iteration 21Q (9740.967247 sec): 3 clusters Score: Raw -721685.258558 + Penalty 1709.010650 = -719976.247907 nChanged 56 SP:Iteration 22Q (9741.014312 sec): 3 clusters Score: Raw -721705.144931 + Penalty 1709.010650 = -719996.134280 nChanged 44 SP:Iteration 23Q (9741.069281 sec): 3 clusters Score: Raw -721722.537218 + Penalty 1709.010650 = -720013.526567 nChanged 51 SP:Iteration 24Q (9741.120029 sec): 3 clusters Score: Raw -721743.004166 + Penalty 1709.010650 = -720033.993516 nChanged 49 SP:Iteration 25Q (9741.173703 sec): 3 clusters Score: Raw -721759.494296 + Penalty 1709.010650 = -720050.483645 nChanged 42 SP:Iteration 26Q (9741.218055 sec): 3 clusters Score: Raw -721774.538791 + Penalty 1709.010650 = -720065.528141 nChanged 46 SP:Iteration 27Q (9741.277078 sec): 3 clusters Score: Raw -721791.336431 + Penalty 1709.010650 = -720082.325780 nChanged 40 SP:Iteration 28Q (9741.343723 sec): 3 clusters Score: Raw -721806.669128 + Penalty 1709.010650 = -720097.658477 nChanged 32 SP:Iteration 29Q (9741.389873 sec): 3 clusters Score: Raw -721817.617679 + Penalty 1709.010650 = -720108.607029 nChanged 30 SP:Iteration 30Q (9741.446074 sec): 3 clusters Score: Raw -721827.563159 + Penalty 1709.010650 = -720118.552509 nChanged 29 SP:Iteration 31Q (9741.495771 sec): 3 clusters Score: Raw -721837.239073 + Penalty 1709.010650 = -720128.228423 nChanged 11 SP:Iteration 32Q (9741.558434 sec): 3 clusters Score: Raw -721840.370896 + Penalty 1709.010650 = -720131.360245 nChanged 8 SP:Iteration 33Q (9741.597657 sec): 3 clusters Score: Raw -721841.894258 + Penalty 1709.010650 = -720132.883608 nChanged 7 SP:Iteration 34Q (9741.653278 sec): 3 clusters Score: Raw -721845.159308 + Penalty 1709.010650 = -720136.148658 nChanged 10 SP:Iteration 35Q (9741.709582 sec): 3 clusters Score: Raw -721848.046945 + Penalty 1709.010650 = -720139.036294 nChanged 4 SP:Iteration 36Q (9741.767562 sec): 3 clusters Score: Raw -721849.127526 + Penalty 1709.010650 = -720140.116876 nChanged 5 SP:Iteration 37Q (9741.820932 sec): 3 clusters Score: Raw -721851.462890 + Penalty 1709.010650 = -720142.452240 nChanged 5 SP:Iteration 38Q (9741.866240 sec): 3 clusters Score: Raw -721852.737941 + Penalty 1709.010650 = -720143.727290 nChanged 10 SP:Iteration 39Q (9741.906802 sec): 3 clusters Score: Raw -721855.584181 + Penalty 1709.010650 = -720146.573530 nChanged 7 SP:Iteration 40F (9741.962429 sec): 3 clusters Score: Raw -721856.950420 + Penalty 1709.010650 = -720147.939770 nChanged 2 SP:Iteration 41Q (9742.008044 sec): 3 clusters Score: Raw -721857.506558 + Penalty 1709.010650 = -720148.495908 nChanged 4 SP:Iteration 42Q (9742.063825 sec): 3 clusters Score: Raw -721858.661680 + Penalty 1709.010650 = -720149.651029 nChanged 3 SP:Iteration 43Q (9742.105521 sec): 3 clusters Score: Raw -721859.270698 + Penalty 1709.010650 = -720150.260047 nChanged 4 SP:Iteration 44Q (9742.162680 sec): 3 clusters Score: Raw -721859.972577 + Penalty 1709.010650 = -720150.961927 nChanged 1 SP:Iteration 45Q (9742.218947 sec): 3 clusters Score: Raw -721860.578255 + Penalty 1709.010650 = -720151.567604 nChanged 1 SP:Iteration 46Q (9742.272597 sec): 3 clusters Score: Raw -721860.763430 + Penalty 1709.010650 = -720151.752780 nChanged 0 SP:Iteration 47F (9742.330140 sec): 3 clusters Score: Raw -721860.763430 + Penalty 1709.010650 = -720151.752780 nChanged 0 Iteration 259Q (9751.741037 sec): 44 clusters Score: Raw -69575267.096560 + Penalty 55732.614048 = -69519534.482512 nChanged 170 Iteration 260F (9768.019923 sec): 44 clusters Score: Raw -69575274.793921 + Penalty 55732.614048 = -69519542.179873 nChanged 168 Iteration 261Q (9776.220559 sec): 44 clusters Score: Raw -69575281.671272 + Penalty 55732.614048 = -69519549.057224 nChanged 154 Iteration 262Q (9784.732357 sec): 44 clusters Score: Raw -69575288.729827 + Penalty 55732.614048 = -69519556.115779 nChanged 174 Iteration 263Q (9793.398447 sec): 44 clusters Score: Raw -69575295.572145 + Penalty 55732.614048 = -69519562.958097 nChanged 174 Iteration 264Q (9802.080366 sec): 44 clusters Score: Raw -69575302.015087 + Penalty 55732.614048 = -69519569.401039 nChanged 161 Iteration 265Q (9810.460639 sec): 44 clusters Score: Raw -69575308.563510 + Penalty 55732.614048 = -69519575.949462 nChanged 173 Iteration 266Q (9818.882557 sec): 44 clusters Score: Raw -69575314.483030 + Penalty 55732.614048 = -69519581.868983 nChanged 148 Iteration 267Q (9827.525333 sec): 44 clusters Score: Raw -69575319.852188 + Penalty 55732.614048 = -69519587.238141 nChanged 143 Iteration 268Q (9836.247408 sec): 44 clusters Score: Raw -69575324.353779 + Penalty 55732.614048 = -69519591.739731 nChanged 124 Iteration 269Q (9844.657985 sec): 44 clusters Score: Raw -69575328.031208 + Penalty 55732.614048 = -69519595.417160 nChanged 131 Iteration 270Q (9852.916643 sec): 44 clusters Score: Raw -69575332.150981 + Penalty 55732.614048 = -69519599.536934 nChanged 113 Iteration 271Q (9861.007506 sec): 44 clusters Score: Raw -69575335.523688 + Penalty 55732.614048 = -69519602.909640 nChanged 107 Iteration 272Q (9868.927412 sec): 44 clusters Score: Raw -69575338.727714 + Penalty 55732.614048 = -69519606.113667 nChanged 99 Iteration 273Q (9876.749439 sec): 44 clusters Score: Raw -69575341.356337 + Penalty 55732.614048 = -69519608.742289 nChanged 74 Iteration 274Q (9884.656506 sec): 44 clusters Score: Raw -69575343.219671 + Penalty 55732.614048 = -69519610.605623 nChanged 66 Iteration 275Q (9893.069398 sec): 44 clusters Score: Raw -69575344.806965 + Penalty 55732.614048 = -69519612.192917 nChanged 70 Iteration 276Q (9900.711778 sec): 44 clusters Score: Raw -69575346.746346 + Penalty 55732.614048 = -69519614.132298 nChanged 60 Iteration 277Q (9908.974684 sec): 44 clusters Score: Raw -69575348.090670 + Penalty 55732.614048 = -69519615.476622 nChanged 54 Iteration 278Q (9917.215970 sec): 44 clusters Score: Raw -69575349.655719 + Penalty 55732.614048 = -69519617.041672 nChanged 44 Iteration 279Q (9925.373617 sec): 44 clusters Score: Raw -69575350.737757 + Penalty 55732.614048 = -69519618.123709 nChanged 47 Iteration 280F (9942.053921 sec): 44 clusters Score: Raw -69575351.694758 + Penalty 55732.614048 = -69519619.080710 nChanged 42 Iteration 281Q (9950.415441 sec): 44 clusters Score: Raw -69575352.630744 + Penalty 55732.614048 = -69519620.016697 nChanged 36 Iteration 282Q (9958.975031 sec): 44 clusters Score: Raw -69575353.441555 + Penalty 55732.614048 = -69519620.827507 nChanged 30 Iteration 283Q (9967.736326 sec): 44 clusters Score: Raw -69575354.049660 + Penalty 55732.614048 = -69519621.435613 nChanged 26 Iteration 284Q (9976.243403 sec): 44 clusters Score: Raw -69575354.706776 + Penalty 55732.614048 = -69519622.092729 nChanged 36 Iteration 285Q (9983.999568 sec): 44 clusters Score: Raw -69575355.464811 + Penalty 55732.614048 = -69519622.850763 nChanged 29 Iteration 286Q (9992.341780 sec): 44 clusters Score: Raw -69575356.055424 + Penalty 55732.614048 = -69519623.441377 nChanged 28 Iteration 287Q (10000.662801 sec): 44 clusters Score: Raw -69575356.518996 + Penalty 55732.614048 = -69519623.904948 nChanged 31 Iteration 288Q (10008.675910 sec): 44 clusters Score: Raw -69575357.099625 + Penalty 55732.614048 = -69519624.485578 nChanged 35 Iteration 289Q (10016.635415 sec): 44 clusters Score: Raw -69575357.702317 + Penalty 55732.614048 = -69519625.088269 nChanged 27 Iteration 290Q (10025.049856 sec): 44 clusters Score: Raw -69575358.005167 + Penalty 55732.614048 = -69519625.391119 nChanged 26 Iteration 291Q (10033.721746 sec): 44 clusters Score: Raw -69575358.327531 + Penalty 55732.614048 = -69519625.713483 nChanged 22 Iteration 292Q (10041.285611 sec): 44 clusters Score: Raw -69575358.766766 + Penalty 55732.614048 = -69519626.152719 nChanged 25 Iteration 293Q (10049.479882 sec): 44 clusters Score: Raw -69575359.036205 + Penalty 55732.614048 = -69519626.422157 nChanged 33 Iteration 294Q (10057.466439 sec): 44 clusters Score: Raw -69575359.406881 + Penalty 55732.614048 = -69519626.792834 nChanged 20 Iteration 295Q (10065.563131 sec): 44 clusters Score: Raw -69575359.583065 + Penalty 55732.614048 = -69519626.969018 nChanged 16 Iteration 296Q (10073.872498 sec): 44 clusters Score: Raw -69575359.753767 + Penalty 55732.614048 = -69519627.139719 nChanged 20 Iteration 297Q (10081.671503 sec): 44 clusters Score: Raw -69575360.006396 + Penalty 55732.614048 = -69519627.392348 nChanged 21 Iteration 298Q (10089.761086 sec): 44 clusters Score: Raw -69575360.287849 + Penalty 55732.614048 = -69519627.673802 nChanged 18 Writing temp clu file Because OldScore, -69519627.392348, is greater than current (better) Score,-69519627.673802 Compute initial score before splitting: Score: Raw -69575360.287849 + Penalty 55732.614048 = -69519627.673802 Trying to split cluster 1 (3419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10090.059394 sec): 2 clusters Score: Raw -288573.307569 + Penalty 773.024822 = -287800.282747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10090.118983 sec): 3 clusters Score: Raw -286772.490263 + Penalty 1546.049644 = -285226.440619 nChanged 1426 SP:Iteration 1F (10090.151150 sec): 3 clusters Score: Raw -287811.863236 + Penalty 1546.049644 = -286265.813592 nChanged 262 SP:Iteration 2F (10090.204763 sec): 3 clusters Score: Raw -288011.614635 + Penalty 1546.049644 = -286465.564991 nChanged 222 SP:Iteration 3F (10090.247796 sec): 3 clusters Score: Raw -288164.683255 + Penalty 1546.049644 = -286618.633611 nChanged 188 SP:Iteration 4F (10090.292131 sec): 3 clusters Score: Raw -288277.551379 + Penalty 1546.049644 = -286731.501735 nChanged 132 SP:Iteration 5Q (10090.343867 sec): 3 clusters Score: Raw -288362.292969 + Penalty 1546.049644 = -286816.243325 nChanged 137 SP:Iteration 6Q (10090.391030 sec): 3 clusters Score: Raw -288451.098870 + Penalty 1546.049644 = -286905.049226 nChanged 121 SP:Iteration 7Q (10090.436667 sec): 3 clusters Score: Raw -288533.461941 + Penalty 1546.049644 = -286987.412297 nChanged 119 SP:Iteration 8Q (10090.483768 sec): 3 clusters Score: Raw -288611.500635 + Penalty 1546.049644 = -287065.450991 nChanged 107 SP:Iteration 9Q (10090.531565 sec): 3 clusters Score: Raw -288687.909078 + Penalty 1546.049644 = -287141.859434 nChanged 79 SP:Iteration 10Q (10090.568564 sec): 3 clusters Score: Raw -288749.684891 + Penalty 1546.049644 = -287203.635247 nChanged 71 SP:Iteration 11Q (10090.623873 sec): 3 clusters Score: Raw -288803.061489 + Penalty 1546.049644 = -287257.011845 nChanged 62 SP:Iteration 12Q (10090.671710 sec): 3 clusters Score: Raw -288841.227292 + Penalty 1546.049644 = -287295.177648 nChanged 51 SP:Iteration 13Q (10090.710613 sec): 3 clusters Score: Raw -288869.667205 + Penalty 1546.049644 = -287323.617561 nChanged 43 SP:Iteration 14Q (10090.755440 sec): 3 clusters Score: Raw -288891.247053 + Penalty 1546.049644 = -287345.197409 nChanged 32 SP:Iteration 15Q (10090.806081 sec): 3 clusters Score: Raw -288911.824103 + Penalty 1546.049644 = -287365.774459 nChanged 33 SP:Iteration 16Q (10090.852156 sec): 3 clusters Score: Raw -288934.745280 + Penalty 1546.049644 = -287388.695636 nChanged 25 SP:Iteration 17Q (10090.904094 sec): 3 clusters Score: Raw -288948.646939 + Penalty 1546.049644 = -287402.597295 nChanged 14 SP:Iteration 18Q (10090.954835 sec): 3 clusters Score: Raw -288954.506832 + Penalty 1546.049644 = -287408.457188 nChanged 11 SP:Iteration 19Q (10091.007228 sec): 3 clusters Score: Raw -288959.079589 + Penalty 1546.049644 = -287413.029945 nChanged 11 SP:Iteration 20F (10091.059036 sec): 3 clusters Score: Raw -288963.313022 + Penalty 1546.049644 = -287417.263378 nChanged 3 SP:Iteration 21Q (10091.110304 sec): 3 clusters Score: Raw -288964.174235 + Penalty 1546.049644 = -287418.124591 nChanged 1 SP:Iteration 22Q (10091.147715 sec): 3 clusters Score: Raw -288964.541220 + Penalty 1546.049644 = -287418.491576 nChanged 2 SP:Iteration 23Q (10091.194213 sec): 3 clusters Score: Raw -288964.758579 + Penalty 1546.049644 = -287418.708935 nChanged 0 SP:Iteration 24F (10091.256903 sec): 3 clusters Score: Raw -288964.758579 + Penalty 1546.049644 = -287418.708935 nChanged 0 Trying to split cluster 2 (1313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10091.272044 sec): 2 clusters Score: Raw -108239.460538 + Penalty 682.106638 = -107557.353900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10091.324498 sec): 3 clusters Score: Raw -107672.513070 + Penalty 1364.213276 = -106308.299794 nChanged 470 SP:Iteration 1F (10091.372650 sec): 3 clusters Score: Raw -107989.985004 + Penalty 1364.213276 = -106625.771728 nChanged 109 SP:Iteration 2F (10091.410264 sec): 3 clusters Score: Raw -108054.996544 + Penalty 1364.213276 = -106690.783268 nChanged 51 SP:Iteration 3Q (10091.467594 sec): 3 clusters Score: Raw -108091.625491 + Penalty 1364.213276 = -106727.412215 nChanged 47 SP:Iteration 4Q (10091.510868 sec): 3 clusters Score: Raw -108133.931224 + Penalty 1364.213276 = -106769.717948 nChanged 46 SP:Iteration 5Q (10091.547582 sec): 3 clusters Score: Raw -108174.586772 + Penalty 1364.213276 = -106810.373496 nChanged 45 SP:Iteration 6Q (10091.608622 sec): 3 clusters Score: Raw -108221.015788 + Penalty 1364.213276 = -106856.802512 nChanged 42 SP:Iteration 7Q (10091.652707 sec): 3 clusters Score: Raw -108259.109463 + Penalty 1364.213276 = -106894.896187 nChanged 29 SP:Iteration 8Q (10091.686632 sec): 3 clusters Score: Raw -108285.977183 + Penalty 1364.213276 = -106921.763907 nChanged 22 SP:Iteration 9Q (10091.728176 sec): 3 clusters Score: Raw -108297.803114 + Penalty 1364.213276 = -106933.589838 nChanged 20 SP:Iteration 10Q (10091.784429 sec): 3 clusters Score: Raw -108311.889539 + Penalty 1364.213276 = -106947.676263 nChanged 13 SP:Iteration 11Q (10091.826997 sec): 3 clusters Score: Raw -108318.196340 + Penalty 1364.213276 = -106953.983064 nChanged 16 SP:Iteration 12Q (10091.878027 sec): 3 clusters Score: Raw -108328.050588 + Penalty 1364.213276 = -106963.837312 nChanged 11 SP:Iteration 13Q (10091.921831 sec): 3 clusters Score: Raw -108335.377166 + Penalty 1364.213276 = -106971.163890 nChanged 15 SP:Iteration 14Q (10091.958150 sec): 3 clusters Score: Raw -108346.767412 + Penalty 1364.213276 = -106982.554136 nChanged 12 SP:Iteration 15Q (10092.008195 sec): 3 clusters Score: Raw -108351.139613 + Penalty 1364.213276 = -106986.926337 nChanged 8 SP:Iteration 16Q (10092.058484 sec): 3 clusters Score: Raw -108354.995093 + Penalty 1364.213276 = -106990.781817 nChanged 7 SP:Iteration 17Q (10092.107266 sec): 3 clusters Score: Raw -108360.015827 + Penalty 1364.213276 = -106995.802551 nChanged 13 SP:Iteration 18Q (10092.156015 sec): 3 clusters Score: Raw -108366.333452 + Penalty 1364.213276 = -107002.120176 nChanged 9 SP:Iteration 19Q (10092.198491 sec): 3 clusters Score: Raw -108370.194198 + Penalty 1364.213276 = -107005.980922 nChanged 8 SP:Iteration 20F (10092.242918 sec): 3 clusters Score: Raw -108373.587438 + Penalty 1364.213276 = -107009.374162 nChanged 8 SP:Iteration 21Q (10092.295511 sec): 3 clusters Score: Raw -108378.541846 + Penalty 1364.213276 = -107014.328570 nChanged 8 SP:Iteration 22Q (10092.336876 sec): 3 clusters Score: Raw -108382.793595 + Penalty 1364.213276 = -107018.580319 nChanged 6 SP:Iteration 23Q (10092.385267 sec): 3 clusters Score: Raw -108385.262954 + Penalty 1364.213276 = -107021.049678 nChanged 5 SP:Iteration 24Q (10092.431872 sec): 3 clusters Score: Raw -108386.962763 + Penalty 1364.213276 = -107022.749487 nChanged 6 SP:Iteration 25Q (10092.474277 sec): 3 clusters Score: Raw -108390.456210 + Penalty 1364.213276 = -107026.242934 nChanged 4 SP:Iteration 26Q (10092.512056 sec): 3 clusters Score: Raw -108391.488004 + Penalty 1364.213276 = -107027.274728 nChanged 6 SP:Iteration 27Q (10092.556981 sec): 3 clusters Score: Raw -108393.966985 + Penalty 1364.213276 = -107029.753709 nChanged 4 SP:Iteration 28Q (10092.597047 sec): 3 clusters Score: Raw -108395.767324 + Penalty 1364.213276 = -107031.554048 nChanged 2 SP:Iteration 29Q (10092.641388 sec): 3 clusters Score: Raw -108396.431651 + Penalty 1364.213276 = -107032.218375 nChanged 1 SP:Iteration 30Q (10092.689617 sec): 3 clusters Score: Raw -108396.552547 + Penalty 1364.213276 = -107032.339271 nChanged 1 SP:Iteration 31Q (10092.729372 sec): 3 clusters Score: Raw -108397.248340 + Penalty 1364.213276 = -107033.035064 nChanged 0 SP:Iteration 32F (10092.774928 sec): 3 clusters Score: Raw -108397.248340 + Penalty 1364.213276 = -107033.035064 nChanged 0 Trying to split cluster 3 (9904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10092.807467 sec): 2 clusters Score: Raw -834484.586638 + Penalty 874.065930 = -833610.520709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10092.872992 sec): 3 clusters Score: Raw -828643.018264 + Penalty 1748.131859 = -826894.886405 nChanged 4446 SP:Iteration 1F (10092.929627 sec): 3 clusters Score: Raw -831679.704999 + Penalty 1748.131859 = -829931.573140 nChanged 774 SP:Iteration 2F (10092.974242 sec): 3 clusters Score: Raw -832297.583518 + Penalty 1748.131859 = -830549.451659 nChanged 769 SP:Iteration 3F (10093.029383 sec): 3 clusters Score: Raw -832907.091059 + Penalty 1748.131859 = -831158.959200 nChanged 718 SP:Iteration 4F (10093.094221 sec): 3 clusters Score: Raw -833407.686201 + Penalty 1748.131859 = -831659.554342 nChanged 556 SP:Iteration 5F (10093.155705 sec): 3 clusters Score: Raw -833759.733633 + Penalty 1748.131859 = -832011.601774 nChanged 446 SP:Iteration 6Q (10093.215472 sec): 3 clusters Score: Raw -833994.442270 + Penalty 1748.131859 = -832246.310411 nChanged 351 SP:Iteration 7Q (10093.261146 sec): 3 clusters Score: Raw -834157.559841 + Penalty 1748.131859 = -832409.427982 nChanged 253 SP:Iteration 8Q (10093.317884 sec): 3 clusters Score: Raw -834262.792141 + Penalty 1748.131859 = -832514.660282 nChanged 185 SP:Iteration 9Q (10093.386859 sec): 3 clusters Score: Raw -834322.842313 + Penalty 1748.131859 = -832574.710453 nChanged 137 SP:Iteration 10Q (10093.442849 sec): 3 clusters Score: Raw -834361.529944 + Penalty 1748.131859 = -832613.398085 nChanged 118 SP:Iteration 11Q (10093.505108 sec): 3 clusters Score: Raw -834395.095483 + Penalty 1748.131859 = -832646.963624 nChanged 103 SP:Iteration 12Q (10093.556083 sec): 3 clusters Score: Raw -834423.278108 + Penalty 1748.131859 = -832675.146249 nChanged 103 SP:Iteration 13Q (10093.615127 sec): 3 clusters Score: Raw -834454.214910 + Penalty 1748.131859 = -832706.083051 nChanged 81 SP:Iteration 14Q (10093.678736 sec): 3 clusters Score: Raw -834484.272089 + Penalty 1748.131859 = -832736.140230 nChanged 80 SP:Iteration 15Q (10093.727685 sec): 3 clusters Score: Raw -834515.640764 + Penalty 1748.131859 = -832767.508905 nChanged 92 SP:Iteration 16Q (10093.789447 sec): 3 clusters Score: Raw -834545.325376 + Penalty 1748.131859 = -832797.193517 nChanged 82 SP:Iteration 17Q (10093.840327 sec): 3 clusters Score: Raw -834568.599536 + Penalty 1748.131859 = -832820.467677 nChanged 75 SP:Iteration 18Q (10093.910402 sec): 3 clusters Score: Raw -834590.343953 + Penalty 1748.131859 = -832842.212094 nChanged 66 SP:Iteration 19Q (10093.966105 sec): 3 clusters Score: Raw -834605.354417 + Penalty 1748.131859 = -832857.222558 nChanged 61 SP:Iteration 20F (10094.022133 sec): 3 clusters Score: Raw -834617.524589 + Penalty 1748.131859 = -832869.392730 nChanged 46 SP:Iteration 21Q (10094.079568 sec): 3 clusters Score: Raw -834627.124703 + Penalty 1748.131859 = -832878.992844 nChanged 44 SP:Iteration 22Q (10094.129120 sec): 3 clusters Score: Raw -834639.051912 + Penalty 1748.131859 = -832890.920053 nChanged 51 SP:Iteration 23Q (10094.198279 sec): 3 clusters Score: Raw -834653.287537 + Penalty 1748.131859 = -832905.155678 nChanged 48 SP:Iteration 24Q (10094.256885 sec): 3 clusters Score: Raw -834664.151537 + Penalty 1748.131859 = -832916.019678 nChanged 48 SP:Iteration 25Q (10094.317569 sec): 3 clusters Score: Raw -834672.511487 + Penalty 1748.131859 = -832924.379628 nChanged 32 SP:Iteration 26Q (10094.364126 sec): 3 clusters Score: Raw -834678.254560 + Penalty 1748.131859 = -832930.122701 nChanged 39 SP:Iteration 27Q (10094.431503 sec): 3 clusters Score: Raw -834684.657317 + Penalty 1748.131859 = -832936.525457 nChanged 29 SP:Iteration 28Q (10094.481343 sec): 3 clusters Score: Raw -834688.993061 + Penalty 1748.131859 = -832940.861202 nChanged 29 SP:Iteration 29Q (10094.542216 sec): 3 clusters Score: Raw -834695.955669 + Penalty 1748.131859 = -832947.823810 nChanged 35 SP:Iteration 30Q (10094.604279 sec): 3 clusters Score: Raw -834704.645355 + Penalty 1748.131859 = -832956.513496 nChanged 32 SP:Iteration 31Q (10094.660159 sec): 3 clusters Score: Raw -834713.157031 + Penalty 1748.131859 = -832965.025172 nChanged 40 SP:Iteration 32Q (10094.720896 sec): 3 clusters Score: Raw -834722.890098 + Penalty 1748.131859 = -832974.758239 nChanged 44 SP:Iteration 33Q (10094.782208 sec): 3 clusters Score: Raw -834731.725538 + Penalty 1748.131859 = -832983.593679 nChanged 44 SP:Iteration 34Q (10094.841368 sec): 3 clusters Score: Raw -834745.092905 + Penalty 1748.131859 = -832996.961046 nChanged 56 SP:Iteration 35Q (10094.889932 sec): 3 clusters Score: Raw -834762.913420 + Penalty 1748.131859 = -833014.781561 nChanged 60 SP:Iteration 36Q (10094.960611 sec): 3 clusters Score: Raw -834781.647854 + Penalty 1748.131859 = -833033.515995 nChanged 56 SP:Iteration 37Q (10095.015232 sec): 3 clusters Score: Raw -834802.319759 + Penalty 1748.131859 = -833054.187900 nChanged 56 SP:Iteration 38Q (10095.072017 sec): 3 clusters Score: Raw -834824.567916 + Penalty 1748.131859 = -833076.436057 nChanged 54 SP:Iteration 39Q (10095.117069 sec): 3 clusters Score: Raw -834842.374356 + Penalty 1748.131859 = -833094.242497 nChanged 63 SP:Iteration 40F (10095.176844 sec): 3 clusters Score: Raw -834860.959326 + Penalty 1748.131859 = -833112.827467 nChanged 56 SP:Iteration 41Q (10095.248678 sec): 3 clusters Score: Raw -834875.967794 + Penalty 1748.131859 = -833127.835935 nChanged 48 SP:Iteration 42Q (10095.304627 sec): 3 clusters Score: Raw -834884.744382 + Penalty 1748.131859 = -833136.612523 nChanged 36 SP:Iteration 43Q (10095.364142 sec): 3 clusters Score: Raw -834890.381184 + Penalty 1748.131859 = -833142.249324 nChanged 32 SP:Iteration 44Q (10095.420978 sec): 3 clusters Score: Raw -834894.528335 + Penalty 1748.131859 = -833146.396475 nChanged 25 SP:Iteration 45Q (10095.481964 sec): 3 clusters Score: Raw -834897.685328 + Penalty 1748.131859 = -833149.553469 nChanged 26 SP:Iteration 46Q (10095.538455 sec): 3 clusters Score: Raw -834901.201952 + Penalty 1748.131859 = -833153.070093 nChanged 11 SP:Iteration 47Q (10095.590388 sec): 3 clusters Score: Raw -834903.158659 + Penalty 1748.131859 = -833155.026800 nChanged 10 SP:Iteration 48Q (10095.639489 sec): 3 clusters Score: Raw -834904.329071 + Penalty 1748.131859 = -833156.197212 nChanged 11 SP:Iteration 49Q (10095.698239 sec): 3 clusters Score: Raw -834905.421751 + Penalty 1748.131859 = -833157.289892 nChanged 8 SP:Iteration 50Q (10095.755078 sec): 3 clusters Score: Raw -834905.971692 + Penalty 1748.131859 = -833157.839833 nChanged 10 SP:Iteration 51Q (10095.813385 sec): 3 clusters Score: Raw -834906.944781 + Penalty 1748.131859 = -833158.812922 nChanged 12 SP:Iteration 52Q (10095.869579 sec): 3 clusters Score: Raw -834908.485713 + Penalty 1748.131859 = -833160.353854 nChanged 12 SP:Iteration 53Q (10095.917966 sec): 3 clusters Score: Raw -834910.263260 + Penalty 1748.131859 = -833162.131401 nChanged 10 SP:Iteration 54Q (10095.978571 sec): 3 clusters Score: Raw -834911.188588 + Penalty 1748.131859 = -833163.056729 nChanged 8 SP:Iteration 55Q (10096.025966 sec): 3 clusters Score: Raw -834911.821959 + Penalty 1748.131859 = -833163.690100 nChanged 10 SP:Iteration 56Q (10096.092553 sec): 3 clusters Score: Raw -834912.928863 + Penalty 1748.131859 = -833164.797004 nChanged 11 SP:Iteration 57Q (10096.150260 sec): 3 clusters Score: Raw -834914.133776 + Penalty 1748.131859 = -833166.001917 nChanged 11 SP:Iteration 58Q (10096.197625 sec): 3 clusters Score: Raw -834915.496442 + Penalty 1748.131859 = -833167.364583 nChanged 17 SP:Iteration 59Q (10096.255319 sec): 3 clusters Score: Raw -834917.402780 + Penalty 1748.131859 = -833169.270921 nChanged 14 SP:Iteration 60F (10096.307840 sec): 3 clusters Score: Raw -834918.886754 + Penalty 1748.131859 = -833170.754895 nChanged 8 SP:Iteration 61Q (10096.375325 sec): 3 clusters Score: Raw -834919.419946 + Penalty 1748.131859 = -833171.288087 nChanged 8 SP:Iteration 62Q (10096.432507 sec): 3 clusters Score: Raw -834919.998473 + Penalty 1748.131859 = -833171.866613 nChanged 9 SP:Iteration 63Q (10096.478112 sec): 3 clusters Score: Raw -834921.219848 + Penalty 1748.131859 = -833173.087989 nChanged 7 SP:Iteration 64Q (10096.543729 sec): 3 clusters Score: Raw -834921.826019 + Penalty 1748.131859 = -833173.694160 nChanged 8 SP:Iteration 65Q (10096.601327 sec): 3 clusters Score: Raw -834922.347889 + Penalty 1748.131859 = -833174.216030 nChanged 8 SP:Iteration 66Q (10096.647971 sec): 3 clusters Score: Raw -834923.167953 + Penalty 1748.131859 = -833175.036094 nChanged 7 SP:Iteration 67Q (10096.716975 sec): 3 clusters Score: Raw -834923.654171 + Penalty 1748.131859 = -833175.522311 nChanged 5 SP:Iteration 68Q (10096.762885 sec): 3 clusters Score: Raw -834924.226126 + Penalty 1748.131859 = -833176.094267 nChanged 8 SP:Iteration 69Q (10096.828012 sec): 3 clusters Score: Raw -834924.820447 + Penalty 1748.131859 = -833176.688588 nChanged 7 SP:Iteration 70Q (10096.873627 sec): 3 clusters Score: Raw -834925.541612 + Penalty 1748.131859 = -833177.409753 nChanged 7 SP:Iteration 71Q (10096.926178 sec): 3 clusters Score: Raw -834926.327597 + Penalty 1748.131859 = -833178.195738 nChanged 5 SP:Iteration 72Q (10096.978016 sec): 3 clusters Score: Raw -834926.514124 + Penalty 1748.131859 = -833178.382265 nChanged 4 SP:Iteration 73Q (10097.035752 sec): 3 clusters Score: Raw -834926.717706 + Penalty 1748.131859 = -833178.585847 nChanged 5 SP:Iteration 74Q (10097.083594 sec): 3 clusters Score: Raw -834926.971908 + Penalty 1748.131859 = -833178.840049 nChanged 3 SP:Iteration 75Q (10097.147192 sec): 3 clusters Score: Raw -834927.143253 + Penalty 1748.131859 = -833179.011394 nChanged 1 SP:Iteration 76Q (10097.193928 sec): 3 clusters Score: Raw -834927.330017 + Penalty 1748.131859 = -833179.198158 nChanged 2 SP:Iteration 77Q (10097.253757 sec): 3 clusters Score: Raw -834927.390183 + Penalty 1748.131859 = -833179.258324 nChanged 2 SP:Iteration 78Q (10097.294179 sec): 3 clusters Score: Raw -834927.485127 + Penalty 1748.131859 = -833179.353268 nChanged 1 SP:Iteration 79Q (10097.355489 sec): 3 clusters Score: Raw -834927.567289 + Penalty 1748.131859 = -833179.435430 nChanged 0 SP:Iteration 80F (10097.415337 sec): 3 clusters Score: Raw -834927.567289 + Penalty 1748.131859 = -833179.435430 nChanged 0 Trying to split cluster 4 (27264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10097.465015 sec): 2 clusters Score: Raw -2360239.154965 + Penalty 970.265631 = -2359268.889334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10097.539753 sec): 3 clusters Score: Raw -2342976.438149 + Penalty 1940.531262 = -2341035.906887 nChanged 12737 SP:Iteration 1F (10097.622706 sec): 3 clusters Score: Raw -2350445.493903 + Penalty 1940.531262 = -2348504.962641 nChanged 1408 SP:Iteration 2F (10097.697006 sec): 3 clusters Score: Raw -2351104.072723 + Penalty 1940.531262 = -2349163.541462 nChanged 1620 SP:Iteration 3F (10097.768832 sec): 3 clusters Score: Raw -2352108.426631 + Penalty 1940.531262 = -2350167.895369 nChanged 1852 SP:Iteration 4F (10097.849967 sec): 3 clusters Score: Raw -2353637.254368 + Penalty 1940.531262 = -2351696.723107 nChanged 2022 SP:Iteration 5F (10097.916452 sec): 3 clusters Score: Raw -2355503.736993 + Penalty 1940.531262 = -2353563.205731 nChanged 1697 SP:Iteration 6F (10097.995280 sec): 3 clusters Score: Raw -2357174.858357 + Penalty 1940.531262 = -2355234.327096 nChanged 1283 SP:Iteration 7Q (10098.072498 sec): 3 clusters Score: Raw -2358320.408675 + Penalty 1940.531262 = -2356379.877413 nChanged 884 SP:Iteration 8Q (10098.161415 sec): 3 clusters Score: Raw -2358957.134783 + Penalty 1940.531262 = -2357016.603522 nChanged 569 SP:Iteration 9Q (10098.228243 sec): 3 clusters Score: Raw -2359284.780861 + Penalty 1940.531262 = -2357344.249599 nChanged 391 SP:Iteration 10Q (10098.307814 sec): 3 clusters Score: Raw -2359489.235215 + Penalty 1940.531262 = -2357548.703953 nChanged 315 SP:Iteration 11Q (10098.395478 sec): 3 clusters Score: Raw -2359630.886607 + Penalty 1940.531262 = -2357690.355345 nChanged 291 SP:Iteration 12Q (10098.474332 sec): 3 clusters Score: Raw -2359768.447504 + Penalty 1940.531262 = -2357827.916242 nChanged 279 SP:Iteration 13Q (10098.548343 sec): 3 clusters Score: Raw -2359882.961173 + Penalty 1940.531262 = -2357942.429911 nChanged 227 SP:Iteration 14Q (10098.628469 sec): 3 clusters Score: Raw -2359967.051455 + Penalty 1940.531262 = -2358026.520194 nChanged 208 SP:Iteration 15Q (10098.705297 sec): 3 clusters Score: Raw -2360033.144156 + Penalty 1940.531262 = -2358092.612894 nChanged 160 SP:Iteration 16Q (10098.780977 sec): 3 clusters Score: Raw -2360082.493613 + Penalty 1940.531262 = -2358141.962351 nChanged 146 SP:Iteration 17Q (10098.860961 sec): 3 clusters Score: Raw -2360121.074531 + Penalty 1940.531262 = -2358180.543270 nChanged 114 SP:Iteration 18Q (10098.928774 sec): 3 clusters Score: Raw -2360143.900353 + Penalty 1940.531262 = -2358203.369091 nChanged 85 SP:Iteration 19Q (10099.012361 sec): 3 clusters Score: Raw -2360159.391727 + Penalty 1940.531262 = -2358218.860465 nChanged 70 SP:Iteration 20F (10099.095842 sec): 3 clusters Score: Raw -2360172.674912 + Penalty 1940.531262 = -2358232.143651 nChanged 85 SP:Iteration 21Q (10099.173603 sec): 3 clusters Score: Raw -2360188.054871 + Penalty 1940.531262 = -2358247.523609 nChanged 69 SP:Iteration 22Q (10099.251086 sec): 3 clusters Score: Raw -2360201.013254 + Penalty 1940.531262 = -2358260.481993 nChanged 68 SP:Iteration 23Q (10099.328150 sec): 3 clusters Score: Raw -2360213.356503 + Penalty 1940.531262 = -2358272.825241 nChanged 51 SP:Iteration 24Q (10099.401176 sec): 3 clusters Score: Raw -2360220.658264 + Penalty 1940.531262 = -2358280.127003 nChanged 44 SP:Iteration 25Q (10099.479291 sec): 3 clusters Score: Raw -2360225.937908 + Penalty 1940.531262 = -2358285.406646 nChanged 39 SP:Iteration 26Q (10099.555289 sec): 3 clusters Score: Raw -2360229.894062 + Penalty 1940.531262 = -2358289.362801 nChanged 24 SP:Iteration 27Q (10099.633233 sec): 3 clusters Score: Raw -2360231.887100 + Penalty 1940.531262 = -2358291.355838 nChanged 22 SP:Iteration 28Q (10099.710690 sec): 3 clusters Score: Raw -2360233.924797 + Penalty 1940.531262 = -2358293.393536 nChanged 27 SP:Iteration 29Q (10099.788548 sec): 3 clusters Score: Raw -2360236.284784 + Penalty 1940.531262 = -2358295.753522 nChanged 32 SP:Iteration 30Q (10099.866090 sec): 3 clusters Score: Raw -2360239.572136 + Penalty 1940.531262 = -2358299.040874 nChanged 24 SP:Iteration 31Q (10099.943457 sec): 3 clusters Score: Raw -2360242.071223 + Penalty 1940.531262 = -2358301.539962 nChanged 23 SP:Iteration 32Q (10100.020410 sec): 3 clusters Score: Raw -2360244.033278 + Penalty 1940.531262 = -2358303.502016 nChanged 16 SP:Iteration 33Q (10100.084661 sec): 3 clusters Score: Raw -2360245.273075 + Penalty 1940.531262 = -2358304.741813 nChanged 15 SP:Iteration 34Q (10100.165580 sec): 3 clusters Score: Raw -2360246.231204 + Penalty 1940.531262 = -2358305.699942 nChanged 16 SP:Iteration 35Q (10100.242281 sec): 3 clusters Score: Raw -2360247.574856 + Penalty 1940.531262 = -2358307.043594 nChanged 17 SP:Iteration 36Q (10100.329340 sec): 3 clusters Score: Raw -2360248.718819 + Penalty 1940.531262 = -2358308.187558 nChanged 14 SP:Iteration 37Q (10100.403223 sec): 3 clusters Score: Raw -2360250.578662 + Penalty 1940.531262 = -2358310.047400 nChanged 24 SP:Iteration 38Q (10100.480764 sec): 3 clusters Score: Raw -2360253.402401 + Penalty 1940.531262 = -2358312.871140 nChanged 23 SP:Iteration 39Q (10100.558789 sec): 3 clusters Score: Raw -2360255.524784 + Penalty 1940.531262 = -2358314.993522 nChanged 18 SP:Iteration 40F (10100.641714 sec): 3 clusters Score: Raw -2360257.474699 + Penalty 1940.531262 = -2358316.943437 nChanged 21 SP:Iteration 41Q (10100.710112 sec): 3 clusters Score: Raw -2360259.712282 + Penalty 1940.531262 = -2358319.181020 nChanged 20 SP:Iteration 42Q (10100.793418 sec): 3 clusters Score: Raw -2360261.958751 + Penalty 1940.531262 = -2358321.427489 nChanged 20 SP:Iteration 43Q (10100.873923 sec): 3 clusters Score: Raw -2360264.132316 + Penalty 1940.531262 = -2358323.601055 nChanged 16 SP:Iteration 44Q (10100.953146 sec): 3 clusters Score: Raw -2360265.356689 + Penalty 1940.531262 = -2358324.825427 nChanged 16 SP:Iteration 45Q (10101.031998 sec): 3 clusters Score: Raw -2360267.022276 + Penalty 1940.531262 = -2358326.491014 nChanged 22 SP:Iteration 46Q (10101.108414 sec): 3 clusters Score: Raw -2360269.076717 + Penalty 1940.531262 = -2358328.545455 nChanged 21 SP:Iteration 47Q (10101.187773 sec): 3 clusters Score: Raw -2360271.011986 + Penalty 1940.531262 = -2358330.480725 nChanged 13 SP:Iteration 48Q (10101.264409 sec): 3 clusters Score: Raw -2360272.084544 + Penalty 1940.531262 = -2358331.553283 nChanged 14 SP:Iteration 49Q (10101.340712 sec): 3 clusters Score: Raw -2360273.199814 + Penalty 1940.531262 = -2358332.668552 nChanged 14 SP:Iteration 50Q (10101.413084 sec): 3 clusters Score: Raw -2360274.613594 + Penalty 1940.531262 = -2358334.082332 nChanged 10 SP:Iteration 51Q (10101.499918 sec): 3 clusters Score: Raw -2360275.605107 + Penalty 1940.531262 = -2358335.073845 nChanged 10 SP:Iteration 52Q (10101.573252 sec): 3 clusters Score: Raw -2360276.586181 + Penalty 1940.531262 = -2358336.054919 nChanged 12 SP:Iteration 53Q (10101.653084 sec): 3 clusters Score: Raw -2360277.705017 + Penalty 1940.531262 = -2358337.173755 nChanged 8 SP:Iteration 54Q (10101.731494 sec): 3 clusters Score: Raw -2360278.539639 + Penalty 1940.531262 = -2358338.008377 nChanged 12 SP:Iteration 55Q (10101.809949 sec): 3 clusters Score: Raw -2360279.283556 + Penalty 1940.531262 = -2358338.752295 nChanged 8 SP:Iteration 56Q (10101.886364 sec): 3 clusters Score: Raw -2360279.735886 + Penalty 1940.531262 = -2358339.204625 nChanged 5 SP:Iteration 57Q (10101.961109 sec): 3 clusters Score: Raw -2360280.085121 + Penalty 1940.531262 = -2358339.553860 nChanged 4 SP:Iteration 58Q (10102.042319 sec): 3 clusters Score: Raw -2360280.449006 + Penalty 1940.531262 = -2358339.917744 nChanged 6 SP:Iteration 59Q (10102.110504 sec): 3 clusters Score: Raw -2360280.874474 + Penalty 1940.531262 = -2358340.343212 nChanged 2 SP:Iteration 60F (10102.191683 sec): 3 clusters Score: Raw -2360280.965509 + Penalty 1940.531262 = -2358340.434247 nChanged 2 SP:Iteration 61Q (10102.281477 sec): 3 clusters Score: Raw -2360281.147394 + Penalty 1940.531262 = -2358340.616132 nChanged 5 SP:Iteration 62Q (10102.357787 sec): 3 clusters Score: Raw -2360281.418296 + Penalty 1940.531262 = -2358340.887034 nChanged 4 SP:Iteration 63Q (10102.434336 sec): 3 clusters Score: Raw -2360281.796544 + Penalty 1940.531262 = -2358341.265282 nChanged 3 SP:Iteration 64Q (10102.512684 sec): 3 clusters Score: Raw -2360282.047901 + Penalty 1940.531262 = -2358341.516639 nChanged 3 SP:Iteration 65Q (10102.591274 sec): 3 clusters Score: Raw -2360282.224548 + Penalty 1940.531262 = -2358341.693286 nChanged 4 SP:Iteration 66Q (10102.668941 sec): 3 clusters Score: Raw -2360282.405872 + Penalty 1940.531262 = -2358341.874611 nChanged 2 SP:Iteration 67Q (10102.746046 sec): 3 clusters Score: Raw -2360282.479247 + Penalty 1940.531262 = -2358341.947985 nChanged 2 SP:Iteration 68Q (10102.824395 sec): 3 clusters Score: Raw -2360282.538349 + Penalty 1940.531262 = -2358342.007088 nChanged 1 SP:Iteration 69Q (10102.889537 sec): 3 clusters Score: Raw -2360282.612428 + Penalty 1940.531262 = -2358342.081167 nChanged 0 SP:Iteration 70F (10102.981980 sec): 3 clusters Score: Raw -2360282.612428 + Penalty 1940.531262 = -2358342.081167 nChanged 0 Trying to split cluster 5 (11081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10103.014359 sec): 2 clusters Score: Raw -938866.085611 + Penalty 884.733785 = -937981.351826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10103.064834 sec): 3 clusters Score: Raw -932151.104951 + Penalty 1769.467570 = -930381.637381 nChanged 5042 SP:Iteration 1F (10103.131507 sec): 3 clusters Score: Raw -935195.841043 + Penalty 1769.467570 = -933426.373473 nChanged 812 SP:Iteration 2F (10103.174331 sec): 3 clusters Score: Raw -935713.142462 + Penalty 1769.467570 = -933943.674892 nChanged 833 SP:Iteration 3F (10103.237745 sec): 3 clusters Score: Raw -936300.186764 + Penalty 1769.467570 = -934530.719195 nChanged 779 SP:Iteration 4F (10103.288952 sec): 3 clusters Score: Raw -936878.926589 + Penalty 1769.467570 = -935109.459019 nChanged 660 SP:Iteration 5F (10103.348156 sec): 3 clusters Score: Raw -937320.380612 + Penalty 1769.467570 = -935550.913042 nChanged 535 SP:Iteration 6Q (10103.419356 sec): 3 clusters Score: Raw -937686.428669 + Penalty 1769.467570 = -935916.961099 nChanged 422 SP:Iteration 7Q (10103.476738 sec): 3 clusters Score: Raw -938009.244023 + Penalty 1769.467570 = -936239.776453 nChanged 341 SP:Iteration 8Q (10103.540377 sec): 3 clusters Score: Raw -938245.296682 + Penalty 1769.467570 = -936475.829112 nChanged 283 SP:Iteration 9Q (10103.614645 sec): 3 clusters Score: Raw -938428.474615 + Penalty 1769.467570 = -936659.007045 nChanged 228 SP:Iteration 10Q (10103.655632 sec): 3 clusters Score: Raw -938543.088811 + Penalty 1769.467570 = -936773.621242 nChanged 173 SP:Iteration 11Q (10103.721934 sec): 3 clusters Score: Raw -938614.406679 + Penalty 1769.467570 = -936844.939110 nChanged 126 SP:Iteration 12Q (10103.790037 sec): 3 clusters Score: Raw -938657.100051 + Penalty 1769.467570 = -936887.632481 nChanged 96 SP:Iteration 13Q (10103.853182 sec): 3 clusters Score: Raw -938684.099347 + Penalty 1769.467570 = -936914.631777 nChanged 71 SP:Iteration 14Q (10103.914469 sec): 3 clusters Score: Raw -938700.617853 + Penalty 1769.467570 = -936931.150284 nChanged 64 SP:Iteration 15Q (10103.967418 sec): 3 clusters Score: Raw -938716.000725 + Penalty 1769.467570 = -936946.533155 nChanged 65 SP:Iteration 16Q (10104.029021 sec): 3 clusters Score: Raw -938734.408172 + Penalty 1769.467570 = -936964.940603 nChanged 70 SP:Iteration 17Q (10104.092561 sec): 3 clusters Score: Raw -938754.375446 + Penalty 1769.467570 = -936984.907876 nChanged 62 SP:Iteration 18Q (10104.158158 sec): 3 clusters Score: Raw -938768.909943 + Penalty 1769.467570 = -936999.442373 nChanged 52 SP:Iteration 19Q (10104.220759 sec): 3 clusters Score: Raw -938780.383165 + Penalty 1769.467570 = -937010.915595 nChanged 48 SP:Iteration 20F (10104.269101 sec): 3 clusters Score: Raw -938790.875522 + Penalty 1769.467570 = -937021.407952 nChanged 54 SP:Iteration 21Q (10104.339554 sec): 3 clusters Score: Raw -938802.211970 + Penalty 1769.467570 = -937032.744400 nChanged 44 SP:Iteration 22Q (10104.399360 sec): 3 clusters Score: Raw -938809.571458 + Penalty 1769.467570 = -937040.103889 nChanged 48 SP:Iteration 23Q (10104.445600 sec): 3 clusters Score: Raw -938818.723233 + Penalty 1769.467570 = -937049.255663 nChanged 53 SP:Iteration 24Q (10104.518062 sec): 3 clusters Score: Raw -938830.790524 + Penalty 1769.467570 = -937061.322954 nChanged 47 SP:Iteration 25Q (10104.577720 sec): 3 clusters Score: Raw -938840.124628 + Penalty 1769.467570 = -937070.657059 nChanged 42 SP:Iteration 26Q (10104.639457 sec): 3 clusters Score: Raw -938849.293941 + Penalty 1769.467570 = -937079.826371 nChanged 48 SP:Iteration 27Q (10104.700768 sec): 3 clusters Score: Raw -938860.669619 + Penalty 1769.467570 = -937091.202049 nChanged 55 SP:Iteration 28Q (10104.745794 sec): 3 clusters Score: Raw -938873.368133 + Penalty 1769.467570 = -937103.900563 nChanged 58 SP:Iteration 29Q (10104.811569 sec): 3 clusters Score: Raw -938884.820016 + Penalty 1769.467570 = -937115.352446 nChanged 55 SP:Iteration 30Q (10104.874072 sec): 3 clusters Score: Raw -938895.163194 + Penalty 1769.467570 = -937125.695625 nChanged 44 SP:Iteration 31Q (10104.926911 sec): 3 clusters Score: Raw -938905.005441 + Penalty 1769.467570 = -937135.537871 nChanged 53 SP:Iteration 32Q (10104.987460 sec): 3 clusters Score: Raw -938916.803879 + Penalty 1769.467570 = -937147.336309 nChanged 44 SP:Iteration 33Q (10105.056216 sec): 3 clusters Score: Raw -938924.493203 + Penalty 1769.467570 = -937155.025633 nChanged 44 SP:Iteration 34Q (10105.105780 sec): 3 clusters Score: Raw -938932.290000 + Penalty 1769.467570 = -937162.822431 nChanged 45 SP:Iteration 35Q (10105.166709 sec): 3 clusters Score: Raw -938941.080507 + Penalty 1769.467570 = -937171.612937 nChanged 35 SP:Iteration 36Q (10105.227778 sec): 3 clusters Score: Raw -938949.913082 + Penalty 1769.467570 = -937180.445512 nChanged 48 SP:Iteration 37Q (10105.285907 sec): 3 clusters Score: Raw -938961.341922 + Penalty 1769.467570 = -937191.874353 nChanged 36 SP:Iteration 38Q (10105.346706 sec): 3 clusters Score: Raw -938970.694134 + Penalty 1769.467570 = -937201.226564 nChanged 30 SP:Iteration 39Q (10105.407924 sec): 3 clusters Score: Raw -938977.495051 + Penalty 1769.467570 = -937208.027481 nChanged 34 SP:Iteration 40F (10105.469050 sec): 3 clusters Score: Raw -938984.053119 + Penalty 1769.467570 = -937214.585549 nChanged 28 SP:Iteration 41Q (10105.529375 sec): 3 clusters Score: Raw -938989.787958 + Penalty 1769.467570 = -937220.320389 nChanged 26 SP:Iteration 42Q (10105.586887 sec): 3 clusters Score: Raw -938994.575009 + Penalty 1769.467570 = -937225.107439 nChanged 21 SP:Iteration 43Q (10105.638380 sec): 3 clusters Score: Raw -938997.929537 + Penalty 1769.467570 = -937228.461967 nChanged 14 SP:Iteration 44Q (10105.702988 sec): 3 clusters Score: Raw -939000.031949 + Penalty 1769.467570 = -937230.564379 nChanged 15 SP:Iteration 45Q (10105.751451 sec): 3 clusters Score: Raw -939002.897295 + Penalty 1769.467570 = -937233.429725 nChanged 17 SP:Iteration 46Q (10105.824178 sec): 3 clusters Score: Raw -939006.387537 + Penalty 1769.467570 = -937236.919967 nChanged 15 SP:Iteration 47Q (10105.882761 sec): 3 clusters Score: Raw -939009.141148 + Penalty 1769.467570 = -937239.673578 nChanged 20 SP:Iteration 48Q (10105.935228 sec): 3 clusters Score: Raw -939012.808145 + Penalty 1769.467570 = -937243.340575 nChanged 20 SP:Iteration 49Q (10105.997710 sec): 3 clusters Score: Raw -939017.097695 + Penalty 1769.467570 = -937247.630126 nChanged 15 SP:Iteration 50Q (10106.056489 sec): 3 clusters Score: Raw -939019.368955 + Penalty 1769.467570 = -937249.901385 nChanged 11 SP:Iteration 51Q (10106.123764 sec): 3 clusters Score: Raw -939021.141111 + Penalty 1769.467570 = -937251.673542 nChanged 10 SP:Iteration 52Q (10106.171812 sec): 3 clusters Score: Raw -939023.187713 + Penalty 1769.467570 = -937253.720143 nChanged 12 SP:Iteration 53Q (10106.218166 sec): 3 clusters Score: Raw -939025.780860 + Penalty 1769.467570 = -937256.313291 nChanged 14 SP:Iteration 54Q (10106.280376 sec): 3 clusters Score: Raw -939029.419386 + Penalty 1769.467570 = -937259.951816 nChanged 13 SP:Iteration 55Q (10106.341752 sec): 3 clusters Score: Raw -939032.980232 + Penalty 1769.467570 = -937263.512663 nChanged 22 SP:Iteration 56Q (10106.411655 sec): 3 clusters Score: Raw -939036.777201 + Penalty 1769.467570 = -937267.309631 nChanged 17 SP:Iteration 57Q (10106.464103 sec): 3 clusters Score: Raw -939039.262477 + Penalty 1769.467570 = -937269.794907 nChanged 9 SP:Iteration 58Q (10106.533757 sec): 3 clusters Score: Raw -939040.727818 + Penalty 1769.467570 = -937271.260248 nChanged 7 SP:Iteration 59Q (10106.587471 sec): 3 clusters Score: Raw -939041.497015 + Penalty 1769.467570 = -937272.029445 nChanged 6 SP:Iteration 60F (10106.648899 sec): 3 clusters Score: Raw -939041.926439 + Penalty 1769.467570 = -937272.458870 nChanged 5 SP:Iteration 61Q (10106.720036 sec): 3 clusters Score: Raw -939042.338489 + Penalty 1769.467570 = -937272.870920 nChanged 5 SP:Iteration 62Q (10106.778592 sec): 3 clusters Score: Raw -939043.040607 + Penalty 1769.467570 = -937273.573038 nChanged 4 SP:Iteration 63Q (10106.829634 sec): 3 clusters Score: Raw -939043.391896 + Penalty 1769.467570 = -937273.924327 nChanged 4 SP:Iteration 64Q (10106.901553 sec): 3 clusters Score: Raw -939043.969672 + Penalty 1769.467570 = -937274.502102 nChanged 3 SP:Iteration 65Q (10106.957885 sec): 3 clusters Score: Raw -939044.228841 + Penalty 1769.467570 = -937274.761272 nChanged 6 SP:Iteration 66Q (10107.012661 sec): 3 clusters Score: Raw -939045.036478 + Penalty 1769.467570 = -937275.568908 nChanged 10 SP:Iteration 67Q (10107.071435 sec): 3 clusters Score: Raw -939046.559845 + Penalty 1769.467570 = -937277.092275 nChanged 13 SP:Iteration 68Q (10107.131721 sec): 3 clusters Score: Raw -939049.277114 + Penalty 1769.467570 = -937279.809544 nChanged 15 SP:Iteration 69Q (10107.186578 sec): 3 clusters Score: Raw -939052.596959 + Penalty 1769.467570 = -937283.129389 nChanged 16 SP:Iteration 70Q (10107.253288 sec): 3 clusters Score: Raw -939056.158525 + Penalty 1769.467570 = -937286.690955 nChanged 19 SP:Iteration 71Q (10107.312101 sec): 3 clusters Score: Raw -939059.568637 + Penalty 1769.467570 = -937290.101068 nChanged 14 SP:Iteration 72Q (10107.371047 sec): 3 clusters Score: Raw -939062.829434 + Penalty 1769.467570 = -937293.361864 nChanged 15 SP:Iteration 73Q (10107.420440 sec): 3 clusters Score: Raw -939065.278534 + Penalty 1769.467570 = -937295.810964 nChanged 16 SP:Iteration 74Q (10107.477195 sec): 3 clusters Score: Raw -939067.710164 + Penalty 1769.467570 = -937298.242594 nChanged 14 SP:Iteration 75Q (10107.537609 sec): 3 clusters Score: Raw -939069.490849 + Penalty 1769.467570 = -937300.023280 nChanged 11 SP:Iteration 76Q (10107.587335 sec): 3 clusters Score: Raw -939071.357356 + Penalty 1769.467570 = -937301.889786 nChanged 5 SP:Iteration 77Q (10107.660751 sec): 3 clusters Score: Raw -939072.215048 + Penalty 1769.467570 = -937302.747478 nChanged 9 SP:Iteration 78Q (10107.711001 sec): 3 clusters Score: Raw -939074.591888 + Penalty 1769.467570 = -937305.124318 nChanged 11 SP:Iteration 79Q (10107.779438 sec): 3 clusters Score: Raw -939077.733472 + Penalty 1769.467570 = -937308.265902 nChanged 10 SP:Iteration 80F (10107.828001 sec): 3 clusters Score: Raw -939079.915041 + Penalty 1769.467570 = -937310.447471 nChanged 12 SP:Iteration 81Q (10107.894766 sec): 3 clusters Score: Raw -939082.139961 + Penalty 1769.467570 = -937312.672391 nChanged 8 SP:Iteration 82Q (10107.944150 sec): 3 clusters Score: Raw -939083.088403 + Penalty 1769.467570 = -937313.620834 nChanged 6 SP:Iteration 83Q (10108.010460 sec): 3 clusters Score: Raw -939083.792476 + Penalty 1769.467570 = -937314.324906 nChanged 3 SP:Iteration 84Q (10108.072933 sec): 3 clusters Score: Raw -939084.625418 + Penalty 1769.467570 = -937315.157848 nChanged 4 SP:Iteration 85Q (10108.135134 sec): 3 clusters Score: Raw -939085.085265 + Penalty 1769.467570 = -937315.617695 nChanged 2 SP:Iteration 86Q (10108.197939 sec): 3 clusters Score: Raw -939085.570704 + Penalty 1769.467570 = -937316.103135 nChanged 6 SP:Iteration 87Q (10108.260524 sec): 3 clusters Score: Raw -939087.708716 + Penalty 1769.467570 = -937318.241147 nChanged 12 SP:Iteration 88Q (10108.314958 sec): 3 clusters Score: Raw -939090.027842 + Penalty 1769.467570 = -937320.560272 nChanged 6 SP:Iteration 89Q (10108.376915 sec): 3 clusters Score: Raw -939091.384575 + Penalty 1769.467570 = -937321.917006 nChanged 11 SP:Iteration 90Q (10108.446125 sec): 3 clusters Score: Raw -939093.805366 + Penalty 1769.467570 = -937324.337796 nChanged 11 SP:Iteration 91Q (10108.506786 sec): 3 clusters Score: Raw -939095.641167 + Penalty 1769.467570 = -937326.173598 nChanged 9 SP:Iteration 92Q (10108.553593 sec): 3 clusters Score: Raw -939096.934859 + Penalty 1769.467570 = -937327.467289 nChanged 7 SP:Iteration 93Q (10108.607943 sec): 3 clusters Score: Raw -939098.017600 + Penalty 1769.467570 = -937328.550030 nChanged 4 SP:Iteration 94Q (10108.665054 sec): 3 clusters Score: Raw -939098.764419 + Penalty 1769.467570 = -937329.296849 nChanged 7 SP:Iteration 95Q (10108.723175 sec): 3 clusters Score: Raw -939100.011932 + Penalty 1769.467570 = -937330.544363 nChanged 7 SP:Iteration 96Q (10108.786775 sec): 3 clusters Score: Raw -939100.799602 + Penalty 1769.467570 = -937331.332032 nChanged 6 SP:Iteration 97Q (10108.846773 sec): 3 clusters Score: Raw -939101.629984 + Penalty 1769.467570 = -937332.162415 nChanged 3 SP:Iteration 98Q (10108.908427 sec): 3 clusters Score: Raw -939102.125814 + Penalty 1769.467570 = -937332.658244 nChanged 4 SP:Iteration 99Q (10108.966601 sec): 3 clusters Score: Raw -939102.595318 + Penalty 1769.467570 = -937333.127749 nChanged 1 SP:Iteration 100F (10109.025685 sec): 3 clusters Score: Raw -939103.092393 + Penalty 1769.467570 = -937333.624823 nChanged 5 SP:Iteration 101Q (10109.075960 sec): 3 clusters Score: Raw -939104.633641 + Penalty 1769.467570 = -937335.166072 nChanged 6 SP:Iteration 102Q (10109.132794 sec): 3 clusters Score: Raw -939105.739778 + Penalty 1769.467570 = -937336.272208 nChanged 7 SP:Iteration 103Q (10109.199710 sec): 3 clusters Score: Raw -939107.515232 + Penalty 1769.467570 = -937338.047662 nChanged 10 SP:Iteration 104Q (10109.257291 sec): 3 clusters Score: Raw -939110.375568 + Penalty 1769.467570 = -937340.907998 nChanged 7 SP:Iteration 105Q (10109.304017 sec): 3 clusters Score: Raw -939111.717387 + Penalty 1769.467570 = -937342.249817 nChanged 8 SP:Iteration 106Q (10109.372646 sec): 3 clusters Score: Raw -939113.161257 + Penalty 1769.467570 = -937343.693687 nChanged 6 SP:Iteration 107Q (10109.430893 sec): 3 clusters Score: Raw -939114.585555 + Penalty 1769.467570 = -937345.117986 nChanged 9 SP:Iteration 108Q (10109.489850 sec): 3 clusters Score: Raw -939116.440074 + Penalty 1769.467570 = -937346.972504 nChanged 4 SP:Iteration 109Q (10109.544905 sec): 3 clusters Score: Raw -939116.913572 + Penalty 1769.467570 = -937347.446002 nChanged 2 SP:Iteration 110Q (10109.585974 sec): 3 clusters Score: Raw -939117.154919 + Penalty 1769.467570 = -937347.687350 nChanged 3 SP:Iteration 111Q (10109.638659 sec): 3 clusters Score: Raw -939117.662714 + Penalty 1769.467570 = -937348.195144 nChanged 3 SP:Iteration 112Q (10109.690829 sec): 3 clusters Score: Raw -939117.958561 + Penalty 1769.467570 = -937348.490991 nChanged 1 SP:Iteration 113Q (10109.757980 sec): 3 clusters Score: Raw -939117.992611 + Penalty 1769.467570 = -937348.525041 nChanged 0 SP:Iteration 114F (10109.810026 sec): 3 clusters Score: Raw -939117.992611 + Penalty 1769.467570 = -937348.525041 nChanged 0 Trying to split cluster 6 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10109.832483 sec): 2 clusters Score: Raw -33088.324516 + Penalty 585.914067 = -32502.410450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10109.864033 sec): 3 clusters Score: Raw -32973.577206 + Penalty 1171.828133 = -31801.749073 nChanged 143 SP:Iteration 1F (10109.904498 sec): 3 clusters Score: Raw -33261.021979 + Penalty 1171.828133 = -32089.193845 nChanged 71 SP:Iteration 2F (10109.959311 sec): 3 clusters Score: Raw -33569.913073 + Penalty 1171.828133 = -32398.084940 nChanged 62 SP:Iteration 3F (10109.992598 sec): 3 clusters Score: Raw -33790.773531 + Penalty 1171.828133 = -32618.945398 nChanged 33 SP:Iteration 4F (10110.027066 sec): 3 clusters Score: Raw -33879.944724 + Penalty 1171.828133 = -32708.116591 nChanged 8 SP:Iteration 5Q (10110.071233 sec): 3 clusters Score: Raw -33900.228797 + Penalty 1171.828133 = -32728.400664 nChanged 2 SP:Iteration 6Q (10110.113595 sec): 3 clusters Score: Raw -33902.818173 + Penalty 1171.828133 = -32730.990040 nChanged 0 SP:Iteration 7F (10110.157517 sec): 3 clusters Score: Raw -33902.818173 + Penalty 1171.828133 = -32730.990040 nChanged 0 Score: Raw -69576174.988162 + Penalty 57028.721351 = -69519146.266811 Splitting cluster 6 changes total score from -69519627.673802 to -69519146.266811 So it's not getting split. Trying to split cluster 7 (16647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10127.507374 sec): 2 clusters Score: Raw -1432026.323590 + Penalty 923.398603 = -1431102.924986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10127.577867 sec): 3 clusters Score: Raw -1421708.017939 + Penalty 1846.797207 = -1419861.220733 nChanged 7670 SP:Iteration 1F (10127.648020 sec): 3 clusters Score: Raw -1426227.474372 + Penalty 1846.797207 = -1424380.677165 nChanged 923 SP:Iteration 2F (10127.716128 sec): 3 clusters Score: Raw -1426647.378750 + Penalty 1846.797207 = -1424800.581543 nChanged 892 SP:Iteration 3F (10127.784183 sec): 3 clusters Score: Raw -1427092.904993 + Penalty 1846.797207 = -1425246.107787 nChanged 903 SP:Iteration 4F (10127.854151 sec): 3 clusters Score: Raw -1427580.943678 + Penalty 1846.797207 = -1425734.146471 nChanged 908 SP:Iteration 5F (10127.923448 sec): 3 clusters Score: Raw -1428074.314871 + Penalty 1846.797207 = -1426227.517664 nChanged 907 SP:Iteration 6F (10127.989970 sec): 3 clusters Score: Raw -1428613.439555 + Penalty 1846.797207 = -1426766.642349 nChanged 926 SP:Iteration 7F (10128.049467 sec): 3 clusters Score: Raw -1429245.850671 + Penalty 1846.797207 = -1427399.053464 nChanged 878 SP:Iteration 8F (10128.122060 sec): 3 clusters Score: Raw -1429892.809982 + Penalty 1846.797207 = -1428046.012775 nChanged 728 SP:Iteration 9Q (10128.186810 sec): 3 clusters Score: Raw -1430328.450886 + Penalty 1846.797207 = -1428481.653679 nChanged 558 SP:Iteration 10Q (10128.257872 sec): 3 clusters Score: Raw -1430612.749846 + Penalty 1846.797207 = -1428765.952639 nChanged 457 SP:Iteration 11Q (10128.315333 sec): 3 clusters Score: Raw -1430830.448284 + Penalty 1846.797207 = -1428983.651077 nChanged 349 SP:Iteration 12Q (10128.382062 sec): 3 clusters Score: Raw -1430994.661701 + Penalty 1846.797207 = -1429147.864494 nChanged 303 SP:Iteration 13Q (10128.454590 sec): 3 clusters Score: Raw -1431140.462652 + Penalty 1846.797207 = -1429293.665445 nChanged 294 SP:Iteration 14Q (10128.514365 sec): 3 clusters Score: Raw -1431270.732959 + Penalty 1846.797207 = -1429423.935752 nChanged 230 SP:Iteration 15Q (10128.580433 sec): 3 clusters Score: Raw -1431363.796606 + Penalty 1846.797207 = -1429516.999399 nChanged 212 SP:Iteration 16Q (10128.652419 sec): 3 clusters Score: Raw -1431434.095933 + Penalty 1846.797207 = -1429587.298727 nChanged 166 SP:Iteration 17Q (10128.723073 sec): 3 clusters Score: Raw -1431495.099420 + Penalty 1846.797207 = -1429648.302213 nChanged 182 SP:Iteration 18Q (10128.780404 sec): 3 clusters Score: Raw -1431558.656889 + Penalty 1846.797207 = -1429711.859682 nChanged 145 SP:Iteration 19Q (10128.849642 sec): 3 clusters Score: Raw -1431598.153806 + Penalty 1846.797207 = -1429751.356599 nChanged 127 SP:Iteration 20F (10128.904628 sec): 3 clusters Score: Raw -1431637.867817 + Penalty 1846.797207 = -1429791.070610 nChanged 131 SP:Iteration 21Q (10128.983248 sec): 3 clusters Score: Raw -1431672.758269 + Penalty 1846.797207 = -1429825.961062 nChanged 121 SP:Iteration 22Q (10129.047976 sec): 3 clusters Score: Raw -1431696.478013 + Penalty 1846.797207 = -1429849.680807 nChanged 102 SP:Iteration 23Q (10129.117821 sec): 3 clusters Score: Raw -1431718.068584 + Penalty 1846.797207 = -1429871.271377 nChanged 97 SP:Iteration 24Q (10129.183351 sec): 3 clusters Score: Raw -1431735.266793 + Penalty 1846.797207 = -1429888.469586 nChanged 75 SP:Iteration 25Q (10129.248021 sec): 3 clusters Score: Raw -1431750.231562 + Penalty 1846.797207 = -1429903.434355 nChanged 69 SP:Iteration 26Q (10129.313826 sec): 3 clusters Score: Raw -1431765.730399 + Penalty 1846.797207 = -1429918.933192 nChanged 81 SP:Iteration 27Q (10129.378088 sec): 3 clusters Score: Raw -1431782.761560 + Penalty 1846.797207 = -1429935.964353 nChanged 81 SP:Iteration 28Q (10129.445551 sec): 3 clusters Score: Raw -1431795.492710 + Penalty 1846.797207 = -1429948.695503 nChanged 60 SP:Iteration 29Q (10129.500496 sec): 3 clusters Score: Raw -1431803.385744 + Penalty 1846.797207 = -1429956.588537 nChanged 47 SP:Iteration 30Q (10129.567372 sec): 3 clusters Score: Raw -1431809.493877 + Penalty 1846.797207 = -1429962.696670 nChanged 48 SP:Iteration 31Q (10129.632050 sec): 3 clusters Score: Raw -1431815.423531 + Penalty 1846.797207 = -1429968.626325 nChanged 36 SP:Iteration 32Q (10129.696093 sec): 3 clusters Score: Raw -1431819.781258 + Penalty 1846.797207 = -1429972.984051 nChanged 31 SP:Iteration 33Q (10129.769314 sec): 3 clusters Score: Raw -1431823.346585 + Penalty 1846.797207 = -1429976.549378 nChanged 38 SP:Iteration 34Q (10129.837324 sec): 3 clusters Score: Raw -1431827.028236 + Penalty 1846.797207 = -1429980.231029 nChanged 23 SP:Iteration 35Q (10129.900008 sec): 3 clusters Score: Raw -1431829.357211 + Penalty 1846.797207 = -1429982.560004 nChanged 21 SP:Iteration 36Q (10129.955580 sec): 3 clusters Score: Raw -1431830.961049 + Penalty 1846.797207 = -1429984.163842 nChanged 12 SP:Iteration 37Q (10130.025103 sec): 3 clusters Score: Raw -1431831.881680 + Penalty 1846.797207 = -1429985.084473 nChanged 9 SP:Iteration 38Q (10130.088824 sec): 3 clusters Score: Raw -1431832.797746 + Penalty 1846.797207 = -1429986.000540 nChanged 10 SP:Iteration 39Q (10130.148526 sec): 3 clusters Score: Raw -1431833.561733 + Penalty 1846.797207 = -1429986.764527 nChanged 11 SP:Iteration 40F (10130.224237 sec): 3 clusters Score: Raw -1431834.298424 + Penalty 1846.797207 = -1429987.501218 nChanged 11 SP:Iteration 41Q (10130.283814 sec): 3 clusters Score: Raw -1431835.166535 + Penalty 1846.797207 = -1429988.369329 nChanged 11 SP:Iteration 42Q (10130.348583 sec): 3 clusters Score: Raw -1431835.956791 + Penalty 1846.797207 = -1429989.159584 nChanged 11 SP:Iteration 43Q (10130.416337 sec): 3 clusters Score: Raw -1431836.779925 + Penalty 1846.797207 = -1429989.982719 nChanged 13 SP:Iteration 44Q (10130.482055 sec): 3 clusters Score: Raw -1431837.735152 + Penalty 1846.797207 = -1429990.937945 nChanged 8 SP:Iteration 45Q (10130.548384 sec): 3 clusters Score: Raw -1431838.161916 + Penalty 1846.797207 = -1429991.364709 nChanged 8 SP:Iteration 46Q (10130.609458 sec): 3 clusters Score: Raw -1431838.727356 + Penalty 1846.797207 = -1429991.930149 nChanged 9 SP:Iteration 47Q (10130.676256 sec): 3 clusters Score: Raw -1431839.343936 + Penalty 1846.797207 = -1429992.546729 nChanged 10 SP:Iteration 48Q (10130.743042 sec): 3 clusters Score: Raw -1431840.156589 + Penalty 1846.797207 = -1429993.359382 nChanged 9 SP:Iteration 49Q (10130.810978 sec): 3 clusters Score: Raw -1431840.849594 + Penalty 1846.797207 = -1429994.052387 nChanged 9 SP:Iteration 50Q (10130.873215 sec): 3 clusters Score: Raw -1431841.610177 + Penalty 1846.797207 = -1429994.812971 nChanged 4 SP:Iteration 51Q (10130.936032 sec): 3 clusters Score: Raw -1431841.820887 + Penalty 1846.797207 = -1429995.023680 nChanged 5 SP:Iteration 52Q (10130.994475 sec): 3 clusters Score: Raw -1431842.067278 + Penalty 1846.797207 = -1429995.270071 nChanged 3 SP:Iteration 53Q (10131.051829 sec): 3 clusters Score: Raw -1431842.340684 + Penalty 1846.797207 = -1429995.543477 nChanged 3 SP:Iteration 54Q (10131.117594 sec): 3 clusters Score: Raw -1431842.646079 + Penalty 1846.797207 = -1429995.848872 nChanged 5 SP:Iteration 55Q (10131.180937 sec): 3 clusters Score: Raw -1431842.847424 + Penalty 1846.797207 = -1429996.050217 nChanged 4 SP:Iteration 56Q (10131.252271 sec): 3 clusters Score: Raw -1431843.034981 + Penalty 1846.797207 = -1429996.237774 nChanged 7 SP:Iteration 57Q (10131.314727 sec): 3 clusters Score: Raw -1431843.596507 + Penalty 1846.797207 = -1429996.799300 nChanged 8 SP:Iteration 58Q (10131.373896 sec): 3 clusters Score: Raw -1431844.068018 + Penalty 1846.797207 = -1429997.270811 nChanged 4 SP:Iteration 59Q (10131.424938 sec): 3 clusters Score: Raw -1431844.294695 + Penalty 1846.797207 = -1429997.497489 nChanged 2 SP:Iteration 60F (10131.493798 sec): 3 clusters Score: Raw -1431844.433366 + Penalty 1846.797207 = -1429997.636159 nChanged 0 Trying to split cluster 8 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10131.510742 sec): 2 clusters Score: Raw -122464.262506 + Penalty 694.819249 = -121769.443257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10131.565246 sec): 3 clusters Score: Raw -121815.897599 + Penalty 1389.638498 = -120426.259101 nChanged 547 SP:Iteration 1F (10131.597171 sec): 3 clusters Score: Raw -122187.157025 + Penalty 1389.638498 = -120797.518527 nChanged 131 SP:Iteration 2F (10131.639334 sec): 3 clusters Score: Raw -122289.820527 + Penalty 1389.638498 = -120900.182029 nChanged 110 SP:Iteration 3F (10131.683233 sec): 3 clusters Score: Raw -122387.446882 + Penalty 1389.638498 = -120997.808384 nChanged 88 SP:Iteration 4F (10131.732985 sec): 3 clusters Score: Raw -122485.769784 + Penalty 1389.638498 = -121096.131286 nChanged 96 SP:Iteration 5F (10131.771836 sec): 3 clusters Score: Raw -122595.433806 + Penalty 1389.638498 = -121205.795308 nChanged 88 SP:Iteration 6F (10131.809886 sec): 3 clusters Score: Raw -122689.896851 + Penalty 1389.638498 = -121300.258353 nChanged 73 SP:Iteration 7Q (10131.844865 sec): 3 clusters Score: Raw -122750.962746 + Penalty 1389.638498 = -121361.324248 nChanged 42 SP:Iteration 8Q (10131.889535 sec): 3 clusters Score: Raw -122788.427973 + Penalty 1389.638498 = -121398.789475 nChanged 36 SP:Iteration 9Q (10131.934714 sec): 3 clusters Score: Raw -122837.555453 + Penalty 1389.638498 = -121447.916955 nChanged 44 SP:Iteration 10Q (10131.971689 sec): 3 clusters Score: Raw -122885.308365 + Penalty 1389.638498 = -121495.669867 nChanged 34 SP:Iteration 11Q (10132.016321 sec): 3 clusters Score: Raw -122912.395395 + Penalty 1389.638498 = -121522.756897 nChanged 24 SP:Iteration 12Q (10132.061715 sec): 3 clusters Score: Raw -122933.763869 + Penalty 1389.638498 = -121544.125371 nChanged 16 SP:Iteration 13Q (10132.105079 sec): 3 clusters Score: Raw -122944.176019 + Penalty 1389.638498 = -121554.537521 nChanged 13 SP:Iteration 14Q (10132.147109 sec): 3 clusters Score: Raw -122949.972584 + Penalty 1389.638498 = -121560.334086 nChanged 9 SP:Iteration 15Q (10132.181636 sec): 3 clusters Score: Raw -122953.208359 + Penalty 1389.638498 = -121563.569861 nChanged 4 SP:Iteration 16Q (10132.223950 sec): 3 clusters Score: Raw -122954.290742 + Penalty 1389.638498 = -121564.652244 nChanged 3 SP:Iteration 17Q (10132.268680 sec): 3 clusters Score: Raw -122955.360413 + Penalty 1389.638498 = -121565.721914 nChanged 3 SP:Iteration 18Q (10132.315269 sec): 3 clusters Score: Raw -122956.641910 + Penalty 1389.638498 = -121567.003412 nChanged 2 SP:Iteration 19Q (10132.353283 sec): 3 clusters Score: Raw -122957.549008 + Penalty 1389.638498 = -121567.910510 nChanged 1 SP:Iteration 20F (10132.397457 sec): 3 clusters Score: Raw -122957.727185 + Penalty 1389.638498 = -121568.088687 nChanged 0 Trying to split cluster 9 (5272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10132.427189 sec): 2 clusters Score: Raw -440826.630474 + Penalty 814.165682 = -440012.464792 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10132.472649 sec): 3 clusters Score: Raw -437868.889152 + Penalty 1628.331364 = -436240.557787 nChanged 2271 SP:Iteration 1F (10132.526362 sec): 3 clusters Score: Raw -439171.746646 + Penalty 1628.331364 = -437543.415282 nChanged 365 SP:Iteration 2F (10132.569392 sec): 3 clusters Score: Raw -439376.491167 + Penalty 1628.331364 = -437748.159803 nChanged 331 SP:Iteration 3F (10132.612928 sec): 3 clusters Score: Raw -439579.221037 + Penalty 1628.331364 = -437950.889673 nChanged 294 SP:Iteration 4F (10132.665412 sec): 3 clusters Score: Raw -439766.785217 + Penalty 1628.331364 = -438138.453853 nChanged 268 SP:Iteration 5F (10132.714227 sec): 3 clusters Score: Raw -439919.733069 + Penalty 1628.331364 = -438291.401704 nChanged 219 SP:Iteration 6Q (10132.768386 sec): 3 clusters Score: Raw -440038.433397 + Penalty 1628.331364 = -438410.102033 nChanged 196 SP:Iteration 7Q (10132.811955 sec): 3 clusters Score: Raw -440147.743227 + Penalty 1628.331364 = -438519.411863 nChanged 192 SP:Iteration 8Q (10132.853955 sec): 3 clusters Score: Raw -440251.253964 + Penalty 1628.331364 = -438622.922599 nChanged 178 SP:Iteration 9Q (10132.910565 sec): 3 clusters Score: Raw -440338.382319 + Penalty 1628.331364 = -438710.050954 nChanged 137 SP:Iteration 10Q (10132.951438 sec): 3 clusters Score: Raw -440385.978858 + Penalty 1628.331364 = -438757.647493 nChanged 96 SP:Iteration 11Q (10133.007666 sec): 3 clusters Score: Raw -440414.691820 + Penalty 1628.331364 = -438786.360455 nChanged 77 SP:Iteration 12Q (10133.059121 sec): 3 clusters Score: Raw -440433.905545 + Penalty 1628.331364 = -438805.574180 nChanged 50 SP:Iteration 13Q (10133.113288 sec): 3 clusters Score: Raw -440444.965054 + Penalty 1628.331364 = -438816.633689 nChanged 37 SP:Iteration 14Q (10133.165551 sec): 3 clusters Score: Raw -440453.546175 + Penalty 1628.331364 = -438825.214810 nChanged 35 SP:Iteration 15Q (10133.213123 sec): 3 clusters Score: Raw -440459.672169 + Penalty 1628.331364 = -438831.340805 nChanged 23 SP:Iteration 16Q (10133.274905 sec): 3 clusters Score: Raw -440464.331187 + Penalty 1628.331364 = -438835.999823 nChanged 22 SP:Iteration 17Q (10133.328632 sec): 3 clusters Score: Raw -440468.653677 + Penalty 1628.331364 = -438840.322313 nChanged 22 SP:Iteration 18Q (10133.373963 sec): 3 clusters Score: Raw -440472.438897 + Penalty 1628.331364 = -438844.107533 nChanged 12 SP:Iteration 19Q (10133.432166 sec): 3 clusters Score: Raw -440474.217420 + Penalty 1628.331364 = -438845.886056 nChanged 10 SP:Iteration 20F (10133.479846 sec): 3 clusters Score: Raw -440475.657609 + Penalty 1628.331364 = -438847.326245 nChanged 13 SP:Iteration 21Q (10133.536390 sec): 3 clusters Score: Raw -440477.207787 + Penalty 1628.331364 = -438848.876423 nChanged 6 SP:Iteration 22Q (10133.581431 sec): 3 clusters Score: Raw -440477.896697 + Penalty 1628.331364 = -438849.565333 nChanged 7 SP:Iteration 23Q (10133.633849 sec): 3 clusters Score: Raw -440479.132266 + Penalty 1628.331364 = -438850.800902 nChanged 8 SP:Iteration 24Q (10133.685524 sec): 3 clusters Score: Raw -440480.401627 + Penalty 1628.331364 = -438852.070263 nChanged 5 SP:Iteration 25Q (10133.737768 sec): 3 clusters Score: Raw -440481.320896 + Penalty 1628.331364 = -438852.989531 nChanged 4 SP:Iteration 26Q (10133.791957 sec): 3 clusters Score: Raw -440481.607407 + Penalty 1628.331364 = -438853.276042 nChanged 1 SP:Iteration 27Q (10133.852936 sec): 3 clusters Score: Raw -440481.678165 + Penalty 1628.331364 = -438853.346801 nChanged 0 SP:Iteration 28F (10133.899067 sec): 3 clusters Score: Raw -440481.678165 + Penalty 1628.331364 = -438853.346801 nChanged 0 Trying to split cluster 10 (69640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10133.997162 sec): 2 clusters Score: Raw -6162625.844850 + Penalty 1059.353967 = -6161566.490883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10134.129269 sec): 3 clusters Score: Raw -6116889.963232 + Penalty 2118.707935 = -6114771.255297 nChanged 33413 SP:Iteration 1F (10134.267085 sec): 3 clusters Score: Raw -6136646.763078 + Penalty 2118.707935 = -6134528.055143 nChanged 2816 SP:Iteration 2Q (10134.400963 sec): 3 clusters Score: Raw -6137575.053069 + Penalty 2118.707935 = -6135456.345134 nChanged 2973 SP:Iteration 3Q (10134.539702 sec): 3 clusters Score: Raw -6138806.116611 + Penalty 2118.707935 = -6136687.408676 nChanged 3447 SP:Iteration 4Q (10134.673461 sec): 3 clusters Score: Raw -6140594.505559 + Penalty 2118.707935 = -6138475.797624 nChanged 3967 SP:Iteration 5F (10134.810189 sec): 3 clusters Score: Raw -6143184.119603 + Penalty 2118.707935 = -6141065.411668 nChanged 4376 SP:Iteration 6F (10134.943817 sec): 3 clusters Score: Raw -6146486.772370 + Penalty 2118.707935 = -6144368.064435 nChanged 4433 SP:Iteration 7F (10135.074931 sec): 3 clusters Score: Raw -6149802.507030 + Penalty 2118.707935 = -6147683.799095 nChanged 3904 SP:Iteration 8F (10135.208476 sec): 3 clusters Score: Raw -6152209.351205 + Penalty 2118.707935 = -6150090.643271 nChanged 2917 SP:Iteration 9Q (10135.335628 sec): 3 clusters Score: Raw -6153443.514444 + Penalty 2118.707935 = -6151324.806509 nChanged 1821 SP:Iteration 10Q (10135.481981 sec): 3 clusters Score: Raw -6153980.420246 + Penalty 2118.707935 = -6151861.712311 nChanged 1173 SP:Iteration 11Q (10135.620060 sec): 3 clusters Score: Raw -6154291.592307 + Penalty 2118.707935 = -6152172.884372 nChanged 944 SP:Iteration 12Q (10135.756244 sec): 3 clusters Score: Raw -6154562.573801 + Penalty 2118.707935 = -6152443.865867 nChanged 849 SP:Iteration 13Q (10135.889160 sec): 3 clusters Score: Raw -6154841.635027 + Penalty 2118.707935 = -6152722.927092 nChanged 892 SP:Iteration 14Q (10136.021761 sec): 3 clusters Score: Raw -6155153.274786 + Penalty 2118.707935 = -6153034.566851 nChanged 899 SP:Iteration 15Q (10136.156527 sec): 3 clusters Score: Raw -6155470.490314 + Penalty 2118.707935 = -6153351.782379 nChanged 899 SP:Iteration 16Q (10136.284731 sec): 3 clusters Score: Raw -6155791.635705 + Penalty 2118.707935 = -6153672.927771 nChanged 920 SP:Iteration 17Q (10136.428519 sec): 3 clusters Score: Raw -6156106.550999 + Penalty 2118.707935 = -6153987.843065 nChanged 877 SP:Iteration 18Q (10136.558278 sec): 3 clusters Score: Raw -6156413.537880 + Penalty 2118.707935 = -6154294.829945 nChanged 905 SP:Iteration 19Q (10136.685366 sec): 3 clusters Score: Raw -6156739.787237 + Penalty 2118.707935 = -6154621.079303 nChanged 893 SP:Iteration 20F (10136.818007 sec): 3 clusters Score: Raw -6157043.892587 + Penalty 2118.707935 = -6154925.184652 nChanged 852 SP:Iteration 21Q (10136.951377 sec): 3 clusters Score: Raw -6157339.025291 + Penalty 2118.707935 = -6155220.317357 nChanged 833 SP:Iteration 22Q (10137.077876 sec): 3 clusters Score: Raw -6157622.362952 + Penalty 2118.707935 = -6155503.655017 nChanged 855 SP:Iteration 23Q (10137.204994 sec): 3 clusters Score: Raw -6157914.346240 + Penalty 2118.707935 = -6155795.638305 nChanged 937 SP:Iteration 24Q (10137.326532 sec): 3 clusters Score: Raw -6158237.940020 + Penalty 2118.707935 = -6156119.232085 nChanged 867 SP:Iteration 25Q (10137.445961 sec): 3 clusters Score: Raw -6158530.007242 + Penalty 2118.707935 = -6156411.299307 nChanged 875 SP:Iteration 26Q (10137.578788 sec): 3 clusters Score: Raw -6158821.488551 + Penalty 2118.707935 = -6156702.780616 nChanged 803 SP:Iteration 27Q (10137.695406 sec): 3 clusters Score: Raw -6159083.515940 + Penalty 2118.707935 = -6156964.808005 nChanged 793 SP:Iteration 28Q (10137.820117 sec): 3 clusters Score: Raw -6159339.888017 + Penalty 2118.707935 = -6157221.180082 nChanged 799 SP:Iteration 29Q (10137.949674 sec): 3 clusters Score: Raw -6159601.340636 + Penalty 2118.707935 = -6157482.632701 nChanged 817 SP:Iteration 30Q (10138.075172 sec): 3 clusters Score: Raw -6159874.417875 + Penalty 2118.707935 = -6157755.709940 nChanged 767 SP:Iteration 31Q (10138.193652 sec): 3 clusters Score: Raw -6160116.504779 + Penalty 2118.707935 = -6157997.796844 nChanged 737 SP:Iteration 32Q (10138.320796 sec): 3 clusters Score: Raw -6160344.017190 + Penalty 2118.707935 = -6158225.309255 nChanged 735 SP:Iteration 33Q (10138.438268 sec): 3 clusters Score: Raw -6160578.750776 + Penalty 2118.707935 = -6158460.042842 nChanged 717 SP:Iteration 34Q (10138.553961 sec): 3 clusters Score: Raw -6160805.000325 + Penalty 2118.707935 = -6158686.292391 nChanged 678 SP:Iteration 35Q (10138.660190 sec): 3 clusters Score: Raw -6161021.353274 + Penalty 2118.707935 = -6158902.645339 nChanged 619 SP:Iteration 36Q (10138.775922 sec): 3 clusters Score: Raw -6161217.638734 + Penalty 2118.707935 = -6159098.930799 nChanged 603 SP:Iteration 37Q (10138.884959 sec): 3 clusters Score: Raw -6161406.143202 + Penalty 2118.707935 = -6159287.435267 nChanged 554 SP:Iteration 38Q (10139.010788 sec): 3 clusters Score: Raw -6161578.558820 + Penalty 2118.707935 = -6159459.850885 nChanged 499 SP:Iteration 39Q (10139.134162 sec): 3 clusters Score: Raw -6161742.390762 + Penalty 2118.707935 = -6159623.682827 nChanged 488 SP:Iteration 40F (10139.269337 sec): 3 clusters Score: Raw -6161898.229635 + Penalty 2118.707935 = -6159779.521700 nChanged 419 SP:Iteration 41Q (10139.389394 sec): 3 clusters Score: Raw -6162028.561787 + Penalty 2118.707935 = -6159909.853852 nChanged 357 SP:Iteration 42Q (10139.514985 sec): 3 clusters Score: Raw -6162143.095070 + Penalty 2118.707935 = -6160024.387135 nChanged 324 SP:Iteration 43Q (10139.636269 sec): 3 clusters Score: Raw -6162246.949034 + Penalty 2118.707935 = -6160128.241099 nChanged 301 SP:Iteration 44Q (10139.755934 sec): 3 clusters Score: Raw -6162342.796851 + Penalty 2118.707935 = -6160224.088916 nChanged 267 SP:Iteration 45Q (10139.878252 sec): 3 clusters Score: Raw -6162422.008276 + Penalty 2118.707935 = -6160303.300341 nChanged 185 SP:Iteration 46Q (10140.001251 sec): 3 clusters Score: Raw -6162480.870932 + Penalty 2118.707935 = -6160362.162997 nChanged 179 SP:Iteration 47Q (10140.122471 sec): 3 clusters Score: Raw -6162538.103693 + Penalty 2118.707935 = -6160419.395759 nChanged 153 SP:Iteration 48Q (10140.242104 sec): 3 clusters Score: Raw -6162583.415509 + Penalty 2118.707935 = -6160464.707574 nChanged 137 SP:Iteration 49Q (10140.366404 sec): 3 clusters Score: Raw -6162624.365491 + Penalty 2118.707935 = -6160505.657556 nChanged 118 SP:Iteration 50Q (10140.484190 sec): 3 clusters Score: Raw -6162659.311835 + Penalty 2118.707935 = -6160540.603900 nChanged 108 SP:Iteration 51Q (10140.596991 sec): 3 clusters Score: Raw -6162692.778366 + Penalty 2118.707935 = -6160574.070431 nChanged 95 SP:Iteration 52Q (10140.719363 sec): 3 clusters Score: Raw -6162721.091214 + Penalty 2118.707935 = -6160602.383279 nChanged 82 SP:Iteration 53Q (10140.837141 sec): 3 clusters Score: Raw -6162743.898197 + Penalty 2118.707935 = -6160625.190262 nChanged 75 SP:Iteration 54Q (10140.946695 sec): 3 clusters Score: Raw -6162766.262352 + Penalty 2118.707935 = -6160647.554417 nChanged 65 SP:Iteration 55Q (10141.056018 sec): 3 clusters Score: Raw -6162785.654509 + Penalty 2118.707935 = -6160666.946574 nChanged 59 SP:Iteration 56Q (10141.177654 sec): 3 clusters Score: Raw -6162805.016846 + Penalty 2118.707935 = -6160686.308911 nChanged 51 SP:Iteration 57Q (10141.277360 sec): 3 clusters Score: Raw -6162822.372320 + Penalty 2118.707935 = -6160703.664385 nChanged 44 SP:Iteration 58Q (10141.403721 sec): 3 clusters Score: Raw -6162836.097601 + Penalty 2118.707935 = -6160717.389666 nChanged 29 SP:Iteration 59Q (10141.521602 sec): 3 clusters Score: Raw -6162845.549170 + Penalty 2118.707935 = -6160726.841235 nChanged 24 SP:Iteration 60F (10141.653935 sec): 3 clusters Score: Raw -6162852.814861 + Penalty 2118.707935 = -6160734.106926 nChanged 30 SP:Iteration 61Q (10141.767563 sec): 3 clusters Score: Raw -6162859.392092 + Penalty 2118.707935 = -6160740.684157 nChanged 21 SP:Iteration 62Q (10141.891572 sec): 3 clusters Score: Raw -6162866.491341 + Penalty 2118.707935 = -6160747.783406 nChanged 22 SP:Iteration 63Q (10142.012674 sec): 3 clusters Score: Raw -6162873.197912 + Penalty 2118.707935 = -6160754.489978 nChanged 16 SP:Iteration 64Q (10142.130410 sec): 3 clusters Score: Raw -6162877.313084 + Penalty 2118.707935 = -6160758.605149 nChanged 12 SP:Iteration 65Q (10142.250462 sec): 3 clusters Score: Raw -6162879.619369 + Penalty 2118.707935 = -6160760.911434 nChanged 5 SP:Iteration 66Q (10142.364586 sec): 3 clusters Score: Raw -6162880.557967 + Penalty 2118.707935 = -6160761.850032 nChanged 6 SP:Iteration 67Q (10142.483179 sec): 3 clusters Score: Raw -6162881.681160 + Penalty 2118.707935 = -6160762.973225 nChanged 5 SP:Iteration 68Q (10142.599729 sec): 3 clusters Score: Raw -6162882.632612 + Penalty 2118.707935 = -6160763.924677 nChanged 5 SP:Iteration 69Q (10142.714423 sec): 3 clusters Score: Raw -6162883.351293 + Penalty 2118.707935 = -6160764.643358 nChanged 5 SP:Iteration 70Q (10142.828325 sec): 3 clusters Score: Raw -6162884.014068 + Penalty 2118.707935 = -6160765.306133 nChanged 2 SP:Iteration 71Q (10142.948524 sec): 3 clusters Score: Raw -6162884.256091 + Penalty 2118.707935 = -6160765.548156 nChanged 1 SP:Iteration 72Q (10143.063510 sec): 3 clusters Score: Raw -6162884.354173 + Penalty 2118.707935 = -6160765.646238 nChanged 0 SP:Iteration 73F (10143.197250 sec): 3 clusters Score: Raw -6162884.354173 + Penalty 2118.707935 = -6160765.646238 nChanged 0 Trying to split cluster 11 (4278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10143.221260 sec): 2 clusters Score: Raw -368318.510564 + Penalty 794.317885 = -367524.192679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10143.287924 sec): 3 clusters Score: Raw -365991.342402 + Penalty 1588.635769 = -364402.706633 nChanged 1773 SP:Iteration 1F (10143.340100 sec): 3 clusters Score: Raw -367231.368961 + Penalty 1588.635769 = -365642.733192 nChanged 393 SP:Iteration 2F (10143.377831 sec): 3 clusters Score: Raw -367587.024029 + Penalty 1588.635769 = -365998.388259 nChanged 371 SP:Iteration 3F (10143.429754 sec): 3 clusters Score: Raw -367895.207560 + Penalty 1588.635769 = -366306.571791 nChanged 286 SP:Iteration 4F (10143.477963 sec): 3 clusters Score: Raw -368101.450962 + Penalty 1588.635769 = -366512.815193 nChanged 209 SP:Iteration 5Q (10143.527795 sec): 3 clusters Score: Raw -368243.569380 + Penalty 1588.635769 = -366654.933611 nChanged 151 SP:Iteration 6Q (10143.584369 sec): 3 clusters Score: Raw -368325.704364 + Penalty 1588.635769 = -366737.068595 nChanged 88 SP:Iteration 7Q (10143.629330 sec): 3 clusters Score: Raw -368357.995385 + Penalty 1588.635769 = -366769.359615 nChanged 51 SP:Iteration 8Q (10143.675207 sec): 3 clusters Score: Raw -368375.584074 + Penalty 1588.635769 = -366786.948304 nChanged 34 SP:Iteration 9Q (10143.704143 sec): 3 clusters Score: Raw -368385.667279 + Penalty 1588.635769 = -366797.031510 nChanged 29 SP:Iteration 10Q (10143.763280 sec): 3 clusters Score: Raw -368392.742738 + Penalty 1588.635769 = -366804.106969 nChanged 23 SP:Iteration 11Q (10143.813760 sec): 3 clusters Score: Raw -368401.856780 + Penalty 1588.635769 = -366813.221011 nChanged 30 SP:Iteration 12Q (10143.867117 sec): 3 clusters Score: Raw -368409.021088 + Penalty 1588.635769 = -366820.385319 nChanged 19 SP:Iteration 13Q (10143.908659 sec): 3 clusters Score: Raw -368413.158052 + Penalty 1588.635769 = -366824.522283 nChanged 12 SP:Iteration 14Q (10143.960350 sec): 3 clusters Score: Raw -368416.050530 + Penalty 1588.635769 = -366827.414761 nChanged 11 SP:Iteration 15Q (10144.026831 sec): 3 clusters Score: Raw -368417.865623 + Penalty 1588.635769 = -366829.229854 nChanged 8 SP:Iteration 16Q (10144.075947 sec): 3 clusters Score: Raw -368419.124484 + Penalty 1588.635769 = -366830.488715 nChanged 10 SP:Iteration 17Q (10144.127468 sec): 3 clusters Score: Raw -368420.442313 + Penalty 1588.635769 = -366831.806544 nChanged 13 SP:Iteration 18Q (10144.178755 sec): 3 clusters Score: Raw -368422.601530 + Penalty 1588.635769 = -366833.965761 nChanged 11 SP:Iteration 19Q (10144.225803 sec): 3 clusters Score: Raw -368424.813672 + Penalty 1588.635769 = -366836.177903 nChanged 10 SP:Iteration 20F (10144.271767 sec): 3 clusters Score: Raw -368426.970782 + Penalty 1588.635769 = -366838.335013 nChanged 9 SP:Iteration 21Q (10144.328726 sec): 3 clusters Score: Raw -368428.881528 + Penalty 1588.635769 = -366840.245759 nChanged 13 SP:Iteration 22Q (10144.384413 sec): 3 clusters Score: Raw -368432.090720 + Penalty 1588.635769 = -366843.454951 nChanged 13 SP:Iteration 23Q (10144.440007 sec): 3 clusters Score: Raw -368434.985659 + Penalty 1588.635769 = -366846.349890 nChanged 10 SP:Iteration 24Q (10144.494000 sec): 3 clusters Score: Raw -368437.591753 + Penalty 1588.635769 = -366848.955984 nChanged 9 SP:Iteration 25Q (10144.549309 sec): 3 clusters Score: Raw -368439.343169 + Penalty 1588.635769 = -366850.707400 nChanged 9 SP:Iteration 26Q (10144.602976 sec): 3 clusters Score: Raw -368441.400434 + Penalty 1588.635769 = -366852.764665 nChanged 9 SP:Iteration 27Q (10144.651114 sec): 3 clusters Score: Raw -368443.618996 + Penalty 1588.635769 = -366854.983227 nChanged 5 SP:Iteration 28Q (10144.704443 sec): 3 clusters Score: Raw -368444.220351 + Penalty 1588.635769 = -366855.584582 nChanged 5 SP:Iteration 29Q (10144.745429 sec): 3 clusters Score: Raw -368445.185586 + Penalty 1588.635769 = -366856.549817 nChanged 7 SP:Iteration 30Q (10144.800950 sec): 3 clusters Score: Raw -368447.126895 + Penalty 1588.635769 = -366858.491126 nChanged 7 SP:Iteration 31Q (10144.841014 sec): 3 clusters Score: Raw -368448.405701 + Penalty 1588.635769 = -366859.769932 nChanged 7 SP:Iteration 32Q (10144.891091 sec): 3 clusters Score: Raw -368449.225039 + Penalty 1588.635769 = -366860.589270 nChanged 4 SP:Iteration 33Q (10144.939885 sec): 3 clusters Score: Raw -368450.345233 + Penalty 1588.635769 = -366861.709464 nChanged 6 SP:Iteration 34Q (10144.985912 sec): 3 clusters Score: Raw -368452.072019 + Penalty 1588.635769 = -366863.436250 nChanged 4 SP:Iteration 35Q (10145.035939 sec): 3 clusters Score: Raw -368453.475069 + Penalty 1588.635769 = -366864.839300 nChanged 7 SP:Iteration 36Q (10145.082727 sec): 3 clusters Score: Raw -368455.787575 + Penalty 1588.635769 = -366867.151806 nChanged 6 SP:Iteration 37Q (10145.128607 sec): 3 clusters Score: Raw -368456.933372 + Penalty 1588.635769 = -366868.297603 nChanged 5 SP:Iteration 38Q (10145.175238 sec): 3 clusters Score: Raw -368457.862820 + Penalty 1588.635769 = -366869.227051 nChanged 7 SP:Iteration 39Q (10145.221502 sec): 3 clusters Score: Raw -368458.606301 + Penalty 1588.635769 = -366869.970532 nChanged 4 SP:Iteration 40F (10145.267739 sec): 3 clusters Score: Raw -368459.447847 + Penalty 1588.635769 = -366870.812078 nChanged 8 SP:Iteration 41Q (10145.314206 sec): 3 clusters Score: Raw -368461.289597 + Penalty 1588.635769 = -366872.653828 nChanged 9 SP:Iteration 42Q (10145.361253 sec): 3 clusters Score: Raw -368463.376633 + Penalty 1588.635769 = -366874.740864 nChanged 9 SP:Iteration 43Q (10145.406890 sec): 3 clusters Score: Raw -368466.096422 + Penalty 1588.635769 = -366877.460653 nChanged 10 SP:Iteration 44Q (10145.454104 sec): 3 clusters Score: Raw -368470.508589 + Penalty 1588.635769 = -366881.872820 nChanged 14 SP:Iteration 45Q (10145.501515 sec): 3 clusters Score: Raw -368474.045766 + Penalty 1588.635769 = -366885.409997 nChanged 8 SP:Iteration 46Q (10145.551741 sec): 3 clusters Score: Raw -368475.616685 + Penalty 1588.635769 = -366886.980916 nChanged 9 SP:Iteration 47Q (10145.611733 sec): 3 clusters Score: Raw -368477.314365 + Penalty 1588.635769 = -366888.678596 nChanged 6 SP:Iteration 48Q (10145.647788 sec): 3 clusters Score: Raw -368478.314163 + Penalty 1588.635769 = -366889.678394 nChanged 5 SP:Iteration 49Q (10145.696903 sec): 3 clusters Score: Raw -368479.170941 + Penalty 1588.635769 = -366890.535172 nChanged 7 SP:Iteration 50Q (10145.744390 sec): 3 clusters Score: Raw -368480.309810 + Penalty 1588.635769 = -366891.674041 nChanged 8 SP:Iteration 51Q (10145.797126 sec): 3 clusters Score: Raw -368482.015106 + Penalty 1588.635769 = -366893.379337 nChanged 5 SP:Iteration 52Q (10145.847253 sec): 3 clusters Score: Raw -368483.011858 + Penalty 1588.635769 = -366894.376089 nChanged 2 SP:Iteration 53Q (10145.911445 sec): 3 clusters Score: Raw -368483.147171 + Penalty 1588.635769 = -366894.511402 nChanged 0 SP:Iteration 54F (10145.967907 sec): 3 clusters Score: Raw -368483.147171 + Penalty 1588.635769 = -366894.511402 nChanged 0 Trying to split cluster 12 (1540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10145.992572 sec): 2 clusters Score: Raw -127008.900231 + Penalty 697.256081 = -126311.644150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10146.042594 sec): 3 clusters Score: Raw -126329.015076 + Penalty 1394.512162 = -124934.502914 nChanged 574 SP:Iteration 1F (10146.074809 sec): 3 clusters Score: Raw -126711.368823 + Penalty 1394.512162 = -125316.856661 nChanged 112 SP:Iteration 2F (10146.117808 sec): 3 clusters Score: Raw -126792.199106 + Penalty 1394.512162 = -125397.686944 nChanged 74 SP:Iteration 3Q (10146.167187 sec): 3 clusters Score: Raw -126850.012071 + Penalty 1394.512162 = -125455.499909 nChanged 54 SP:Iteration 4Q (10146.216606 sec): 3 clusters Score: Raw -126885.858707 + Penalty 1394.512162 = -125491.346545 nChanged 46 SP:Iteration 5Q (10146.267354 sec): 3 clusters Score: Raw -126928.016659 + Penalty 1394.512162 = -125533.504497 nChanged 47 SP:Iteration 6Q (10146.311969 sec): 3 clusters Score: Raw -126964.149620 + Penalty 1394.512162 = -125569.637458 nChanged 40 SP:Iteration 7Q (10146.366569 sec): 3 clusters Score: Raw -126989.860016 + Penalty 1394.512162 = -125595.347854 nChanged 36 SP:Iteration 8Q (10146.415558 sec): 3 clusters Score: Raw -127028.214422 + Penalty 1394.512162 = -125633.702260 nChanged 33 SP:Iteration 9Q (10146.466175 sec): 3 clusters Score: Raw -127049.124643 + Penalty 1394.512162 = -125654.612481 nChanged 21 SP:Iteration 10Q (10146.501467 sec): 3 clusters Score: Raw -127060.984921 + Penalty 1394.512162 = -125666.472759 nChanged 18 SP:Iteration 11Q (10146.559419 sec): 3 clusters Score: Raw -127068.593462 + Penalty 1394.512162 = -125674.081299 nChanged 12 SP:Iteration 12Q (10146.594890 sec): 3 clusters Score: Raw -127073.646698 + Penalty 1394.512162 = -125679.134536 nChanged 13 SP:Iteration 13Q (10146.645210 sec): 3 clusters Score: Raw -127079.720909 + Penalty 1394.512162 = -125685.208746 nChanged 14 SP:Iteration 14Q (10146.696564 sec): 3 clusters Score: Raw -127088.318567 + Penalty 1394.512162 = -125693.806404 nChanged 13 SP:Iteration 15Q (10146.748088 sec): 3 clusters Score: Raw -127095.744374 + Penalty 1394.512162 = -125701.232212 nChanged 19 SP:Iteration 16Q (10146.799921 sec): 3 clusters Score: Raw -127105.553918 + Penalty 1394.512162 = -125711.041756 nChanged 14 SP:Iteration 17Q (10146.835613 sec): 3 clusters Score: Raw -127110.546495 + Penalty 1394.512162 = -125716.034333 nChanged 11 SP:Iteration 18Q (10146.888096 sec): 3 clusters Score: Raw -127113.664901 + Penalty 1394.512162 = -125719.152739 nChanged 4 SP:Iteration 19Q (10146.930771 sec): 3 clusters Score: Raw -127116.535563 + Penalty 1394.512162 = -125722.023401 nChanged 7 SP:Iteration 20F (10146.977237 sec): 3 clusters Score: Raw -127119.594699 + Penalty 1394.512162 = -125725.082537 nChanged 5 SP:Iteration 21Q (10147.024853 sec): 3 clusters Score: Raw -127122.496147 + Penalty 1394.512162 = -125727.983985 nChanged 10 SP:Iteration 22Q (10147.074076 sec): 3 clusters Score: Raw -127128.779119 + Penalty 1394.512162 = -125734.266957 nChanged 10 SP:Iteration 23Q (10147.123329 sec): 3 clusters Score: Raw -127131.997055 + Penalty 1394.512162 = -125737.484893 nChanged 5 SP:Iteration 24Q (10147.176062 sec): 3 clusters Score: Raw -127133.122642 + Penalty 1394.512162 = -125738.610480 nChanged 2 SP:Iteration 25Q (10147.224594 sec): 3 clusters Score: Raw -127133.955839 + Penalty 1394.512162 = -125739.443677 nChanged 2 SP:Iteration 26Q (10147.271313 sec): 3 clusters Score: Raw -127134.348194 + Penalty 1394.512162 = -125739.836032 nChanged 1 SP:Iteration 27Q (10147.312134 sec): 3 clusters Score: Raw -127134.502463 + Penalty 1394.512162 = -125739.990301 nChanged 0 SP:Iteration 28F (10147.360529 sec): 3 clusters Score: Raw -127134.502463 + Penalty 1394.512162 = -125739.990301 nChanged 0 Trying to split cluster 13 (5955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10147.397574 sec): 2 clusters Score: Raw -523237.757447 + Penalty 825.738716 = -522412.018731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10147.454084 sec): 3 clusters Score: Raw -519876.756537 + Penalty 1651.477432 = -518225.279106 nChanged 2570 SP:Iteration 1F (10147.504675 sec): 3 clusters Score: Raw -521303.650760 + Penalty 1651.477432 = -519652.173328 nChanged 362 SP:Iteration 2F (10147.551866 sec): 3 clusters Score: Raw -521465.480119 + Penalty 1651.477432 = -519814.002687 nChanged 316 SP:Iteration 3F (10147.612422 sec): 3 clusters Score: Raw -521604.195841 + Penalty 1651.477432 = -519952.718409 nChanged 270 SP:Iteration 4Q (10147.650168 sec): 3 clusters Score: Raw -521711.557216 + Penalty 1651.477432 = -520060.079785 nChanged 237 SP:Iteration 5Q (10147.710330 sec): 3 clusters Score: Raw -521801.345834 + Penalty 1651.477432 = -520149.868402 nChanged 207 SP:Iteration 6Q (10147.762664 sec): 3 clusters Score: Raw -521880.016740 + Penalty 1651.477432 = -520228.539308 nChanged 185 SP:Iteration 7Q (10147.807011 sec): 3 clusters Score: Raw -521956.992410 + Penalty 1651.477432 = -520305.514979 nChanged 212 SP:Iteration 8Q (10147.871302 sec): 3 clusters Score: Raw -522049.368741 + Penalty 1651.477432 = -520397.891309 nChanged 212 SP:Iteration 9Q (10147.924760 sec): 3 clusters Score: Raw -522142.988108 + Penalty 1651.477432 = -520491.510677 nChanged 197 SP:Iteration 10Q (10147.976087 sec): 3 clusters Score: Raw -522234.975891 + Penalty 1651.477432 = -520583.498459 nChanged 177 SP:Iteration 11Q (10148.025952 sec): 3 clusters Score: Raw -522321.886730 + Penalty 1651.477432 = -520670.409298 nChanged 191 SP:Iteration 12Q (10148.081605 sec): 3 clusters Score: Raw -522413.358988 + Penalty 1651.477432 = -520761.881556 nChanged 168 SP:Iteration 13Q (10148.140603 sec): 3 clusters Score: Raw -522489.664434 + Penalty 1651.477432 = -520838.187002 nChanged 140 SP:Iteration 14Q (10148.193032 sec): 3 clusters Score: Raw -522554.637277 + Penalty 1651.477432 = -520903.159846 nChanged 119 SP:Iteration 15Q (10148.248385 sec): 3 clusters Score: Raw -522599.033175 + Penalty 1651.477432 = -520947.555744 nChanged 100 SP:Iteration 16Q (10148.296842 sec): 3 clusters Score: Raw -522629.262779 + Penalty 1651.477432 = -520977.785347 nChanged 72 SP:Iteration 17Q (10148.353871 sec): 3 clusters Score: Raw -522650.865518 + Penalty 1651.477432 = -520999.388086 nChanged 58 SP:Iteration 18Q (10148.391655 sec): 3 clusters Score: Raw -522663.357347 + Penalty 1651.477432 = -521011.879916 nChanged 32 SP:Iteration 19Q (10148.449685 sec): 3 clusters Score: Raw -522669.787285 + Penalty 1651.477432 = -521018.309854 nChanged 26 SP:Iteration 20F (10148.498572 sec): 3 clusters Score: Raw -522675.074103 + Penalty 1651.477432 = -521023.596671 nChanged 27 SP:Iteration 21Q (10148.551201 sec): 3 clusters Score: Raw -522681.842428 + Penalty 1651.477432 = -521030.364997 nChanged 28 SP:Iteration 22Q (10148.594049 sec): 3 clusters Score: Raw -522687.513336 + Penalty 1651.477432 = -521036.035904 nChanged 33 SP:Iteration 23Q (10148.657852 sec): 3 clusters Score: Raw -522695.887849 + Penalty 1651.477432 = -521044.410418 nChanged 38 SP:Iteration 24Q (10148.711689 sec): 3 clusters Score: Raw -522705.897914 + Penalty 1651.477432 = -521054.420482 nChanged 37 SP:Iteration 25Q (10148.770925 sec): 3 clusters Score: Raw -522718.143531 + Penalty 1651.477432 = -521066.666100 nChanged 42 SP:Iteration 26Q (10148.812225 sec): 3 clusters Score: Raw -522731.122062 + Penalty 1651.477432 = -521079.644630 nChanged 42 SP:Iteration 27Q (10148.865560 sec): 3 clusters Score: Raw -522742.775323 + Penalty 1651.477432 = -521091.297891 nChanged 37 SP:Iteration 28Q (10148.920782 sec): 3 clusters Score: Raw -522751.507249 + Penalty 1651.477432 = -521100.029818 nChanged 36 SP:Iteration 29Q (10148.963461 sec): 3 clusters Score: Raw -522758.472391 + Penalty 1651.477432 = -521106.994960 nChanged 33 SP:Iteration 30Q (10149.016740 sec): 3 clusters Score: Raw -522763.716231 + Penalty 1651.477432 = -521112.238799 nChanged 30 SP:Iteration 31Q (10149.073416 sec): 3 clusters Score: Raw -522769.164576 + Penalty 1651.477432 = -521117.687144 nChanged 36 SP:Iteration 32Q (10149.131973 sec): 3 clusters Score: Raw -522776.538402 + Penalty 1651.477432 = -521125.060971 nChanged 34 SP:Iteration 33Q (10149.184869 sec): 3 clusters Score: Raw -522783.964929 + Penalty 1651.477432 = -521132.487498 nChanged 44 SP:Iteration 34Q (10149.238047 sec): 3 clusters Score: Raw -522794.488466 + Penalty 1651.477432 = -521143.011035 nChanged 34 SP:Iteration 35Q (10149.279137 sec): 3 clusters Score: Raw -522800.226531 + Penalty 1651.477432 = -521148.749099 nChanged 25 SP:Iteration 36Q (10149.336717 sec): 3 clusters Score: Raw -522805.187325 + Penalty 1651.477432 = -521153.709894 nChanged 23 SP:Iteration 37Q (10149.375977 sec): 3 clusters Score: Raw -522809.976145 + Penalty 1651.477432 = -521158.498714 nChanged 23 SP:Iteration 38Q (10149.437149 sec): 3 clusters Score: Raw -522815.068548 + Penalty 1651.477432 = -521163.591117 nChanged 25 SP:Iteration 39Q (10149.479998 sec): 3 clusters Score: Raw -522819.412479 + Penalty 1651.477432 = -521167.935048 nChanged 23 SP:Iteration 40F (10149.540016 sec): 3 clusters Score: Raw -522822.840866 + Penalty 1651.477432 = -521171.363435 nChanged 19 SP:Iteration 41Q (10149.593802 sec): 3 clusters Score: Raw -522826.644036 + Penalty 1651.477432 = -521175.166605 nChanged 21 SP:Iteration 42Q (10149.635519 sec): 3 clusters Score: Raw -522830.486441 + Penalty 1651.477432 = -521179.009010 nChanged 18 SP:Iteration 43Q (10149.691672 sec): 3 clusters Score: Raw -522833.148604 + Penalty 1651.477432 = -521181.671173 nChanged 18 SP:Iteration 44Q (10149.734003 sec): 3 clusters Score: Raw -522836.362226 + Penalty 1651.477432 = -521184.884794 nChanged 18 SP:Iteration 45Q (10149.782463 sec): 3 clusters Score: Raw -522839.480446 + Penalty 1651.477432 = -521188.003015 nChanged 21 SP:Iteration 46Q (10149.832618 sec): 3 clusters Score: Raw -522842.360644 + Penalty 1651.477432 = -521190.883213 nChanged 17 SP:Iteration 47Q (10149.888710 sec): 3 clusters Score: Raw -522844.838645 + Penalty 1651.477432 = -521193.361213 nChanged 16 SP:Iteration 48Q (10149.943661 sec): 3 clusters Score: Raw -522848.079691 + Penalty 1651.477432 = -521196.602259 nChanged 18 SP:Iteration 49Q (10149.996197 sec): 3 clusters Score: Raw -522851.588477 + Penalty 1651.477432 = -521200.111046 nChanged 17 SP:Iteration 50Q (10150.048616 sec): 3 clusters Score: Raw -522854.626983 + Penalty 1651.477432 = -521203.149552 nChanged 19 SP:Iteration 51Q (10150.102193 sec): 3 clusters Score: Raw -522857.825115 + Penalty 1651.477432 = -521206.347684 nChanged 19 SP:Iteration 52Q (10150.145244 sec): 3 clusters Score: Raw -522861.625249 + Penalty 1651.477432 = -521210.147817 nChanged 19 SP:Iteration 53Q (10150.197278 sec): 3 clusters Score: Raw -522867.085515 + Penalty 1651.477432 = -521215.608084 nChanged 23 SP:Iteration 54Q (10150.259861 sec): 3 clusters Score: Raw -522875.710994 + Penalty 1651.477432 = -521224.233562 nChanged 38 SP:Iteration 55Q (10150.313943 sec): 3 clusters Score: Raw -522886.420870 + Penalty 1651.477432 = -521234.943438 nChanged 40 SP:Iteration 56Q (10150.363692 sec): 3 clusters Score: Raw -522898.518735 + Penalty 1651.477432 = -521247.041304 nChanged 37 SP:Iteration 57Q (10150.418075 sec): 3 clusters Score: Raw -522908.229796 + Penalty 1651.477432 = -521256.752365 nChanged 35 SP:Iteration 58Q (10150.465168 sec): 3 clusters Score: Raw -522921.492962 + Penalty 1651.477432 = -521270.015531 nChanged 36 SP:Iteration 59Q (10150.512476 sec): 3 clusters Score: Raw -522934.046181 + Penalty 1651.477432 = -521282.568750 nChanged 36 SP:Iteration 60F (10150.574481 sec): 3 clusters Score: Raw -522945.335606 + Penalty 1651.477432 = -521293.858175 nChanged 44 SP:Iteration 61Q (10150.624129 sec): 3 clusters Score: Raw -522961.625975 + Penalty 1651.477432 = -521310.148543 nChanged 52 SP:Iteration 62Q (10150.675209 sec): 3 clusters Score: Raw -522984.417944 + Penalty 1651.477432 = -521332.940513 nChanged 50 SP:Iteration 63Q (10150.729331 sec): 3 clusters Score: Raw -523004.081960 + Penalty 1651.477432 = -521352.604528 nChanged 45 SP:Iteration 64Q (10150.781263 sec): 3 clusters Score: Raw -523025.870944 + Penalty 1651.477432 = -521374.393513 nChanged 55 SP:Iteration 65Q (10150.832770 sec): 3 clusters Score: Raw -523046.503154 + Penalty 1651.477432 = -521395.025722 nChanged 50 SP:Iteration 66Q (10150.873152 sec): 3 clusters Score: Raw -523065.907331 + Penalty 1651.477432 = -521414.429899 nChanged 40 SP:Iteration 67Q (10150.923973 sec): 3 clusters Score: Raw -523081.471078 + Penalty 1651.477432 = -521429.993647 nChanged 36 SP:Iteration 68Q (10150.980012 sec): 3 clusters Score: Raw -523097.678705 + Penalty 1651.477432 = -521446.201273 nChanged 38 SP:Iteration 69Q (10151.035656 sec): 3 clusters Score: Raw -523111.349255 + Penalty 1651.477432 = -521459.871823 nChanged 27 SP:Iteration 70Q (10151.086254 sec): 3 clusters Score: Raw -523119.949097 + Penalty 1651.477432 = -521468.471665 nChanged 19 SP:Iteration 71Q (10151.131797 sec): 3 clusters Score: Raw -523124.885809 + Penalty 1651.477432 = -521473.408378 nChanged 18 SP:Iteration 72Q (10151.172598 sec): 3 clusters Score: Raw -523130.309856 + Penalty 1651.477432 = -521478.832424 nChanged 15 SP:Iteration 73Q (10151.221602 sec): 3 clusters Score: Raw -523135.464584 + Penalty 1651.477432 = -521483.987152 nChanged 12 SP:Iteration 74Q (10151.282646 sec): 3 clusters Score: Raw -523141.588477 + Penalty 1651.477432 = -521490.111045 nChanged 12 SP:Iteration 75Q (10151.333712 sec): 3 clusters Score: Raw -523146.264243 + Penalty 1651.477432 = -521494.786812 nChanged 14 SP:Iteration 76Q (10151.376182 sec): 3 clusters Score: Raw -523151.351339 + Penalty 1651.477432 = -521499.873908 nChanged 13 SP:Iteration 77Q (10151.433884 sec): 3 clusters Score: Raw -523154.289017 + Penalty 1651.477432 = -521502.811585 nChanged 15 SP:Iteration 78Q (10151.483234 sec): 3 clusters Score: Raw -523158.743217 + Penalty 1651.477432 = -521507.265785 nChanged 18 SP:Iteration 79Q (10151.535047 sec): 3 clusters Score: Raw -523164.951816 + Penalty 1651.477432 = -521513.474385 nChanged 14 SP:Iteration 80F (10151.576374 sec): 3 clusters Score: Raw -523171.240756 + Penalty 1651.477432 = -521519.763324 nChanged 18 SP:Iteration 81Q (10151.625184 sec): 3 clusters Score: Raw -523179.398307 + Penalty 1651.477432 = -521527.920876 nChanged 19 SP:Iteration 82Q (10151.673719 sec): 3 clusters Score: Raw -523187.701594 + Penalty 1651.477432 = -521536.224163 nChanged 21 SP:Iteration 83Q (10151.720701 sec): 3 clusters Score: Raw -523196.956562 + Penalty 1651.477432 = -521545.479130 nChanged 18 SP:Iteration 84Q (10151.770320 sec): 3 clusters Score: Raw -523204.794326 + Penalty 1651.477432 = -521553.316894 nChanged 13 SP:Iteration 85Q (10151.818921 sec): 3 clusters Score: Raw -523211.569664 + Penalty 1651.477432 = -521560.092233 nChanged 18 SP:Iteration 86Q (10151.868898 sec): 3 clusters Score: Raw -523221.541932 + Penalty 1651.477432 = -521570.064501 nChanged 19 SP:Iteration 87Q (10151.919649 sec): 3 clusters Score: Raw -523231.131355 + Penalty 1651.477432 = -521579.653923 nChanged 16 SP:Iteration 88Q (10151.970089 sec): 3 clusters Score: Raw -523236.969670 + Penalty 1651.477432 = -521585.492238 nChanged 8 SP:Iteration 89Q (10152.019618 sec): 3 clusters Score: Raw -523239.603890 + Penalty 1651.477432 = -521588.126458 nChanged 10 SP:Iteration 90Q (10152.058604 sec): 3 clusters Score: Raw -523243.206031 + Penalty 1651.477432 = -521591.728600 nChanged 9 SP:Iteration 91Q (10152.105958 sec): 3 clusters Score: Raw -523246.931369 + Penalty 1651.477432 = -521595.453937 nChanged 10 SP:Iteration 92Q (10152.165575 sec): 3 clusters Score: Raw -523250.834343 + Penalty 1651.477432 = -521599.356911 nChanged 13 SP:Iteration 93Q (10152.214847 sec): 3 clusters Score: Raw -523255.663678 + Penalty 1651.477432 = -521604.186247 nChanged 6 SP:Iteration 94Q (10152.264260 sec): 3 clusters Score: Raw -523257.559206 + Penalty 1651.477432 = -521606.081775 nChanged 6 SP:Iteration 95Q (10152.303700 sec): 3 clusters Score: Raw -523260.021302 + Penalty 1651.477432 = -521608.543870 nChanged 3 SP:Iteration 96Q (10152.361381 sec): 3 clusters Score: Raw -523260.714257 + Penalty 1651.477432 = -521609.236826 nChanged 2 SP:Iteration 97Q (10152.404862 sec): 3 clusters Score: Raw -523261.666413 + Penalty 1651.477432 = -521610.188982 nChanged 4 SP:Iteration 98Q (10152.435931 sec): 3 clusters Score: Raw -523262.961513 + Penalty 1651.477432 = -521611.484081 nChanged 5 SP:Iteration 99Q (10152.486642 sec): 3 clusters Score: Raw -523265.449378 + Penalty 1651.477432 = -521613.971947 nChanged 5 SP:Iteration 100F (10152.538111 sec): 3 clusters Score: Raw -523267.174936 + Penalty 1651.477432 = -521615.697504 nChanged 7 SP:Iteration 101Q (10152.602482 sec): 3 clusters Score: Raw -523269.640969 + Penalty 1651.477432 = -521618.163538 nChanged 5 SP:Iteration 102Q (10152.657860 sec): 3 clusters Score: Raw -523271.395833 + Penalty 1651.477432 = -521619.918402 nChanged 5 SP:Iteration 103Q (10152.701470 sec): 3 clusters Score: Raw -523273.844373 + Penalty 1651.477432 = -521622.366941 nChanged 3 SP:Iteration 104Q (10152.755208 sec): 3 clusters Score: Raw -523276.155199 + Penalty 1651.477432 = -521624.677768 nChanged 5 SP:Iteration 105Q (10152.816354 sec): 3 clusters Score: Raw -523278.901380 + Penalty 1651.477432 = -521627.423948 nChanged 8 SP:Iteration 106Q (10152.868381 sec): 3 clusters Score: Raw -523283.703570 + Penalty 1651.477432 = -521632.226138 nChanged 8 SP:Iteration 107Q (10152.911775 sec): 3 clusters Score: Raw -523287.894806 + Penalty 1651.477432 = -521636.417374 nChanged 5 SP:Iteration 108Q (10152.960821 sec): 3 clusters Score: Raw -523290.279842 + Penalty 1651.477432 = -521638.802411 nChanged 8 SP:Iteration 109Q (10153.012201 sec): 3 clusters Score: Raw -523292.890713 + Penalty 1651.477432 = -521641.413281 nChanged 3 SP:Iteration 110Q (10153.060158 sec): 3 clusters Score: Raw -523296.889246 + Penalty 1651.477432 = -521645.411814 nChanged 6 SP:Iteration 111Q (10153.117011 sec): 3 clusters Score: Raw -523301.776688 + Penalty 1651.477432 = -521650.299257 nChanged 6 SP:Iteration 112Q (10153.162346 sec): 3 clusters Score: Raw -523304.330023 + Penalty 1651.477432 = -521652.852591 nChanged 3 SP:Iteration 113Q (10153.223414 sec): 3 clusters Score: Raw -523306.150650 + Penalty 1651.477432 = -521654.673218 nChanged 5 SP:Iteration 114Q (10153.278430 sec): 3 clusters Score: Raw -523309.830476 + Penalty 1651.477432 = -521658.353045 nChanged 6 SP:Iteration 115Q (10153.323588 sec): 3 clusters Score: Raw -523312.779453 + Penalty 1651.477432 = -521661.302021 nChanged 7 SP:Iteration 116Q (10153.373123 sec): 3 clusters Score: Raw -523315.744619 + Penalty 1651.477432 = -521664.267187 nChanged 5 SP:Iteration 117Q (10153.421578 sec): 3 clusters Score: Raw -523318.636505 + Penalty 1651.477432 = -521667.159073 nChanged 4 SP:Iteration 118Q (10153.482055 sec): 3 clusters Score: Raw -523320.431395 + Penalty 1651.477432 = -521668.953963 nChanged 3 SP:Iteration 119Q (10153.528102 sec): 3 clusters Score: Raw -523322.240230 + Penalty 1651.477432 = -521670.762799 nChanged 4 SP:Iteration 120F (10153.587885 sec): 3 clusters Score: Raw -523324.433023 + Penalty 1651.477432 = -521672.955591 nChanged 3 SP:Iteration 121Q (10153.635094 sec): 3 clusters Score: Raw -523325.712354 + Penalty 1651.477432 = -521674.234923 nChanged 5 SP:Iteration 122Q (10153.693783 sec): 3 clusters Score: Raw -523326.839002 + Penalty 1651.477432 = -521675.361570 nChanged 1 SP:Iteration 123Q (10153.738690 sec): 3 clusters Score: Raw -523327.029018 + Penalty 1651.477432 = -521675.551586 nChanged 0 SP:Iteration 124F (10153.797423 sec): 3 clusters Score: Raw -523327.029018 + Penalty 1651.477432 = -521675.551586 nChanged 0 Trying to split cluster 14 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10153.829561 sec): 2 clusters Score: Raw -208933.299001 + Penalty 745.277320 = -208188.021681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10153.879548 sec): 3 clusters Score: Raw -207585.700197 + Penalty 1490.554639 = -206095.145557 nChanged 1054 SP:Iteration 1F (10153.927373 sec): 3 clusters Score: Raw -208190.613531 + Penalty 1490.554639 = -206700.058891 nChanged 203 SP:Iteration 2F (10153.978117 sec): 3 clusters Score: Raw -208310.130823 + Penalty 1490.554639 = -206819.576184 nChanged 144 SP:Iteration 3F (10154.025961 sec): 3 clusters Score: Raw -208396.048876 + Penalty 1490.554639 = -206905.494237 nChanged 120 SP:Iteration 4Q (10154.064583 sec): 3 clusters Score: Raw -208457.230546 + Penalty 1490.554639 = -206966.675907 nChanged 94 SP:Iteration 5Q (10154.106065 sec): 3 clusters Score: Raw -208512.658390 + Penalty 1490.554639 = -207022.103751 nChanged 85 SP:Iteration 6Q (10154.147462 sec): 3 clusters Score: Raw -208560.148663 + Penalty 1490.554639 = -207069.594024 nChanged 74 SP:Iteration 7Q (10154.204316 sec): 3 clusters Score: Raw -208593.986299 + Penalty 1490.554639 = -207103.431659 nChanged 68 SP:Iteration 8Q (10154.247698 sec): 3 clusters Score: Raw -208630.692334 + Penalty 1490.554639 = -207140.137695 nChanged 66 SP:Iteration 9Q (10154.309047 sec): 3 clusters Score: Raw -208664.149451 + Penalty 1490.554639 = -207173.594811 nChanged 67 SP:Iteration 10Q (10154.348725 sec): 3 clusters Score: Raw -208700.150979 + Penalty 1490.554639 = -207209.596339 nChanged 62 SP:Iteration 11Q (10154.407934 sec): 3 clusters Score: Raw -208733.127122 + Penalty 1490.554639 = -207242.572483 nChanged 58 SP:Iteration 12Q (10154.458820 sec): 3 clusters Score: Raw -208759.853944 + Penalty 1490.554639 = -207269.299304 nChanged 49 SP:Iteration 13Q (10154.506953 sec): 3 clusters Score: Raw -208783.559014 + Penalty 1490.554639 = -207293.004374 nChanged 42 SP:Iteration 14Q (10154.553411 sec): 3 clusters Score: Raw -208804.693697 + Penalty 1490.554639 = -207314.139058 nChanged 39 SP:Iteration 15Q (10154.599594 sec): 3 clusters Score: Raw -208820.291990 + Penalty 1490.554639 = -207329.737351 nChanged 41 SP:Iteration 16Q (10154.646374 sec): 3 clusters Score: Raw -208839.702954 + Penalty 1490.554639 = -207349.148315 nChanged 35 SP:Iteration 17Q (10154.695969 sec): 3 clusters Score: Raw -208859.573226 + Penalty 1490.554639 = -207369.018587 nChanged 40 SP:Iteration 18Q (10154.741061 sec): 3 clusters Score: Raw -208877.407465 + Penalty 1490.554639 = -207386.852826 nChanged 32 SP:Iteration 19Q (10154.792876 sec): 3 clusters Score: Raw -208895.659482 + Penalty 1490.554639 = -207405.104843 nChanged 38 SP:Iteration 20F (10154.840805 sec): 3 clusters Score: Raw -208924.902982 + Penalty 1490.554639 = -207434.348343 nChanged 55 SP:Iteration 21Q (10154.883577 sec): 3 clusters Score: Raw -208962.723950 + Penalty 1490.554639 = -207472.169310 nChanged 48 SP:Iteration 22Q (10154.930115 sec): 3 clusters Score: Raw -208994.664192 + Penalty 1490.554639 = -207504.109553 nChanged 43 SP:Iteration 23Q (10154.972056 sec): 3 clusters Score: Raw -209028.830613 + Penalty 1490.554639 = -207538.275973 nChanged 39 SP:Iteration 24Q (10155.029452 sec): 3 clusters Score: Raw -209058.505605 + Penalty 1490.554639 = -207567.950965 nChanged 36 SP:Iteration 25Q (10155.079091 sec): 3 clusters Score: Raw -209079.221131 + Penalty 1490.554639 = -207588.666492 nChanged 21 SP:Iteration 26Q (10155.128117 sec): 3 clusters Score: Raw -209093.088382 + Penalty 1490.554639 = -207602.533743 nChanged 17 SP:Iteration 27Q (10155.175234 sec): 3 clusters Score: Raw -209103.804007 + Penalty 1490.554639 = -207613.249367 nChanged 15 SP:Iteration 28Q (10155.229071 sec): 3 clusters Score: Raw -209113.463510 + Penalty 1490.554639 = -207622.908871 nChanged 12 SP:Iteration 29Q (10155.276606 sec): 3 clusters Score: Raw -209120.063792 + Penalty 1490.554639 = -207629.509153 nChanged 8 SP:Iteration 30Q (10155.325769 sec): 3 clusters Score: Raw -209124.859735 + Penalty 1490.554639 = -207634.305096 nChanged 8 SP:Iteration 31Q (10155.375302 sec): 3 clusters Score: Raw -209130.641943 + Penalty 1490.554639 = -207640.087304 nChanged 8 SP:Iteration 32Q (10155.425565 sec): 3 clusters Score: Raw -209135.519722 + Penalty 1490.554639 = -207644.965083 nChanged 5 SP:Iteration 33Q (10155.476138 sec): 3 clusters Score: Raw -209137.385292 + Penalty 1490.554639 = -207646.830653 nChanged 3 SP:Iteration 34Q (10155.519610 sec): 3 clusters Score: Raw -209138.403411 + Penalty 1490.554639 = -207647.848771 nChanged 3 SP:Iteration 35Q (10155.564000 sec): 3 clusters Score: Raw -209139.954667 + Penalty 1490.554639 = -207649.400028 nChanged 2 SP:Iteration 36Q (10155.602242 sec): 3 clusters Score: Raw -209140.846135 + Penalty 1490.554639 = -207650.291496 nChanged 2 SP:Iteration 37Q (10155.647964 sec): 3 clusters Score: Raw -209141.512361 + Penalty 1490.554639 = -207650.957722 nChanged 1 SP:Iteration 38Q (10155.704991 sec): 3 clusters Score: Raw -209141.973666 + Penalty 1490.554639 = -207651.419027 nChanged 1 SP:Iteration 39Q (10155.748887 sec): 3 clusters Score: Raw -209142.039058 + Penalty 1490.554639 = -207651.484419 nChanged 0 SP:Iteration 40F (10155.792489 sec): 3 clusters Score: Raw -209142.039058 + Penalty 1490.554639 = -207651.484419 nChanged 0 Trying to split cluster 15 (8766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10155.832421 sec): 2 clusters Score: Raw -651070.539525 + Penalty 862.470409 = -650208.069117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10155.878461 sec): 3 clusters Score: Raw -645899.320725 + Penalty 1724.940817 = -644174.379908 nChanged 3933 SP:Iteration 1F (10155.941254 sec): 3 clusters Score: Raw -648196.790280 + Penalty 1724.940817 = -646471.849463 nChanged 625 SP:Iteration 2F (10155.984913 sec): 3 clusters Score: Raw -648635.494528 + Penalty 1724.940817 = -646910.553711 nChanged 684 SP:Iteration 3F (10156.038480 sec): 3 clusters Score: Raw -649134.435594 + Penalty 1724.940817 = -647409.494777 nChanged 632 SP:Iteration 4F (10156.091252 sec): 3 clusters Score: Raw -649564.819295 + Penalty 1724.940817 = -647839.878478 nChanged 552 SP:Iteration 5F (10156.151310 sec): 3 clusters Score: Raw -649972.848699 + Penalty 1724.940817 = -648247.907882 nChanged 536 SP:Iteration 6F (10156.212515 sec): 3 clusters Score: Raw -650347.918240 + Penalty 1724.940817 = -648622.977423 nChanged 496 SP:Iteration 7F (10156.263312 sec): 3 clusters Score: Raw -650662.711742 + Penalty 1724.940817 = -648937.770925 nChanged 420 SP:Iteration 8Q (10156.318594 sec): 3 clusters Score: Raw -650919.872171 + Penalty 1724.940817 = -649194.931353 nChanged 338 SP:Iteration 9Q (10156.384225 sec): 3 clusters Score: Raw -651114.110187 + Penalty 1724.940817 = -649389.169370 nChanged 295 SP:Iteration 10Q (10156.432809 sec): 3 clusters Score: Raw -651281.992261 + Penalty 1724.940817 = -649557.051444 nChanged 245 SP:Iteration 11Q (10156.489641 sec): 3 clusters Score: Raw -651415.353157 + Penalty 1724.940817 = -649690.412339 nChanged 236 SP:Iteration 12Q (10156.539808 sec): 3 clusters Score: Raw -651545.771259 + Penalty 1724.940817 = -649820.830442 nChanged 196 SP:Iteration 13Q (10156.604603 sec): 3 clusters Score: Raw -651662.198433 + Penalty 1724.940817 = -649937.257616 nChanged 146 SP:Iteration 14Q (10156.646828 sec): 3 clusters Score: Raw -651744.401759 + Penalty 1724.940817 = -650019.460941 nChanged 139 SP:Iteration 15Q (10156.699517 sec): 3 clusters Score: Raw -651808.666311 + Penalty 1724.940817 = -650083.725493 nChanged 103 SP:Iteration 16Q (10156.763728 sec): 3 clusters Score: Raw -651849.743804 + Penalty 1724.940817 = -650124.802987 nChanged 93 SP:Iteration 17Q (10156.817257 sec): 3 clusters Score: Raw -651878.986459 + Penalty 1724.940817 = -650154.045642 nChanged 63 SP:Iteration 18Q (10156.884306 sec): 3 clusters Score: Raw -651897.411038 + Penalty 1724.940817 = -650172.470220 nChanged 54 SP:Iteration 19Q (10156.944532 sec): 3 clusters Score: Raw -651907.760664 + Penalty 1724.940817 = -650182.819846 nChanged 41 SP:Iteration 20F (10156.991416 sec): 3 clusters Score: Raw -651917.256703 + Penalty 1724.940817 = -650192.315886 nChanged 32 SP:Iteration 21Q (10157.055060 sec): 3 clusters Score: Raw -651925.216427 + Penalty 1724.940817 = -650200.275610 nChanged 29 SP:Iteration 22Q (10157.112820 sec): 3 clusters Score: Raw -651930.200183 + Penalty 1724.940817 = -650205.259365 nChanged 15 SP:Iteration 23Q (10157.176974 sec): 3 clusters Score: Raw -651932.540595 + Penalty 1724.940817 = -650207.599778 nChanged 16 SP:Iteration 24Q (10157.221440 sec): 3 clusters Score: Raw -651934.685480 + Penalty 1724.940817 = -650209.744662 nChanged 11 SP:Iteration 25Q (10157.283625 sec): 3 clusters Score: Raw -651937.008616 + Penalty 1724.940817 = -650212.067799 nChanged 10 SP:Iteration 26Q (10157.336482 sec): 3 clusters Score: Raw -651938.512921 + Penalty 1724.940817 = -650213.572104 nChanged 10 SP:Iteration 27Q (10157.395619 sec): 3 clusters Score: Raw -651940.294164 + Penalty 1724.940817 = -650215.353347 nChanged 11 SP:Iteration 28Q (10157.457140 sec): 3 clusters Score: Raw -651941.414706 + Penalty 1724.940817 = -650216.473889 nChanged 5 SP:Iteration 29Q (10157.512392 sec): 3 clusters Score: Raw -651942.144978 + Penalty 1724.940817 = -650217.204160 nChanged 6 SP:Iteration 30Q (10157.562498 sec): 3 clusters Score: Raw -651943.234965 + Penalty 1724.940817 = -650218.294147 nChanged 8 SP:Iteration 31Q (10157.614839 sec): 3 clusters Score: Raw -651944.140404 + Penalty 1724.940817 = -650219.199586 nChanged 6 SP:Iteration 32Q (10157.681992 sec): 3 clusters Score: Raw -651944.934687 + Penalty 1724.940817 = -650219.993869 nChanged 8 SP:Iteration 33Q (10157.738563 sec): 3 clusters Score: Raw -651945.883750 + Penalty 1724.940817 = -650220.942933 nChanged 6 SP:Iteration 34Q (10157.798416 sec): 3 clusters Score: Raw -651946.521018 + Penalty 1724.940817 = -650221.580201 nChanged 3 SP:Iteration 35Q (10157.855268 sec): 3 clusters Score: Raw -651946.951524 + Penalty 1724.940817 = -650222.010707 nChanged 5 SP:Iteration 36Q (10157.916151 sec): 3 clusters Score: Raw -651947.559701 + Penalty 1724.940817 = -650222.618884 nChanged 4 SP:Iteration 37Q (10157.962901 sec): 3 clusters Score: Raw -651947.847793 + Penalty 1724.940817 = -650222.906975 nChanged 1 SP:Iteration 38Q (10158.025765 sec): 3 clusters Score: Raw -651947.972000 + Penalty 1724.940817 = -650223.031182 nChanged 4 SP:Iteration 39Q (10158.077193 sec): 3 clusters Score: Raw -651948.714010 + Penalty 1724.940817 = -650223.773193 nChanged 5 SP:Iteration 40F (10158.143192 sec): 3 clusters Score: Raw -651949.554984 + Penalty 1724.940817 = -650224.614167 nChanged 5 SP:Iteration 41Q (10158.204475 sec): 3 clusters Score: Raw -651950.373630 + Penalty 1724.940817 = -650225.432812 nChanged 9 SP:Iteration 42Q (10158.249418 sec): 3 clusters Score: Raw -651951.241677 + Penalty 1724.940817 = -650226.300859 nChanged 5 SP:Iteration 43Q (10158.309341 sec): 3 clusters Score: Raw -651952.014479 + Penalty 1724.940817 = -650227.073662 nChanged 2 SP:Iteration 44Q (10158.363850 sec): 3 clusters Score: Raw -651952.285862 + Penalty 1724.940817 = -650227.345045 nChanged 4 SP:Iteration 45Q (10158.422988 sec): 3 clusters Score: Raw -651953.109197 + Penalty 1724.940817 = -650228.168379 nChanged 4 SP:Iteration 46Q (10158.472123 sec): 3 clusters Score: Raw -651953.808349 + Penalty 1724.940817 = -650228.867532 nChanged 6 SP:Iteration 47Q (10158.510993 sec): 3 clusters Score: Raw -651954.507847 + Penalty 1724.940817 = -650229.567030 nChanged 4 SP:Iteration 48Q (10158.573622 sec): 3 clusters Score: Raw -651954.926426 + Penalty 1724.940817 = -650229.985609 nChanged 3 SP:Iteration 49Q (10158.631119 sec): 3 clusters Score: Raw -651955.335055 + Penalty 1724.940817 = -650230.394237 nChanged 1 SP:Iteration 50Q (10158.687498 sec): 3 clusters Score: Raw -651955.439915 + Penalty 1724.940817 = -650230.499098 nChanged 2 SP:Iteration 51Q (10158.741205 sec): 3 clusters Score: Raw -651955.559248 + Penalty 1724.940817 = -650230.618430 nChanged 1 SP:Iteration 52Q (10158.805069 sec): 3 clusters Score: Raw -651955.723596 + Penalty 1724.940817 = -650230.782779 nChanged 1 SP:Iteration 53Q (10158.847999 sec): 3 clusters Score: Raw -651955.848721 + Penalty 1724.940817 = -650230.907903 nChanged 1 SP:Iteration 54Q (10158.903666 sec): 3 clusters Score: Raw -651956.355830 + Penalty 1724.940817 = -650231.415012 nChanged 4 SP:Iteration 55Q (10158.963461 sec): 3 clusters Score: Raw -651956.966364 + Penalty 1724.940817 = -650232.025546 nChanged 1 SP:Iteration 56Q (10159.020254 sec): 3 clusters Score: Raw -651957.027376 + Penalty 1724.940817 = -650232.086558 nChanged 0 SP:Iteration 57F (10159.075080 sec): 3 clusters Score: Raw -651957.027376 + Penalty 1724.940817 = -650232.086558 nChanged 0 Score: Raw -69576246.982355 + Penalty 57028.721351 = -69519218.261004 Splitting cluster 15 changes total score from -69519627.673802 to -69519218.261004 So it's not getting split. Trying to split cluster 16 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10177.733852 sec): 2 clusters Score: Raw -236113.645991 + Penalty 753.574405 = -235360.071587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10177.783949 sec): 3 clusters Score: Raw -234701.650186 + Penalty 1507.148809 = -233194.501376 nChanged 1103 SP:Iteration 1F (10177.825101 sec): 3 clusters Score: Raw -235329.346048 + Penalty 1507.148809 = -233822.197238 nChanged 214 SP:Iteration 2F (10177.877149 sec): 3 clusters Score: Raw -235430.777669 + Penalty 1507.148809 = -233923.628860 nChanged 125 SP:Iteration 3Q (10177.931327 sec): 3 clusters Score: Raw -235485.967975 + Penalty 1507.148809 = -233978.819165 nChanged 96 SP:Iteration 4Q (10177.981528 sec): 3 clusters Score: Raw -235530.372904 + Penalty 1507.148809 = -234023.224094 nChanged 78 SP:Iteration 5Q (10178.027529 sec): 3 clusters Score: Raw -235563.136625 + Penalty 1507.148809 = -234055.987816 nChanged 59 SP:Iteration 6Q (10178.082095 sec): 3 clusters Score: Raw -235594.747304 + Penalty 1507.148809 = -234087.598495 nChanged 65 SP:Iteration 7Q (10178.130994 sec): 3 clusters Score: Raw -235623.975436 + Penalty 1507.148809 = -234116.826627 nChanged 59 SP:Iteration 8Q (10178.180002 sec): 3 clusters Score: Raw -235645.488209 + Penalty 1507.148809 = -234138.339400 nChanged 42 SP:Iteration 9Q (10178.226312 sec): 3 clusters Score: Raw -235661.160198 + Penalty 1507.148809 = -234154.011389 nChanged 46 SP:Iteration 10Q (10178.268708 sec): 3 clusters Score: Raw -235682.864385 + Penalty 1507.148809 = -234175.715576 nChanged 53 SP:Iteration 11Q (10178.309469 sec): 3 clusters Score: Raw -235703.502496 + Penalty 1507.148809 = -234196.353686 nChanged 46 SP:Iteration 12Q (10178.359124 sec): 3 clusters Score: Raw -235719.329207 + Penalty 1507.148809 = -234212.180398 nChanged 46 SP:Iteration 13Q (10178.404625 sec): 3 clusters Score: Raw -235733.682322 + Penalty 1507.148809 = -234226.533513 nChanged 43 SP:Iteration 14Q (10178.450078 sec): 3 clusters Score: Raw -235749.388619 + Penalty 1507.148809 = -234242.239810 nChanged 45 SP:Iteration 15Q (10178.495459 sec): 3 clusters Score: Raw -235763.938145 + Penalty 1507.148809 = -234256.789336 nChanged 38 SP:Iteration 16Q (10178.542688 sec): 3 clusters Score: Raw -235779.496898 + Penalty 1507.148809 = -234272.348089 nChanged 45 SP:Iteration 17Q (10178.593452 sec): 3 clusters Score: Raw -235802.017597 + Penalty 1507.148809 = -234294.868787 nChanged 59 SP:Iteration 18Q (10178.652949 sec): 3 clusters Score: Raw -235831.081047 + Penalty 1507.148809 = -234323.932238 nChanged 56 SP:Iteration 19Q (10178.694132 sec): 3 clusters Score: Raw -235866.783123 + Penalty 1507.148809 = -234359.634313 nChanged 47 SP:Iteration 20F (10178.750829 sec): 3 clusters Score: Raw -235893.059267 + Penalty 1507.148809 = -234385.910458 nChanged 34 SP:Iteration 21Q (10178.809085 sec): 3 clusters Score: Raw -235909.146038 + Penalty 1507.148809 = -234401.997228 nChanged 28 SP:Iteration 22Q (10178.854221 sec): 3 clusters Score: Raw -235921.411620 + Penalty 1507.148809 = -234414.262810 nChanged 24 SP:Iteration 23Q (10178.895405 sec): 3 clusters Score: Raw -235931.651027 + Penalty 1507.148809 = -234424.502218 nChanged 29 SP:Iteration 24Q (10178.946025 sec): 3 clusters Score: Raw -235945.682681 + Penalty 1507.148809 = -234438.533872 nChanged 32 SP:Iteration 25Q (10179.008412 sec): 3 clusters Score: Raw -235961.356721 + Penalty 1507.148809 = -234454.207911 nChanged 36 SP:Iteration 26Q (10179.059685 sec): 3 clusters Score: Raw -235972.186432 + Penalty 1507.148809 = -234465.037623 nChanged 23 SP:Iteration 27Q (10179.112737 sec): 3 clusters Score: Raw -235981.099572 + Penalty 1507.148809 = -234473.950763 nChanged 23 SP:Iteration 28Q (10179.162111 sec): 3 clusters Score: Raw -235989.009693 + Penalty 1507.148809 = -234481.860884 nChanged 22 SP:Iteration 29Q (10179.215473 sec): 3 clusters Score: Raw -235999.509348 + Penalty 1507.148809 = -234492.360538 nChanged 17 SP:Iteration 30Q (10179.260768 sec): 3 clusters Score: Raw -236006.040244 + Penalty 1507.148809 = -234498.891435 nChanged 15 SP:Iteration 31Q (10179.314775 sec): 3 clusters Score: Raw -236014.028184 + Penalty 1507.148809 = -234506.879375 nChanged 26 SP:Iteration 32Q (10179.367215 sec): 3 clusters Score: Raw -236024.780410 + Penalty 1507.148809 = -234517.631601 nChanged 24 SP:Iteration 33Q (10179.416808 sec): 3 clusters Score: Raw -236037.108653 + Penalty 1507.148809 = -234529.959844 nChanged 27 SP:Iteration 34Q (10179.453256 sec): 3 clusters Score: Raw -236049.505437 + Penalty 1507.148809 = -234542.356628 nChanged 17 SP:Iteration 35Q (10179.516033 sec): 3 clusters Score: Raw -236055.016911 + Penalty 1507.148809 = -234547.868101 nChanged 8 SP:Iteration 36Q (10179.555808 sec): 3 clusters Score: Raw -236057.804756 + Penalty 1507.148809 = -234550.655946 nChanged 8 SP:Iteration 37Q (10179.604797 sec): 3 clusters Score: Raw -236059.874410 + Penalty 1507.148809 = -234552.725600 nChanged 6 SP:Iteration 38Q (10179.662865 sec): 3 clusters Score: Raw -236061.870402 + Penalty 1507.148809 = -234554.721592 nChanged 4 SP:Iteration 39Q (10179.709407 sec): 3 clusters Score: Raw -236063.390604 + Penalty 1507.148809 = -234556.241795 nChanged 7 SP:Iteration 40F (10179.756901 sec): 3 clusters Score: Raw -236065.757980 + Penalty 1507.148809 = -234558.609170 nChanged 7 SP:Iteration 41Q (10179.802635 sec): 3 clusters Score: Raw -236067.136248 + Penalty 1507.148809 = -234559.987438 nChanged 5 SP:Iteration 42Q (10179.846458 sec): 3 clusters Score: Raw -236068.356720 + Penalty 1507.148809 = -234561.207910 nChanged 3 SP:Iteration 43Q (10179.882816 sec): 3 clusters Score: Raw -236069.121563 + Penalty 1507.148809 = -234561.972753 nChanged 6 SP:Iteration 44Q (10179.931217 sec): 3 clusters Score: Raw -236070.660513 + Penalty 1507.148809 = -234563.511703 nChanged 2 SP:Iteration 45Q (10179.992358 sec): 3 clusters Score: Raw -236071.447053 + Penalty 1507.148809 = -234564.298244 nChanged 2 SP:Iteration 46Q (10180.045708 sec): 3 clusters Score: Raw -236071.739170 + Penalty 1507.148809 = -234564.590360 nChanged 2 SP:Iteration 47Q (10180.081858 sec): 3 clusters Score: Raw -236072.187610 + Penalty 1507.148809 = -234565.038801 nChanged 2 SP:Iteration 48Q (10180.127971 sec): 3 clusters Score: Raw -236072.548176 + Penalty 1507.148809 = -234565.399366 nChanged 0 SP:Iteration 49F (10180.182418 sec): 3 clusters Score: Raw -236072.548176 + Penalty 1507.148809 = -234565.399366 nChanged 0 Trying to split cluster 17 (11874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10180.226297 sec): 2 clusters Score: Raw -1061347.786116 + Penalty 891.300109 = -1060456.486007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10180.285582 sec): 3 clusters Score: Raw -1054189.851230 + Penalty 1782.600219 = -1052407.251012 nChanged 5335 SP:Iteration 1F (10180.347306 sec): 3 clusters Score: Raw -1057040.149597 + Penalty 1782.600219 = -1055257.549378 nChanged 632 SP:Iteration 2F (10180.402800 sec): 3 clusters Score: Raw -1057303.655921 + Penalty 1782.600219 = -1055521.055702 nChanged 650 SP:Iteration 3F (10180.461396 sec): 3 clusters Score: Raw -1057639.583737 + Penalty 1782.600219 = -1055856.983518 nChanged 767 SP:Iteration 4F (10180.524307 sec): 3 clusters Score: Raw -1058152.610077 + Penalty 1782.600219 = -1056370.009858 nChanged 868 SP:Iteration 5F (10180.579818 sec): 3 clusters Score: Raw -1058876.514413 + Penalty 1782.600219 = -1057093.914195 nChanged 926 SP:Iteration 6F (10180.642990 sec): 3 clusters Score: Raw -1059709.432783 + Penalty 1782.600219 = -1057926.832564 nChanged 803 SP:Iteration 7F (10180.702283 sec): 3 clusters Score: Raw -1060445.045929 + Penalty 1782.600219 = -1058662.445710 nChanged 581 SP:Iteration 8Q (10180.763913 sec): 3 clusters Score: Raw -1060904.565376 + Penalty 1782.600219 = -1059121.965157 nChanged 379 SP:Iteration 9Q (10180.837459 sec): 3 clusters Score: Raw -1061145.639957 + Penalty 1782.600219 = -1059363.039738 nChanged 230 SP:Iteration 10Q (10180.901108 sec): 3 clusters Score: Raw -1061263.937202 + Penalty 1782.600219 = -1059481.336983 nChanged 172 SP:Iteration 11Q (10180.963812 sec): 3 clusters Score: Raw -1061340.051194 + Penalty 1782.600219 = -1059557.450976 nChanged 120 SP:Iteration 12Q (10181.022181 sec): 3 clusters Score: Raw -1061392.497814 + Penalty 1782.600219 = -1059609.897595 nChanged 113 SP:Iteration 13Q (10181.071261 sec): 3 clusters Score: Raw -1061437.197941 + Penalty 1782.600219 = -1059654.597722 nChanged 100 SP:Iteration 14Q (10181.139287 sec): 3 clusters Score: Raw -1061470.377734 + Penalty 1782.600219 = -1059687.777516 nChanged 90 SP:Iteration 15Q (10181.204042 sec): 3 clusters Score: Raw -1061496.750550 + Penalty 1782.600219 = -1059714.150331 nChanged 70 SP:Iteration 16Q (10181.263989 sec): 3 clusters Score: Raw -1061511.967759 + Penalty 1782.600219 = -1059729.367540 nChanged 43 SP:Iteration 17Q (10181.324747 sec): 3 clusters Score: Raw -1061521.033446 + Penalty 1782.600219 = -1059738.433227 nChanged 33 SP:Iteration 18Q (10181.385161 sec): 3 clusters Score: Raw -1061528.656317 + Penalty 1782.600219 = -1059746.056098 nChanged 28 SP:Iteration 19Q (10181.448248 sec): 3 clusters Score: Raw -1061533.592469 + Penalty 1782.600219 = -1059750.992250 nChanged 21 SP:Iteration 20F (10181.503848 sec): 3 clusters Score: Raw -1061537.133456 + Penalty 1782.600219 = -1059754.533237 nChanged 15 SP:Iteration 21Q (10181.567267 sec): 3 clusters Score: Raw -1061538.542823 + Penalty 1782.600219 = -1059755.942604 nChanged 10 SP:Iteration 22Q (10181.626747 sec): 3 clusters Score: Raw -1061539.695931 + Penalty 1782.600219 = -1059757.095712 nChanged 9 SP:Iteration 23Q (10181.681620 sec): 3 clusters Score: Raw -1061540.493901 + Penalty 1782.600219 = -1059757.893682 nChanged 11 SP:Iteration 24Q (10181.753830 sec): 3 clusters Score: Raw -1061542.080853 + Penalty 1782.600219 = -1059759.480634 nChanged 14 SP:Iteration 25Q (10181.813957 sec): 3 clusters Score: Raw -1061543.972204 + Penalty 1782.600219 = -1059761.371985 nChanged 11 SP:Iteration 26Q (10181.868777 sec): 3 clusters Score: Raw -1061545.891791 + Penalty 1782.600219 = -1059763.291572 nChanged 17 SP:Iteration 27Q (10181.940516 sec): 3 clusters Score: Raw -1061548.550239 + Penalty 1782.600219 = -1059765.950020 nChanged 16 SP:Iteration 28Q (10181.990710 sec): 3 clusters Score: Raw -1061551.018518 + Penalty 1782.600219 = -1059768.418300 nChanged 12 SP:Iteration 29Q (10182.045452 sec): 3 clusters Score: Raw -1061552.746458 + Penalty 1782.600219 = -1059770.146239 nChanged 10 SP:Iteration 30Q (10182.116386 sec): 3 clusters Score: Raw -1061554.382143 + Penalty 1782.600219 = -1059771.781924 nChanged 10 SP:Iteration 31Q (10182.175699 sec): 3 clusters Score: Raw -1061555.265112 + Penalty 1782.600219 = -1059772.664893 nChanged 7 SP:Iteration 32Q (10182.242338 sec): 3 clusters Score: Raw -1061555.914019 + Penalty 1782.600219 = -1059773.313800 nChanged 5 SP:Iteration 33Q (10182.300895 sec): 3 clusters Score: Raw -1061556.696690 + Penalty 1782.600219 = -1059774.096471 nChanged 5 SP:Iteration 34Q (10182.356579 sec): 3 clusters Score: Raw -1061557.184726 + Penalty 1782.600219 = -1059774.584507 nChanged 4 SP:Iteration 35Q (10182.409541 sec): 3 clusters Score: Raw -1061557.765583 + Penalty 1782.600219 = -1059775.165364 nChanged 6 SP:Iteration 36Q (10182.474923 sec): 3 clusters Score: Raw -1061558.454325 + Penalty 1782.600219 = -1059775.854106 nChanged 2 SP:Iteration 37Q (10182.531466 sec): 3 clusters Score: Raw -1061558.699887 + Penalty 1782.600219 = -1059776.099668 nChanged 4 SP:Iteration 38Q (10182.583465 sec): 3 clusters Score: Raw -1061559.267130 + Penalty 1782.600219 = -1059776.666911 nChanged 4 SP:Iteration 39Q (10182.655041 sec): 3 clusters Score: Raw -1061559.750762 + Penalty 1782.600219 = -1059777.150543 nChanged 1 SP:Iteration 40F (10182.718357 sec): 3 clusters Score: Raw -1061559.947032 + Penalty 1782.600219 = -1059777.346813 nChanged 4 SP:Iteration 41Q (10182.768453 sec): 3 clusters Score: Raw -1061560.467441 + Penalty 1782.600219 = -1059777.867222 nChanged 8 SP:Iteration 42Q (10182.830332 sec): 3 clusters Score: Raw -1061561.075731 + Penalty 1782.600219 = -1059778.475512 nChanged 2 SP:Iteration 43Q (10182.902763 sec): 3 clusters Score: Raw -1061561.146027 + Penalty 1782.600219 = -1059778.545809 nChanged 2 SP:Iteration 44Q (10182.965468 sec): 3 clusters Score: Raw -1061561.446092 + Penalty 1782.600219 = -1059778.845873 nChanged 1 SP:Iteration 45Q (10183.024929 sec): 3 clusters Score: Raw -1061561.465833 + Penalty 1782.600219 = -1059778.865614 nChanged 0 SP:Iteration 46F (10183.076810 sec): 3 clusters Score: Raw -1061561.465833 + Penalty 1782.600219 = -1059778.865614 nChanged 0 Trying to split cluster 18 (39243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10183.153728 sec): 2 clusters Score: Raw -3240937.454180 + Penalty 1004.865195 = -3239932.588985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10183.237044 sec): 3 clusters Score: Raw -3215834.456704 + Penalty 2009.730389 = -3213824.726315 nChanged 18509 SP:Iteration 1F (10183.342704 sec): 3 clusters Score: Raw -3226885.838901 + Penalty 2009.730389 = -3224876.108512 nChanged 2283 SP:Iteration 2F (10183.431027 sec): 3 clusters Score: Raw -3228169.187889 + Penalty 2009.730389 = -3226159.457500 nChanged 2736 SP:Iteration 3F (10183.524591 sec): 3 clusters Score: Raw -3230143.453249 + Penalty 2009.730389 = -3228133.722860 nChanged 2924 SP:Iteration 4F (10183.633009 sec): 3 clusters Score: Raw -3232574.295722 + Penalty 2009.730389 = -3230564.565333 nChanged 2672 SP:Iteration 5F (10183.731978 sec): 3 clusters Score: Raw -3234894.797926 + Penalty 2009.730389 = -3232885.067536 nChanged 2148 SP:Iteration 6F (10183.820398 sec): 3 clusters Score: Raw -3236640.861501 + Penalty 2009.730389 = -3234631.131112 nChanged 1517 SP:Iteration 7Q (10183.930307 sec): 3 clusters Score: Raw -3237807.161517 + Penalty 2009.730389 = -3235797.431128 nChanged 1028 SP:Iteration 8Q (10184.026537 sec): 3 clusters Score: Raw -3238503.775278 + Penalty 2009.730389 = -3236494.044889 nChanged 768 SP:Iteration 9Q (10184.123547 sec): 3 clusters Score: Raw -3238975.424388 + Penalty 2009.730389 = -3236965.693999 nChanged 618 SP:Iteration 10Q (10184.218492 sec): 3 clusters Score: Raw -3239346.387602 + Penalty 2009.730389 = -3237336.657213 nChanged 525 SP:Iteration 11Q (10184.314515 sec): 3 clusters Score: Raw -3239666.202798 + Penalty 2009.730389 = -3237656.472409 nChanged 446 SP:Iteration 12Q (10184.400330 sec): 3 clusters Score: Raw -3239924.945391 + Penalty 2009.730389 = -3237915.215002 nChanged 406 SP:Iteration 13Q (10184.490813 sec): 3 clusters Score: Raw -3240173.311774 + Penalty 2009.730389 = -3238163.581385 nChanged 359 SP:Iteration 14Q (10184.581177 sec): 3 clusters Score: Raw -3240413.473550 + Penalty 2009.730389 = -3238403.743161 nChanged 335 SP:Iteration 15Q (10184.669144 sec): 3 clusters Score: Raw -3240627.818124 + Penalty 2009.730389 = -3238618.087735 nChanged 249 SP:Iteration 16Q (10184.749538 sec): 3 clusters Score: Raw -3240787.826474 + Penalty 2009.730389 = -3238778.096085 nChanged 201 SP:Iteration 17Q (10184.845609 sec): 3 clusters Score: Raw -3240908.216672 + Penalty 2009.730389 = -3238898.486283 nChanged 143 SP:Iteration 18Q (10184.930679 sec): 3 clusters Score: Raw -3240986.015229 + Penalty 2009.730389 = -3238976.284840 nChanged 117 SP:Iteration 19Q (10185.020228 sec): 3 clusters Score: Raw -3241048.201346 + Penalty 2009.730389 = -3239038.470957 nChanged 93 SP:Iteration 20F (10185.114348 sec): 3 clusters Score: Raw -3241102.155865 + Penalty 2009.730389 = -3239092.425476 nChanged 83 SP:Iteration 21Q (10185.206148 sec): 3 clusters Score: Raw -3241148.292526 + Penalty 2009.730389 = -3239138.562137 nChanged 68 SP:Iteration 22Q (10185.292204 sec): 3 clusters Score: Raw -3241194.426129 + Penalty 2009.730389 = -3239184.695740 nChanged 71 SP:Iteration 23Q (10185.378822 sec): 3 clusters Score: Raw -3241256.773065 + Penalty 2009.730389 = -3239247.042676 nChanged 58 SP:Iteration 24Q (10185.468071 sec): 3 clusters Score: Raw -3241289.367391 + Penalty 2009.730389 = -3239279.637002 nChanged 40 SP:Iteration 25Q (10185.558138 sec): 3 clusters Score: Raw -3241311.091580 + Penalty 2009.730389 = -3239301.361191 nChanged 35 SP:Iteration 26Q (10185.644828 sec): 3 clusters Score: Raw -3241327.067726 + Penalty 2009.730389 = -3239317.337337 nChanged 17 SP:Iteration 27Q (10185.734716 sec): 3 clusters Score: Raw -3241335.084856 + Penalty 2009.730389 = -3239325.354467 nChanged 22 SP:Iteration 28Q (10185.807025 sec): 3 clusters Score: Raw -3241345.143903 + Penalty 2009.730389 = -3239335.413514 nChanged 19 SP:Iteration 29Q (10185.890443 sec): 3 clusters Score: Raw -3241353.010356 + Penalty 2009.730389 = -3239343.279967 nChanged 13 SP:Iteration 30Q (10185.968982 sec): 3 clusters Score: Raw -3241359.109017 + Penalty 2009.730389 = -3239349.378628 nChanged 12 SP:Iteration 31Q (10186.058097 sec): 3 clusters Score: Raw -3241362.525645 + Penalty 2009.730389 = -3239352.795256 nChanged 8 SP:Iteration 32Q (10186.147160 sec): 3 clusters Score: Raw -3241365.572548 + Penalty 2009.730389 = -3239355.842159 nChanged 8 SP:Iteration 33Q (10186.218731 sec): 3 clusters Score: Raw -3241367.769331 + Penalty 2009.730389 = -3239358.038942 nChanged 1 SP:Iteration 34Q (10186.309968 sec): 3 clusters Score: Raw -3241367.995541 + Penalty 2009.730389 = -3239358.265152 nChanged 3 SP:Iteration 35Q (10186.395423 sec): 3 clusters Score: Raw -3241368.727967 + Penalty 2009.730389 = -3239358.997578 nChanged 2 SP:Iteration 36Q (10186.483529 sec): 3 clusters Score: Raw -3241369.247679 + Penalty 2009.730389 = -3239359.517290 nChanged 2 SP:Iteration 37Q (10186.567791 sec): 3 clusters Score: Raw -3241369.437964 + Penalty 2009.730389 = -3239359.707575 nChanged 0 SP:Iteration 38F (10186.659220 sec): 3 clusters Score: Raw -3241369.437964 + Penalty 2009.730389 = -3239359.707575 nChanged 0 Trying to split cluster 19 (2255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10186.683299 sec): 2 clusters Score: Raw -174812.585208 + Penalty 733.485999 = -174079.099209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10186.741699 sec): 3 clusters Score: Raw -173700.420862 + Penalty 1466.971998 = -172233.448864 nChanged 887 SP:Iteration 1F (10186.777840 sec): 3 clusters Score: Raw -174286.444449 + Penalty 1466.971998 = -172819.472451 nChanged 205 SP:Iteration 2F (10186.828655 sec): 3 clusters Score: Raw -174456.565219 + Penalty 1466.971998 = -172989.593221 nChanged 168 SP:Iteration 3F (10186.882042 sec): 3 clusters Score: Raw -174643.749946 + Penalty 1466.971998 = -173176.777948 nChanged 154 SP:Iteration 4F (10186.921974 sec): 3 clusters Score: Raw -174809.971623 + Penalty 1466.971998 = -173342.999625 nChanged 149 SP:Iteration 5F (10186.977917 sec): 3 clusters Score: Raw -175002.153244 + Penalty 1466.971998 = -173535.181246 nChanged 132 SP:Iteration 6F (10187.021522 sec): 3 clusters Score: Raw -175186.879620 + Penalty 1466.971998 = -173719.907622 nChanged 109 SP:Iteration 7Q (10187.066191 sec): 3 clusters Score: Raw -175309.308869 + Penalty 1466.971998 = -173842.336871 nChanged 84 SP:Iteration 8Q (10187.107078 sec): 3 clusters Score: Raw -175365.667567 + Penalty 1466.971998 = -173898.695569 nChanged 52 SP:Iteration 9Q (10187.167594 sec): 3 clusters Score: Raw -175395.289137 + Penalty 1466.971998 = -173928.317139 nChanged 37 SP:Iteration 10Q (10187.206365 sec): 3 clusters Score: Raw -175411.523405 + Penalty 1466.971998 = -173944.551408 nChanged 25 SP:Iteration 11Q (10187.261376 sec): 3 clusters Score: Raw -175422.717032 + Penalty 1466.971998 = -173955.745034 nChanged 16 SP:Iteration 12Q (10187.312598 sec): 3 clusters Score: Raw -175428.915071 + Penalty 1466.971998 = -173961.943073 nChanged 15 SP:Iteration 13Q (10187.359457 sec): 3 clusters Score: Raw -175435.445332 + Penalty 1466.971998 = -173968.473334 nChanged 11 SP:Iteration 14Q (10187.412483 sec): 3 clusters Score: Raw -175437.889239 + Penalty 1466.971998 = -173970.917242 nChanged 9 SP:Iteration 15Q (10187.462436 sec): 3 clusters Score: Raw -175439.935019 + Penalty 1466.971998 = -173972.963021 nChanged 9 SP:Iteration 16Q (10187.509822 sec): 3 clusters Score: Raw -175441.652127 + Penalty 1466.971998 = -173974.680130 nChanged 5 SP:Iteration 17Q (10187.551114 sec): 3 clusters Score: Raw -175442.782016 + Penalty 1466.971998 = -173975.810018 nChanged 3 SP:Iteration 18Q (10187.612205 sec): 3 clusters Score: Raw -175443.412609 + Penalty 1466.971998 = -173976.440611 nChanged 2 SP:Iteration 19Q (10187.656535 sec): 3 clusters Score: Raw -175443.629128 + Penalty 1466.971998 = -173976.657130 nChanged 3 SP:Iteration 20F (10187.691652 sec): 3 clusters Score: Raw -175443.908120 + Penalty 1466.971998 = -173976.936122 nChanged 1 SP:Iteration 21Q (10187.731215 sec): 3 clusters Score: Raw -175443.980657 + Penalty 1466.971998 = -173977.008659 nChanged 1 SP:Iteration 22Q (10187.775471 sec): 3 clusters Score: Raw -175444.097167 + Penalty 1466.971998 = -173977.125169 nChanged 1 SP:Iteration 23Q (10187.819553 sec): 3 clusters Score: Raw -175444.338992 + Penalty 1466.971998 = -173977.366994 nChanged 1 SP:Iteration 24Q (10187.863535 sec): 3 clusters Score: Raw -175444.577453 + Penalty 1466.971998 = -173977.605455 nChanged 1 SP:Iteration 25Q (10187.907573 sec): 3 clusters Score: Raw -175444.758231 + Penalty 1466.971998 = -173977.786233 nChanged 3 SP:Iteration 26Q (10187.952109 sec): 3 clusters Score: Raw -175445.490047 + Penalty 1466.971998 = -173978.518049 nChanged 3 SP:Iteration 27Q (10187.994203 sec): 3 clusters Score: Raw -175446.077558 + Penalty 1466.971998 = -173979.105560 nChanged 2 SP:Iteration 28Q (10188.038697 sec): 3 clusters Score: Raw -175446.528760 + Penalty 1466.971998 = -173979.556762 nChanged 1 SP:Iteration 29Q (10188.076230 sec): 3 clusters Score: Raw -175446.726562 + Penalty 1466.971998 = -173979.754565 nChanged 1 SP:Iteration 30Q (10188.122347 sec): 3 clusters Score: Raw -175446.836659 + Penalty 1466.971998 = -173979.864661 nChanged 0 SP:Iteration 31F (10188.166573 sec): 3 clusters Score: Raw -175446.836659 + Penalty 1466.971998 = -173979.864661 nChanged 0 Trying to split cluster 20 (28921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10188.223716 sec): 2 clusters Score: Raw -2489209.367225 + Penalty 975.870709 = -2488233.496516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10188.308529 sec): 3 clusters Score: Raw -2470753.049663 + Penalty 1951.741418 = -2468801.308245 nChanged 13734 SP:Iteration 1F (10188.375112 sec): 3 clusters Score: Raw -2478734.930690 + Penalty 1951.741418 = -2476783.189271 nChanged 1392 SP:Iteration 2Q (10188.458343 sec): 3 clusters Score: Raw -2479353.056690 + Penalty 1951.741418 = -2477401.315272 nChanged 1484 SP:Iteration 3F (10188.550481 sec): 3 clusters Score: Raw -2480138.025797 + Penalty 1951.741418 = -2478186.284378 nChanged 1634 SP:Iteration 4F (10188.634612 sec): 3 clusters Score: Raw -2481085.782286 + Penalty 1951.741418 = -2479134.040868 nChanged 1677 SP:Iteration 5F (10188.719357 sec): 3 clusters Score: Raw -2482159.096719 + Penalty 1951.741418 = -2480207.355300 nChanged 1697 SP:Iteration 6F (10188.790914 sec): 3 clusters Score: Raw -2483217.534768 + Penalty 1951.741418 = -2481265.793350 nChanged 1598 SP:Iteration 7F (10188.877880 sec): 3 clusters Score: Raw -2484233.269561 + Penalty 1951.741418 = -2482281.528143 nChanged 1457 SP:Iteration 8F (10188.955894 sec): 3 clusters Score: Raw -2485092.378569 + Penalty 1951.741418 = -2483140.637150 nChanged 1157 SP:Iteration 9Q (10189.040000 sec): 3 clusters Score: Raw -2485649.907199 + Penalty 1951.741418 = -2483698.165781 nChanged 926 SP:Iteration 10Q (10189.130138 sec): 3 clusters Score: Raw -2486026.665139 + Penalty 1951.741418 = -2484074.923721 nChanged 695 SP:Iteration 11Q (10189.213109 sec): 3 clusters Score: Raw -2486274.065314 + Penalty 1951.741418 = -2484322.323896 nChanged 556 SP:Iteration 12Q (10189.286318 sec): 3 clusters Score: Raw -2486454.577508 + Penalty 1951.741418 = -2484502.836090 nChanged 461 SP:Iteration 13Q (10189.361757 sec): 3 clusters Score: Raw -2486598.320118 + Penalty 1951.741418 = -2484646.578700 nChanged 434 SP:Iteration 14Q (10189.446150 sec): 3 clusters Score: Raw -2486742.199907 + Penalty 1951.741418 = -2484790.458489 nChanged 425 SP:Iteration 15Q (10189.539165 sec): 3 clusters Score: Raw -2486886.295461 + Penalty 1951.741418 = -2484934.554043 nChanged 397 SP:Iteration 16Q (10189.625022 sec): 3 clusters Score: Raw -2487022.913930 + Penalty 1951.741418 = -2485071.172512 nChanged 440 SP:Iteration 17Q (10189.708408 sec): 3 clusters Score: Raw -2487180.551941 + Penalty 1951.741418 = -2485228.810523 nChanged 410 SP:Iteration 18Q (10189.795022 sec): 3 clusters Score: Raw -2487329.153629 + Penalty 1951.741418 = -2485377.412210 nChanged 418 SP:Iteration 19Q (10189.877482 sec): 3 clusters Score: Raw -2487488.235668 + Penalty 1951.741418 = -2485536.494250 nChanged 445 SP:Iteration 20F (10189.959987 sec): 3 clusters Score: Raw -2487673.990198 + Penalty 1951.741418 = -2485722.248779 nChanged 436 SP:Iteration 21Q (10190.037849 sec): 3 clusters Score: Raw -2487865.980998 + Penalty 1951.741418 = -2485914.239580 nChanged 415 SP:Iteration 22Q (10190.113750 sec): 3 clusters Score: Raw -2488063.302629 + Penalty 1951.741418 = -2486111.561210 nChanged 435 SP:Iteration 23Q (10190.186381 sec): 3 clusters Score: Raw -2488277.706693 + Penalty 1951.741418 = -2486325.965275 nChanged 395 SP:Iteration 24Q (10190.271590 sec): 3 clusters Score: Raw -2488479.886659 + Penalty 1951.741418 = -2486528.145241 nChanged 367 SP:Iteration 25Q (10190.348286 sec): 3 clusters Score: Raw -2488662.602942 + Penalty 1951.741418 = -2486710.861524 nChanged 307 SP:Iteration 26Q (10190.425895 sec): 3 clusters Score: Raw -2488806.637564 + Penalty 1951.741418 = -2486854.896146 nChanged 287 SP:Iteration 27Q (10190.501415 sec): 3 clusters Score: Raw -2488927.110726 + Penalty 1951.741418 = -2486975.369308 nChanged 262 SP:Iteration 28Q (10190.582316 sec): 3 clusters Score: Raw -2489037.465225 + Penalty 1951.741418 = -2487085.723807 nChanged 218 SP:Iteration 29Q (10190.658844 sec): 3 clusters Score: Raw -2489132.458950 + Penalty 1951.741418 = -2487180.717532 nChanged 184 SP:Iteration 30Q (10190.735197 sec): 3 clusters Score: Raw -2489208.817325 + Penalty 1951.741418 = -2487257.075907 nChanged 152 SP:Iteration 31Q (10190.813206 sec): 3 clusters Score: Raw -2489269.665234 + Penalty 1951.741418 = -2487317.923815 nChanged 145 SP:Iteration 32Q (10190.892650 sec): 3 clusters Score: Raw -2489326.951914 + Penalty 1951.741418 = -2487375.210496 nChanged 112 SP:Iteration 33Q (10190.969614 sec): 3 clusters Score: Raw -2489370.211438 + Penalty 1951.741418 = -2487418.470020 nChanged 112 SP:Iteration 34Q (10191.044135 sec): 3 clusters Score: Raw -2489406.770062 + Penalty 1951.741418 = -2487455.028644 nChanged 84 SP:Iteration 35Q (10191.112332 sec): 3 clusters Score: Raw -2489432.610109 + Penalty 1951.741418 = -2487480.868691 nChanged 62 SP:Iteration 36Q (10191.189150 sec): 3 clusters Score: Raw -2489447.015613 + Penalty 1951.741418 = -2487495.274195 nChanged 49 SP:Iteration 37Q (10191.262009 sec): 3 clusters Score: Raw -2489460.404820 + Penalty 1951.741418 = -2487508.663402 nChanged 46 SP:Iteration 38Q (10191.341370 sec): 3 clusters Score: Raw -2489472.945550 + Penalty 1951.741418 = -2487521.204131 nChanged 44 SP:Iteration 39Q (10191.411590 sec): 3 clusters Score: Raw -2489484.843757 + Penalty 1951.741418 = -2487533.102339 nChanged 36 SP:Iteration 40F (10191.498072 sec): 3 clusters Score: Raw -2489494.314232 + Penalty 1951.741418 = -2487542.572814 nChanged 32 SP:Iteration 41Q (10191.575663 sec): 3 clusters Score: Raw -2489502.585056 + Penalty 1951.741418 = -2487550.843638 nChanged 34 SP:Iteration 42Q (10191.658151 sec): 3 clusters Score: Raw -2489512.643844 + Penalty 1951.741418 = -2487560.902426 nChanged 40 SP:Iteration 43Q (10191.726467 sec): 3 clusters Score: Raw -2489522.169601 + Penalty 1951.741418 = -2487570.428183 nChanged 25 SP:Iteration 44Q (10191.814902 sec): 3 clusters Score: Raw -2489527.387103 + Penalty 1951.741418 = -2487575.645685 nChanged 23 SP:Iteration 45Q (10191.886454 sec): 3 clusters Score: Raw -2489533.538925 + Penalty 1951.741418 = -2487581.797507 nChanged 19 SP:Iteration 46Q (10191.963994 sec): 3 clusters Score: Raw -2489538.097532 + Penalty 1951.741418 = -2487586.356114 nChanged 24 SP:Iteration 47Q (10192.043298 sec): 3 clusters Score: Raw -2489543.585146 + Penalty 1951.741418 = -2487591.843728 nChanged 19 SP:Iteration 48Q (10192.113926 sec): 3 clusters Score: Raw -2489547.973888 + Penalty 1951.741418 = -2487596.232470 nChanged 20 SP:Iteration 49Q (10192.193378 sec): 3 clusters Score: Raw -2489551.600496 + Penalty 1951.741418 = -2487599.859078 nChanged 10 SP:Iteration 50Q (10192.272631 sec): 3 clusters Score: Raw -2489553.276927 + Penalty 1951.741418 = -2487601.535509 nChanged 10 SP:Iteration 51Q (10192.351620 sec): 3 clusters Score: Raw -2489554.849616 + Penalty 1951.741418 = -2487603.108198 nChanged 9 SP:Iteration 52Q (10192.432243 sec): 3 clusters Score: Raw -2489555.757959 + Penalty 1951.741418 = -2487604.016541 nChanged 5 SP:Iteration 53Q (10192.506752 sec): 3 clusters Score: Raw -2489556.333705 + Penalty 1951.741418 = -2487604.592286 nChanged 3 SP:Iteration 54Q (10192.589159 sec): 3 clusters Score: Raw -2489556.574950 + Penalty 1951.741418 = -2487604.833532 nChanged 0 SP:Iteration 55F (10192.671271 sec): 3 clusters Score: Raw -2489556.574950 + Penalty 1951.741418 = -2487604.833532 nChanged 0 Trying to split cluster 21 (73576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10192.772277 sec): 2 clusters Score: Raw -6088799.349222 + Penalty 1064.577046 = -6087734.772177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10192.913228 sec): 3 clusters Score: Raw -6040411.059821 + Penalty 2129.154091 = -6038281.905729 nChanged 35315 SP:Iteration 1F (10193.048418 sec): 3 clusters Score: Raw -6061317.158680 + Penalty 2129.154091 = -6059188.004589 nChanged 2799 SP:Iteration 2Q (10193.200242 sec): 3 clusters Score: Raw -6062107.157940 + Penalty 2129.154091 = -6059978.003849 nChanged 2934 SP:Iteration 3Q (10193.342131 sec): 3 clusters Score: Raw -6063076.885735 + Penalty 2129.154091 = -6060947.731644 nChanged 3277 SP:Iteration 4Q (10193.486151 sec): 3 clusters Score: Raw -6064415.622199 + Penalty 2129.154091 = -6062286.468108 nChanged 3666 SP:Iteration 5Q (10193.636836 sec): 3 clusters Score: Raw -6066313.668345 + Penalty 2129.154091 = -6064184.514254 nChanged 4214 SP:Iteration 6F (10193.764247 sec): 3 clusters Score: Raw -6068942.858196 + Penalty 2129.154091 = -6066813.704104 nChanged 4589 SP:Iteration 7F (10193.909943 sec): 3 clusters Score: Raw -6072167.411003 + Penalty 2129.154091 = -6070038.256911 nChanged 4477 SP:Iteration 8F (10194.052559 sec): 3 clusters Score: Raw -6075440.139012 + Penalty 2129.154091 = -6073310.984921 nChanged 3943 SP:Iteration 9F (10194.184269 sec): 3 clusters Score: Raw -6077889.828850 + Penalty 2129.154091 = -6075760.674758 nChanged 2917 SP:Iteration 10Q (10194.325947 sec): 3 clusters Score: Raw -6079216.517641 + Penalty 2129.154091 = -6077087.363549 nChanged 2048 SP:Iteration 11Q (10194.464922 sec): 3 clusters Score: Raw -6080008.992193 + Penalty 2129.154091 = -6077879.838101 nChanged 1581 SP:Iteration 12Q (10194.594390 sec): 3 clusters Score: Raw -6080578.954366 + Penalty 2129.154091 = -6078449.800275 nChanged 1323 SP:Iteration 13Q (10194.729831 sec): 3 clusters Score: Raw -6081027.832886 + Penalty 2129.154091 = -6078898.678794 nChanged 1163 SP:Iteration 14Q (10194.874748 sec): 3 clusters Score: Raw -6081426.288797 + Penalty 2129.154091 = -6079297.134706 nChanged 1139 SP:Iteration 15Q (10195.023888 sec): 3 clusters Score: Raw -6081816.005322 + Penalty 2129.154091 = -6079686.851231 nChanged 1088 SP:Iteration 16Q (10195.159208 sec): 3 clusters Score: Raw -6082178.654979 + Penalty 2129.154091 = -6080049.500887 nChanged 1035 SP:Iteration 17Q (10195.300105 sec): 3 clusters Score: Raw -6082519.551023 + Penalty 2129.154091 = -6080390.396932 nChanged 1010 SP:Iteration 18Q (10195.447335 sec): 3 clusters Score: Raw -6082842.460472 + Penalty 2129.154091 = -6080713.306380 nChanged 961 SP:Iteration 19Q (10195.585333 sec): 3 clusters Score: Raw -6083147.284761 + Penalty 2129.154091 = -6081018.130670 nChanged 908 SP:Iteration 20F (10195.735086 sec): 3 clusters Score: Raw -6083435.576873 + Penalty 2129.154091 = -6081306.422782 nChanged 920 SP:Iteration 21Q (10195.866191 sec): 3 clusters Score: Raw -6083726.562415 + Penalty 2129.154091 = -6081597.408324 nChanged 878 SP:Iteration 22Q (10196.003582 sec): 3 clusters Score: Raw -6083997.324779 + Penalty 2129.154091 = -6081868.170688 nChanged 813 SP:Iteration 23Q (10196.139577 sec): 3 clusters Score: Raw -6084258.344782 + Penalty 2129.154091 = -6082129.190691 nChanged 820 SP:Iteration 24Q (10196.276751 sec): 3 clusters Score: Raw -6084520.195018 + Penalty 2129.154091 = -6082391.040927 nChanged 778 SP:Iteration 25Q (10196.397472 sec): 3 clusters Score: Raw -6084757.957421 + Penalty 2129.154091 = -6082628.803330 nChanged 743 SP:Iteration 26Q (10196.522988 sec): 3 clusters Score: Raw -6084989.165526 + Penalty 2129.154091 = -6082860.011435 nChanged 754 SP:Iteration 27Q (10196.646729 sec): 3 clusters Score: Raw -6085231.219955 + Penalty 2129.154091 = -6083102.065863 nChanged 704 SP:Iteration 28Q (10196.766860 sec): 3 clusters Score: Raw -6085456.113265 + Penalty 2129.154091 = -6083326.959174 nChanged 660 SP:Iteration 29Q (10196.897903 sec): 3 clusters Score: Raw -6085669.796138 + Penalty 2129.154091 = -6083540.642047 nChanged 666 SP:Iteration 30Q (10197.029065 sec): 3 clusters Score: Raw -6085890.571160 + Penalty 2129.154091 = -6083761.417069 nChanged 654 SP:Iteration 31Q (10197.156936 sec): 3 clusters Score: Raw -6086120.739655 + Penalty 2129.154091 = -6083991.585564 nChanged 639 SP:Iteration 32Q (10197.284880 sec): 3 clusters Score: Raw -6086357.976305 + Penalty 2129.154091 = -6084228.822213 nChanged 608 SP:Iteration 33Q (10197.414112 sec): 3 clusters Score: Raw -6086582.370821 + Penalty 2129.154091 = -6084453.216730 nChanged 569 SP:Iteration 34Q (10197.538083 sec): 3 clusters Score: Raw -6086797.467828 + Penalty 2129.154091 = -6084668.313736 nChanged 548 SP:Iteration 35Q (10197.671086 sec): 3 clusters Score: Raw -6087002.183908 + Penalty 2129.154091 = -6084873.029817 nChanged 533 SP:Iteration 36Q (10197.800612 sec): 3 clusters Score: Raw -6087199.208132 + Penalty 2129.154091 = -6085070.054041 nChanged 461 SP:Iteration 37Q (10197.930391 sec): 3 clusters Score: Raw -6087367.735491 + Penalty 2129.154091 = -6085238.581400 nChanged 441 SP:Iteration 38Q (10198.055641 sec): 3 clusters Score: Raw -6087535.393162 + Penalty 2129.154091 = -6085406.239071 nChanged 390 SP:Iteration 39Q (10198.188273 sec): 3 clusters Score: Raw -6087676.768742 + Penalty 2129.154091 = -6085547.614650 nChanged 363 SP:Iteration 40F (10198.328885 sec): 3 clusters Score: Raw -6087816.715321 + Penalty 2129.154091 = -6085687.561229 nChanged 353 SP:Iteration 41Q (10198.444233 sec): 3 clusters Score: Raw -6087951.684156 + Penalty 2129.154091 = -6085822.530065 nChanged 313 SP:Iteration 42Q (10198.575378 sec): 3 clusters Score: Raw -6088070.781292 + Penalty 2129.154091 = -6085941.627201 nChanged 298 SP:Iteration 43Q (10198.709407 sec): 3 clusters Score: Raw -6088184.269529 + Penalty 2129.154091 = -6086055.115438 nChanged 267 SP:Iteration 44Q (10198.828179 sec): 3 clusters Score: Raw -6088287.923860 + Penalty 2129.154091 = -6086158.769768 nChanged 248 SP:Iteration 45Q (10198.943926 sec): 3 clusters Score: Raw -6088391.859626 + Penalty 2129.154091 = -6086262.705535 nChanged 205 SP:Iteration 46Q (10199.064578 sec): 3 clusters Score: Raw -6088480.802047 + Penalty 2129.154091 = -6086351.647956 nChanged 179 SP:Iteration 47Q (10199.182724 sec): 3 clusters Score: Raw -6088561.477600 + Penalty 2129.154091 = -6086432.323508 nChanged 171 SP:Iteration 48Q (10199.303335 sec): 3 clusters Score: Raw -6088637.740443 + Penalty 2129.154091 = -6086508.586352 nChanged 160 SP:Iteration 49Q (10199.425586 sec): 3 clusters Score: Raw -6088714.671488 + Penalty 2129.154091 = -6086585.517397 nChanged 131 SP:Iteration 50Q (10199.553509 sec): 3 clusters Score: Raw -6088782.982607 + Penalty 2129.154091 = -6086653.828515 nChanged 124 SP:Iteration 51Q (10199.672278 sec): 3 clusters Score: Raw -6088837.398005 + Penalty 2129.154091 = -6086708.243914 nChanged 85 SP:Iteration 52Q (10199.800897 sec): 3 clusters Score: Raw -6088874.059791 + Penalty 2129.154091 = -6086744.905700 nChanged 76 SP:Iteration 53Q (10199.935483 sec): 3 clusters Score: Raw -6088907.476816 + Penalty 2129.154091 = -6086778.322725 nChanged 69 SP:Iteration 54Q (10200.072996 sec): 3 clusters Score: Raw -6088934.423827 + Penalty 2129.154091 = -6086805.269736 nChanged 67 SP:Iteration 55Q (10200.204563 sec): 3 clusters Score: Raw -6088960.343057 + Penalty 2129.154091 = -6086831.188966 nChanged 55 SP:Iteration 56Q (10200.332661 sec): 3 clusters Score: Raw -6088979.246921 + Penalty 2129.154091 = -6086850.092830 nChanged 44 SP:Iteration 57Q (10200.452438 sec): 3 clusters Score: Raw -6088998.651705 + Penalty 2129.154091 = -6086869.497614 nChanged 42 SP:Iteration 58Q (10200.580478 sec): 3 clusters Score: Raw -6089018.840752 + Penalty 2129.154091 = -6086889.686661 nChanged 35 SP:Iteration 59Q (10200.706410 sec): 3 clusters Score: Raw -6089033.391087 + Penalty 2129.154091 = -6086904.236996 nChanged 28 SP:Iteration 60F (10200.835816 sec): 3 clusters Score: Raw -6089041.661700 + Penalty 2129.154091 = -6086912.507609 nChanged 29 SP:Iteration 61Q (10200.962687 sec): 3 clusters Score: Raw -6089051.033669 + Penalty 2129.154091 = -6086921.879578 nChanged 23 SP:Iteration 62Q (10201.090511 sec): 3 clusters Score: Raw -6089057.748356 + Penalty 2129.154091 = -6086928.594265 nChanged 22 SP:Iteration 63Q (10201.216345 sec): 3 clusters Score: Raw -6089063.608283 + Penalty 2129.154091 = -6086934.454192 nChanged 11 SP:Iteration 64Q (10201.333369 sec): 3 clusters Score: Raw -6089067.442551 + Penalty 2129.154091 = -6086938.288460 nChanged 14 SP:Iteration 65Q (10201.448456 sec): 3 clusters Score: Raw -6089072.813328 + Penalty 2129.154091 = -6086943.659236 nChanged 14 SP:Iteration 66Q (10201.574286 sec): 3 clusters Score: Raw -6089075.996310 + Penalty 2129.154091 = -6086946.842218 nChanged 9 SP:Iteration 67Q (10201.697588 sec): 3 clusters Score: Raw -6089077.992285 + Penalty 2129.154091 = -6086948.838194 nChanged 6 SP:Iteration 68Q (10201.822418 sec): 3 clusters Score: Raw -6089079.576891 + Penalty 2129.154091 = -6086950.422800 nChanged 5 SP:Iteration 69Q (10201.940149 sec): 3 clusters Score: Raw -6089080.992534 + Penalty 2129.154091 = -6086951.838443 nChanged 6 SP:Iteration 70Q (10202.058089 sec): 3 clusters Score: Raw -6089083.202548 + Penalty 2129.154091 = -6086954.048457 nChanged 11 SP:Iteration 71Q (10202.185923 sec): 3 clusters Score: Raw -6089085.687502 + Penalty 2129.154091 = -6086956.533411 nChanged 11 SP:Iteration 72Q (10202.306197 sec): 3 clusters Score: Raw -6089087.546496 + Penalty 2129.154091 = -6086958.392404 nChanged 4 SP:Iteration 73Q (10202.421425 sec): 3 clusters Score: Raw -6089088.724948 + Penalty 2129.154091 = -6086959.570857 nChanged 2 SP:Iteration 74Q (10202.539850 sec): 3 clusters Score: Raw -6089089.394340 + Penalty 2129.154091 = -6086960.240249 nChanged 3 SP:Iteration 75Q (10202.661738 sec): 3 clusters Score: Raw -6089090.463270 + Penalty 2129.154091 = -6086961.309179 nChanged 4 SP:Iteration 76Q (10202.783011 sec): 3 clusters Score: Raw -6089092.110534 + Penalty 2129.154091 = -6086962.956442 nChanged 4 SP:Iteration 77Q (10202.894707 sec): 3 clusters Score: Raw -6089093.062599 + Penalty 2129.154091 = -6086963.908508 nChanged 4 SP:Iteration 78Q (10203.016129 sec): 3 clusters Score: Raw -6089093.532141 + Penalty 2129.154091 = -6086964.378049 nChanged 4 SP:Iteration 79Q (10203.140555 sec): 3 clusters Score: Raw -6089094.040140 + Penalty 2129.154091 = -6086964.886049 nChanged 2 SP:Iteration 80F (10203.276672 sec): 3 clusters Score: Raw -6089094.501634 + Penalty 2129.154091 = -6086965.347543 nChanged 1 SP:Iteration 81Q (10203.406292 sec): 3 clusters Score: Raw -6089094.610587 + Penalty 2129.154091 = -6086965.456496 nChanged 1 SP:Iteration 82Q (10203.534873 sec): 3 clusters Score: Raw -6089094.704863 + Penalty 2129.154091 = -6086965.550772 nChanged 1 SP:Iteration 83Q (10203.657434 sec): 3 clusters Score: Raw -6089094.847218 + Penalty 2129.154091 = -6086965.693126 nChanged 1 SP:Iteration 84Q (10203.791862 sec): 3 clusters Score: Raw -6089095.022387 + Penalty 2129.154091 = -6086965.868296 nChanged 1 SP:Iteration 85Q (10203.905125 sec): 3 clusters Score: Raw -6089095.260603 + Penalty 2129.154091 = -6086966.106511 nChanged 2 SP:Iteration 86Q (10204.029730 sec): 3 clusters Score: Raw -6089095.715140 + Penalty 2129.154091 = -6086966.561049 nChanged 0 SP:Iteration 87F (10204.167546 sec): 3 clusters Score: Raw -6089095.715140 + Penalty 2129.154091 = -6086966.561049 nChanged 0 Trying to split cluster 22 (10734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10204.192948 sec): 2 clusters Score: Raw -919853.485174 + Penalty 881.711298 = -918971.773876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10204.233061 sec): 3 clusters Score: Raw -913426.351785 + Penalty 1763.422595 = -911662.929190 nChanged 4793 SP:Iteration 1F (10204.257960 sec): 3 clusters Score: Raw -916015.996554 + Penalty 1763.422595 = -914252.573959 nChanged 614 SP:Iteration 2F (10204.283299 sec): 3 clusters Score: Raw -916294.795313 + Penalty 1763.422595 = -914531.372718 nChanged 627 SP:Iteration 3F (10204.309025 sec): 3 clusters Score: Raw -916609.542304 + Penalty 1763.422595 = -914846.119709 nChanged 589 SP:Iteration 4F (10204.334532 sec): 3 clusters Score: Raw -916947.921266 + Penalty 1763.422595 = -915184.498671 nChanged 613 SP:Iteration 5F (10204.359723 sec): 3 clusters Score: Raw -917343.908810 + Penalty 1763.422595 = -915580.486215 nChanged 619 SP:Iteration 6F (10204.385209 sec): 3 clusters Score: Raw -917763.488962 + Penalty 1763.422595 = -916000.066367 nChanged 584 SP:Iteration 7F (10204.410536 sec): 3 clusters Score: Raw -918181.215276 + Penalty 1763.422595 = -916417.792681 nChanged 516 SP:Iteration 8Q (10204.436335 sec): 3 clusters Score: Raw -918520.983754 + Penalty 1763.422595 = -916757.561159 nChanged 465 SP:Iteration 9Q (10204.461554 sec): 3 clusters Score: Raw -918824.858881 + Penalty 1763.422595 = -917061.436286 nChanged 387 SP:Iteration 10Q (10204.486429 sec): 3 clusters Score: Raw -919065.890767 + Penalty 1763.422595 = -917302.468172 nChanged 325 SP:Iteration 11Q (10204.510791 sec): 3 clusters Score: Raw -919251.091210 + Penalty 1763.422595 = -917487.668615 nChanged 252 SP:Iteration 12Q (10204.535522 sec): 3 clusters Score: Raw -919400.364497 + Penalty 1763.422595 = -917636.941902 nChanged 217 SP:Iteration 13Q (10204.560391 sec): 3 clusters Score: Raw -919538.927319 + Penalty 1763.422595 = -917775.504724 nChanged 194 SP:Iteration 14Q (10204.584824 sec): 3 clusters Score: Raw -919653.289000 + Penalty 1763.422595 = -917889.866405 nChanged 164 SP:Iteration 15Q (10204.609322 sec): 3 clusters Score: Raw -919736.896935 + Penalty 1763.422595 = -917973.474340 nChanged 124 SP:Iteration 16Q (10204.633518 sec): 3 clusters Score: Raw -919794.913696 + Penalty 1763.422595 = -918031.491101 nChanged 114 SP:Iteration 17Q (10204.657795 sec): 3 clusters Score: Raw -919849.815640 + Penalty 1763.422595 = -918086.393045 nChanged 100 SP:Iteration 18Q (10204.730101 sec): 3 clusters Score: Raw -919907.268036 + Penalty 1763.422595 = -918143.845441 nChanged 101 SP:Iteration 19Q (10204.781226 sec): 3 clusters Score: Raw -919961.885201 + Penalty 1763.422595 = -918198.462606 nChanged 95 SP:Iteration 20F (10204.843500 sec): 3 clusters Score: Raw -919999.413537 + Penalty 1763.422595 = -918235.990942 nChanged 63 SP:Iteration 21Q (10204.900973 sec): 3 clusters Score: Raw -920020.196653 + Penalty 1763.422595 = -918256.774058 nChanged 54 SP:Iteration 22Q (10204.964126 sec): 3 clusters Score: Raw -920046.430279 + Penalty 1763.422595 = -918283.007684 nChanged 39 SP:Iteration 23Q (10205.021159 sec): 3 clusters Score: Raw -920066.644154 + Penalty 1763.422595 = -918303.221559 nChanged 39 SP:Iteration 24Q (10205.075432 sec): 3 clusters Score: Raw -920089.029778 + Penalty 1763.422595 = -918325.607183 nChanged 27 SP:Iteration 25Q (10205.132026 sec): 3 clusters Score: Raw -920102.194940 + Penalty 1763.422595 = -918338.772345 nChanged 26 SP:Iteration 26Q (10205.178997 sec): 3 clusters Score: Raw -920122.307359 + Penalty 1763.422595 = -918358.884764 nChanged 33 SP:Iteration 27Q (10205.233651 sec): 3 clusters Score: Raw -920145.753090 + Penalty 1763.422595 = -918382.330495 nChanged 26 SP:Iteration 28Q (10205.281302 sec): 3 clusters Score: Raw -920164.169829 + Penalty 1763.422595 = -918400.747234 nChanged 26 SP:Iteration 29Q (10205.335998 sec): 3 clusters Score: Raw -920176.315748 + Penalty 1763.422595 = -918412.893153 nChanged 20 SP:Iteration 30Q (10205.395956 sec): 3 clusters Score: Raw -920186.202968 + Penalty 1763.422595 = -918422.780373 nChanged 18 SP:Iteration 31Q (10205.452660 sec): 3 clusters Score: Raw -920193.857729 + Penalty 1763.422595 = -918430.435134 nChanged 21 SP:Iteration 32Q (10205.509295 sec): 3 clusters Score: Raw -920199.416785 + Penalty 1763.422595 = -918435.994190 nChanged 16 SP:Iteration 33Q (10205.566503 sec): 3 clusters Score: Raw -920202.534773 + Penalty 1763.422595 = -918439.112178 nChanged 10 SP:Iteration 34Q (10205.629171 sec): 3 clusters Score: Raw -920204.595925 + Penalty 1763.422595 = -918441.173330 nChanged 5 SP:Iteration 35Q (10205.689274 sec): 3 clusters Score: Raw -920205.872552 + Penalty 1763.422595 = -918442.449957 nChanged 6 SP:Iteration 36Q (10205.737316 sec): 3 clusters Score: Raw -920206.581873 + Penalty 1763.422595 = -918443.159278 nChanged 1 SP:Iteration 37Q (10205.803414 sec): 3 clusters Score: Raw -920206.959828 + Penalty 1763.422595 = -918443.537233 nChanged 1 SP:Iteration 38Q (10205.857816 sec): 3 clusters Score: Raw -920207.182028 + Penalty 1763.422595 = -918443.759433 nChanged 1 SP:Iteration 39Q (10205.917519 sec): 3 clusters Score: Raw -920207.350168 + Penalty 1763.422595 = -918443.927573 nChanged 2 SP:Iteration 40F (10205.974758 sec): 3 clusters Score: Raw -920207.732646 + Penalty 1763.422595 = -918444.310051 nChanged 3 SP:Iteration 41Q (10206.034495 sec): 3 clusters Score: Raw -920208.668836 + Penalty 1763.422595 = -918445.246241 nChanged 4 SP:Iteration 42Q (10206.082612 sec): 3 clusters Score: Raw -920209.506682 + Penalty 1763.422595 = -918446.084087 nChanged 3 SP:Iteration 43Q (10206.142464 sec): 3 clusters Score: Raw -920209.903459 + Penalty 1763.422595 = -918446.480864 nChanged 2 SP:Iteration 44Q (10206.188342 sec): 3 clusters Score: Raw -920210.102502 + Penalty 1763.422595 = -918446.679907 nChanged 1 SP:Iteration 45Q (10206.249003 sec): 3 clusters Score: Raw -920210.568965 + Penalty 1763.422595 = -918447.146370 nChanged 0 SP:Iteration 46F (10206.301245 sec): 3 clusters Score: Raw -920210.568965 + Penalty 1763.422595 = -918447.146370 nChanged 0 Trying to split cluster 23 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10206.330554 sec): 2 clusters Score: Raw -168059.740596 + Penalty 722.370307 = -167337.370289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10206.373386 sec): 3 clusters Score: Raw -167064.331723 + Penalty 1444.740614 = -165619.591109 nChanged 800 SP:Iteration 1F (10206.420124 sec): 3 clusters Score: Raw -167519.040503 + Penalty 1444.740614 = -166074.299889 nChanged 157 SP:Iteration 2F (10206.461264 sec): 3 clusters Score: Raw -167618.708778 + Penalty 1444.740614 = -166173.968164 nChanged 95 SP:Iteration 3Q (10206.512040 sec): 3 clusters Score: Raw -167676.237353 + Penalty 1444.740614 = -166231.496739 nChanged 84 SP:Iteration 4Q (10206.562026 sec): 3 clusters Score: Raw -167729.331899 + Penalty 1444.740614 = -166284.591285 nChanged 71 SP:Iteration 5Q (10206.605183 sec): 3 clusters Score: Raw -167777.737525 + Penalty 1444.740614 = -166332.996911 nChanged 62 SP:Iteration 6Q (10206.644933 sec): 3 clusters Score: Raw -167815.362867 + Penalty 1444.740614 = -166370.622253 nChanged 60 SP:Iteration 7Q (10206.689859 sec): 3 clusters Score: Raw -167851.021655 + Penalty 1444.740614 = -166406.281041 nChanged 59 SP:Iteration 8Q (10206.741249 sec): 3 clusters Score: Raw -167885.949581 + Penalty 1444.740614 = -166441.208967 nChanged 46 SP:Iteration 9Q (10206.789680 sec): 3 clusters Score: Raw -167908.535852 + Penalty 1444.740614 = -166463.795238 nChanged 32 SP:Iteration 10Q (10206.845702 sec): 3 clusters Score: Raw -167924.971388 + Penalty 1444.740614 = -166480.230774 nChanged 30 SP:Iteration 11Q (10206.894534 sec): 3 clusters Score: Raw -167942.633902 + Penalty 1444.740614 = -166497.893288 nChanged 30 SP:Iteration 12Q (10206.944000 sec): 3 clusters Score: Raw -167958.800156 + Penalty 1444.740614 = -166514.059541 nChanged 26 SP:Iteration 13Q (10206.993354 sec): 3 clusters Score: Raw -167972.261185 + Penalty 1444.740614 = -166527.520571 nChanged 20 SP:Iteration 14Q (10207.045114 sec): 3 clusters Score: Raw -167979.052394 + Penalty 1444.740614 = -166534.311780 nChanged 25 SP:Iteration 15Q (10207.089613 sec): 3 clusters Score: Raw -167991.300387 + Penalty 1444.740614 = -166546.559773 nChanged 26 SP:Iteration 16Q (10207.142145 sec): 3 clusters Score: Raw -168006.936278 + Penalty 1444.740614 = -166562.195664 nChanged 29 SP:Iteration 17Q (10207.189535 sec): 3 clusters Score: Raw -168023.593773 + Penalty 1444.740614 = -166578.853159 nChanged 28 SP:Iteration 18Q (10207.234292 sec): 3 clusters Score: Raw -168037.556499 + Penalty 1444.740614 = -166592.815885 nChanged 26 SP:Iteration 19Q (10207.269505 sec): 3 clusters Score: Raw -168047.413055 + Penalty 1444.740614 = -166602.672441 nChanged 19 SP:Iteration 20F (10207.315810 sec): 3 clusters Score: Raw -168054.394285 + Penalty 1444.740614 = -166609.653671 nChanged 19 SP:Iteration 21Q (10207.373413 sec): 3 clusters Score: Raw -168061.064021 + Penalty 1444.740614 = -166616.323407 nChanged 16 SP:Iteration 22Q (10207.408734 sec): 3 clusters Score: Raw -168067.361214 + Penalty 1444.740614 = -166622.620600 nChanged 15 SP:Iteration 23Q (10207.461644 sec): 3 clusters Score: Raw -168074.553339 + Penalty 1444.740614 = -166629.812725 nChanged 15 SP:Iteration 24Q (10207.513355 sec): 3 clusters Score: Raw -168081.070009 + Penalty 1444.740614 = -166636.329395 nChanged 17 SP:Iteration 25Q (10207.553144 sec): 3 clusters Score: Raw -168089.155488 + Penalty 1444.740614 = -166644.414874 nChanged 23 SP:Iteration 26Q (10207.610590 sec): 3 clusters Score: Raw -168105.156486 + Penalty 1444.740614 = -166660.415872 nChanged 26 SP:Iteration 27Q (10207.664044 sec): 3 clusters Score: Raw -168119.231969 + Penalty 1444.740614 = -166674.491355 nChanged 22 SP:Iteration 28Q (10207.712676 sec): 3 clusters Score: Raw -168134.373917 + Penalty 1444.740614 = -166689.633303 nChanged 28 SP:Iteration 29Q (10207.748058 sec): 3 clusters Score: Raw -168149.178577 + Penalty 1444.740614 = -166704.437963 nChanged 10 SP:Iteration 30Q (10207.791997 sec): 3 clusters Score: Raw -168153.161606 + Penalty 1444.740614 = -166708.420992 nChanged 10 SP:Iteration 31Q (10207.840957 sec): 3 clusters Score: Raw -168158.793776 + Penalty 1444.740614 = -166714.053162 nChanged 8 SP:Iteration 32Q (10207.895055 sec): 3 clusters Score: Raw -168163.708563 + Penalty 1444.740614 = -166718.967949 nChanged 10 SP:Iteration 33Q (10207.943856 sec): 3 clusters Score: Raw -168168.204917 + Penalty 1444.740614 = -166723.464303 nChanged 9 SP:Iteration 34Q (10207.986138 sec): 3 clusters Score: Raw -168173.684864 + Penalty 1444.740614 = -166728.944250 nChanged 11 SP:Iteration 35Q (10208.037991 sec): 3 clusters Score: Raw -168181.942935 + Penalty 1444.740614 = -166737.202321 nChanged 12 SP:Iteration 36Q (10208.089082 sec): 3 clusters Score: Raw -168189.462147 + Penalty 1444.740614 = -166744.721533 nChanged 17 SP:Iteration 37Q (10208.137547 sec): 3 clusters Score: Raw -168199.697836 + Penalty 1444.740614 = -166754.957222 nChanged 20 SP:Iteration 38Q (10208.180502 sec): 3 clusters Score: Raw -168228.108012 + Penalty 1444.740614 = -166783.367398 nChanged 27 SP:Iteration 39Q (10208.230445 sec): 3 clusters Score: Raw -168252.501749 + Penalty 1444.740614 = -166807.761135 nChanged 28 SP:Iteration 40F (10208.270676 sec): 3 clusters Score: Raw -168265.820421 + Penalty 1444.740614 = -166821.079807 nChanged 11 SP:Iteration 41Q (10208.331122 sec): 3 clusters Score: Raw -168270.732071 + Penalty 1444.740614 = -166825.991457 nChanged 10 SP:Iteration 42Q (10208.380991 sec): 3 clusters Score: Raw -168274.310794 + Penalty 1444.740614 = -166829.570180 nChanged 5 SP:Iteration 43Q (10208.432075 sec): 3 clusters Score: Raw -168276.169904 + Penalty 1444.740614 = -166831.429290 nChanged 4 SP:Iteration 44Q (10208.483785 sec): 3 clusters Score: Raw -168277.406717 + Penalty 1444.740614 = -166832.666103 nChanged 3 SP:Iteration 45Q (10208.533101 sec): 3 clusters Score: Raw -168277.984672 + Penalty 1444.740614 = -166833.244058 nChanged 1 SP:Iteration 46Q (10208.580417 sec): 3 clusters Score: Raw -168278.793624 + Penalty 1444.740614 = -166834.053010 nChanged 2 SP:Iteration 47Q (10208.620689 sec): 3 clusters Score: Raw -168279.263716 + Penalty 1444.740614 = -166834.523102 nChanged 0 SP:Iteration 48F (10208.670754 sec): 3 clusters Score: Raw -168279.263716 + Penalty 1444.740614 = -166834.523102 nChanged 0 Trying to split cluster 24 (7423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10208.705433 sec): 2 clusters Score: Raw -628638.399791 + Penalty 846.672164 = -627791.727627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10208.761864 sec): 3 clusters Score: Raw -624395.310252 + Penalty 1693.344328 = -622701.965924 nChanged 3229 SP:Iteration 1F (10208.816356 sec): 3 clusters Score: Raw -626225.528984 + Penalty 1693.344328 = -624532.184656 nChanged 485 SP:Iteration 2F (10208.870311 sec): 3 clusters Score: Raw -626446.510277 + Penalty 1693.344328 = -624753.165949 nChanged 402 SP:Iteration 3F (10208.919037 sec): 3 clusters Score: Raw -626621.773148 + Penalty 1693.344328 = -624928.428820 nChanged 354 SP:Iteration 4Q (10208.984207 sec): 3 clusters Score: Raw -626798.936882 + Penalty 1693.344328 = -625105.592554 nChanged 359 SP:Iteration 5Q (10209.035232 sec): 3 clusters Score: Raw -626977.308532 + Penalty 1693.344328 = -625283.964204 nChanged 302 SP:Iteration 6Q (10209.085736 sec): 3 clusters Score: Raw -627127.202514 + Penalty 1693.344328 = -625433.858186 nChanged 298 SP:Iteration 7Q (10209.140740 sec): 3 clusters Score: Raw -627260.782923 + Penalty 1693.344328 = -625567.438595 nChanged 258 SP:Iteration 8Q (10209.213258 sec): 3 clusters Score: Raw -627373.512491 + Penalty 1693.344328 = -625680.168163 nChanged 247 SP:Iteration 9Q (10209.268917 sec): 3 clusters Score: Raw -627501.087240 + Penalty 1693.344328 = -625807.742912 nChanged 232 SP:Iteration 10Q (10209.326559 sec): 3 clusters Score: Raw -627623.506454 + Penalty 1693.344328 = -625930.162127 nChanged 216 SP:Iteration 11Q (10209.390141 sec): 3 clusters Score: Raw -627720.239357 + Penalty 1693.344328 = -626026.895029 nChanged 186 SP:Iteration 12Q (10209.444803 sec): 3 clusters Score: Raw -627788.136225 + Penalty 1693.344328 = -626094.791897 nChanged 156 SP:Iteration 13Q (10209.490569 sec): 3 clusters Score: Raw -627832.950582 + Penalty 1693.344328 = -626139.606255 nChanged 107 SP:Iteration 14Q (10209.547620 sec): 3 clusters Score: Raw -627859.851869 + Penalty 1693.344328 = -626166.507542 nChanged 89 SP:Iteration 15Q (10209.597843 sec): 3 clusters Score: Raw -627879.279312 + Penalty 1693.344328 = -626185.934984 nChanged 83 SP:Iteration 16Q (10209.653978 sec): 3 clusters Score: Raw -627897.079053 + Penalty 1693.344328 = -626203.734725 nChanged 77 SP:Iteration 17Q (10209.707910 sec): 3 clusters Score: Raw -627914.985782 + Penalty 1693.344328 = -626221.641454 nChanged 82 SP:Iteration 18Q (10209.759965 sec): 3 clusters Score: Raw -627938.746420 + Penalty 1693.344328 = -626245.402093 nChanged 83 SP:Iteration 19Q (10209.821082 sec): 3 clusters Score: Raw -627962.314350 + Penalty 1693.344328 = -626268.970022 nChanged 89 SP:Iteration 20F (10209.866212 sec): 3 clusters Score: Raw -627985.229640 + Penalty 1693.344328 = -626291.885312 nChanged 64 SP:Iteration 21Q (10209.919487 sec): 3 clusters Score: Raw -627998.729778 + Penalty 1693.344328 = -626305.385450 nChanged 48 SP:Iteration 22Q (10209.976427 sec): 3 clusters Score: Raw -628012.833930 + Penalty 1693.344328 = -626319.489602 nChanged 63 SP:Iteration 23Q (10210.044690 sec): 3 clusters Score: Raw -628028.687430 + Penalty 1693.344328 = -626335.343102 nChanged 58 SP:Iteration 24Q (10210.091823 sec): 3 clusters Score: Raw -628043.319568 + Penalty 1693.344328 = -626349.975241 nChanged 68 SP:Iteration 25Q (10210.159158 sec): 3 clusters Score: Raw -628061.091003 + Penalty 1693.344328 = -626367.746675 nChanged 70 SP:Iteration 26Q (10210.210631 sec): 3 clusters Score: Raw -628082.920902 + Penalty 1693.344328 = -626389.576575 nChanged 74 SP:Iteration 27Q (10210.264231 sec): 3 clusters Score: Raw -628104.134451 + Penalty 1693.344328 = -626410.790123 nChanged 66 SP:Iteration 28Q (10210.307832 sec): 3 clusters Score: Raw -628121.456182 + Penalty 1693.344328 = -626428.111854 nChanged 67 SP:Iteration 29Q (10210.368939 sec): 3 clusters Score: Raw -628139.668005 + Penalty 1693.344328 = -626446.323677 nChanged 75 SP:Iteration 30Q (10210.410779 sec): 3 clusters Score: Raw -628160.150487 + Penalty 1693.344328 = -626466.806159 nChanged 72 SP:Iteration 31Q (10210.464384 sec): 3 clusters Score: Raw -628184.339793 + Penalty 1693.344328 = -626490.995465 nChanged 75 SP:Iteration 32Q (10210.527398 sec): 3 clusters Score: Raw -628205.306367 + Penalty 1693.344328 = -626511.962039 nChanged 69 SP:Iteration 33Q (10210.572049 sec): 3 clusters Score: Raw -628224.991607 + Penalty 1693.344328 = -626531.647279 nChanged 71 SP:Iteration 34Q (10210.623555 sec): 3 clusters Score: Raw -628245.212858 + Penalty 1693.344328 = -626551.868531 nChanged 75 SP:Iteration 35Q (10210.680968 sec): 3 clusters Score: Raw -628269.259081 + Penalty 1693.344328 = -626575.914754 nChanged 70 SP:Iteration 36Q (10210.738323 sec): 3 clusters Score: Raw -628293.368179 + Penalty 1693.344328 = -626600.023851 nChanged 72 SP:Iteration 37Q (10210.804719 sec): 3 clusters Score: Raw -628319.212314 + Penalty 1693.344328 = -626625.867987 nChanged 89 SP:Iteration 38Q (10210.859097 sec): 3 clusters Score: Raw -628356.766327 + Penalty 1693.344328 = -626663.421999 nChanged 108 SP:Iteration 39Q (10210.905989 sec): 3 clusters Score: Raw -628404.529628 + Penalty 1693.344328 = -626711.185300 nChanged 118 SP:Iteration 40F (10210.962738 sec): 3 clusters Score: Raw -628467.302070 + Penalty 1693.344328 = -626773.957742 nChanged 114 SP:Iteration 41Q (10211.028825 sec): 3 clusters Score: Raw -628541.996440 + Penalty 1693.344328 = -626848.652113 nChanged 114 SP:Iteration 42Q (10211.088226 sec): 3 clusters Score: Raw -628612.690764 + Penalty 1693.344328 = -626919.346436 nChanged 95 SP:Iteration 43Q (10211.134889 sec): 3 clusters Score: Raw -628662.271604 + Penalty 1693.344328 = -626968.927276 nChanged 69 SP:Iteration 44Q (10211.186811 sec): 3 clusters Score: Raw -628695.452694 + Penalty 1693.344328 = -627002.108367 nChanged 76 SP:Iteration 45Q (10211.241511 sec): 3 clusters Score: Raw -628723.394637 + Penalty 1693.344328 = -627030.050309 nChanged 66 SP:Iteration 46Q (10211.290550 sec): 3 clusters Score: Raw -628746.630313 + Penalty 1693.344328 = -627053.285986 nChanged 55 SP:Iteration 47Q (10211.343333 sec): 3 clusters Score: Raw -628765.107766 + Penalty 1693.344328 = -627071.763438 nChanged 50 SP:Iteration 48Q (10211.405336 sec): 3 clusters Score: Raw -628782.869107 + Penalty 1693.344328 = -627089.524779 nChanged 44 SP:Iteration 49Q (10211.460640 sec): 3 clusters Score: Raw -628795.900858 + Penalty 1693.344328 = -627102.556530 nChanged 30 SP:Iteration 50Q (10211.503073 sec): 3 clusters Score: Raw -628803.742249 + Penalty 1693.344328 = -627110.397922 nChanged 29 SP:Iteration 51Q (10211.563253 sec): 3 clusters Score: Raw -628810.865786 + Penalty 1693.344328 = -627117.521458 nChanged 22 SP:Iteration 52Q (10211.615647 sec): 3 clusters Score: Raw -628817.880168 + Penalty 1693.344328 = -627124.535840 nChanged 18 SP:Iteration 53Q (10211.663361 sec): 3 clusters Score: Raw -628821.960267 + Penalty 1693.344328 = -627128.615940 nChanged 12 SP:Iteration 54Q (10211.730349 sec): 3 clusters Score: Raw -628823.994073 + Penalty 1693.344328 = -627130.649746 nChanged 9 SP:Iteration 55Q (10211.775777 sec): 3 clusters Score: Raw -628826.194077 + Penalty 1693.344328 = -627132.849749 nChanged 9 SP:Iteration 56Q (10211.837024 sec): 3 clusters Score: Raw -628828.006086 + Penalty 1693.344328 = -627134.661759 nChanged 8 SP:Iteration 57Q (10211.885006 sec): 3 clusters Score: Raw -628829.783509 + Penalty 1693.344328 = -627136.439181 nChanged 9 SP:Iteration 58Q (10211.946980 sec): 3 clusters Score: Raw -628831.283800 + Penalty 1693.344328 = -627137.939472 nChanged 11 SP:Iteration 59Q (10212.001130 sec): 3 clusters Score: Raw -628833.189339 + Penalty 1693.344328 = -627139.845012 nChanged 8 SP:Iteration 60F (10212.054701 sec): 3 clusters Score: Raw -628834.561478 + Penalty 1693.344328 = -627141.217151 nChanged 7 SP:Iteration 61Q (10212.098837 sec): 3 clusters Score: Raw -628835.860529 + Penalty 1693.344328 = -627142.516201 nChanged 7 SP:Iteration 62Q (10212.154716 sec): 3 clusters Score: Raw -628836.958693 + Penalty 1693.344328 = -627143.614365 nChanged 10 SP:Iteration 63Q (10212.211568 sec): 3 clusters Score: Raw -628838.943654 + Penalty 1693.344328 = -627145.599326 nChanged 8 SP:Iteration 64Q (10212.258251 sec): 3 clusters Score: Raw -628840.199339 + Penalty 1693.344328 = -627146.855011 nChanged 8 SP:Iteration 65Q (10212.307349 sec): 3 clusters Score: Raw -628841.252326 + Penalty 1693.344328 = -627147.907998 nChanged 7 SP:Iteration 66Q (10212.352801 sec): 3 clusters Score: Raw -628842.126953 + Penalty 1693.344328 = -627148.782625 nChanged 2 SP:Iteration 67Q (10212.411652 sec): 3 clusters Score: Raw -628842.443600 + Penalty 1693.344328 = -627149.099272 nChanged 4 SP:Iteration 68Q (10212.473062 sec): 3 clusters Score: Raw -628843.053559 + Penalty 1693.344328 = -627149.709232 nChanged 5 SP:Iteration 69Q (10212.517663 sec): 3 clusters Score: Raw -628843.783955 + Penalty 1693.344328 = -627150.439627 nChanged 8 SP:Iteration 70Q (10212.580156 sec): 3 clusters Score: Raw -628845.325394 + Penalty 1693.344328 = -627151.981066 nChanged 10 SP:Iteration 71Q (10212.630763 sec): 3 clusters Score: Raw -628846.946617 + Penalty 1693.344328 = -627153.602289 nChanged 10 SP:Iteration 72Q (10212.689124 sec): 3 clusters Score: Raw -628849.493236 + Penalty 1693.344328 = -627156.148908 nChanged 8 SP:Iteration 73Q (10212.741636 sec): 3 clusters Score: Raw -628851.341520 + Penalty 1693.344328 = -627157.997192 nChanged 11 SP:Iteration 74Q (10212.797728 sec): 3 clusters Score: Raw -628853.556111 + Penalty 1693.344328 = -627160.211783 nChanged 11 SP:Iteration 75Q (10212.853158 sec): 3 clusters Score: Raw -628855.770930 + Penalty 1693.344328 = -627162.426602 nChanged 12 SP:Iteration 76Q (10212.898022 sec): 3 clusters Score: Raw -628858.096660 + Penalty 1693.344328 = -627164.752332 nChanged 7 SP:Iteration 77Q (10212.958387 sec): 3 clusters Score: Raw -628859.450472 + Penalty 1693.344328 = -627166.106144 nChanged 7 SP:Iteration 78Q (10213.013661 sec): 3 clusters Score: Raw -628860.891807 + Penalty 1693.344328 = -627167.547479 nChanged 9 SP:Iteration 79Q (10213.061736 sec): 3 clusters Score: Raw -628862.225766 + Penalty 1693.344328 = -627168.881438 nChanged 5 SP:Iteration 80F (10213.105078 sec): 3 clusters Score: Raw -628863.664636 + Penalty 1693.344328 = -627170.320308 nChanged 4 SP:Iteration 81Q (10213.161953 sec): 3 clusters Score: Raw -628864.563866 + Penalty 1693.344328 = -627171.219538 nChanged 7 SP:Iteration 82Q (10213.214250 sec): 3 clusters Score: Raw -628865.705275 + Penalty 1693.344328 = -627172.360947 nChanged 3 SP:Iteration 83Q (10213.264988 sec): 3 clusters Score: Raw -628866.113407 + Penalty 1693.344328 = -627172.769079 nChanged 3 SP:Iteration 84Q (10213.314407 sec): 3 clusters Score: Raw -628866.446725 + Penalty 1693.344328 = -627173.102398 nChanged 0 SP:Iteration 85F (10213.381862 sec): 3 clusters Score: Raw -628866.446725 + Penalty 1693.344328 = -627173.102398 nChanged 0 Trying to split cluster 25 (7966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10213.416388 sec): 2 clusters Score: Raw -691759.541470 + Penalty 853.379088 = -690906.162383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10213.462265 sec): 3 clusters Score: Raw -687103.935987 + Penalty 1706.758175 = -685397.177812 nChanged 3508 SP:Iteration 1F (10213.527719 sec): 3 clusters Score: Raw -689168.048558 + Penalty 1706.758175 = -687461.290383 nChanged 535 SP:Iteration 2F (10213.578018 sec): 3 clusters Score: Raw -689430.677503 + Penalty 1706.758175 = -687723.919328 nChanged 451 SP:Iteration 3F (10213.635966 sec): 3 clusters Score: Raw -689661.729648 + Penalty 1706.758175 = -687954.971473 nChanged 435 SP:Iteration 4F (10213.679492 sec): 3 clusters Score: Raw -689904.630146 + Penalty 1706.758175 = -688197.871971 nChanged 387 SP:Iteration 5Q (10213.736424 sec): 3 clusters Score: Raw -690118.026769 + Penalty 1706.758175 = -688411.268594 nChanged 376 SP:Iteration 6Q (10213.792781 sec): 3 clusters Score: Raw -690359.617648 + Penalty 1706.758175 = -688652.859473 nChanged 354 SP:Iteration 7Q (10213.851360 sec): 3 clusters Score: Raw -690562.237134 + Penalty 1706.758175 = -688855.478958 nChanged 280 SP:Iteration 8Q (10213.909510 sec): 3 clusters Score: Raw -690731.304669 + Penalty 1706.758175 = -689024.546494 nChanged 257 SP:Iteration 9Q (10213.953685 sec): 3 clusters Score: Raw -690871.146596 + Penalty 1706.758175 = -689164.388421 nChanged 219 SP:Iteration 10Q (10214.017012 sec): 3 clusters Score: Raw -690979.018826 + Penalty 1706.758175 = -689272.260651 nChanged 211 SP:Iteration 11Q (10214.067252 sec): 3 clusters Score: Raw -691071.272363 + Penalty 1706.758175 = -689364.514188 nChanged 159 SP:Iteration 12Q (10214.127807 sec): 3 clusters Score: Raw -691167.894642 + Penalty 1706.758175 = -689461.136467 nChanged 178 SP:Iteration 13Q (10214.175245 sec): 3 clusters Score: Raw -691287.891448 + Penalty 1706.758175 = -689581.133273 nChanged 169 SP:Iteration 14Q (10214.230762 sec): 3 clusters Score: Raw -691397.280903 + Penalty 1706.758175 = -689690.522728 nChanged 154 SP:Iteration 15Q (10214.282798 sec): 3 clusters Score: Raw -691487.938190 + Penalty 1706.758175 = -689781.180015 nChanged 120 SP:Iteration 16Q (10214.339766 sec): 3 clusters Score: Raw -691551.986285 + Penalty 1706.758175 = -689845.228110 nChanged 102 SP:Iteration 17Q (10214.395097 sec): 3 clusters Score: Raw -691604.164478 + Penalty 1706.758175 = -689897.406303 nChanged 83 SP:Iteration 18Q (10214.441412 sec): 3 clusters Score: Raw -691639.165018 + Penalty 1706.758175 = -689932.406843 nChanged 70 SP:Iteration 19Q (10214.499528 sec): 3 clusters Score: Raw -691658.574655 + Penalty 1706.758175 = -689951.816480 nChanged 54 SP:Iteration 20F (10214.552703 sec): 3 clusters Score: Raw -691675.738448 + Penalty 1706.758175 = -689968.980273 nChanged 56 SP:Iteration 21Q (10214.612072 sec): 3 clusters Score: Raw -691693.139527 + Penalty 1706.758175 = -689986.381352 nChanged 58 SP:Iteration 22Q (10214.659367 sec): 3 clusters Score: Raw -691712.384446 + Penalty 1706.758175 = -690005.626271 nChanged 58 SP:Iteration 23Q (10214.713285 sec): 3 clusters Score: Raw -691733.020596 + Penalty 1706.758175 = -690026.262421 nChanged 54 SP:Iteration 24Q (10214.768088 sec): 3 clusters Score: Raw -691749.124049 + Penalty 1706.758175 = -690042.365874 nChanged 40 SP:Iteration 25Q (10214.829140 sec): 3 clusters Score: Raw -691763.199773 + Penalty 1706.758175 = -690056.441598 nChanged 48 SP:Iteration 26Q (10214.879379 sec): 3 clusters Score: Raw -691779.341254 + Penalty 1706.758175 = -690072.583079 nChanged 43 SP:Iteration 27Q (10214.930154 sec): 3 clusters Score: Raw -691790.625786 + Penalty 1706.758175 = -690083.867611 nChanged 39 SP:Iteration 28Q (10214.982428 sec): 3 clusters Score: Raw -691800.017785 + Penalty 1706.758175 = -690093.259610 nChanged 27 SP:Iteration 29Q (10215.042416 sec): 3 clusters Score: Raw -691805.801335 + Penalty 1706.758175 = -690099.043160 nChanged 20 SP:Iteration 30Q (10215.083644 sec): 3 clusters Score: Raw -691810.587662 + Penalty 1706.758175 = -690103.829487 nChanged 17 SP:Iteration 31Q (10215.150962 sec): 3 clusters Score: Raw -691814.132336 + Penalty 1706.758175 = -690107.374161 nChanged 14 SP:Iteration 32Q (10215.203964 sec): 3 clusters Score: Raw -691817.963159 + Penalty 1706.758175 = -690111.204984 nChanged 18 SP:Iteration 33Q (10215.252019 sec): 3 clusters Score: Raw -691822.205108 + Penalty 1706.758175 = -690115.446932 nChanged 23 SP:Iteration 34Q (10215.314820 sec): 3 clusters Score: Raw -691825.782148 + Penalty 1706.758175 = -690119.023973 nChanged 15 SP:Iteration 35Q (10215.373438 sec): 3 clusters Score: Raw -691828.418270 + Penalty 1706.758175 = -690121.660095 nChanged 16 SP:Iteration 36Q (10215.425606 sec): 3 clusters Score: Raw -691831.204235 + Penalty 1706.758175 = -690124.446060 nChanged 20 SP:Iteration 37Q (10215.484897 sec): 3 clusters Score: Raw -691835.098668 + Penalty 1706.758175 = -690128.340493 nChanged 17 SP:Iteration 38Q (10215.531135 sec): 3 clusters Score: Raw -691837.525571 + Penalty 1706.758175 = -690130.767396 nChanged 13 SP:Iteration 39Q (10215.599385 sec): 3 clusters Score: Raw -691838.893027 + Penalty 1706.758175 = -690132.134852 nChanged 11 SP:Iteration 40F (10215.646713 sec): 3 clusters Score: Raw -691840.577112 + Penalty 1706.758175 = -690133.818937 nChanged 14 SP:Iteration 41Q (10215.709861 sec): 3 clusters Score: Raw -691842.963320 + Penalty 1706.758175 = -690136.205145 nChanged 13 SP:Iteration 42Q (10215.756516 sec): 3 clusters Score: Raw -691845.856734 + Penalty 1706.758175 = -690139.098559 nChanged 11 SP:Iteration 43Q (10215.813021 sec): 3 clusters Score: Raw -691847.760879 + Penalty 1706.758175 = -690141.002704 nChanged 13 SP:Iteration 44Q (10215.866346 sec): 3 clusters Score: Raw -691849.442800 + Penalty 1706.758175 = -690142.684625 nChanged 8 SP:Iteration 45Q (10215.922808 sec): 3 clusters Score: Raw -691850.667325 + Penalty 1706.758175 = -690143.909150 nChanged 5 SP:Iteration 46Q (10215.983594 sec): 3 clusters Score: Raw -691851.548245 + Penalty 1706.758175 = -690144.790070 nChanged 4 SP:Iteration 47Q (10216.032032 sec): 3 clusters Score: Raw -691852.117758 + Penalty 1706.758175 = -690145.359583 nChanged 2 SP:Iteration 48Q (10216.093569 sec): 3 clusters Score: Raw -691852.248735 + Penalty 1706.758175 = -690145.490560 nChanged 1 SP:Iteration 49Q (10216.136744 sec): 3 clusters Score: Raw -691852.314646 + Penalty 1706.758175 = -690145.556471 nChanged 1 SP:Iteration 50Q (10216.191467 sec): 3 clusters Score: Raw -691852.365175 + Penalty 1706.758175 = -690145.606999 nChanged 2 SP:Iteration 51Q (10216.247994 sec): 3 clusters Score: Raw -691852.545679 + Penalty 1706.758175 = -690145.787503 nChanged 4 SP:Iteration 52Q (10216.305398 sec): 3 clusters Score: Raw -691853.307517 + Penalty 1706.758175 = -690146.549342 nChanged 4 SP:Iteration 53Q (10216.361849 sec): 3 clusters Score: Raw -691854.106764 + Penalty 1706.758175 = -690147.348589 nChanged 4 SP:Iteration 54Q (10216.422238 sec): 3 clusters Score: Raw -691854.649650 + Penalty 1706.758175 = -690147.891475 nChanged 3 SP:Iteration 55Q (10216.468479 sec): 3 clusters Score: Raw -691855.066226 + Penalty 1706.758175 = -690148.308051 nChanged 4 SP:Iteration 56Q (10216.522523 sec): 3 clusters Score: Raw -691855.763060 + Penalty 1706.758175 = -690149.004884 nChanged 6 SP:Iteration 57Q (10216.584916 sec): 3 clusters Score: Raw -691856.530008 + Penalty 1706.758175 = -690149.771833 nChanged 3 SP:Iteration 58Q (10216.630943 sec): 3 clusters Score: Raw -691857.025370 + Penalty 1706.758175 = -690150.267195 nChanged 8 SP:Iteration 59Q (10216.686453 sec): 3 clusters Score: Raw -691857.921119 + Penalty 1706.758175 = -690151.162944 nChanged 10 SP:Iteration 60F (10216.736009 sec): 3 clusters Score: Raw -691859.435675 + Penalty 1706.758175 = -690152.677500 nChanged 5 SP:Iteration 61Q (10216.799068 sec): 3 clusters Score: Raw -691860.089550 + Penalty 1706.758175 = -690153.331375 nChanged 2 SP:Iteration 62Q (10216.834883 sec): 3 clusters Score: Raw -691860.228965 + Penalty 1706.758175 = -690153.470790 nChanged 2 SP:Iteration 63Q (10216.887020 sec): 3 clusters Score: Raw -691860.406243 + Penalty 1706.758175 = -690153.648068 nChanged 4 SP:Iteration 64Q (10216.937938 sec): 3 clusters Score: Raw -691861.124136 + Penalty 1706.758175 = -690154.365961 nChanged 6 SP:Iteration 65Q (10216.998743 sec): 3 clusters Score: Raw -691862.204189 + Penalty 1706.758175 = -690155.446014 nChanged 4 SP:Iteration 66Q (10217.041951 sec): 3 clusters Score: Raw -691862.667540 + Penalty 1706.758175 = -690155.909365 nChanged 2 SP:Iteration 67Q (10217.103623 sec): 3 clusters Score: Raw -691862.988162 + Penalty 1706.758175 = -690156.229987 nChanged 4 SP:Iteration 68Q (10217.146334 sec): 3 clusters Score: Raw -691863.624676 + Penalty 1706.758175 = -690156.866501 nChanged 5 SP:Iteration 69Q (10217.208046 sec): 3 clusters Score: Raw -691864.452334 + Penalty 1706.758175 = -690157.694159 nChanged 5 SP:Iteration 70Q (10217.256111 sec): 3 clusters Score: Raw -691864.983261 + Penalty 1706.758175 = -690158.225086 nChanged 5 SP:Iteration 71Q (10217.309026 sec): 3 clusters Score: Raw -691865.502699 + Penalty 1706.758175 = -690158.744524 nChanged 3 SP:Iteration 72Q (10217.354707 sec): 3 clusters Score: Raw -691865.802305 + Penalty 1706.758175 = -690159.044130 nChanged 2 SP:Iteration 73Q (10217.407969 sec): 3 clusters Score: Raw -691866.067438 + Penalty 1706.758175 = -690159.309263 nChanged 3 SP:Iteration 74Q (10217.459166 sec): 3 clusters Score: Raw -691866.471488 + Penalty 1706.758175 = -690159.713313 nChanged 4 SP:Iteration 75Q (10217.506638 sec): 3 clusters Score: Raw -691866.824435 + Penalty 1706.758175 = -690160.066260 nChanged 4 SP:Iteration 76Q (10217.555983 sec): 3 clusters Score: Raw -691867.085543 + Penalty 1706.758175 = -690160.327368 nChanged 1 SP:Iteration 77Q (10217.616740 sec): 3 clusters Score: Raw -691867.643070 + Penalty 1706.758175 = -690160.884895 nChanged 2 SP:Iteration 78Q (10217.673617 sec): 3 clusters Score: Raw -691867.927667 + Penalty 1706.758175 = -690161.169492 nChanged 1 SP:Iteration 79Q (10217.724702 sec): 3 clusters Score: Raw -691868.059332 + Penalty 1706.758175 = -690161.301157 nChanged 2 SP:Iteration 80F (10217.773402 sec): 3 clusters Score: Raw -691868.655671 + Penalty 1706.758175 = -690161.897496 nChanged 1 SP:Iteration 81Q (10217.821311 sec): 3 clusters Score: Raw -691868.674259 + Penalty 1706.758175 = -690161.916084 nChanged 0 SP:Iteration 82F (10217.876961 sec): 3 clusters Score: Raw -691868.674259 + Penalty 1706.758175 = -690161.916084 nChanged 0 Trying to split cluster 26 (64607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10217.977451 sec): 2 clusters Score: Raw -5733962.815784 + Penalty 1052.227414 = -5732910.588369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10218.107707 sec): 3 clusters Score: Raw -5691606.571793 + Penalty 2104.454828 = -5689502.116965 nChanged 31010 SP:Iteration 1F (10218.235178 sec): 3 clusters Score: Raw -5710524.561678 + Penalty 2104.454828 = -5708420.106850 nChanged 2783 SP:Iteration 2Q (10218.361068 sec): 3 clusters Score: Raw -5711530.056631 + Penalty 2104.454828 = -5709425.601803 nChanged 3077 SP:Iteration 3Q (10218.495636 sec): 3 clusters Score: Raw -5712879.009354 + Penalty 2104.454828 = -5710774.554526 nChanged 3589 SP:Iteration 4F (10218.619492 sec): 3 clusters Score: Raw -5714908.754236 + Penalty 2104.454828 = -5712804.299407 nChanged 4056 SP:Iteration 5F (10218.745941 sec): 3 clusters Score: Raw -5717702.659143 + Penalty 2104.454828 = -5715598.204315 nChanged 4284 SP:Iteration 6F (10218.869043 sec): 3 clusters Score: Raw -5720990.212163 + Penalty 2104.454828 = -5718885.757335 nChanged 4084 SP:Iteration 7F (10218.991188 sec): 3 clusters Score: Raw -5723767.507333 + Penalty 2104.454828 = -5721663.052505 nChanged 3066 SP:Iteration 8Q (10219.122111 sec): 3 clusters Score: Raw -5725148.905931 + Penalty 2104.454828 = -5723044.451103 nChanged 1928 SP:Iteration 9Q (10219.258489 sec): 3 clusters Score: Raw -5725643.614506 + Penalty 2104.454828 = -5723539.159678 nChanged 1133 SP:Iteration 10Q (10219.391800 sec): 3 clusters Score: Raw -5725875.472573 + Penalty 2104.454828 = -5723771.017745 nChanged 822 SP:Iteration 11Q (10219.516203 sec): 3 clusters Score: Raw -5726030.987602 + Penalty 2104.454828 = -5723926.532773 nChanged 680 SP:Iteration 12Q (10219.647368 sec): 3 clusters Score: Raw -5726145.716648 + Penalty 2104.454828 = -5724041.261820 nChanged 598 SP:Iteration 13Q (10219.780714 sec): 3 clusters Score: Raw -5726230.480795 + Penalty 2104.454828 = -5724126.025967 nChanged 476 SP:Iteration 14Q (10219.912268 sec): 3 clusters Score: Raw -5726299.524593 + Penalty 2104.454828 = -5724195.069765 nChanged 505 SP:Iteration 15Q (10220.044723 sec): 3 clusters Score: Raw -5726375.245351 + Penalty 2104.454828 = -5724270.790522 nChanged 495 SP:Iteration 16Q (10220.162671 sec): 3 clusters Score: Raw -5726446.400239 + Penalty 2104.454828 = -5724341.945411 nChanged 457 SP:Iteration 17Q (10220.292075 sec): 3 clusters Score: Raw -5726503.066008 + Penalty 2104.454828 = -5724398.611180 nChanged 409 SP:Iteration 18Q (10220.431199 sec): 3 clusters Score: Raw -5726551.568145 + Penalty 2104.454828 = -5724447.113317 nChanged 381 SP:Iteration 19Q (10220.549582 sec): 3 clusters Score: Raw -5726596.096965 + Penalty 2104.454828 = -5724491.642137 nChanged 386 SP:Iteration 20F (10220.680727 sec): 3 clusters Score: Raw -5726639.633729 + Penalty 2104.454828 = -5724535.178901 nChanged 378 SP:Iteration 21Q (10220.828028 sec): 3 clusters Score: Raw -5726684.052386 + Penalty 2104.454828 = -5724579.597557 nChanged 361 SP:Iteration 22Q (10220.952137 sec): 3 clusters Score: Raw -5726727.575398 + Penalty 2104.454828 = -5724623.120570 nChanged 377 SP:Iteration 23Q (10221.086818 sec): 3 clusters Score: Raw -5726767.588219 + Penalty 2104.454828 = -5724663.133391 nChanged 319 SP:Iteration 24Q (10221.213111 sec): 3 clusters Score: Raw -5726798.788573 + Penalty 2104.454828 = -5724694.333745 nChanged 280 SP:Iteration 25Q (10221.346902 sec): 3 clusters Score: Raw -5726825.277789 + Penalty 2104.454828 = -5724720.822961 nChanged 268 SP:Iteration 26Q (10221.470914 sec): 3 clusters Score: Raw -5726851.031858 + Penalty 2104.454828 = -5724746.577030 nChanged 268 SP:Iteration 27Q (10221.608445 sec): 3 clusters Score: Raw -5726875.855254 + Penalty 2104.454828 = -5724771.400426 nChanged 261 SP:Iteration 28Q (10221.742475 sec): 3 clusters Score: Raw -5726896.634055 + Penalty 2104.454828 = -5724792.179227 nChanged 265 SP:Iteration 29Q (10221.874660 sec): 3 clusters Score: Raw -5726916.559489 + Penalty 2104.454828 = -5724812.104661 nChanged 258 SP:Iteration 30Q (10222.002756 sec): 3 clusters Score: Raw -5726938.606869 + Penalty 2104.454828 = -5724834.152041 nChanged 253 SP:Iteration 31Q (10222.133606 sec): 3 clusters Score: Raw -5726959.959948 + Penalty 2104.454828 = -5724855.505120 nChanged 234 SP:Iteration 32Q (10222.261428 sec): 3 clusters Score: Raw -5726981.498965 + Penalty 2104.454828 = -5724877.044137 nChanged 263 SP:Iteration 33Q (10222.394800 sec): 3 clusters Score: Raw -5727005.279164 + Penalty 2104.454828 = -5724900.824336 nChanged 263 SP:Iteration 34Q (10222.519793 sec): 3 clusters Score: Raw -5727027.758544 + Penalty 2104.454828 = -5724923.303716 nChanged 267 SP:Iteration 35Q (10222.646584 sec): 3 clusters Score: Raw -5727050.101657 + Penalty 2104.454828 = -5724945.646828 nChanged 252 SP:Iteration 36Q (10222.780758 sec): 3 clusters Score: Raw -5727073.255411 + Penalty 2104.454828 = -5724968.800582 nChanged 278 SP:Iteration 37Q (10222.916809 sec): 3 clusters Score: Raw -5727102.387408 + Penalty 2104.454828 = -5724997.932580 nChanged 293 SP:Iteration 38Q (10223.040500 sec): 3 clusters Score: Raw -5727134.157660 + Penalty 2104.454828 = -5725029.702832 nChanged 323 SP:Iteration 39Q (10223.168425 sec): 3 clusters Score: Raw -5727168.318360 + Penalty 2104.454828 = -5725063.863532 nChanged 320 SP:Iteration 40F (10223.303893 sec): 3 clusters Score: Raw -5727198.901755 + Penalty 2104.454828 = -5725094.446926 nChanged 291 SP:Iteration 41Q (10223.433130 sec): 3 clusters Score: Raw -5727226.713461 + Penalty 2104.454828 = -5725122.258633 nChanged 297 SP:Iteration 42Q (10223.566564 sec): 3 clusters Score: Raw -5727258.566599 + Penalty 2104.454828 = -5725154.111771 nChanged 311 SP:Iteration 43Q (10223.699964 sec): 3 clusters Score: Raw -5727295.807634 + Penalty 2104.454828 = -5725191.352805 nChanged 350 SP:Iteration 44Q (10223.834477 sec): 3 clusters Score: Raw -5727335.933298 + Penalty 2104.454828 = -5725231.478470 nChanged 314 SP:Iteration 45Q (10223.966948 sec): 3 clusters Score: Raw -5727364.571285 + Penalty 2104.454828 = -5725260.116457 nChanged 283 SP:Iteration 46Q (10224.088353 sec): 3 clusters Score: Raw -5727390.081355 + Penalty 2104.454828 = -5725285.626527 nChanged 281 SP:Iteration 47Q (10224.232853 sec): 3 clusters Score: Raw -5727416.531976 + Penalty 2104.454828 = -5725312.077148 nChanged 271 SP:Iteration 48Q (10224.350868 sec): 3 clusters Score: Raw -5727443.981466 + Penalty 2104.454828 = -5725339.526638 nChanged 279 SP:Iteration 49Q (10224.476701 sec): 3 clusters Score: Raw -5727468.295396 + Penalty 2104.454828 = -5725363.840567 nChanged 241 SP:Iteration 50Q (10224.609180 sec): 3 clusters Score: Raw -5727488.932134 + Penalty 2104.454828 = -5725384.477305 nChanged 253 SP:Iteration 51Q (10224.729708 sec): 3 clusters Score: Raw -5727511.722080 + Penalty 2104.454828 = -5725407.267251 nChanged 237 SP:Iteration 52Q (10224.849452 sec): 3 clusters Score: Raw -5727532.531274 + Penalty 2104.454828 = -5725428.076446 nChanged 223 SP:Iteration 53Q (10224.968292 sec): 3 clusters Score: Raw -5727552.752299 + Penalty 2104.454828 = -5725448.297471 nChanged 240 SP:Iteration 54Q (10225.087801 sec): 3 clusters Score: Raw -5727575.816355 + Penalty 2104.454828 = -5725471.361527 nChanged 263 SP:Iteration 55Q (10225.208304 sec): 3 clusters Score: Raw -5727601.901817 + Penalty 2104.454828 = -5725497.446988 nChanged 255 SP:Iteration 56Q (10225.347761 sec): 3 clusters Score: Raw -5727626.771756 + Penalty 2104.454828 = -5725522.316928 nChanged 267 SP:Iteration 57Q (10225.469987 sec): 3 clusters Score: Raw -5727654.679423 + Penalty 2104.454828 = -5725550.224595 nChanged 295 SP:Iteration 58Q (10225.607680 sec): 3 clusters Score: Raw -5727685.844600 + Penalty 2104.454828 = -5725581.389771 nChanged 295 SP:Iteration 59Q (10225.730037 sec): 3 clusters Score: Raw -5727721.078756 + Penalty 2104.454828 = -5725616.623928 nChanged 325 SP:Iteration 60F (10225.863337 sec): 3 clusters Score: Raw -5727755.428534 + Penalty 2104.454828 = -5725650.973705 nChanged 290 SP:Iteration 61Q (10225.990245 sec): 3 clusters Score: Raw -5727784.518927 + Penalty 2104.454828 = -5725680.064099 nChanged 281 SP:Iteration 62Q (10226.126825 sec): 3 clusters Score: Raw -5727812.779751 + Penalty 2104.454828 = -5725708.324923 nChanged 278 SP:Iteration 63Q (10226.246426 sec): 3 clusters Score: Raw -5727836.989663 + Penalty 2104.454828 = -5725732.534835 nChanged 278 SP:Iteration 64Q (10226.385518 sec): 3 clusters Score: Raw -5727862.775472 + Penalty 2104.454828 = -5725758.320644 nChanged 273 SP:Iteration 65Q (10226.518946 sec): 3 clusters Score: Raw -5727888.911717 + Penalty 2104.454828 = -5725784.456889 nChanged 288 SP:Iteration 66Q (10226.657560 sec): 3 clusters Score: Raw -5727919.587286 + Penalty 2104.454828 = -5725815.132458 nChanged 303 SP:Iteration 67Q (10226.784527 sec): 3 clusters Score: Raw -5727952.639999 + Penalty 2104.454828 = -5725848.185170 nChanged 341 SP:Iteration 68Q (10226.908547 sec): 3 clusters Score: Raw -5727992.037112 + Penalty 2104.454828 = -5725887.582284 nChanged 340 SP:Iteration 69Q (10227.042473 sec): 3 clusters Score: Raw -5728032.455692 + Penalty 2104.454828 = -5725928.000864 nChanged 349 SP:Iteration 70Q (10227.171765 sec): 3 clusters Score: Raw -5728073.540747 + Penalty 2104.454828 = -5725969.085919 nChanged 343 SP:Iteration 71Q (10227.297679 sec): 3 clusters Score: Raw -5728117.289815 + Penalty 2104.454828 = -5726012.834987 nChanged 363 SP:Iteration 72Q (10227.408529 sec): 3 clusters Score: Raw -5728165.078557 + Penalty 2104.454828 = -5726060.623728 nChanged 362 SP:Iteration 73Q (10227.540110 sec): 3 clusters Score: Raw -5728212.802926 + Penalty 2104.454828 = -5726108.348098 nChanged 384 SP:Iteration 74Q (10227.647032 sec): 3 clusters Score: Raw -5728264.354600 + Penalty 2104.454828 = -5726159.899772 nChanged 422 SP:Iteration 75Q (10227.773782 sec): 3 clusters Score: Raw -5728319.979630 + Penalty 2104.454828 = -5726215.524801 nChanged 423 SP:Iteration 76Q (10227.906310 sec): 3 clusters Score: Raw -5728376.828761 + Penalty 2104.454828 = -5726272.373933 nChanged 442 SP:Iteration 77Q (10228.042831 sec): 3 clusters Score: Raw -5728436.034601 + Penalty 2104.454828 = -5726331.579773 nChanged 473 SP:Iteration 78Q (10228.169173 sec): 3 clusters Score: Raw -5728506.339349 + Penalty 2104.454828 = -5726401.884520 nChanged 467 SP:Iteration 79Q (10228.295157 sec): 3 clusters Score: Raw -5728579.449246 + Penalty 2104.454828 = -5726474.994418 nChanged 499 SP:Iteration 80F (10228.415222 sec): 3 clusters Score: Raw -5728668.926838 + Penalty 2104.454828 = -5726564.472010 nChanged 523 SP:Iteration 81Q (10228.541118 sec): 3 clusters Score: Raw -5728768.198993 + Penalty 2104.454828 = -5726663.744165 nChanged 558 SP:Iteration 82Q (10228.679415 sec): 3 clusters Score: Raw -5728878.653967 + Penalty 2104.454828 = -5726774.199139 nChanged 577 SP:Iteration 83Q (10228.811449 sec): 3 clusters Score: Raw -5729002.580979 + Penalty 2104.454828 = -5726898.126150 nChanged 583 SP:Iteration 84Q (10228.930189 sec): 3 clusters Score: Raw -5729135.299587 + Penalty 2104.454828 = -5727030.844759 nChanged 614 SP:Iteration 85Q (10229.055744 sec): 3 clusters Score: Raw -5729280.327123 + Penalty 2104.454828 = -5727175.872294 nChanged 658 SP:Iteration 86Q (10229.191381 sec): 3 clusters Score: Raw -5729447.011094 + Penalty 2104.454828 = -5727342.556266 nChanged 669 SP:Iteration 87Q (10229.318614 sec): 3 clusters Score: Raw -5729622.045372 + Penalty 2104.454828 = -5727517.590543 nChanged 702 SP:Iteration 88Q (10229.442081 sec): 3 clusters Score: Raw -5729813.191983 + Penalty 2104.454828 = -5727708.737155 nChanged 764 SP:Iteration 89Q (10229.564894 sec): 3 clusters Score: Raw -5730039.570540 + Penalty 2104.454828 = -5727935.115712 nChanged 785 SP:Iteration 90Q (10229.685200 sec): 3 clusters Score: Raw -5730282.602691 + Penalty 2104.454828 = -5728178.147863 nChanged 796 SP:Iteration 91Q (10229.807065 sec): 3 clusters Score: Raw -5730557.791290 + Penalty 2104.454828 = -5728453.336461 nChanged 800 SP:Iteration 92Q (10229.928929 sec): 3 clusters Score: Raw -5730842.798726 + Penalty 2104.454828 = -5728738.343898 nChanged 786 SP:Iteration 93Q (10230.048950 sec): 3 clusters Score: Raw -5731137.689797 + Penalty 2104.454828 = -5729033.234969 nChanged 781 SP:Iteration 94Q (10230.167296 sec): 3 clusters Score: Raw -5731435.395530 + Penalty 2104.454828 = -5729330.940702 nChanged 762 SP:Iteration 95Q (10230.287127 sec): 3 clusters Score: Raw -5731732.256645 + Penalty 2104.454828 = -5729627.801817 nChanged 725 SP:Iteration 96Q (10230.413434 sec): 3 clusters Score: Raw -5732051.504576 + Penalty 2104.454828 = -5729947.049748 nChanged 736 SP:Iteration 97Q (10230.526241 sec): 3 clusters Score: Raw -5732372.862451 + Penalty 2104.454828 = -5730268.407623 nChanged 656 SP:Iteration 98Q (10230.647461 sec): 3 clusters Score: Raw -5732643.608418 + Penalty 2104.454828 = -5730539.153590 nChanged 620 SP:Iteration 99Q (10230.762278 sec): 3 clusters Score: Raw -5732893.922241 + Penalty 2104.454828 = -5730789.467412 nChanged 575 SP:Iteration 100F (10230.884411 sec): 3 clusters Score: Raw -5733121.766297 + Penalty 2104.454828 = -5731017.311469 nChanged 487 SP:Iteration 101Q (10231.005025 sec): 3 clusters Score: Raw -5733300.043934 + Penalty 2104.454828 = -5731195.589106 nChanged 403 SP:Iteration 102Q (10231.123375 sec): 3 clusters Score: Raw -5733425.526434 + Penalty 2104.454828 = -5731321.071606 nChanged 331 SP:Iteration 103Q (10231.245488 sec): 3 clusters Score: Raw -5733517.114437 + Penalty 2104.454828 = -5731412.659609 nChanged 273 SP:Iteration 104Q (10231.355251 sec): 3 clusters Score: Raw -5733582.209764 + Penalty 2104.454828 = -5731477.754936 nChanged 253 SP:Iteration 105Q (10231.469559 sec): 3 clusters Score: Raw -5733642.126979 + Penalty 2104.454828 = -5731537.672151 nChanged 236 SP:Iteration 106Q (10231.581584 sec): 3 clusters Score: Raw -5733692.261228 + Penalty 2104.454828 = -5731587.806400 nChanged 228 SP:Iteration 107Q (10231.700036 sec): 3 clusters Score: Raw -5733745.233893 + Penalty 2104.454828 = -5731640.779065 nChanged 215 SP:Iteration 108Q (10231.820226 sec): 3 clusters Score: Raw -5733793.211408 + Penalty 2104.454828 = -5731688.756580 nChanged 204 SP:Iteration 109Q (10231.938273 sec): 3 clusters Score: Raw -5733837.885239 + Penalty 2104.454828 = -5731733.430411 nChanged 179 SP:Iteration 110Q (10232.056609 sec): 3 clusters Score: Raw -5733875.394873 + Penalty 2104.454828 = -5731770.940045 nChanged 152 SP:Iteration 111Q (10232.172361 sec): 3 clusters Score: Raw -5733901.785985 + Penalty 2104.454828 = -5731797.331156 nChanged 130 SP:Iteration 112Q (10232.293648 sec): 3 clusters Score: Raw -5733923.391948 + Penalty 2104.454828 = -5731818.937120 nChanged 106 SP:Iteration 113Q (10232.417463 sec): 3 clusters Score: Raw -5733941.984381 + Penalty 2104.454828 = -5731837.529553 nChanged 116 SP:Iteration 114Q (10232.532824 sec): 3 clusters Score: Raw -5733962.238609 + Penalty 2104.454828 = -5731857.783781 nChanged 98 SP:Iteration 115Q (10232.635193 sec): 3 clusters Score: Raw -5733976.454767 + Penalty 2104.454828 = -5731871.999939 nChanged 95 SP:Iteration 116Q (10232.753075 sec): 3 clusters Score: Raw -5733988.208047 + Penalty 2104.454828 = -5731883.753219 nChanged 70 SP:Iteration 117Q (10232.873826 sec): 3 clusters Score: Raw -5733996.255275 + Penalty 2104.454828 = -5731891.800447 nChanged 74 SP:Iteration 118Q (10232.999199 sec): 3 clusters Score: Raw -5734005.027465 + Penalty 2104.454828 = -5731900.572637 nChanged 59 SP:Iteration 119Q (10233.119300 sec): 3 clusters Score: Raw -5734011.960675 + Penalty 2104.454828 = -5731907.505847 nChanged 58 SP:Iteration 120F (10233.246891 sec): 3 clusters Score: Raw -5734019.344104 + Penalty 2104.454828 = -5731914.889276 nChanged 56 SP:Iteration 121Q (10233.363198 sec): 3 clusters Score: Raw -5734026.565276 + Penalty 2104.454828 = -5731922.110448 nChanged 55 SP:Iteration 122Q (10233.464847 sec): 3 clusters Score: Raw -5734032.938831 + Penalty 2104.454828 = -5731928.484002 nChanged 49 SP:Iteration 123Q (10233.579990 sec): 3 clusters Score: Raw -5734039.456521 + Penalty 2104.454828 = -5731935.001693 nChanged 47 SP:Iteration 124Q (10233.689511 sec): 3 clusters Score: Raw -5734046.355711 + Penalty 2104.454828 = -5731941.900883 nChanged 48 SP:Iteration 125Q (10233.791323 sec): 3 clusters Score: Raw -5734051.485238 + Penalty 2104.454828 = -5731947.030410 nChanged 44 SP:Iteration 126Q (10233.912349 sec): 3 clusters Score: Raw -5734058.155059 + Penalty 2104.454828 = -5731953.700230 nChanged 48 SP:Iteration 127Q (10234.025567 sec): 3 clusters Score: Raw -5734065.319816 + Penalty 2104.454828 = -5731960.864987 nChanged 61 SP:Iteration 128Q (10234.143089 sec): 3 clusters Score: Raw -5734075.194978 + Penalty 2104.454828 = -5731970.740150 nChanged 54 SP:Iteration 129Q (10234.252498 sec): 3 clusters Score: Raw -5734083.401322 + Penalty 2104.454828 = -5731978.946494 nChanged 60 SP:Iteration 130Q (10234.358044 sec): 3 clusters Score: Raw -5734091.429412 + Penalty 2104.454828 = -5731986.974584 nChanged 45 SP:Iteration 131Q (10234.473450 sec): 3 clusters Score: Raw -5734096.863622 + Penalty 2104.454828 = -5731992.408794 nChanged 36 SP:Iteration 132Q (10234.590900 sec): 3 clusters Score: Raw -5734101.654266 + Penalty 2104.454828 = -5731997.199438 nChanged 43 SP:Iteration 133Q (10234.703934 sec): 3 clusters Score: Raw -5734107.447644 + Penalty 2104.454828 = -5732002.992816 nChanged 45 SP:Iteration 134Q (10234.811173 sec): 3 clusters Score: Raw -5734114.621902 + Penalty 2104.454828 = -5732010.167074 nChanged 40 SP:Iteration 135Q (10234.920742 sec): 3 clusters Score: Raw -5734119.719660 + Penalty 2104.454828 = -5732015.264832 nChanged 43 SP:Iteration 136Q (10235.021849 sec): 3 clusters Score: Raw -5734125.825611 + Penalty 2104.454828 = -5732021.370783 nChanged 45 SP:Iteration 137Q (10235.144929 sec): 3 clusters Score: Raw -5734132.653675 + Penalty 2104.454828 = -5732028.198847 nChanged 48 SP:Iteration 138Q (10235.255709 sec): 3 clusters Score: Raw -5734139.528255 + Penalty 2104.454828 = -5732035.073427 nChanged 47 SP:Iteration 139Q (10235.366270 sec): 3 clusters Score: Raw -5734146.300939 + Penalty 2104.454828 = -5732041.846111 nChanged 42 SP:Iteration 140F (10235.482564 sec): 3 clusters Score: Raw -5734151.631071 + Penalty 2104.454828 = -5732047.176242 nChanged 33 SP:Iteration 141Q (10235.591607 sec): 3 clusters Score: Raw -5734155.687693 + Penalty 2104.454828 = -5732051.232865 nChanged 34 SP:Iteration 142Q (10235.709108 sec): 3 clusters Score: Raw -5734161.196912 + Penalty 2104.454828 = -5732056.742084 nChanged 47 SP:Iteration 143Q (10235.818794 sec): 3 clusters Score: Raw -5734169.544524 + Penalty 2104.454828 = -5732065.089695 nChanged 45 SP:Iteration 144Q (10235.935409 sec): 3 clusters Score: Raw -5734179.686111 + Penalty 2104.454828 = -5732075.231283 nChanged 48 SP:Iteration 145Q (10236.035268 sec): 3 clusters Score: Raw -5734188.574759 + Penalty 2104.454828 = -5732084.119931 nChanged 48 SP:Iteration 146Q (10236.159886 sec): 3 clusters Score: Raw -5734196.707463 + Penalty 2104.454828 = -5732092.252635 nChanged 35 SP:Iteration 147Q (10236.270689 sec): 3 clusters Score: Raw -5734202.965361 + Penalty 2104.454828 = -5732098.510533 nChanged 47 SP:Iteration 148Q (10236.384801 sec): 3 clusters Score: Raw -5734211.215822 + Penalty 2104.454828 = -5732106.760994 nChanged 36 SP:Iteration 149Q (10236.498476 sec): 3 clusters Score: Raw -5734217.225881 + Penalty 2104.454828 = -5732112.771053 nChanged 34 SP:Iteration 150Q (10236.612563 sec): 3 clusters Score: Raw -5734221.308807 + Penalty 2104.454828 = -5732116.853978 nChanged 28 SP:Iteration 151Q (10236.712448 sec): 3 clusters Score: Raw -5734224.885485 + Penalty 2104.454828 = -5732120.430657 nChanged 25 SP:Iteration 152Q (10236.827790 sec): 3 clusters Score: Raw -5734227.951388 + Penalty 2104.454828 = -5732123.496560 nChanged 20 SP:Iteration 153Q (10236.948132 sec): 3 clusters Score: Raw -5734230.229338 + Penalty 2104.454828 = -5732125.774510 nChanged 22 SP:Iteration 154Q (10237.055461 sec): 3 clusters Score: Raw -5734232.772439 + Penalty 2104.454828 = -5732128.317611 nChanged 21 SP:Iteration 155Q (10237.156143 sec): 3 clusters Score: Raw -5734235.435367 + Penalty 2104.454828 = -5732130.980539 nChanged 20 SP:Iteration 156Q (10237.264629 sec): 3 clusters Score: Raw -5734237.647688 + Penalty 2104.454828 = -5732133.192860 nChanged 13 SP:Iteration 157Q (10237.364580 sec): 3 clusters Score: Raw -5734239.175542 + Penalty 2104.454828 = -5732134.720714 nChanged 14 SP:Iteration 158Q (10237.483725 sec): 3 clusters Score: Raw -5734240.779164 + Penalty 2104.454828 = -5732136.324336 nChanged 13 SP:Iteration 159Q (10237.595853 sec): 3 clusters Score: Raw -5734242.739824 + Penalty 2104.454828 = -5732138.284996 nChanged 10 SP:Iteration 160F (10237.716270 sec): 3 clusters Score: Raw -5734243.588811 + Penalty 2104.454828 = -5732139.133982 nChanged 9 SP:Iteration 161Q (10237.838781 sec): 3 clusters Score: Raw -5734244.422119 + Penalty 2104.454828 = -5732139.967291 nChanged 10 SP:Iteration 162Q (10237.938218 sec): 3 clusters Score: Raw -5734245.615056 + Penalty 2104.454828 = -5732141.160228 nChanged 8 SP:Iteration 163Q (10238.042187 sec): 3 clusters Score: Raw -5734246.278044 + Penalty 2104.454828 = -5732141.823216 nChanged 6 SP:Iteration 164Q (10238.150775 sec): 3 clusters Score: Raw -5734247.201265 + Penalty 2104.454828 = -5732142.746437 nChanged 3 SP:Iteration 165Q (10238.254578 sec): 3 clusters Score: Raw -5734247.367216 + Penalty 2104.454828 = -5732142.912388 nChanged 1 SP:Iteration 166Q (10238.363668 sec): 3 clusters Score: Raw -5734247.385415 + Penalty 2104.454828 = -5732142.930587 nChanged 0 SP:Iteration 167F (10238.483245 sec): 3 clusters Score: Raw -5734247.385415 + Penalty 2104.454828 = -5732142.930587 nChanged 0 Trying to split cluster 27 (37552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10238.548935 sec): 2 clusters Score: Raw -2965558.352283 + Penalty 1000.680782 = -2964557.671501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10238.638660 sec): 3 clusters Score: Raw -2941483.640657 + Penalty 2001.361564 = -2939482.279092 nChanged 17824 SP:Iteration 1F (10238.733485 sec): 3 clusters Score: Raw -2952519.799789 + Penalty 2001.361564 = -2950518.438225 nChanged 2427 SP:Iteration 2F (10238.814353 sec): 3 clusters Score: Raw -2953820.575186 + Penalty 2001.361564 = -2951819.213621 nChanged 2762 SP:Iteration 3F (10238.915857 sec): 3 clusters Score: Raw -2955681.047245 + Penalty 2001.361564 = -2953679.685681 nChanged 2974 SP:Iteration 4F (10239.000608 sec): 3 clusters Score: Raw -2958158.539166 + Penalty 2001.361564 = -2956157.177602 nChanged 2885 SP:Iteration 5F (10239.102856 sec): 3 clusters Score: Raw -2960907.253478 + Penalty 2001.361564 = -2958905.891914 nChanged 2311 SP:Iteration 6F (10239.199883 sec): 3 clusters Score: Raw -2963183.265141 + Penalty 2001.361564 = -2961181.903576 nChanged 1437 SP:Iteration 7Q (10239.279551 sec): 3 clusters Score: Raw -2964540.321448 + Penalty 2001.361564 = -2962538.959883 nChanged 722 SP:Iteration 8Q (10239.366516 sec): 3 clusters Score: Raw -2965199.363151 + Penalty 2001.361564 = -2963198.001587 nChanged 342 SP:Iteration 9Q (10239.464023 sec): 3 clusters Score: Raw -2965500.369654 + Penalty 2001.361564 = -2963499.008090 nChanged 144 SP:Iteration 10Q (10239.554072 sec): 3 clusters Score: Raw -2965640.433711 + Penalty 2001.361564 = -2963639.072146 nChanged 64 SP:Iteration 11Q (10239.636644 sec): 3 clusters Score: Raw -2965728.411711 + Penalty 2001.361564 = -2963727.050147 nChanged 43 SP:Iteration 12Q (10239.721877 sec): 3 clusters Score: Raw -2965786.191866 + Penalty 2001.361564 = -2963784.830302 nChanged 41 SP:Iteration 13Q (10239.811828 sec): 3 clusters Score: Raw -2965851.144973 + Penalty 2001.361564 = -2963849.783409 nChanged 50 SP:Iteration 14Q (10239.889340 sec): 3 clusters Score: Raw -2965938.551354 + Penalty 2001.361564 = -2963937.189790 nChanged 43 SP:Iteration 15Q (10239.963455 sec): 3 clusters Score: Raw -2966003.758530 + Penalty 2001.361564 = -2964002.396966 nChanged 42 SP:Iteration 16Q (10240.053964 sec): 3 clusters Score: Raw -2966048.406513 + Penalty 2001.361564 = -2964047.044949 nChanged 30 SP:Iteration 17Q (10240.143401 sec): 3 clusters Score: Raw -2966075.428673 + Penalty 2001.361564 = -2964074.067108 nChanged 36 SP:Iteration 18Q (10240.226230 sec): 3 clusters Score: Raw -2966102.905403 + Penalty 2001.361564 = -2964101.543838 nChanged 25 SP:Iteration 19Q (10240.305510 sec): 3 clusters Score: Raw -2966129.210713 + Penalty 2001.361564 = -2964127.849149 nChanged 20 SP:Iteration 20F (10240.403274 sec): 3 clusters Score: Raw -2966181.241492 + Penalty 2001.361564 = -2964179.879927 nChanged 28 SP:Iteration 21Q (10240.487506 sec): 3 clusters Score: Raw -2966210.193429 + Penalty 2001.361564 = -2964208.831865 nChanged 21 SP:Iteration 22Q (10240.561866 sec): 3 clusters Score: Raw -2966231.436269 + Penalty 2001.361564 = -2964230.074704 nChanged 19 SP:Iteration 23Q (10240.653319 sec): 3 clusters Score: Raw -2966252.585934 + Penalty 2001.361564 = -2964251.224370 nChanged 19 SP:Iteration 24Q (10240.738025 sec): 3 clusters Score: Raw -2966264.331628 + Penalty 2001.361564 = -2964262.970064 nChanged 13 SP:Iteration 25Q (10240.821414 sec): 3 clusters Score: Raw -2966273.761848 + Penalty 2001.361564 = -2964272.400284 nChanged 14 SP:Iteration 26Q (10240.906657 sec): 3 clusters Score: Raw -2966283.481719 + Penalty 2001.361564 = -2964282.120154 nChanged 16 SP:Iteration 27Q (10240.996528 sec): 3 clusters Score: Raw -2966296.884058 + Penalty 2001.361564 = -2964295.522494 nChanged 16 SP:Iteration 28Q (10241.075173 sec): 3 clusters Score: Raw -2966308.132798 + Penalty 2001.361564 = -2964306.771234 nChanged 14 SP:Iteration 29Q (10241.152372 sec): 3 clusters Score: Raw -2966315.627195 + Penalty 2001.361564 = -2964314.265631 nChanged 6 SP:Iteration 30Q (10241.245442 sec): 3 clusters Score: Raw -2966318.957665 + Penalty 2001.361564 = -2964317.596100 nChanged 2 SP:Iteration 31Q (10241.331437 sec): 3 clusters Score: Raw -2966320.520096 + Penalty 2001.361564 = -2964319.158531 nChanged 0 SP:Iteration 32F (10241.422325 sec): 3 clusters Score: Raw -2966321.107900 + Penalty 2001.361564 = -2964319.746335 nChanged 1 SP:Iteration 33Q (10241.511961 sec): 3 clusters Score: Raw -2966321.578833 + Penalty 2001.361564 = -2964320.217269 nChanged 0 SP:Iteration 34F (10241.597854 sec): 3 clusters Score: Raw -2966321.578833 + Penalty 2001.361564 = -2964320.217269 nChanged 0 Trying to split cluster 28 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10241.636524 sec): 2 clusters Score: Raw -494471.470954 + Penalty 833.633164 = -493637.837791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10241.690174 sec): 3 clusters Score: Raw -490796.385722 + Penalty 1667.266328 = -489129.119395 nChanged 2782 SP:Iteration 1F (10241.741071 sec): 3 clusters Score: Raw -492563.032667 + Penalty 1667.266328 = -490895.766340 nChanged 526 SP:Iteration 2F (10241.797343 sec): 3 clusters Score: Raw -492952.443362 + Penalty 1667.266328 = -491285.177035 nChanged 493 SP:Iteration 3F (10241.847806 sec): 3 clusters Score: Raw -493369.107412 + Penalty 1667.266328 = -491701.841084 nChanged 467 SP:Iteration 4F (10241.893405 sec): 3 clusters Score: Raw -493753.752436 + Penalty 1667.266328 = -492086.486108 nChanged 375 SP:Iteration 5F (10241.947443 sec): 3 clusters Score: Raw -494031.489819 + Penalty 1667.266328 = -492364.223491 nChanged 280 SP:Iteration 6Q (10242.001962 sec): 3 clusters Score: Raw -494217.346289 + Penalty 1667.266328 = -492550.079961 nChanged 223 SP:Iteration 7Q (10242.047843 sec): 3 clusters Score: Raw -494341.718512 + Penalty 1667.266328 = -492674.452184 nChanged 171 SP:Iteration 8Q (10242.115172 sec): 3 clusters Score: Raw -494437.383801 + Penalty 1667.266328 = -492770.117473 nChanged 159 SP:Iteration 9Q (10242.170430 sec): 3 clusters Score: Raw -494530.532064 + Penalty 1667.266328 = -492863.265736 nChanged 133 SP:Iteration 10Q (10242.212823 sec): 3 clusters Score: Raw -494600.850158 + Penalty 1667.266328 = -492933.583830 nChanged 110 SP:Iteration 11Q (10242.268870 sec): 3 clusters Score: Raw -494659.459470 + Penalty 1667.266328 = -492992.193142 nChanged 94 SP:Iteration 12Q (10242.316524 sec): 3 clusters Score: Raw -494693.468657 + Penalty 1667.266328 = -493026.202329 nChanged 66 SP:Iteration 13Q (10242.376257 sec): 3 clusters Score: Raw -494712.832374 + Penalty 1667.266328 = -493045.566047 nChanged 54 SP:Iteration 14Q (10242.431512 sec): 3 clusters Score: Raw -494730.886749 + Penalty 1667.266328 = -493063.620422 nChanged 49 SP:Iteration 15Q (10242.475252 sec): 3 clusters Score: Raw -494745.236197 + Penalty 1667.266328 = -493077.969869 nChanged 36 SP:Iteration 16Q (10242.527941 sec): 3 clusters Score: Raw -494752.399889 + Penalty 1667.266328 = -493085.133562 nChanged 32 SP:Iteration 17Q (10242.582911 sec): 3 clusters Score: Raw -494760.002146 + Penalty 1667.266328 = -493092.735818 nChanged 38 SP:Iteration 18Q (10242.644705 sec): 3 clusters Score: Raw -494766.656385 + Penalty 1667.266328 = -493099.390058 nChanged 27 SP:Iteration 19Q (10242.699324 sec): 3 clusters Score: Raw -494772.050184 + Penalty 1667.266328 = -493104.783856 nChanged 21 SP:Iteration 20F (10242.751501 sec): 3 clusters Score: Raw -494777.875187 + Penalty 1667.266328 = -493110.608860 nChanged 21 SP:Iteration 21Q (10242.809200 sec): 3 clusters Score: Raw -494781.183144 + Penalty 1667.266328 = -493113.916816 nChanged 10 SP:Iteration 22Q (10242.859905 sec): 3 clusters Score: Raw -494782.468923 + Penalty 1667.266328 = -493115.202595 nChanged 5 SP:Iteration 23Q (10242.907377 sec): 3 clusters Score: Raw -494782.967072 + Penalty 1667.266328 = -493115.700745 nChanged 7 SP:Iteration 24Q (10242.954409 sec): 3 clusters Score: Raw -494783.719178 + Penalty 1667.266328 = -493116.452850 nChanged 5 SP:Iteration 25Q (10243.015156 sec): 3 clusters Score: Raw -494784.329917 + Penalty 1667.266328 = -493117.063590 nChanged 4 SP:Iteration 26Q (10243.063520 sec): 3 clusters Score: Raw -494784.676820 + Penalty 1667.266328 = -493117.410493 nChanged 3 SP:Iteration 27Q (10243.124681 sec): 3 clusters Score: Raw -494785.105139 + Penalty 1667.266328 = -493117.838812 nChanged 5 SP:Iteration 28Q (10243.172792 sec): 3 clusters Score: Raw -494786.253410 + Penalty 1667.266328 = -493118.987082 nChanged 12 SP:Iteration 29Q (10243.218513 sec): 3 clusters Score: Raw -494787.955363 + Penalty 1667.266328 = -493120.689035 nChanged 12 SP:Iteration 30Q (10243.274710 sec): 3 clusters Score: Raw -494789.674122 + Penalty 1667.266328 = -493122.407794 nChanged 11 SP:Iteration 31Q (10243.321465 sec): 3 clusters Score: Raw -494791.387148 + Penalty 1667.266328 = -493124.120820 nChanged 14 SP:Iteration 32Q (10243.383643 sec): 3 clusters Score: Raw -494793.420193 + Penalty 1667.266328 = -493126.153865 nChanged 9 SP:Iteration 33Q (10243.442786 sec): 3 clusters Score: Raw -494794.938914 + Penalty 1667.266328 = -493127.672587 nChanged 7 SP:Iteration 34Q (10243.496045 sec): 3 clusters Score: Raw -494796.256680 + Penalty 1667.266328 = -493128.990352 nChanged 8 SP:Iteration 35Q (10243.551644 sec): 3 clusters Score: Raw -494796.944037 + Penalty 1667.266328 = -493129.677709 nChanged 2 SP:Iteration 36Q (10243.607013 sec): 3 clusters Score: Raw -494797.091322 + Penalty 1667.266328 = -493129.824994 nChanged 2 SP:Iteration 37Q (10243.660678 sec): 3 clusters Score: Raw -494797.274604 + Penalty 1667.266328 = -493130.008277 nChanged 0 SP:Iteration 38F (10243.711998 sec): 3 clusters Score: Raw -494797.274604 + Penalty 1667.266328 = -493130.008277 nChanged 0 Trying to split cluster 29 (11434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10243.747225 sec): 2 clusters Score: Raw -902451.861682 + Penalty 887.712932 = -901564.148750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10243.797743 sec): 3 clusters Score: Raw -895648.569551 + Penalty 1775.425864 = -893873.143687 nChanged 5156 SP:Iteration 1F (10243.854429 sec): 3 clusters Score: Raw -898824.821678 + Penalty 1775.425864 = -897049.395814 nChanged 874 SP:Iteration 2F (10243.916212 sec): 3 clusters Score: Raw -899425.847811 + Penalty 1775.425864 = -897650.421947 nChanged 829 SP:Iteration 3F (10243.984120 sec): 3 clusters Score: Raw -900030.105241 + Penalty 1775.425864 = -898254.679377 nChanged 765 SP:Iteration 4F (10244.032727 sec): 3 clusters Score: Raw -900616.241090 + Penalty 1775.425864 = -898840.815226 nChanged 645 SP:Iteration 5F (10244.105167 sec): 3 clusters Score: Raw -901065.445045 + Penalty 1775.425864 = -899290.019181 nChanged 516 SP:Iteration 6Q (10244.160793 sec): 3 clusters Score: Raw -901373.000170 + Penalty 1775.425864 = -899597.574307 nChanged 386 SP:Iteration 7Q (10244.215104 sec): 3 clusters Score: Raw -901563.743123 + Penalty 1775.425864 = -899788.317259 nChanged 276 SP:Iteration 8Q (10244.273457 sec): 3 clusters Score: Raw -901665.433631 + Penalty 1775.425864 = -899890.007767 nChanged 191 SP:Iteration 9Q (10244.342642 sec): 3 clusters Score: Raw -901718.924097 + Penalty 1775.425864 = -899943.498233 nChanged 142 SP:Iteration 10Q (10244.394996 sec): 3 clusters Score: Raw -901758.435197 + Penalty 1775.425864 = -899983.009333 nChanged 130 SP:Iteration 11Q (10244.462769 sec): 3 clusters Score: Raw -901794.941963 + Penalty 1775.425864 = -900019.516100 nChanged 106 SP:Iteration 12Q (10244.510968 sec): 3 clusters Score: Raw -901826.562373 + Penalty 1775.425864 = -900051.136509 nChanged 110 SP:Iteration 13Q (10244.564686 sec): 3 clusters Score: Raw -901858.174546 + Penalty 1775.425864 = -900082.748682 nChanged 102 SP:Iteration 14Q (10244.619271 sec): 3 clusters Score: Raw -901886.202499 + Penalty 1775.425864 = -900110.776635 nChanged 101 SP:Iteration 15Q (10244.676408 sec): 3 clusters Score: Raw -901913.332133 + Penalty 1775.425864 = -900137.906269 nChanged 106 SP:Iteration 16Q (10244.726115 sec): 3 clusters Score: Raw -901939.850475 + Penalty 1775.425864 = -900164.424611 nChanged 103 SP:Iteration 17Q (10244.790420 sec): 3 clusters Score: Raw -901963.751567 + Penalty 1775.425864 = -900188.325703 nChanged 102 SP:Iteration 18Q (10244.833478 sec): 3 clusters Score: Raw -901990.353262 + Penalty 1775.425864 = -900214.927399 nChanged 108 SP:Iteration 19Q (10244.889673 sec): 3 clusters Score: Raw -902015.627998 + Penalty 1775.425864 = -900240.202134 nChanged 97 SP:Iteration 20F (10244.941362 sec): 3 clusters Score: Raw -902035.352816 + Penalty 1775.425864 = -900259.926953 nChanged 89 SP:Iteration 21Q (10244.998181 sec): 3 clusters Score: Raw -902052.613617 + Penalty 1775.425864 = -900277.187753 nChanged 85 SP:Iteration 22Q (10245.062119 sec): 3 clusters Score: Raw -902069.599832 + Penalty 1775.425864 = -900294.173968 nChanged 74 SP:Iteration 23Q (10245.110476 sec): 3 clusters Score: Raw -902083.017954 + Penalty 1775.425864 = -900307.592090 nChanged 67 SP:Iteration 24Q (10245.167627 sec): 3 clusters Score: Raw -902094.880830 + Penalty 1775.425864 = -900319.454967 nChanged 64 SP:Iteration 25Q (10245.212025 sec): 3 clusters Score: Raw -902106.395795 + Penalty 1775.425864 = -900330.969931 nChanged 72 SP:Iteration 26Q (10245.272773 sec): 3 clusters Score: Raw -902119.750407 + Penalty 1775.425864 = -900344.324543 nChanged 61 SP:Iteration 27Q (10245.337715 sec): 3 clusters Score: Raw -902130.441127 + Penalty 1775.425864 = -900355.015263 nChanged 66 SP:Iteration 28Q (10245.382968 sec): 3 clusters Score: Raw -902142.739896 + Penalty 1775.425864 = -900367.314033 nChanged 58 SP:Iteration 29Q (10245.438074 sec): 3 clusters Score: Raw -902152.726426 + Penalty 1775.425864 = -900377.300563 nChanged 41 SP:Iteration 30Q (10245.492430 sec): 3 clusters Score: Raw -902157.853042 + Penalty 1775.425864 = -900382.427178 nChanged 41 SP:Iteration 31Q (10245.546923 sec): 3 clusters Score: Raw -902163.557267 + Penalty 1775.425864 = -900388.131404 nChanged 46 SP:Iteration 32Q (10245.597025 sec): 3 clusters Score: Raw -902174.231858 + Penalty 1775.425864 = -900398.805995 nChanged 57 SP:Iteration 33Q (10245.663119 sec): 3 clusters Score: Raw -902187.780330 + Penalty 1775.425864 = -900412.354467 nChanged 54 SP:Iteration 34Q (10245.711145 sec): 3 clusters Score: Raw -902200.035891 + Penalty 1775.425864 = -900424.610027 nChanged 62 SP:Iteration 35Q (10245.767857 sec): 3 clusters Score: Raw -902214.716524 + Penalty 1775.425864 = -900439.290661 nChanged 70 SP:Iteration 36Q (10245.823445 sec): 3 clusters Score: Raw -902229.643563 + Penalty 1775.425864 = -900454.217699 nChanged 66 SP:Iteration 37Q (10245.879888 sec): 3 clusters Score: Raw -902245.544811 + Penalty 1775.425864 = -900470.118947 nChanged 74 SP:Iteration 38Q (10245.936558 sec): 3 clusters Score: Raw -902263.223069 + Penalty 1775.425864 = -900487.797205 nChanged 68 SP:Iteration 39Q (10245.984549 sec): 3 clusters Score: Raw -902278.844062 + Penalty 1775.425864 = -900503.418198 nChanged 71 SP:Iteration 40F (10246.045404 sec): 3 clusters Score: Raw -902293.651317 + Penalty 1775.425864 = -900518.225453 nChanged 72 SP:Iteration 41Q (10246.079814 sec): 3 clusters Score: Raw -902307.778292 + Penalty 1775.425864 = -900532.352428 nChanged 69 SP:Iteration 42Q (10246.140510 sec): 3 clusters Score: Raw -902322.846044 + Penalty 1775.425864 = -900547.420180 nChanged 62 SP:Iteration 43Q (10246.196465 sec): 3 clusters Score: Raw -902335.408482 + Penalty 1775.425864 = -900559.982618 nChanged 63 SP:Iteration 44Q (10246.243937 sec): 3 clusters Score: Raw -902349.392342 + Penalty 1775.425864 = -900573.966478 nChanged 54 SP:Iteration 45Q (10246.305263 sec): 3 clusters Score: Raw -902361.030017 + Penalty 1775.425864 = -900585.604154 nChanged 58 SP:Iteration 46Q (10246.375586 sec): 3 clusters Score: Raw -902376.331456 + Penalty 1775.425864 = -900600.905592 nChanged 63 SP:Iteration 47Q (10246.433806 sec): 3 clusters Score: Raw -902392.373206 + Penalty 1775.425864 = -900616.947342 nChanged 70 SP:Iteration 48Q (10246.493725 sec): 3 clusters Score: Raw -902414.435991 + Penalty 1775.425864 = -900639.010127 nChanged 75 SP:Iteration 49Q (10246.555622 sec): 3 clusters Score: Raw -902438.088012 + Penalty 1775.425864 = -900662.662149 nChanged 74 SP:Iteration 50Q (10246.608483 sec): 3 clusters Score: Raw -902459.892373 + Penalty 1775.425864 = -900684.466510 nChanged 70 SP:Iteration 51Q (10246.669633 sec): 3 clusters Score: Raw -902475.323424 + Penalty 1775.425864 = -900699.897560 nChanged 48 SP:Iteration 52Q (10246.731824 sec): 3 clusters Score: Raw -902485.687544 + Penalty 1775.425864 = -900710.261681 nChanged 40 SP:Iteration 53Q (10246.787670 sec): 3 clusters Score: Raw -902494.680320 + Penalty 1775.425864 = -900719.254457 nChanged 45 SP:Iteration 54Q (10246.848958 sec): 3 clusters Score: Raw -902506.492362 + Penalty 1775.425864 = -900731.066498 nChanged 50 SP:Iteration 55Q (10246.898229 sec): 3 clusters Score: Raw -902518.154515 + Penalty 1775.425864 = -900742.728651 nChanged 51 SP:Iteration 56Q (10246.958652 sec): 3 clusters Score: Raw -902528.438997 + Penalty 1775.425864 = -900753.013133 nChanged 39 SP:Iteration 57Q (10247.023700 sec): 3 clusters Score: Raw -902536.179719 + Penalty 1775.425864 = -900760.753855 nChanged 38 SP:Iteration 58Q (10247.081376 sec): 3 clusters Score: Raw -902545.013321 + Penalty 1775.425864 = -900769.587457 nChanged 37 SP:Iteration 59Q (10247.139620 sec): 3 clusters Score: Raw -902554.336611 + Penalty 1775.425864 = -900778.910747 nChanged 24 SP:Iteration 60F (10247.198128 sec): 3 clusters Score: Raw -902561.161788 + Penalty 1775.425864 = -900785.735924 nChanged 32 SP:Iteration 61Q (10247.267395 sec): 3 clusters Score: Raw -902572.395986 + Penalty 1775.425864 = -900796.970122 nChanged 45 SP:Iteration 62Q (10247.321659 sec): 3 clusters Score: Raw -902586.509289 + Penalty 1775.425864 = -900811.083425 nChanged 33 SP:Iteration 63Q (10247.381574 sec): 3 clusters Score: Raw -902594.591563 + Penalty 1775.425864 = -900819.165699 nChanged 30 SP:Iteration 64Q (10247.449323 sec): 3 clusters Score: Raw -902602.310622 + Penalty 1775.425864 = -900826.884758 nChanged 22 SP:Iteration 65Q (10247.502530 sec): 3 clusters Score: Raw -902606.358815 + Penalty 1775.425864 = -900830.932951 nChanged 23 SP:Iteration 66Q (10247.565815 sec): 3 clusters Score: Raw -902610.429798 + Penalty 1775.425864 = -900835.003934 nChanged 21 SP:Iteration 67Q (10247.612061 sec): 3 clusters Score: Raw -902614.361820 + Penalty 1775.425864 = -900838.935956 nChanged 17 SP:Iteration 68Q (10247.671057 sec): 3 clusters Score: Raw -902617.429937 + Penalty 1775.425864 = -900842.004073 nChanged 12 SP:Iteration 69Q (10247.730161 sec): 3 clusters Score: Raw -902618.800239 + Penalty 1775.425864 = -900843.374376 nChanged 6 SP:Iteration 70Q (10247.785391 sec): 3 clusters Score: Raw -902619.635144 + Penalty 1775.425864 = -900844.209280 nChanged 8 SP:Iteration 71Q (10247.853550 sec): 3 clusters Score: Raw -902620.806177 + Penalty 1775.425864 = -900845.380313 nChanged 6 SP:Iteration 72Q (10247.905017 sec): 3 clusters Score: Raw -902621.538567 + Penalty 1775.425864 = -900846.112704 nChanged 4 SP:Iteration 73Q (10247.954971 sec): 3 clusters Score: Raw -902622.122206 + Penalty 1775.425864 = -900846.696342 nChanged 4 SP:Iteration 74Q (10248.014275 sec): 3 clusters Score: Raw -902622.829607 + Penalty 1775.425864 = -900847.403743 nChanged 4 SP:Iteration 75Q (10248.075088 sec): 3 clusters Score: Raw -902623.203236 + Penalty 1775.425864 = -900847.777372 nChanged 3 SP:Iteration 76Q (10248.135535 sec): 3 clusters Score: Raw -902623.481961 + Penalty 1775.425864 = -900848.056098 nChanged 2 SP:Iteration 77Q (10248.186177 sec): 3 clusters Score: Raw -902624.029965 + Penalty 1775.425864 = -900848.604101 nChanged 4 SP:Iteration 78Q (10248.244289 sec): 3 clusters Score: Raw -902624.491074 + Penalty 1775.425864 = -900849.065211 nChanged 2 SP:Iteration 79Q (10248.302140 sec): 3 clusters Score: Raw -902624.946374 + Penalty 1775.425864 = -900849.520511 nChanged 1 SP:Iteration 80F (10248.363850 sec): 3 clusters Score: Raw -902625.987635 + Penalty 1775.425864 = -900850.561771 nChanged 3 SP:Iteration 81Q (10248.410744 sec): 3 clusters Score: Raw -902626.964953 + Penalty 1775.425864 = -900851.539089 nChanged 7 SP:Iteration 82Q (10248.465694 sec): 3 clusters Score: Raw -902628.555367 + Penalty 1775.425864 = -900853.129504 nChanged 6 SP:Iteration 83Q (10248.533309 sec): 3 clusters Score: Raw -902629.454855 + Penalty 1775.425864 = -900854.028991 nChanged 3 SP:Iteration 84Q (10248.589302 sec): 3 clusters Score: Raw -902630.017634 + Penalty 1775.425864 = -900854.591770 nChanged 1 SP:Iteration 85Q (10248.646212 sec): 3 clusters Score: Raw -902630.193328 + Penalty 1775.425864 = -900854.767465 nChanged 2 SP:Iteration 86Q (10248.706307 sec): 3 clusters Score: Raw -902630.506808 + Penalty 1775.425864 = -900855.080944 nChanged 4 SP:Iteration 87Q (10248.773103 sec): 3 clusters Score: Raw -902631.205660 + Penalty 1775.425864 = -900855.779796 nChanged 3 SP:Iteration 88Q (10248.836446 sec): 3 clusters Score: Raw -902631.875631 + Penalty 1775.425864 = -900856.449767 nChanged 5 SP:Iteration 89Q (10248.893295 sec): 3 clusters Score: Raw -902632.558812 + Penalty 1775.425864 = -900857.132948 nChanged 7 SP:Iteration 90Q (10248.954762 sec): 3 clusters Score: Raw -902633.698647 + Penalty 1775.425864 = -900858.272784 nChanged 5 SP:Iteration 91Q (10249.009669 sec): 3 clusters Score: Raw -902634.759274 + Penalty 1775.425864 = -900859.333410 nChanged 7 SP:Iteration 92Q (10249.056056 sec): 3 clusters Score: Raw -902636.566140 + Penalty 1775.425864 = -900861.140276 nChanged 7 SP:Iteration 93Q (10249.113794 sec): 3 clusters Score: Raw -902638.115501 + Penalty 1775.425864 = -900862.689638 nChanged 7 SP:Iteration 94Q (10249.170861 sec): 3 clusters Score: Raw -902639.196188 + Penalty 1775.425864 = -900863.770324 nChanged 4 SP:Iteration 95Q (10249.225290 sec): 3 clusters Score: Raw -902639.770508 + Penalty 1775.425864 = -900864.344644 nChanged 5 SP:Iteration 96Q (10249.290386 sec): 3 clusters Score: Raw -902641.233446 + Penalty 1775.425864 = -900865.807583 nChanged 6 SP:Iteration 97Q (10249.345150 sec): 3 clusters Score: Raw -902643.180136 + Penalty 1775.425864 = -900867.754272 nChanged 7 SP:Iteration 98Q (10249.401364 sec): 3 clusters Score: Raw -902644.439756 + Penalty 1775.425864 = -900869.013892 nChanged 4 SP:Iteration 99Q (10249.452506 sec): 3 clusters Score: Raw -902645.114720 + Penalty 1775.425864 = -900869.688856 nChanged 6 SP:Iteration 100F (10249.510353 sec): 3 clusters Score: Raw -902646.810225 + Penalty 1775.425864 = -900871.384361 nChanged 7 SP:Iteration 101Q (10249.572559 sec): 3 clusters Score: Raw -902648.264625 + Penalty 1775.425864 = -900872.838762 nChanged 6 SP:Iteration 102Q (10249.622682 sec): 3 clusters Score: Raw -902649.217161 + Penalty 1775.425864 = -900873.791297 nChanged 2 SP:Iteration 103Q (10249.689964 sec): 3 clusters Score: Raw -902649.517302 + Penalty 1775.425864 = -900874.091438 nChanged 4 SP:Iteration 104Q (10249.739453 sec): 3 clusters Score: Raw -902650.626383 + Penalty 1775.425864 = -900875.200519 nChanged 4 SP:Iteration 105Q (10249.801786 sec): 3 clusters Score: Raw -902651.466177 + Penalty 1775.425864 = -900876.040313 nChanged 3 SP:Iteration 106Q (10249.862550 sec): 3 clusters Score: Raw -902652.330374 + Penalty 1775.425864 = -900876.904511 nChanged 6 SP:Iteration 107Q (10249.920746 sec): 3 clusters Score: Raw -902653.034253 + Penalty 1775.425864 = -900877.608389 nChanged 2 SP:Iteration 108Q (10249.983789 sec): 3 clusters Score: Raw -902653.428756 + Penalty 1775.425864 = -900878.002892 nChanged 2 SP:Iteration 109Q (10250.039616 sec): 3 clusters Score: Raw -902653.673606 + Penalty 1775.425864 = -900878.247742 nChanged 1 SP:Iteration 110Q (10250.098526 sec): 3 clusters Score: Raw -902653.767380 + Penalty 1775.425864 = -900878.341516 nChanged 0 SP:Iteration 111F (10250.163607 sec): 3 clusters Score: Raw -902653.767380 + Penalty 1775.425864 = -900878.341516 nChanged 0 Trying to split cluster 30 (3056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10250.186549 sec): 2 clusters Score: Raw -265208.093526 + Penalty 762.361904 = -264445.731622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10250.240442 sec): 3 clusters Score: Raw -263600.169614 + Penalty 1524.723809 = -262075.445806 nChanged 1241 SP:Iteration 1F (10250.287175 sec): 3 clusters Score: Raw -264261.662340 + Penalty 1524.723809 = -262736.938531 nChanged 253 SP:Iteration 2F (10250.327610 sec): 3 clusters Score: Raw -264429.102767 + Penalty 1524.723809 = -262904.378958 nChanged 195 SP:Iteration 3F (10250.374118 sec): 3 clusters Score: Raw -264541.575440 + Penalty 1524.723809 = -263016.851632 nChanged 148 SP:Iteration 4Q (10250.430841 sec): 3 clusters Score: Raw -264618.115860 + Penalty 1524.723809 = -263093.392052 nChanged 123 SP:Iteration 5Q (10250.472753 sec): 3 clusters Score: Raw -264684.054130 + Penalty 1524.723809 = -263159.330321 nChanged 103 SP:Iteration 6Q (10250.528925 sec): 3 clusters Score: Raw -264741.535861 + Penalty 1524.723809 = -263216.812053 nChanged 86 SP:Iteration 7Q (10250.571686 sec): 3 clusters Score: Raw -264781.303512 + Penalty 1524.723809 = -263256.579703 nChanged 76 SP:Iteration 8Q (10250.629775 sec): 3 clusters Score: Raw -264816.635103 + Penalty 1524.723809 = -263291.911295 nChanged 69 SP:Iteration 9Q (10250.673826 sec): 3 clusters Score: Raw -264847.449249 + Penalty 1524.723809 = -263322.725440 nChanged 63 SP:Iteration 10Q (10250.717317 sec): 3 clusters Score: Raw -264874.239528 + Penalty 1524.723809 = -263349.515719 nChanged 68 SP:Iteration 11Q (10250.768223 sec): 3 clusters Score: Raw -264905.165536 + Penalty 1524.723809 = -263380.441728 nChanged 76 SP:Iteration 12Q (10250.812352 sec): 3 clusters Score: Raw -264933.530530 + Penalty 1524.723809 = -263408.806722 nChanged 58 SP:Iteration 13Q (10250.862856 sec): 3 clusters Score: Raw -264958.608381 + Penalty 1524.723809 = -263433.884573 nChanged 48 SP:Iteration 14Q (10250.916108 sec): 3 clusters Score: Raw -264979.255493 + Penalty 1524.723809 = -263454.531685 nChanged 50 SP:Iteration 15Q (10250.963587 sec): 3 clusters Score: Raw -264996.992175 + Penalty 1524.723809 = -263472.268366 nChanged 41 SP:Iteration 16Q (10251.001545 sec): 3 clusters Score: Raw -265014.375861 + Penalty 1524.723809 = -263489.652053 nChanged 46 SP:Iteration 17Q (10251.043896 sec): 3 clusters Score: Raw -265033.656510 + Penalty 1524.723809 = -263508.932701 nChanged 44 SP:Iteration 18Q (10251.088637 sec): 3 clusters Score: Raw -265048.332338 + Penalty 1524.723809 = -263523.608529 nChanged 34 SP:Iteration 19Q (10251.139406 sec): 3 clusters Score: Raw -265058.262268 + Penalty 1524.723809 = -263533.538460 nChanged 21 SP:Iteration 20F (10251.175005 sec): 3 clusters Score: Raw -265064.610316 + Penalty 1524.723809 = -263539.886508 nChanged 18 SP:Iteration 21Q (10251.215112 sec): 3 clusters Score: Raw -265068.910306 + Penalty 1524.723809 = -263544.186497 nChanged 23 SP:Iteration 22Q (10251.261003 sec): 3 clusters Score: Raw -265076.654404 + Penalty 1524.723809 = -263551.930595 nChanged 21 SP:Iteration 23Q (10251.305211 sec): 3 clusters Score: Raw -265087.627688 + Penalty 1524.723809 = -263562.903879 nChanged 25 SP:Iteration 24Q (10251.338071 sec): 3 clusters Score: Raw -265098.759103 + Penalty 1524.723809 = -263574.035294 nChanged 28 SP:Iteration 25Q (10251.389227 sec): 3 clusters Score: Raw -265108.942497 + Penalty 1524.723809 = -263584.218688 nChanged 23 SP:Iteration 26Q (10251.436328 sec): 3 clusters Score: Raw -265117.253819 + Penalty 1524.723809 = -263592.530010 nChanged 22 SP:Iteration 27Q (10251.478376 sec): 3 clusters Score: Raw -265124.859459 + Penalty 1524.723809 = -263600.135650 nChanged 29 SP:Iteration 28Q (10251.515012 sec): 3 clusters Score: Raw -265134.005362 + Penalty 1524.723809 = -263609.281553 nChanged 28 SP:Iteration 29Q (10251.571419 sec): 3 clusters Score: Raw -265144.524282 + Penalty 1524.723809 = -263619.800474 nChanged 30 SP:Iteration 30Q (10251.601919 sec): 3 clusters Score: Raw -265154.378944 + Penalty 1524.723809 = -263629.655135 nChanged 24 SP:Iteration 31Q (10251.644835 sec): 3 clusters Score: Raw -265163.513741 + Penalty 1524.723809 = -263638.789933 nChanged 19 SP:Iteration 32Q (10251.698834 sec): 3 clusters Score: Raw -265168.326669 + Penalty 1524.723809 = -263643.602860 nChanged 20 SP:Iteration 33Q (10251.750321 sec): 3 clusters Score: Raw -265173.257082 + Penalty 1524.723809 = -263648.533273 nChanged 20 SP:Iteration 34Q (10251.782788 sec): 3 clusters Score: Raw -265179.287233 + Penalty 1524.723809 = -263654.563424 nChanged 21 SP:Iteration 35Q (10251.831250 sec): 3 clusters Score: Raw -265185.663536 + Penalty 1524.723809 = -263660.939727 nChanged 21 SP:Iteration 36Q (10251.867341 sec): 3 clusters Score: Raw -265191.398498 + Penalty 1524.723809 = -263666.674690 nChanged 18 SP:Iteration 37Q (10251.908525 sec): 3 clusters Score: Raw -265197.013328 + Penalty 1524.723809 = -263672.289520 nChanged 13 SP:Iteration 38Q (10251.944964 sec): 3 clusters Score: Raw -265201.399466 + Penalty 1524.723809 = -263676.675658 nChanged 11 SP:Iteration 39Q (10251.993986 sec): 3 clusters Score: Raw -265204.911714 + Penalty 1524.723809 = -263680.187905 nChanged 16 SP:Iteration 40F (10252.036836 sec): 3 clusters Score: Raw -265210.856036 + Penalty 1524.723809 = -263686.132227 nChanged 17 SP:Iteration 41Q (10252.086352 sec): 3 clusters Score: Raw -265217.151680 + Penalty 1524.723809 = -263692.427872 nChanged 20 SP:Iteration 42Q (10252.126569 sec): 3 clusters Score: Raw -265225.718769 + Penalty 1524.723809 = -263700.994961 nChanged 29 SP:Iteration 43Q (10252.163806 sec): 3 clusters Score: Raw -265237.153098 + Penalty 1524.723809 = -263712.429289 nChanged 22 SP:Iteration 44Q (10252.216275 sec): 3 clusters Score: Raw -265245.815214 + Penalty 1524.723809 = -263721.091405 nChanged 18 SP:Iteration 45Q (10252.264861 sec): 3 clusters Score: Raw -265252.416627 + Penalty 1524.723809 = -263727.692818 nChanged 15 SP:Iteration 46Q (10252.302500 sec): 3 clusters Score: Raw -265258.027311 + Penalty 1524.723809 = -263733.303502 nChanged 20 SP:Iteration 47Q (10252.347734 sec): 3 clusters Score: Raw -265265.397987 + Penalty 1524.723809 = -263740.674179 nChanged 20 SP:Iteration 48Q (10252.392146 sec): 3 clusters Score: Raw -265271.232319 + Penalty 1524.723809 = -263746.508511 nChanged 18 SP:Iteration 49Q (10252.446951 sec): 3 clusters Score: Raw -265278.987187 + Penalty 1524.723809 = -263754.263379 nChanged 28 SP:Iteration 50Q (10252.494665 sec): 3 clusters Score: Raw -265288.338332 + Penalty 1524.723809 = -263763.614524 nChanged 29 SP:Iteration 51Q (10252.541937 sec): 3 clusters Score: Raw -265298.984509 + Penalty 1524.723809 = -263774.260701 nChanged 26 SP:Iteration 52Q (10252.586369 sec): 3 clusters Score: Raw -265312.290363 + Penalty 1524.723809 = -263787.566554 nChanged 25 SP:Iteration 53Q (10252.631579 sec): 3 clusters Score: Raw -265322.812501 + Penalty 1524.723809 = -263798.088693 nChanged 28 SP:Iteration 54Q (10252.672497 sec): 3 clusters Score: Raw -265332.376518 + Penalty 1524.723809 = -263807.652709 nChanged 19 SP:Iteration 55Q (10252.714009 sec): 3 clusters Score: Raw -265337.286314 + Penalty 1524.723809 = -263812.562506 nChanged 16 SP:Iteration 56Q (10252.765267 sec): 3 clusters Score: Raw -265341.064684 + Penalty 1524.723809 = -263816.340876 nChanged 14 SP:Iteration 57Q (10252.795784 sec): 3 clusters Score: Raw -265344.757267 + Penalty 1524.723809 = -263820.033459 nChanged 12 SP:Iteration 58Q (10252.845005 sec): 3 clusters Score: Raw -265347.841781 + Penalty 1524.723809 = -263823.117972 nChanged 11 SP:Iteration 59Q (10252.893314 sec): 3 clusters Score: Raw -265351.119679 + Penalty 1524.723809 = -263826.395870 nChanged 12 SP:Iteration 60F (10252.932871 sec): 3 clusters Score: Raw -265354.286168 + Penalty 1524.723809 = -263829.562359 nChanged 12 SP:Iteration 61Q (10252.974118 sec): 3 clusters Score: Raw -265357.397217 + Penalty 1524.723809 = -263832.673408 nChanged 9 SP:Iteration 62Q (10253.022612 sec): 3 clusters Score: Raw -265359.619987 + Penalty 1524.723809 = -263834.896178 nChanged 11 SP:Iteration 63Q (10253.077198 sec): 3 clusters Score: Raw -265363.567885 + Penalty 1524.723809 = -263838.844077 nChanged 6 SP:Iteration 64Q (10253.118306 sec): 3 clusters Score: Raw -265365.170730 + Penalty 1524.723809 = -263840.446921 nChanged 9 SP:Iteration 65Q (10253.172359 sec): 3 clusters Score: Raw -265367.553100 + Penalty 1524.723809 = -263842.829291 nChanged 8 SP:Iteration 66Q (10253.219118 sec): 3 clusters Score: Raw -265370.261755 + Penalty 1524.723809 = -263845.537947 nChanged 9 SP:Iteration 67Q (10253.276770 sec): 3 clusters Score: Raw -265372.065568 + Penalty 1524.723809 = -263847.341759 nChanged 6 SP:Iteration 68Q (10253.329389 sec): 3 clusters Score: Raw -265373.975699 + Penalty 1524.723809 = -263849.251890 nChanged 7 SP:Iteration 69Q (10253.368183 sec): 3 clusters Score: Raw -265375.297920 + Penalty 1524.723809 = -263850.574112 nChanged 8 SP:Iteration 70Q (10253.417929 sec): 3 clusters Score: Raw -265376.780295 + Penalty 1524.723809 = -263852.056486 nChanged 6 SP:Iteration 71Q (10253.467424 sec): 3 clusters Score: Raw -265377.846785 + Penalty 1524.723809 = -263853.122976 nChanged 7 SP:Iteration 72Q (10253.518558 sec): 3 clusters Score: Raw -265379.386109 + Penalty 1524.723809 = -263854.662301 nChanged 3 SP:Iteration 73Q (10253.567101 sec): 3 clusters Score: Raw -265380.165007 + Penalty 1524.723809 = -263855.441199 nChanged 7 SP:Iteration 74Q (10253.619280 sec): 3 clusters Score: Raw -265381.902719 + Penalty 1524.723809 = -263857.178911 nChanged 8 SP:Iteration 75Q (10253.670644 sec): 3 clusters Score: Raw -265383.257071 + Penalty 1524.723809 = -263858.533262 nChanged 3 SP:Iteration 76Q (10253.706670 sec): 3 clusters Score: Raw -265383.798891 + Penalty 1524.723809 = -263859.075083 nChanged 4 SP:Iteration 77Q (10253.756742 sec): 3 clusters Score: Raw -265385.180645 + Penalty 1524.723809 = -263860.456836 nChanged 6 SP:Iteration 78Q (10253.797558 sec): 3 clusters Score: Raw -265385.928787 + Penalty 1524.723809 = -263861.204979 nChanged 2 SP:Iteration 79Q (10253.848179 sec): 3 clusters Score: Raw -265386.166128 + Penalty 1524.723809 = -263861.442320 nChanged 1 SP:Iteration 80F (10253.903913 sec): 3 clusters Score: Raw -265386.362180 + Penalty 1524.723809 = -263861.638371 nChanged 0 Trying to split cluster 31 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10253.931478 sec): 2 clusters Score: Raw -178881.199241 + Penalty 720.360156 = -178160.839084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10253.976641 sec): 3 clusters Score: Raw -177943.072736 + Penalty 1440.720313 = -176502.352423 nChanged 771 SP:Iteration 1F (10254.022797 sec): 3 clusters Score: Raw -178440.795423 + Penalty 1440.720313 = -177000.075110 nChanged 167 SP:Iteration 2F (10254.067406 sec): 3 clusters Score: Raw -178565.550865 + Penalty 1440.720313 = -177124.830552 nChanged 126 SP:Iteration 3F (10254.118820 sec): 3 clusters Score: Raw -178651.355950 + Penalty 1440.720313 = -177210.635637 nChanged 96 SP:Iteration 4Q (10254.152036 sec): 3 clusters Score: Raw -178724.732086 + Penalty 1440.720313 = -177284.011773 nChanged 80 SP:Iteration 5Q (10254.206379 sec): 3 clusters Score: Raw -178775.943268 + Penalty 1440.720313 = -177335.222955 nChanged 64 SP:Iteration 6Q (10254.242766 sec): 3 clusters Score: Raw -178805.790678 + Penalty 1440.720313 = -177365.070366 nChanged 42 SP:Iteration 7Q (10254.289172 sec): 3 clusters Score: Raw -178831.665725 + Penalty 1440.720313 = -177390.945412 nChanged 43 SP:Iteration 8Q (10254.337663 sec): 3 clusters Score: Raw -178860.105095 + Penalty 1440.720313 = -177419.384782 nChanged 37 SP:Iteration 9Q (10254.394158 sec): 3 clusters Score: Raw -178881.994043 + Penalty 1440.720313 = -177441.273730 nChanged 28 SP:Iteration 10Q (10254.436105 sec): 3 clusters Score: Raw -178903.964988 + Penalty 1440.720313 = -177463.244675 nChanged 30 SP:Iteration 11Q (10254.476448 sec): 3 clusters Score: Raw -178918.379786 + Penalty 1440.720313 = -177477.659473 nChanged 20 SP:Iteration 12Q (10254.522568 sec): 3 clusters Score: Raw -178927.367570 + Penalty 1440.720313 = -177486.647257 nChanged 20 SP:Iteration 13Q (10254.570894 sec): 3 clusters Score: Raw -178935.297426 + Penalty 1440.720313 = -177494.577113 nChanged 14 SP:Iteration 14Q (10254.620129 sec): 3 clusters Score: Raw -178941.566484 + Penalty 1440.720313 = -177500.846171 nChanged 13 SP:Iteration 15Q (10254.673570 sec): 3 clusters Score: Raw -178946.501975 + Penalty 1440.720313 = -177505.781662 nChanged 6 SP:Iteration 16Q (10254.722352 sec): 3 clusters Score: Raw -178949.238822 + Penalty 1440.720313 = -177508.518509 nChanged 6 SP:Iteration 17Q (10254.759818 sec): 3 clusters Score: Raw -178951.685303 + Penalty 1440.720313 = -177510.964990 nChanged 4 SP:Iteration 18Q (10254.820023 sec): 3 clusters Score: Raw -178953.220115 + Penalty 1440.720313 = -177512.499802 nChanged 3 SP:Iteration 19Q (10254.868123 sec): 3 clusters Score: Raw -178954.285586 + Penalty 1440.720313 = -177513.565273 nChanged 1 SP:Iteration 20F (10254.900805 sec): 3 clusters Score: Raw -178954.441600 + Penalty 1440.720313 = -177513.721287 nChanged 0 Trying to split cluster 32 (175506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10255.128032 sec): 2 clusters Score: Raw -15075345.532688 + Penalty 1147.165708 = -15074198.366980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10255.412286 sec): 3 clusters Score: Raw -14957919.239436 + Penalty 2294.331417 = -14955624.908020 nChanged 85726 SP:Iteration 1F (10255.679419 sec): 3 clusters Score: Raw -15011030.912741 + Penalty 2294.331417 = -15008736.581325 nChanged 9586 SP:Iteration 2F (10255.949773 sec): 3 clusters Score: Raw -15015370.720295 + Penalty 2294.331417 = -15013076.388878 nChanged 11674 SP:Iteration 3F (10256.219415 sec): 3 clusters Score: Raw -15022363.574044 + Penalty 2294.331417 = -15020069.242627 nChanged 13508 SP:Iteration 4F (10256.485999 sec): 3 clusters Score: Raw -15032518.856282 + Penalty 2294.331417 = -15030224.524865 nChanged 14246 SP:Iteration 5F (10256.752216 sec): 3 clusters Score: Raw -15045039.894151 + Penalty 2294.331417 = -15042745.562734 nChanged 12660 SP:Iteration 6F (10257.029233 sec): 3 clusters Score: Raw -15056885.279176 + Penalty 2294.331417 = -15054590.947759 nChanged 9305 SP:Iteration 7F (10257.280898 sec): 3 clusters Score: Raw -15065552.496299 + Penalty 2294.331417 = -15063258.164882 nChanged 5828 SP:Iteration 8Q (10257.571268 sec): 3 clusters Score: Raw -15070732.758600 + Penalty 2294.331417 = -15068438.427183 nChanged 3177 SP:Iteration 9Q (10257.828259 sec): 3 clusters Score: Raw -15073331.863362 + Penalty 2294.331417 = -15071037.531945 nChanged 1526 SP:Iteration 10Q (10258.073842 sec): 3 clusters Score: Raw -15074481.548569 + Penalty 2294.331417 = -15072187.217152 nChanged 745 SP:Iteration 11Q (10258.302946 sec): 3 clusters Score: Raw -15075028.350154 + Penalty 2294.331417 = -15072734.018738 nChanged 331 SP:Iteration 12Q (10258.531705 sec): 3 clusters Score: Raw -15075269.783653 + Penalty 2294.331417 = -15072975.452236 nChanged 134 SP:Iteration 13Q (10258.751122 sec): 3 clusters Score: Raw -15075381.045652 + Penalty 2294.331417 = -15073086.714235 nChanged 74 SP:Iteration 14Q (10258.957881 sec): 3 clusters Score: Raw -15075433.171023 + Penalty 2294.331417 = -15073138.839606 nChanged 37 SP:Iteration 15Q (10259.193387 sec): 3 clusters Score: Raw -15075460.410838 + Penalty 2294.331417 = -15073166.079421 nChanged 32 SP:Iteration 16Q (10259.405040 sec): 3 clusters Score: Raw -15075483.181932 + Penalty 2294.331417 = -15073188.850516 nChanged 27 SP:Iteration 17Q (10259.656330 sec): 3 clusters Score: Raw -15075502.489831 + Penalty 2294.331417 = -15073208.158414 nChanged 22 SP:Iteration 18Q (10259.884589 sec): 3 clusters Score: Raw -15075518.648817 + Penalty 2294.331417 = -15073224.317400 nChanged 20 SP:Iteration 19Q (10260.109332 sec): 3 clusters Score: Raw -15075530.152416 + Penalty 2294.331417 = -15073235.820999 nChanged 13 SP:Iteration 20F (10260.372284 sec): 3 clusters Score: Raw -15075538.726421 + Penalty 2294.331417 = -15073244.395004 nChanged 11 SP:Iteration 21Q (10260.585187 sec): 3 clusters Score: Raw -15075546.495546 + Penalty 2294.331417 = -15073252.164129 nChanged 4 SP:Iteration 22Q (10260.816218 sec): 3 clusters Score: Raw -15075548.665442 + Penalty 2294.331417 = -15073254.334025 nChanged 6 SP:Iteration 23Q (10261.052843 sec): 3 clusters Score: Raw -15075555.380062 + Penalty 2294.331417 = -15073261.048645 nChanged 9 SP:Iteration 24Q (10261.289708 sec): 3 clusters Score: Raw -15075562.553012 + Penalty 2294.331417 = -15073268.221595 nChanged 8 SP:Iteration 25Q (10261.509956 sec): 3 clusters Score: Raw -15075569.636572 + Penalty 2294.331417 = -15073275.305155 nChanged 9 SP:Iteration 26Q (10261.735064 sec): 3 clusters Score: Raw -15075573.677886 + Penalty 2294.331417 = -15073279.346469 nChanged 4 SP:Iteration 27Q (10261.966140 sec): 3 clusters Score: Raw -15075575.986753 + Penalty 2294.331417 = -15073281.655337 nChanged 5 SP:Iteration 28Q (10262.194271 sec): 3 clusters Score: Raw -15075577.653942 + Penalty 2294.331417 = -15073283.322526 nChanged 1 SP:Iteration 29Q (10262.427404 sec): 3 clusters Score: Raw -15075578.068192 + Penalty 2294.331417 = -15073283.736775 nChanged 1 SP:Iteration 30Q (10262.656814 sec): 3 clusters Score: Raw -15075578.230575 + Penalty 2294.331417 = -15073283.899158 nChanged 0 SP:Iteration 31F (10262.934691 sec): 3 clusters Score: Raw -15075578.230575 + Penalty 2294.331417 = -15073283.899158 nChanged 0 Trying to split cluster 33 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10262.958756 sec): 2 clusters Score: Raw -15787.817339 + Penalty 525.672001 = -15262.145338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10263.011688 sec): 3 clusters Score: Raw -15852.983648 + Penalty 1051.344003 = -14801.639645 nChanged 59 SP:Iteration 1F (10263.043896 sec): 3 clusters Score: Raw -16025.996436 + Penalty 1051.344003 = -14974.652433 nChanged 22 SP:Iteration 2F (10263.090506 sec): 3 clusters Score: Raw -16137.886263 + Penalty 1051.344003 = -15086.542260 nChanged 9 SP:Iteration 3Q (10263.133289 sec): 3 clusters Score: Raw -16176.562619 + Penalty 1051.344003 = -15125.218616 nChanged 12 SP:Iteration 4Q (10263.176758 sec): 3 clusters Score: Raw -16216.878275 + Penalty 1051.344003 = -15165.534272 nChanged 8 SP:Iteration 5Q (10263.220782 sec): 3 clusters Score: Raw -16229.357494 + Penalty 1051.344003 = -15178.013491 nChanged 7 SP:Iteration 6Q (10263.264454 sec): 3 clusters Score: Raw -16239.887605 + Penalty 1051.344003 = -15188.543602 nChanged 3 SP:Iteration 7Q (10263.307507 sec): 3 clusters Score: Raw -16247.802684 + Penalty 1051.344003 = -15196.458682 nChanged 1 SP:Iteration 8Q (10263.349391 sec): 3 clusters Score: Raw -16249.510943 + Penalty 1051.344003 = -15198.166940 nChanged 1 SP:Iteration 9Q (10263.392017 sec): 3 clusters Score: Raw -16250.420193 + Penalty 1051.344003 = -15199.076190 nChanged 0 SP:Iteration 10F (10263.426409 sec): 3 clusters Score: Raw -16250.420193 + Penalty 1051.344003 = -15199.076190 nChanged 0 Trying to split cluster 34 (7734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10263.457059 sec): 2 clusters Score: Raw -637235.692804 + Penalty 850.571240 = -636385.121565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10263.515336 sec): 3 clusters Score: Raw -632743.120678 + Penalty 1701.142480 = -631041.978199 nChanged 3439 SP:Iteration 1F (10263.568130 sec): 3 clusters Score: Raw -634762.152001 + Penalty 1701.142480 = -633061.009521 nChanged 508 SP:Iteration 2F (10263.617847 sec): 3 clusters Score: Raw -635099.870366 + Penalty 1701.142480 = -633398.727887 nChanged 506 SP:Iteration 3F (10263.670442 sec): 3 clusters Score: Raw -635458.698013 + Penalty 1701.142480 = -633757.555533 nChanged 541 SP:Iteration 4F (10263.722067 sec): 3 clusters Score: Raw -635859.520180 + Penalty 1701.142480 = -634158.377701 nChanged 567 SP:Iteration 5F (10263.774936 sec): 3 clusters Score: Raw -636254.202793 + Penalty 1701.142480 = -634553.060314 nChanged 503 SP:Iteration 6F (10263.832280 sec): 3 clusters Score: Raw -636602.628868 + Penalty 1701.142480 = -634901.486388 nChanged 452 SP:Iteration 7F (10263.886831 sec): 3 clusters Score: Raw -636929.385434 + Penalty 1701.142480 = -635228.242954 nChanged 388 SP:Iteration 8F (10263.951667 sec): 3 clusters Score: Raw -637194.754236 + Penalty 1701.142480 = -635493.611756 nChanged 284 SP:Iteration 9Q (10264.005770 sec): 3 clusters Score: Raw -637391.946284 + Penalty 1701.142480 = -635690.803805 nChanged 224 SP:Iteration 10Q (10264.049808 sec): 3 clusters Score: Raw -637543.219297 + Penalty 1701.142480 = -635842.076818 nChanged 171 SP:Iteration 11Q (10264.101565 sec): 3 clusters Score: Raw -637642.480577 + Penalty 1701.142480 = -635941.338097 nChanged 115 SP:Iteration 12Q (10264.153111 sec): 3 clusters Score: Raw -637703.274909 + Penalty 1701.142480 = -636002.132429 nChanged 105 SP:Iteration 13Q (10264.205005 sec): 3 clusters Score: Raw -637762.360868 + Penalty 1701.142480 = -636061.218388 nChanged 77 SP:Iteration 14Q (10264.263106 sec): 3 clusters Score: Raw -637798.913663 + Penalty 1701.142480 = -636097.771183 nChanged 61 SP:Iteration 15Q (10264.304809 sec): 3 clusters Score: Raw -637831.053423 + Penalty 1701.142480 = -636129.910944 nChanged 55 SP:Iteration 16Q (10264.355177 sec): 3 clusters Score: Raw -637858.539669 + Penalty 1701.142480 = -636157.397189 nChanged 48 SP:Iteration 17Q (10264.409603 sec): 3 clusters Score: Raw -637881.257370 + Penalty 1701.142480 = -636180.114890 nChanged 48 SP:Iteration 18Q (10264.451214 sec): 3 clusters Score: Raw -637906.150542 + Penalty 1701.142480 = -636205.008062 nChanged 48 SP:Iteration 19Q (10264.503987 sec): 3 clusters Score: Raw -637926.015403 + Penalty 1701.142480 = -636224.872924 nChanged 32 SP:Iteration 20F (10264.562091 sec): 3 clusters Score: Raw -637938.275680 + Penalty 1701.142480 = -636237.133201 nChanged 19 SP:Iteration 21Q (10264.618094 sec): 3 clusters Score: Raw -637945.799291 + Penalty 1701.142480 = -636244.656812 nChanged 11 SP:Iteration 22Q (10264.675033 sec): 3 clusters Score: Raw -637947.689123 + Penalty 1701.142480 = -636246.546643 nChanged 9 SP:Iteration 23Q (10264.730978 sec): 3 clusters Score: Raw -637949.532206 + Penalty 1701.142480 = -636248.389726 nChanged 6 SP:Iteration 24Q (10264.795784 sec): 3 clusters Score: Raw -637950.330149 + Penalty 1701.142480 = -636249.187670 nChanged 6 SP:Iteration 25Q (10264.838697 sec): 3 clusters Score: Raw -637951.491540 + Penalty 1701.142480 = -636250.349060 nChanged 5 SP:Iteration 26Q (10264.890853 sec): 3 clusters Score: Raw -637951.972261 + Penalty 1701.142480 = -636250.829781 nChanged 2 SP:Iteration 27Q (10264.937958 sec): 3 clusters Score: Raw -637952.220151 + Penalty 1701.142480 = -636251.077671 nChanged 5 SP:Iteration 28Q (10264.993777 sec): 3 clusters Score: Raw -637953.350637 + Penalty 1701.142480 = -636252.208157 nChanged 7 SP:Iteration 29Q (10265.045810 sec): 3 clusters Score: Raw -637954.904850 + Penalty 1701.142480 = -636253.762371 nChanged 3 SP:Iteration 30Q (10265.107970 sec): 3 clusters Score: Raw -637955.147419 + Penalty 1701.142480 = -636254.004939 nChanged 3 SP:Iteration 31Q (10265.152997 sec): 3 clusters Score: Raw -637955.506804 + Penalty 1701.142480 = -636254.364325 nChanged 5 SP:Iteration 32Q (10265.217278 sec): 3 clusters Score: Raw -637956.139940 + Penalty 1701.142480 = -636254.997460 nChanged 2 SP:Iteration 33Q (10265.268791 sec): 3 clusters Score: Raw -637957.095573 + Penalty 1701.142480 = -636255.953093 nChanged 2 SP:Iteration 34Q (10265.323543 sec): 3 clusters Score: Raw -637957.541955 + Penalty 1701.142480 = -636256.399475 nChanged 2 SP:Iteration 35Q (10265.377854 sec): 3 clusters Score: Raw -637957.819687 + Penalty 1701.142480 = -636256.677207 nChanged 2 SP:Iteration 36Q (10265.437157 sec): 3 clusters Score: Raw -637957.967525 + Penalty 1701.142480 = -636256.825045 nChanged 0 SP:Iteration 37F (10265.492245 sec): 3 clusters Score: Raw -637957.967525 + Penalty 1701.142480 = -636256.825045 nChanged 0 Trying to split cluster 35 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10265.517334 sec): 2 clusters Score: Raw -7552.208770 + Penalty 450.768552 = -7101.440218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10265.560698 sec): 3 clusters Score: Raw -7656.969012 + Penalty 901.537104 = -6755.431908 nChanged 16 SP:Iteration 1F (10265.607919 sec): 3 clusters Score: Raw -7696.897322 + Penalty 901.537104 = -6795.360217 nChanged 2 SP:Iteration 2Q (10265.640955 sec): 3 clusters Score: Raw -7699.869234 + Penalty 901.537104 = -6798.332129 nChanged 3 SP:Iteration 3Q (10265.693504 sec): 3 clusters Score: Raw -7706.829121 + Penalty 901.537104 = -6805.292016 nChanged 2 SP:Iteration 4Q (10265.741908 sec): 3 clusters Score: Raw -7715.284511 + Penalty 901.537104 = -6813.747406 nChanged 0 SP:Iteration 5F (10265.784997 sec): 3 clusters Score: Raw -7715.284511 + Penalty 901.537104 = -6813.747406 nChanged 0 Trying to split cluster 36 (8544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10265.824847 sec): 2 clusters Score: Raw -715304.667989 + Penalty 860.033533 = -714444.634456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10265.879147 sec): 3 clusters Score: Raw -710368.858573 + Penalty 1720.067067 = -708648.791507 nChanged 3781 SP:Iteration 1F (10265.940162 sec): 3 clusters Score: Raw -712438.098101 + Penalty 1720.067067 = -710718.031034 nChanged 439 SP:Iteration 2F (10265.995192 sec): 3 clusters Score: Raw -712590.640356 + Penalty 1720.067067 = -710870.573290 nChanged 373 SP:Iteration 3Q (10266.048439 sec): 3 clusters Score: Raw -712720.914364 + Penalty 1720.067067 = -711000.847297 nChanged 363 SP:Iteration 4Q (10266.111475 sec): 3 clusters Score: Raw -712872.390156 + Penalty 1720.067067 = -711152.323089 nChanged 397 SP:Iteration 5Q (10266.155140 sec): 3 clusters Score: Raw -713073.059713 + Penalty 1720.067067 = -711352.992646 nChanged 441 SP:Iteration 6F (10266.216924 sec): 3 clusters Score: Raw -713313.235132 + Penalty 1720.067067 = -711593.168065 nChanged 481 SP:Iteration 7F (10266.269929 sec): 3 clusters Score: Raw -713594.643590 + Penalty 1720.067067 = -711874.576523 nChanged 478 SP:Iteration 8F (10266.328729 sec): 3 clusters Score: Raw -713907.196839 + Penalty 1720.067067 = -712187.129772 nChanged 442 SP:Iteration 9F (10266.381445 sec): 3 clusters Score: Raw -714203.814586 + Penalty 1720.067067 = -712483.747519 nChanged 370 SP:Iteration 10Q (10266.439773 sec): 3 clusters Score: Raw -714487.399112 + Penalty 1720.067067 = -712767.332045 nChanged 324 SP:Iteration 11Q (10266.500530 sec): 3 clusters Score: Raw -714746.366637 + Penalty 1720.067067 = -713026.299571 nChanged 263 SP:Iteration 12Q (10266.547632 sec): 3 clusters Score: Raw -714964.984636 + Penalty 1720.067067 = -713244.917569 nChanged 178 SP:Iteration 13Q (10266.614274 sec): 3 clusters Score: Raw -715097.377649 + Penalty 1720.067067 = -713377.310583 nChanged 123 SP:Iteration 14Q (10266.671580 sec): 3 clusters Score: Raw -715186.690539 + Penalty 1720.067067 = -713466.623472 nChanged 95 SP:Iteration 15Q (10266.732748 sec): 3 clusters Score: Raw -715254.934772 + Penalty 1720.067067 = -713534.867706 nChanged 79 SP:Iteration 16Q (10266.789890 sec): 3 clusters Score: Raw -715305.920963 + Penalty 1720.067067 = -713585.853897 nChanged 56 SP:Iteration 17Q (10266.832376 sec): 3 clusters Score: Raw -715342.421335 + Penalty 1720.067067 = -713622.354269 nChanged 37 SP:Iteration 18Q (10266.900318 sec): 3 clusters Score: Raw -715367.628806 + Penalty 1720.067067 = -713647.561740 nChanged 34 SP:Iteration 19Q (10266.950375 sec): 3 clusters Score: Raw -715383.919779 + Penalty 1720.067067 = -713663.852712 nChanged 29 SP:Iteration 20F (10267.003191 sec): 3 clusters Score: Raw -715397.395449 + Penalty 1720.067067 = -713677.328382 nChanged 17 SP:Iteration 21Q (10267.061836 sec): 3 clusters Score: Raw -715408.570747 + Penalty 1720.067067 = -713688.503680 nChanged 20 SP:Iteration 22Q (10267.106226 sec): 3 clusters Score: Raw -715417.971766 + Penalty 1720.067067 = -713697.904700 nChanged 24 SP:Iteration 23Q (10267.165548 sec): 3 clusters Score: Raw -715431.579476 + Penalty 1720.067067 = -713711.512409 nChanged 19 SP:Iteration 24Q (10267.224731 sec): 3 clusters Score: Raw -715436.981100 + Penalty 1720.067067 = -713716.914034 nChanged 8 SP:Iteration 25Q (10267.266890 sec): 3 clusters Score: Raw -715438.917706 + Penalty 1720.067067 = -713718.850639 nChanged 8 SP:Iteration 26Q (10267.321135 sec): 3 clusters Score: Raw -715441.787626 + Penalty 1720.067067 = -713721.720560 nChanged 5 SP:Iteration 27Q (10267.376218 sec): 3 clusters Score: Raw -715443.295956 + Penalty 1720.067067 = -713723.228890 nChanged 7 SP:Iteration 28Q (10267.429463 sec): 3 clusters Score: Raw -715445.012281 + Penalty 1720.067067 = -713724.945214 nChanged 9 SP:Iteration 29Q (10267.486327 sec): 3 clusters Score: Raw -715447.739774 + Penalty 1720.067067 = -713727.672707 nChanged 3 SP:Iteration 30Q (10267.545053 sec): 3 clusters Score: Raw -715448.611847 + Penalty 1720.067067 = -713728.544781 nChanged 0 SP:Iteration 31F (10267.603299 sec): 3 clusters Score: Raw -715448.611847 + Penalty 1720.067067 = -713728.544781 nChanged 0 Trying to split cluster 37 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10267.647957 sec): 2 clusters Score: Raw -1393922.175603 + Penalty 919.692037 = -1393002.483567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10267.704043 sec): 3 clusters Score: Raw -1384020.518398 + Penalty 1839.384073 = -1382181.134325 nChanged 7372 SP:Iteration 1F (10267.779636 sec): 3 clusters Score: Raw -1388080.524600 + Penalty 1839.384073 = -1386241.140527 nChanged 819 SP:Iteration 2F (10267.842117 sec): 3 clusters Score: Raw -1388467.834854 + Penalty 1839.384073 = -1386628.450781 nChanged 902 SP:Iteration 3F (10267.905639 sec): 3 clusters Score: Raw -1388932.424587 + Penalty 1839.384073 = -1387093.040514 nChanged 927 SP:Iteration 4F (10267.968565 sec): 3 clusters Score: Raw -1389466.505002 + Penalty 1839.384073 = -1387627.120929 nChanged 952 SP:Iteration 5F (10268.023500 sec): 3 clusters Score: Raw -1390129.290221 + Penalty 1839.384073 = -1388289.906148 nChanged 1025 SP:Iteration 6F (10268.091269 sec): 3 clusters Score: Raw -1390894.203953 + Penalty 1839.384073 = -1389054.819880 nChanged 999 SP:Iteration 7F (10268.162852 sec): 3 clusters Score: Raw -1391693.677248 + Penalty 1839.384073 = -1389854.293175 nChanged 893 SP:Iteration 8F (10268.230088 sec): 3 clusters Score: Raw -1392360.927246 + Penalty 1839.384073 = -1390521.543173 nChanged 639 SP:Iteration 9Q (10268.296523 sec): 3 clusters Score: Raw -1392764.122100 + Penalty 1839.384073 = -1390924.738027 nChanged 461 SP:Iteration 10Q (10268.361186 sec): 3 clusters Score: Raw -1393006.969426 + Penalty 1839.384073 = -1391167.585353 nChanged 365 SP:Iteration 11Q (10268.431005 sec): 3 clusters Score: Raw -1393185.379063 + Penalty 1839.384073 = -1391345.994990 nChanged 310 SP:Iteration 12Q (10268.485433 sec): 3 clusters Score: Raw -1393344.147001 + Penalty 1839.384073 = -1391504.762928 nChanged 301 SP:Iteration 13Q (10268.561385 sec): 3 clusters Score: Raw -1393493.109814 + Penalty 1839.384073 = -1391653.725741 nChanged 269 SP:Iteration 14Q (10268.622555 sec): 3 clusters Score: Raw -1393610.263442 + Penalty 1839.384073 = -1391770.879369 nChanged 250 SP:Iteration 15Q (10268.690782 sec): 3 clusters Score: Raw -1393711.537971 + Penalty 1839.384073 = -1391872.153898 nChanged 202 SP:Iteration 16Q (10268.746953 sec): 3 clusters Score: Raw -1393804.895533 + Penalty 1839.384073 = -1391965.511460 nChanged 206 SP:Iteration 17Q (10268.815104 sec): 3 clusters Score: Raw -1393900.196964 + Penalty 1839.384073 = -1392060.812891 nChanged 188 SP:Iteration 18Q (10268.870636 sec): 3 clusters Score: Raw -1393972.388677 + Penalty 1839.384073 = -1392133.004603 nChanged 165 SP:Iteration 19Q (10268.939989 sec): 3 clusters Score: Raw -1394026.643929 + Penalty 1839.384073 = -1392187.259856 nChanged 146 SP:Iteration 20F (10269.005725 sec): 3 clusters Score: Raw -1394072.589436 + Penalty 1839.384073 = -1392233.205363 nChanged 139 SP:Iteration 21Q (10269.073467 sec): 3 clusters Score: Raw -1394116.284152 + Penalty 1839.384073 = -1392276.900079 nChanged 146 SP:Iteration 22Q (10269.121155 sec): 3 clusters Score: Raw -1394163.389205 + Penalty 1839.384073 = -1392324.005131 nChanged 117 SP:Iteration 23Q (10269.186937 sec): 3 clusters Score: Raw -1394195.793883 + Penalty 1839.384073 = -1392356.409810 nChanged 94 SP:Iteration 24Q (10269.245412 sec): 3 clusters Score: Raw -1394218.588544 + Penalty 1839.384073 = -1392379.204471 nChanged 70 SP:Iteration 25Q (10269.314086 sec): 3 clusters Score: Raw -1394233.506757 + Penalty 1839.384073 = -1392394.122684 nChanged 56 SP:Iteration 26Q (10269.366258 sec): 3 clusters Score: Raw -1394244.691981 + Penalty 1839.384073 = -1392405.307908 nChanged 56 SP:Iteration 27Q (10269.437478 sec): 3 clusters Score: Raw -1394255.077931 + Penalty 1839.384073 = -1392415.693858 nChanged 57 SP:Iteration 28Q (10269.493548 sec): 3 clusters Score: Raw -1394266.290762 + Penalty 1839.384073 = -1392426.906689 nChanged 57 SP:Iteration 29Q (10269.559208 sec): 3 clusters Score: Raw -1394277.544308 + Penalty 1839.384073 = -1392438.160235 nChanged 42 SP:Iteration 30Q (10269.614071 sec): 3 clusters Score: Raw -1394283.795873 + Penalty 1839.384073 = -1392444.411799 nChanged 31 SP:Iteration 31Q (10269.676790 sec): 3 clusters Score: Raw -1394288.214114 + Penalty 1839.384073 = -1392448.830041 nChanged 19 SP:Iteration 32Q (10269.741649 sec): 3 clusters Score: Raw -1394290.073958 + Penalty 1839.384073 = -1392450.689884 nChanged 19 SP:Iteration 33Q (10269.797937 sec): 3 clusters Score: Raw -1394292.686985 + Penalty 1839.384073 = -1392453.302912 nChanged 24 SP:Iteration 34Q (10269.868823 sec): 3 clusters Score: Raw -1394296.633982 + Penalty 1839.384073 = -1392457.249909 nChanged 27 SP:Iteration 35Q (10269.934405 sec): 3 clusters Score: Raw -1394300.571138 + Penalty 1839.384073 = -1392461.187064 nChanged 32 SP:Iteration 36Q (10269.987289 sec): 3 clusters Score: Raw -1394305.801067 + Penalty 1839.384073 = -1392466.416993 nChanged 35 SP:Iteration 37Q (10270.048171 sec): 3 clusters Score: Raw -1394311.386009 + Penalty 1839.384073 = -1392472.001936 nChanged 40 SP:Iteration 38Q (10270.109109 sec): 3 clusters Score: Raw -1394317.161361 + Penalty 1839.384073 = -1392477.777288 nChanged 39 SP:Iteration 39Q (10270.175284 sec): 3 clusters Score: Raw -1394322.744687 + Penalty 1839.384073 = -1392483.360613 nChanged 35 SP:Iteration 40F (10270.238052 sec): 3 clusters Score: Raw -1394327.537561 + Penalty 1839.384073 = -1392488.153488 nChanged 22 SP:Iteration 41Q (10270.289228 sec): 3 clusters Score: Raw -1394331.491700 + Penalty 1839.384073 = -1392492.107627 nChanged 33 SP:Iteration 42Q (10270.352497 sec): 3 clusters Score: Raw -1394337.556183 + Penalty 1839.384073 = -1392498.172110 nChanged 31 SP:Iteration 43Q (10270.412644 sec): 3 clusters Score: Raw -1394344.409678 + Penalty 1839.384073 = -1392505.025605 nChanged 31 SP:Iteration 44Q (10270.478025 sec): 3 clusters Score: Raw -1394350.957817 + Penalty 1839.384073 = -1392511.573744 nChanged 35 SP:Iteration 45Q (10270.542633 sec): 3 clusters Score: Raw -1394358.204353 + Penalty 1839.384073 = -1392518.820280 nChanged 36 SP:Iteration 46Q (10270.595692 sec): 3 clusters Score: Raw -1394363.587347 + Penalty 1839.384073 = -1392524.203274 nChanged 24 SP:Iteration 47Q (10270.665847 sec): 3 clusters Score: Raw -1394366.878154 + Penalty 1839.384073 = -1392527.494081 nChanged 23 SP:Iteration 48Q (10270.720480 sec): 3 clusters Score: Raw -1394370.388540 + Penalty 1839.384073 = -1392531.004467 nChanged 18 SP:Iteration 49Q (10270.787486 sec): 3 clusters Score: Raw -1394373.147038 + Penalty 1839.384073 = -1392533.762965 nChanged 17 SP:Iteration 50Q (10270.850836 sec): 3 clusters Score: Raw -1394375.653462 + Penalty 1839.384073 = -1392536.269388 nChanged 20 SP:Iteration 51Q (10270.908885 sec): 3 clusters Score: Raw -1394378.753317 + Penalty 1839.384073 = -1392539.369244 nChanged 22 SP:Iteration 52Q (10270.968689 sec): 3 clusters Score: Raw -1394381.456439 + Penalty 1839.384073 = -1392542.072366 nChanged 17 SP:Iteration 53Q (10271.037537 sec): 3 clusters Score: Raw -1394383.997255 + Penalty 1839.384073 = -1392544.613182 nChanged 16 SP:Iteration 54Q (10271.094972 sec): 3 clusters Score: Raw -1394386.266220 + Penalty 1839.384073 = -1392546.882147 nChanged 14 SP:Iteration 55Q (10271.159477 sec): 3 clusters Score: Raw -1394387.854431 + Penalty 1839.384073 = -1392548.470358 nChanged 12 SP:Iteration 56Q (10271.213978 sec): 3 clusters Score: Raw -1394389.327801 + Penalty 1839.384073 = -1392549.943728 nChanged 15 SP:Iteration 57Q (10271.271735 sec): 3 clusters Score: Raw -1394391.173423 + Penalty 1839.384073 = -1392551.789350 nChanged 13 SP:Iteration 58Q (10271.340453 sec): 3 clusters Score: Raw -1394392.525283 + Penalty 1839.384073 = -1392553.141210 nChanged 8 SP:Iteration 59Q (10271.396716 sec): 3 clusters Score: Raw -1394393.495791 + Penalty 1839.384073 = -1392554.111718 nChanged 11 SP:Iteration 60F (10271.462337 sec): 3 clusters Score: Raw -1394395.221985 + Penalty 1839.384073 = -1392555.837912 nChanged 15 SP:Iteration 61Q (10271.534310 sec): 3 clusters Score: Raw -1394397.556475 + Penalty 1839.384073 = -1392558.172402 nChanged 14 SP:Iteration 62Q (10271.590400 sec): 3 clusters Score: Raw -1394399.770381 + Penalty 1839.384073 = -1392560.386308 nChanged 18 SP:Iteration 63Q (10271.663657 sec): 3 clusters Score: Raw -1394403.074205 + Penalty 1839.384073 = -1392563.690132 nChanged 21 SP:Iteration 64Q (10271.716470 sec): 3 clusters Score: Raw -1394407.294852 + Penalty 1839.384073 = -1392567.910779 nChanged 20 SP:Iteration 65Q (10271.792986 sec): 3 clusters Score: Raw -1394409.955898 + Penalty 1839.384073 = -1392570.571825 nChanged 17 SP:Iteration 66Q (10271.857746 sec): 3 clusters Score: Raw -1394412.168477 + Penalty 1839.384073 = -1392572.784404 nChanged 16 SP:Iteration 67Q (10271.914665 sec): 3 clusters Score: Raw -1394414.041387 + Penalty 1839.384073 = -1392574.657314 nChanged 12 SP:Iteration 68Q (10271.984515 sec): 3 clusters Score: Raw -1394415.722610 + Penalty 1839.384073 = -1392576.338537 nChanged 13 SP:Iteration 69Q (10272.040704 sec): 3 clusters Score: Raw -1394417.674363 + Penalty 1839.384073 = -1392578.290290 nChanged 16 SP:Iteration 70Q (10272.107862 sec): 3 clusters Score: Raw -1394420.112215 + Penalty 1839.384073 = -1392580.728141 nChanged 13 SP:Iteration 71Q (10272.165430 sec): 3 clusters Score: Raw -1394422.489813 + Penalty 1839.384073 = -1392583.105739 nChanged 13 SP:Iteration 72Q (10272.231941 sec): 3 clusters Score: Raw -1394424.520686 + Penalty 1839.384073 = -1392585.136613 nChanged 10 SP:Iteration 73Q (10272.295634 sec): 3 clusters Score: Raw -1394426.534228 + Penalty 1839.384073 = -1392587.150155 nChanged 12 SP:Iteration 74Q (10272.352713 sec): 3 clusters Score: Raw -1394428.388554 + Penalty 1839.384073 = -1392589.004481 nChanged 9 SP:Iteration 75Q (10272.421800 sec): 3 clusters Score: Raw -1394429.677073 + Penalty 1839.384073 = -1392590.293000 nChanged 5 SP:Iteration 76Q (10272.490329 sec): 3 clusters Score: Raw -1394430.168295 + Penalty 1839.384073 = -1392590.784222 nChanged 3 SP:Iteration 77Q (10272.556570 sec): 3 clusters Score: Raw -1394430.621993 + Penalty 1839.384073 = -1392591.237920 nChanged 7 SP:Iteration 78Q (10272.620796 sec): 3 clusters Score: Raw -1394432.201169 + Penalty 1839.384073 = -1392592.817096 nChanged 6 SP:Iteration 79Q (10272.683443 sec): 3 clusters Score: Raw -1394433.209034 + Penalty 1839.384073 = -1392593.824961 nChanged 8 SP:Iteration 80F (10272.747695 sec): 3 clusters Score: Raw -1394434.227844 + Penalty 1839.384073 = -1392594.843771 nChanged 8 SP:Iteration 81Q (10272.809104 sec): 3 clusters Score: Raw -1394436.174941 + Penalty 1839.384073 = -1392596.790868 nChanged 13 SP:Iteration 82Q (10272.874526 sec): 3 clusters Score: Raw -1394438.347613 + Penalty 1839.384073 = -1392598.963540 nChanged 8 SP:Iteration 83Q (10272.939653 sec): 3 clusters Score: Raw -1394439.390419 + Penalty 1839.384073 = -1392600.006345 nChanged 4 SP:Iteration 84Q (10273.004522 sec): 3 clusters Score: Raw -1394439.916261 + Penalty 1839.384073 = -1392600.532188 nChanged 4 SP:Iteration 85Q (10273.067403 sec): 3 clusters Score: Raw -1394440.431170 + Penalty 1839.384073 = -1392601.047097 nChanged 4 SP:Iteration 86Q (10273.132775 sec): 3 clusters Score: Raw -1394440.862311 + Penalty 1839.384073 = -1392601.478238 nChanged 6 SP:Iteration 87Q (10273.194034 sec): 3 clusters Score: Raw -1394441.911075 + Penalty 1839.384073 = -1392602.527002 nChanged 7 SP:Iteration 88Q (10273.250055 sec): 3 clusters Score: Raw -1394443.553846 + Penalty 1839.384073 = -1392604.169773 nChanged 6 SP:Iteration 89Q (10273.316070 sec): 3 clusters Score: Raw -1394444.969868 + Penalty 1839.384073 = -1392605.585795 nChanged 9 SP:Iteration 90Q (10273.386906 sec): 3 clusters Score: Raw -1394446.335117 + Penalty 1839.384073 = -1392606.951044 nChanged 9 SP:Iteration 91Q (10273.440749 sec): 3 clusters Score: Raw -1394447.361917 + Penalty 1839.384073 = -1392607.977844 nChanged 4 SP:Iteration 92Q (10273.510782 sec): 3 clusters Score: Raw -1394448.033922 + Penalty 1839.384073 = -1392608.649849 nChanged 2 SP:Iteration 93Q (10273.574507 sec): 3 clusters Score: Raw -1394448.391771 + Penalty 1839.384073 = -1392609.007698 nChanged 7 SP:Iteration 94Q (10273.638635 sec): 3 clusters Score: Raw -1394449.807942 + Penalty 1839.384073 = -1392610.423868 nChanged 11 SP:Iteration 95Q (10273.706348 sec): 3 clusters Score: Raw -1394451.911527 + Penalty 1839.384073 = -1392612.527454 nChanged 11 SP:Iteration 96Q (10273.770589 sec): 3 clusters Score: Raw -1394453.672261 + Penalty 1839.384073 = -1392614.288188 nChanged 12 SP:Iteration 97Q (10273.825167 sec): 3 clusters Score: Raw -1394455.242934 + Penalty 1839.384073 = -1392615.858861 nChanged 8 SP:Iteration 98Q (10273.898728 sec): 3 clusters Score: Raw -1394456.442105 + Penalty 1839.384073 = -1392617.058032 nChanged 10 SP:Iteration 99Q (10273.964563 sec): 3 clusters Score: Raw -1394457.865447 + Penalty 1839.384073 = -1392618.481373 nChanged 7 SP:Iteration 100F (10274.033040 sec): 3 clusters Score: Raw -1394458.947425 + Penalty 1839.384073 = -1392619.563352 nChanged 5 SP:Iteration 101Q (10274.081786 sec): 3 clusters Score: Raw -1394459.607376 + Penalty 1839.384073 = -1392620.223303 nChanged 3 SP:Iteration 102Q (10274.151152 sec): 3 clusters Score: Raw -1394459.872470 + Penalty 1839.384073 = -1392620.488397 nChanged 3 SP:Iteration 103Q (10274.212974 sec): 3 clusters Score: Raw -1394460.185368 + Penalty 1839.384073 = -1392620.801295 nChanged 2 SP:Iteration 104Q (10274.281054 sec): 3 clusters Score: Raw -1394460.419376 + Penalty 1839.384073 = -1392621.035303 nChanged 1 SP:Iteration 105Q (10274.346530 sec): 3 clusters Score: Raw -1394460.552499 + Penalty 1839.384073 = -1392621.168426 nChanged 1 SP:Iteration 106Q (10274.400209 sec): 3 clusters Score: Raw -1394460.608054 + Penalty 1839.384073 = -1392621.223981 nChanged 0 SP:Iteration 107F (10274.463759 sec): 3 clusters Score: Raw -1394460.608054 + Penalty 1839.384073 = -1392621.223981 nChanged 0 Trying to split cluster 38 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10274.502008 sec): 2 clusters Score: Raw -237697.982516 + Penalty 747.302198 = -236950.680318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10274.546910 sec): 3 clusters Score: Raw -236383.018552 + Penalty 1494.604395 = -234888.414157 nChanged 1075 SP:Iteration 1F (10274.591757 sec): 3 clusters Score: Raw -237092.330635 + Penalty 1494.604395 = -235597.726239 nChanged 236 SP:Iteration 2F (10274.638507 sec): 3 clusters Score: Raw -237287.052462 + Penalty 1494.604395 = -235792.448067 nChanged 196 SP:Iteration 3F (10274.683959 sec): 3 clusters Score: Raw -237433.214814 + Penalty 1494.604395 = -235938.610418 nChanged 142 SP:Iteration 4F (10274.720824 sec): 3 clusters Score: Raw -237525.960645 + Penalty 1494.604395 = -236031.356249 nChanged 104 SP:Iteration 5Q (10274.783088 sec): 3 clusters Score: Raw -237592.495107 + Penalty 1494.604395 = -236097.890712 nChanged 88 SP:Iteration 6Q (10274.834469 sec): 3 clusters Score: Raw -237655.513189 + Penalty 1494.604395 = -236160.908794 nChanged 74 SP:Iteration 7Q (10274.882968 sec): 3 clusters Score: Raw -237712.282970 + Penalty 1494.604395 = -236217.678575 nChanged 68 SP:Iteration 8Q (10274.924275 sec): 3 clusters Score: Raw -237769.742799 + Penalty 1494.604395 = -236275.138404 nChanged 56 SP:Iteration 9Q (10274.976610 sec): 3 clusters Score: Raw -237817.179595 + Penalty 1494.604395 = -236322.575200 nChanged 50 SP:Iteration 10Q (10275.020195 sec): 3 clusters Score: Raw -237847.632275 + Penalty 1494.604395 = -236353.027879 nChanged 41 SP:Iteration 11Q (10275.073292 sec): 3 clusters Score: Raw -237876.272821 + Penalty 1494.604395 = -236381.668426 nChanged 31 SP:Iteration 12Q (10275.119651 sec): 3 clusters Score: Raw -237893.834815 + Penalty 1494.604395 = -236399.230420 nChanged 29 SP:Iteration 13Q (10275.169720 sec): 3 clusters Score: Raw -237908.502570 + Penalty 1494.604395 = -236413.898175 nChanged 24 SP:Iteration 14Q (10275.215906 sec): 3 clusters Score: Raw -237917.481043 + Penalty 1494.604395 = -236422.876648 nChanged 18 SP:Iteration 15Q (10275.264358 sec): 3 clusters Score: Raw -237924.939498 + Penalty 1494.604395 = -236430.335103 nChanged 17 SP:Iteration 16Q (10275.304492 sec): 3 clusters Score: Raw -237933.630800 + Penalty 1494.604395 = -236439.026405 nChanged 13 SP:Iteration 17Q (10275.350511 sec): 3 clusters Score: Raw -237940.387170 + Penalty 1494.604395 = -236445.782775 nChanged 9 SP:Iteration 18Q (10275.398938 sec): 3 clusters Score: Raw -237944.830115 + Penalty 1494.604395 = -236450.225719 nChanged 12 SP:Iteration 19Q (10275.453528 sec): 3 clusters Score: Raw -237950.611495 + Penalty 1494.604395 = -236456.007100 nChanged 13 SP:Iteration 20F (10275.508442 sec): 3 clusters Score: Raw -237955.705212 + Penalty 1494.604395 = -236461.100816 nChanged 9 SP:Iteration 21Q (10275.561834 sec): 3 clusters Score: Raw -237959.458665 + Penalty 1494.604395 = -236464.854269 nChanged 10 SP:Iteration 22Q (10275.602473 sec): 3 clusters Score: Raw -237965.225429 + Penalty 1494.604395 = -236470.621034 nChanged 12 SP:Iteration 23Q (10275.661061 sec): 3 clusters Score: Raw -237971.564722 + Penalty 1494.604395 = -236476.960326 nChanged 15 SP:Iteration 24Q (10275.699024 sec): 3 clusters Score: Raw -237977.389129 + Penalty 1494.604395 = -236482.784734 nChanged 13 SP:Iteration 25Q (10275.752214 sec): 3 clusters Score: Raw -237981.312715 + Penalty 1494.604395 = -236486.708319 nChanged 6 SP:Iteration 26Q (10275.803037 sec): 3 clusters Score: Raw -237982.810716 + Penalty 1494.604395 = -236488.206321 nChanged 6 SP:Iteration 27Q (10275.858007 sec): 3 clusters Score: Raw -237985.575098 + Penalty 1494.604395 = -236490.970703 nChanged 8 SP:Iteration 28Q (10275.901001 sec): 3 clusters Score: Raw -237987.935125 + Penalty 1494.604395 = -236493.330730 nChanged 7 SP:Iteration 29Q (10275.939553 sec): 3 clusters Score: Raw -237989.935337 + Penalty 1494.604395 = -236495.330941 nChanged 7 SP:Iteration 30Q (10275.999717 sec): 3 clusters Score: Raw -237992.031820 + Penalty 1494.604395 = -236497.427424 nChanged 11 SP:Iteration 31Q (10276.040534 sec): 3 clusters Score: Raw -237998.089448 + Penalty 1494.604395 = -236503.485052 nChanged 12 SP:Iteration 32Q (10276.084303 sec): 3 clusters Score: Raw -238003.832689 + Penalty 1494.604395 = -236509.228293 nChanged 13 SP:Iteration 33Q (10276.137512 sec): 3 clusters Score: Raw -238013.175119 + Penalty 1494.604395 = -236518.570723 nChanged 15 SP:Iteration 34Q (10276.182955 sec): 3 clusters Score: Raw -238021.558589 + Penalty 1494.604395 = -236526.954194 nChanged 15 SP:Iteration 35Q (10276.226920 sec): 3 clusters Score: Raw -238027.291136 + Penalty 1494.604395 = -236532.686741 nChanged 8 SP:Iteration 36Q (10276.274094 sec): 3 clusters Score: Raw -238031.092146 + Penalty 1494.604395 = -236536.487750 nChanged 9 SP:Iteration 37Q (10276.310724 sec): 3 clusters Score: Raw -238034.002554 + Penalty 1494.604395 = -236539.398158 nChanged 4 SP:Iteration 38Q (10276.355158 sec): 3 clusters Score: Raw -238036.653171 + Penalty 1494.604395 = -236542.048776 nChanged 4 SP:Iteration 39Q (10276.399582 sec): 3 clusters Score: Raw -238038.298130 + Penalty 1494.604395 = -236543.693735 nChanged 7 SP:Iteration 40F (10276.444510 sec): 3 clusters Score: Raw -238040.068057 + Penalty 1494.604395 = -236545.463662 nChanged 4 SP:Iteration 41Q (10276.491899 sec): 3 clusters Score: Raw -238041.482390 + Penalty 1494.604395 = -236546.877995 nChanged 8 SP:Iteration 42Q (10276.545318 sec): 3 clusters Score: Raw -238044.684195 + Penalty 1494.604395 = -236550.079799 nChanged 6 SP:Iteration 43Q (10276.582450 sec): 3 clusters Score: Raw -238046.371026 + Penalty 1494.604395 = -236551.766631 nChanged 8 SP:Iteration 44Q (10276.627015 sec): 3 clusters Score: Raw -238048.832051 + Penalty 1494.604395 = -236554.227656 nChanged 6 SP:Iteration 45Q (10276.670462 sec): 3 clusters Score: Raw -238051.808055 + Penalty 1494.604395 = -236557.203660 nChanged 4 SP:Iteration 46Q (10276.706479 sec): 3 clusters Score: Raw -238053.033550 + Penalty 1494.604395 = -236558.429154 nChanged 2 SP:Iteration 47Q (10276.752084 sec): 3 clusters Score: Raw -238053.689917 + Penalty 1494.604395 = -236559.085522 nChanged 2 SP:Iteration 48Q (10276.799314 sec): 3 clusters Score: Raw -238054.229915 + Penalty 1494.604395 = -236559.625520 nChanged 1 SP:Iteration 49Q (10276.854146 sec): 3 clusters Score: Raw -238054.478684 + Penalty 1494.604395 = -236559.874288 nChanged 2 SP:Iteration 50Q (10276.889565 sec): 3 clusters Score: Raw -238054.801713 + Penalty 1494.604395 = -236560.197318 nChanged 2 SP:Iteration 51Q (10276.933149 sec): 3 clusters Score: Raw -238055.518325 + Penalty 1494.604395 = -236560.913930 nChanged 1 SP:Iteration 52Q (10276.979125 sec): 3 clusters Score: Raw -238056.076997 + Penalty 1494.604395 = -236561.472601 nChanged 0 SP:Iteration 53F (10277.028634 sec): 3 clusters Score: Raw -238056.076997 + Penalty 1494.604395 = -236561.472601 nChanged 0 Trying to split cluster 39 (6396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10277.056181 sec): 2 clusters Score: Raw -548868.266302 + Penalty 832.525667 = -548035.740635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10277.112095 sec): 3 clusters Score: Raw -545200.414144 + Penalty 1665.051334 = -543535.362810 nChanged 2787 SP:Iteration 1F (10277.167151 sec): 3 clusters Score: Raw -546852.984305 + Penalty 1665.051334 = -545187.932971 nChanged 407 SP:Iteration 2F (10277.213312 sec): 3 clusters Score: Raw -547067.355286 + Penalty 1665.051334 = -545402.303952 nChanged 359 SP:Iteration 3F (10277.267938 sec): 3 clusters Score: Raw -547262.129850 + Penalty 1665.051334 = -545597.078516 nChanged 338 SP:Iteration 4F (10277.318505 sec): 3 clusters Score: Raw -547471.579080 + Penalty 1665.051334 = -545806.527746 nChanged 331 SP:Iteration 5F (10277.372941 sec): 3 clusters Score: Raw -547652.774042 + Penalty 1665.051334 = -545987.722708 nChanged 298 SP:Iteration 6Q (10277.414797 sec): 3 clusters Score: Raw -547829.699497 + Penalty 1665.051334 = -546164.648163 nChanged 273 SP:Iteration 7Q (10277.464394 sec): 3 clusters Score: Raw -548007.666889 + Penalty 1665.051334 = -546342.615554 nChanged 277 SP:Iteration 8Q (10277.514263 sec): 3 clusters Score: Raw -548185.827624 + Penalty 1665.051334 = -546520.776290 nChanged 264 SP:Iteration 9Q (10277.558569 sec): 3 clusters Score: Raw -548333.588479 + Penalty 1665.051334 = -546668.537145 nChanged 237 SP:Iteration 10Q (10277.605342 sec): 3 clusters Score: Raw -548454.252623 + Penalty 1665.051334 = -546789.201289 nChanged 194 SP:Iteration 11Q (10277.658224 sec): 3 clusters Score: Raw -548544.028844 + Penalty 1665.051334 = -546878.977510 nChanged 172 SP:Iteration 12Q (10277.717614 sec): 3 clusters Score: Raw -548616.635131 + Penalty 1665.051334 = -546951.583797 nChanged 142 SP:Iteration 13Q (10277.761903 sec): 3 clusters Score: Raw -548676.744576 + Penalty 1665.051334 = -547011.693242 nChanged 112 SP:Iteration 14Q (10277.814713 sec): 3 clusters Score: Raw -548717.559556 + Penalty 1665.051334 = -547052.508222 nChanged 97 SP:Iteration 15Q (10277.858205 sec): 3 clusters Score: Raw -548748.731441 + Penalty 1665.051334 = -547083.680107 nChanged 76 SP:Iteration 16Q (10277.914428 sec): 3 clusters Score: Raw -548771.362947 + Penalty 1665.051334 = -547106.311612 nChanged 60 SP:Iteration 17Q (10277.965791 sec): 3 clusters Score: Raw -548786.876315 + Penalty 1665.051334 = -547121.824981 nChanged 56 SP:Iteration 18Q (10278.005543 sec): 3 clusters Score: Raw -548800.088677 + Penalty 1665.051334 = -547135.037343 nChanged 50 SP:Iteration 19Q (10278.057627 sec): 3 clusters Score: Raw -548809.819660 + Penalty 1665.051334 = -547144.768326 nChanged 42 SP:Iteration 20F (10278.116973 sec): 3 clusters Score: Raw -548816.389854 + Penalty 1665.051334 = -547151.338520 nChanged 32 SP:Iteration 21Q (10278.151038 sec): 3 clusters Score: Raw -548821.686748 + Penalty 1665.051334 = -547156.635414 nChanged 31 SP:Iteration 22Q (10278.196475 sec): 3 clusters Score: Raw -548827.686603 + Penalty 1665.051334 = -547162.635269 nChanged 31 SP:Iteration 23Q (10278.245886 sec): 3 clusters Score: Raw -548832.073220 + Penalty 1665.051334 = -547167.021886 nChanged 20 SP:Iteration 24Q (10278.296109 sec): 3 clusters Score: Raw -548834.558662 + Penalty 1665.051334 = -547169.507328 nChanged 13 SP:Iteration 25Q (10278.342932 sec): 3 clusters Score: Raw -548836.607080 + Penalty 1665.051334 = -547171.555746 nChanged 13 SP:Iteration 26Q (10278.392164 sec): 3 clusters Score: Raw -548837.862336 + Penalty 1665.051334 = -547172.811002 nChanged 6 SP:Iteration 27Q (10278.435790 sec): 3 clusters Score: Raw -548838.331738 + Penalty 1665.051334 = -547173.280404 nChanged 9 SP:Iteration 28Q (10278.485477 sec): 3 clusters Score: Raw -548839.330637 + Penalty 1665.051334 = -547174.279302 nChanged 7 SP:Iteration 29Q (10278.536766 sec): 3 clusters Score: Raw -548840.205278 + Penalty 1665.051334 = -547175.153944 nChanged 6 SP:Iteration 30Q (10278.602058 sec): 3 clusters Score: Raw -548840.977560 + Penalty 1665.051334 = -547175.926226 nChanged 9 SP:Iteration 31Q (10278.657636 sec): 3 clusters Score: Raw -548842.197649 + Penalty 1665.051334 = -547177.146315 nChanged 12 SP:Iteration 32Q (10278.708206 sec): 3 clusters Score: Raw -548844.144153 + Penalty 1665.051334 = -547179.092818 nChanged 18 SP:Iteration 33Q (10278.762546 sec): 3 clusters Score: Raw -548846.357577 + Penalty 1665.051334 = -547181.306243 nChanged 19 SP:Iteration 34Q (10278.819400 sec): 3 clusters Score: Raw -548849.188150 + Penalty 1665.051334 = -547184.136816 nChanged 14 SP:Iteration 35Q (10278.875870 sec): 3 clusters Score: Raw -548850.803540 + Penalty 1665.051334 = -547185.752206 nChanged 16 SP:Iteration 36Q (10278.917211 sec): 3 clusters Score: Raw -548853.645458 + Penalty 1665.051334 = -547188.594124 nChanged 20 SP:Iteration 37Q (10278.973693 sec): 3 clusters Score: Raw -548856.782633 + Penalty 1665.051334 = -547191.731299 nChanged 17 SP:Iteration 38Q (10279.035214 sec): 3 clusters Score: Raw -548858.922619 + Penalty 1665.051334 = -547193.871285 nChanged 17 SP:Iteration 39Q (10279.076364 sec): 3 clusters Score: Raw -548861.301926 + Penalty 1665.051334 = -547196.250592 nChanged 20 SP:Iteration 40F (10279.133411 sec): 3 clusters Score: Raw -548863.893974 + Penalty 1665.051334 = -547198.842640 nChanged 12 SP:Iteration 41Q (10279.192291 sec): 3 clusters Score: Raw -548865.210919 + Penalty 1665.051334 = -547200.159584 nChanged 13 SP:Iteration 42Q (10279.243458 sec): 3 clusters Score: Raw -548866.836827 + Penalty 1665.051334 = -547201.785493 nChanged 14 SP:Iteration 43Q (10279.283927 sec): 3 clusters Score: Raw -548869.367438 + Penalty 1665.051334 = -547204.316104 nChanged 15 SP:Iteration 44Q (10279.339482 sec): 3 clusters Score: Raw -548872.408709 + Penalty 1665.051334 = -547207.357375 nChanged 18 SP:Iteration 45Q (10279.399980 sec): 3 clusters Score: Raw -548875.057942 + Penalty 1665.051334 = -547210.006608 nChanged 20 SP:Iteration 46Q (10279.447413 sec): 3 clusters Score: Raw -548878.514186 + Penalty 1665.051334 = -547213.462852 nChanged 12 SP:Iteration 47Q (10279.498911 sec): 3 clusters Score: Raw -548880.274792 + Penalty 1665.051334 = -547215.223458 nChanged 12 SP:Iteration 48Q (10279.565380 sec): 3 clusters Score: Raw -548882.193667 + Penalty 1665.051334 = -547217.142333 nChanged 14 SP:Iteration 49Q (10279.615186 sec): 3 clusters Score: Raw -548884.120529 + Penalty 1665.051334 = -547219.069195 nChanged 14 SP:Iteration 50Q (10279.661690 sec): 3 clusters Score: Raw -548886.188534 + Penalty 1665.051334 = -547221.137200 nChanged 13 SP:Iteration 51Q (10279.707984 sec): 3 clusters Score: Raw -548887.991125 + Penalty 1665.051334 = -547222.939791 nChanged 17 SP:Iteration 52Q (10279.751705 sec): 3 clusters Score: Raw -548890.387931 + Penalty 1665.051334 = -547225.336597 nChanged 11 SP:Iteration 53Q (10279.804292 sec): 3 clusters Score: Raw -548892.230768 + Penalty 1665.051334 = -547227.179434 nChanged 10 SP:Iteration 54Q (10279.869226 sec): 3 clusters Score: Raw -548893.537450 + Penalty 1665.051334 = -547228.486116 nChanged 4 SP:Iteration 55Q (10279.912037 sec): 3 clusters Score: Raw -548894.017338 + Penalty 1665.051334 = -547228.966004 nChanged 3 SP:Iteration 56Q (10279.963264 sec): 3 clusters Score: Raw -548894.316847 + Penalty 1665.051334 = -547229.265513 nChanged 2 SP:Iteration 57Q (10280.023280 sec): 3 clusters Score: Raw -548894.511627 + Penalty 1665.051334 = -547229.460293 nChanged 5 SP:Iteration 58Q (10280.065081 sec): 3 clusters Score: Raw -548895.564751 + Penalty 1665.051334 = -547230.513417 nChanged 2 SP:Iteration 59Q (10280.128033 sec): 3 clusters Score: Raw -548895.936778 + Penalty 1665.051334 = -547230.885444 nChanged 1 SP:Iteration 60F (10280.180502 sec): 3 clusters Score: Raw -548896.012815 + Penalty 1665.051334 = -547230.961481 nChanged 0 Trying to split cluster 40 (26574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10280.235864 sec): 2 clusters Score: Raw -2349269.539381 + Penalty 967.830414 = -2348301.708966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10280.316423 sec): 3 clusters Score: Raw -2332506.427209 + Penalty 1935.660829 = -2330570.766380 nChanged 12413 SP:Iteration 1F (10280.390533 sec): 3 clusters Score: Raw -2340014.031534 + Penalty 1935.660829 = -2338078.370705 nChanged 1480 SP:Iteration 2F (10280.470674 sec): 3 clusters Score: Raw -2340708.122521 + Penalty 1935.660829 = -2338772.461692 nChanged 1604 SP:Iteration 3F (10280.552964 sec): 3 clusters Score: Raw -2341643.645599 + Penalty 1935.660829 = -2339707.984770 nChanged 1725 SP:Iteration 4F (10280.624277 sec): 3 clusters Score: Raw -2342877.430207 + Penalty 1935.660829 = -2340941.769378 nChanged 1768 SP:Iteration 5F (10280.705551 sec): 3 clusters Score: Raw -2344375.921865 + Penalty 1935.660829 = -2342440.261037 nChanged 1666 SP:Iteration 6F (10280.780488 sec): 3 clusters Score: Raw -2345979.367322 + Penalty 1935.660829 = -2344043.706493 nChanged 1245 SP:Iteration 7Q (10280.864960 sec): 3 clusters Score: Raw -2347133.613355 + Penalty 1935.660829 = -2345197.952526 nChanged 858 SP:Iteration 8Q (10280.944774 sec): 3 clusters Score: Raw -2347843.606539 + Penalty 1935.660829 = -2345907.945710 nChanged 630 SP:Iteration 9Q (10281.020567 sec): 3 clusters Score: Raw -2348276.330379 + Penalty 1935.660829 = -2346340.669550 nChanged 421 SP:Iteration 10Q (10281.087621 sec): 3 clusters Score: Raw -2348531.230075 + Penalty 1935.660829 = -2346595.569246 nChanged 335 SP:Iteration 11Q (10281.172419 sec): 3 clusters Score: Raw -2348722.451072 + Penalty 1935.660829 = -2346786.790244 nChanged 295 SP:Iteration 12Q (10281.232000 sec): 3 clusters Score: Raw -2348879.478565 + Penalty 1935.660829 = -2346943.817737 nChanged 238 SP:Iteration 13Q (10281.317798 sec): 3 clusters Score: Raw -2349004.967003 + Penalty 1935.660829 = -2347069.306174 nChanged 195 SP:Iteration 14Q (10281.393385 sec): 3 clusters Score: Raw -2349102.697158 + Penalty 1935.660829 = -2347167.036329 nChanged 155 SP:Iteration 15Q (10281.466532 sec): 3 clusters Score: Raw -2349183.213684 + Penalty 1935.660829 = -2347247.552855 nChanged 117 SP:Iteration 16Q (10281.540588 sec): 3 clusters Score: Raw -2349252.008174 + Penalty 1935.660829 = -2347316.347345 nChanged 93 SP:Iteration 17Q (10281.616801 sec): 3 clusters Score: Raw -2349297.013123 + Penalty 1935.660829 = -2347361.352294 nChanged 61 SP:Iteration 18Q (10281.695593 sec): 3 clusters Score: Raw -2349325.555160 + Penalty 1935.660829 = -2347389.894331 nChanged 53 SP:Iteration 19Q (10281.772280 sec): 3 clusters Score: Raw -2349349.903220 + Penalty 1935.660829 = -2347414.242391 nChanged 36 SP:Iteration 20F (10281.852202 sec): 3 clusters Score: Raw -2349366.686580 + Penalty 1935.660829 = -2347431.025751 nChanged 38 SP:Iteration 21Q (10281.927180 sec): 3 clusters Score: Raw -2349382.860243 + Penalty 1935.660829 = -2347447.199415 nChanged 34 SP:Iteration 22Q (10281.995530 sec): 3 clusters Score: Raw -2349394.618446 + Penalty 1935.660829 = -2347458.957617 nChanged 29 SP:Iteration 23Q (10282.076693 sec): 3 clusters Score: Raw -2349406.166212 + Penalty 1935.660829 = -2347470.505383 nChanged 17 SP:Iteration 24Q (10282.142457 sec): 3 clusters Score: Raw -2349413.539210 + Penalty 1935.660829 = -2347477.878381 nChanged 19 SP:Iteration 25Q (10282.212055 sec): 3 clusters Score: Raw -2349423.645583 + Penalty 1935.660829 = -2347487.984754 nChanged 20 SP:Iteration 26Q (10282.290105 sec): 3 clusters Score: Raw -2349431.676272 + Penalty 1935.660829 = -2347496.015443 nChanged 15 SP:Iteration 27Q (10282.363008 sec): 3 clusters Score: Raw -2349437.314532 + Penalty 1935.660829 = -2347501.653703 nChanged 13 SP:Iteration 28Q (10282.435319 sec): 3 clusters Score: Raw -2349443.136475 + Penalty 1935.660829 = -2347507.475646 nChanged 11 SP:Iteration 29Q (10282.513545 sec): 3 clusters Score: Raw -2349448.897967 + Penalty 1935.660829 = -2347513.237138 nChanged 9 SP:Iteration 30Q (10282.588745 sec): 3 clusters Score: Raw -2349452.674085 + Penalty 1935.660829 = -2347517.013256 nChanged 3 SP:Iteration 31Q (10282.663117 sec): 3 clusters Score: Raw -2349454.530496 + Penalty 1935.660829 = -2347518.869667 nChanged 4 SP:Iteration 32Q (10282.729676 sec): 3 clusters Score: Raw -2349455.669453 + Penalty 1935.660829 = -2347520.008624 nChanged 2 SP:Iteration 33Q (10282.795877 sec): 3 clusters Score: Raw -2349455.971711 + Penalty 1935.660829 = -2347520.310882 nChanged 0 SP:Iteration 34F (10282.882397 sec): 3 clusters Score: Raw -2349455.971711 + Penalty 1935.660829 = -2347520.310882 nChanged 0 Trying to split cluster 41 (106321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10283.021695 sec): 2 clusters Score: Raw -9300294.484630 + Penalty 1099.550719 = -9299194.933910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10283.188758 sec): 3 clusters Score: Raw -9229971.542364 + Penalty 2199.101439 = -9227772.440925 nChanged 51476 SP:Iteration 1F (10283.367735 sec): 3 clusters Score: Raw -9260383.532165 + Penalty 2199.101439 = -9258184.430726 nChanged 3979 SP:Iteration 2Q (10283.554992 sec): 3 clusters Score: Raw -9261531.331444 + Penalty 2199.101439 = -9259332.230005 nChanged 4602 SP:Iteration 3Q (10283.748449 sec): 3 clusters Score: Raw -9263213.499483 + Penalty 2199.101439 = -9261014.398044 nChanged 5546 SP:Iteration 4F (10283.922792 sec): 3 clusters Score: Raw -9265820.475729 + Penalty 2199.101439 = -9263621.374290 nChanged 6680 SP:Iteration 5F (10284.084216 sec): 3 clusters Score: Raw -9269815.487200 + Penalty 2199.101439 = -9267616.385761 nChanged 7387 SP:Iteration 6F (10284.250001 sec): 3 clusters Score: Raw -9275142.445699 + Penalty 2199.101439 = -9272943.344260 nChanged 7435 SP:Iteration 7F (10284.414453 sec): 3 clusters Score: Raw -9281497.323137 + Penalty 2199.101439 = -9279298.221698 nChanged 6423 SP:Iteration 8F (10284.582566 sec): 3 clusters Score: Raw -9287622.139735 + Penalty 2199.101439 = -9285423.038297 nChanged 4645 SP:Iteration 9Q (10284.770881 sec): 3 clusters Score: Raw -9292163.786143 + Penalty 2199.101439 = -9289964.684704 nChanged 2994 SP:Iteration 10Q (10284.942366 sec): 3 clusters Score: Raw -9294499.158656 + Penalty 2199.101439 = -9292300.057217 nChanged 1951 SP:Iteration 11Q (10285.090851 sec): 3 clusters Score: Raw -9295642.700186 + Penalty 2199.101439 = -9293443.598747 nChanged 1453 SP:Iteration 12Q (10285.262119 sec): 3 clusters Score: Raw -9296384.209168 + Penalty 2199.101439 = -9294185.107729 nChanged 1204 SP:Iteration 13Q (10285.422592 sec): 3 clusters Score: Raw -9296934.735622 + Penalty 2199.101439 = -9294735.634184 nChanged 1086 SP:Iteration 14Q (10285.588876 sec): 3 clusters Score: Raw -9297404.028369 + Penalty 2199.101439 = -9295204.926930 nChanged 982 SP:Iteration 15Q (10285.751484 sec): 3 clusters Score: Raw -9297823.523340 + Penalty 2199.101439 = -9295624.421901 nChanged 884 SP:Iteration 16Q (10285.902861 sec): 3 clusters Score: Raw -9298197.903878 + Penalty 2199.101439 = -9295998.802439 nChanged 789 SP:Iteration 17Q (10286.069078 sec): 3 clusters Score: Raw -9298523.514069 + Penalty 2199.101439 = -9296324.412630 nChanged 702 SP:Iteration 18Q (10286.235951 sec): 3 clusters Score: Raw -9298810.270178 + Penalty 2199.101439 = -9296611.168739 nChanged 619 SP:Iteration 19Q (10286.391476 sec): 3 clusters Score: Raw -9299048.412106 + Penalty 2199.101439 = -9296849.310667 nChanged 547 SP:Iteration 20F (10286.571443 sec): 3 clusters Score: Raw -9299258.629019 + Penalty 2199.101439 = -9297059.527581 nChanged 482 SP:Iteration 21Q (10286.729475 sec): 3 clusters Score: Raw -9299470.483090 + Penalty 2199.101439 = -9297271.381651 nChanged 436 SP:Iteration 22Q (10286.889593 sec): 3 clusters Score: Raw -9299652.524473 + Penalty 2199.101439 = -9297453.423034 nChanged 375 SP:Iteration 23Q (10287.046840 sec): 3 clusters Score: Raw -9299803.602567 + Penalty 2199.101439 = -9297604.501129 nChanged 291 SP:Iteration 24Q (10287.197161 sec): 3 clusters Score: Raw -9299911.101722 + Penalty 2199.101439 = -9297712.000283 nChanged 265 SP:Iteration 25Q (10287.350733 sec): 3 clusters Score: Raw -9300013.316857 + Penalty 2199.101439 = -9297814.215419 nChanged 240 SP:Iteration 26Q (10287.512546 sec): 3 clusters Score: Raw -9300106.386183 + Penalty 2199.101439 = -9297907.284744 nChanged 213 SP:Iteration 27Q (10287.657892 sec): 3 clusters Score: Raw -9300193.926969 + Penalty 2199.101439 = -9297994.825530 nChanged 173 SP:Iteration 28Q (10287.795113 sec): 3 clusters Score: Raw -9300260.135823 + Penalty 2199.101439 = -9298061.034384 nChanged 137 SP:Iteration 29Q (10287.956392 sec): 3 clusters Score: Raw -9300311.315931 + Penalty 2199.101439 = -9298112.214492 nChanged 117 SP:Iteration 30Q (10288.095151 sec): 3 clusters Score: Raw -9300352.980188 + Penalty 2199.101439 = -9298153.878750 nChanged 99 SP:Iteration 31Q (10288.242789 sec): 3 clusters Score: Raw -9300389.353198 + Penalty 2199.101439 = -9298190.251759 nChanged 82 SP:Iteration 32Q (10288.395972 sec): 3 clusters Score: Raw -9300420.650865 + Penalty 2199.101439 = -9298221.549426 nChanged 69 SP:Iteration 33Q (10288.537619 sec): 3 clusters Score: Raw -9300446.942812 + Penalty 2199.101439 = -9298247.841374 nChanged 52 SP:Iteration 34Q (10288.699478 sec): 3 clusters Score: Raw -9300466.558589 + Penalty 2199.101439 = -9298267.457151 nChanged 33 SP:Iteration 35Q (10288.848224 sec): 3 clusters Score: Raw -9300476.492755 + Penalty 2199.101439 = -9298277.391316 nChanged 30 SP:Iteration 36Q (10289.002866 sec): 3 clusters Score: Raw -9300484.963279 + Penalty 2199.101439 = -9298285.861841 nChanged 18 SP:Iteration 37Q (10289.160672 sec): 3 clusters Score: Raw -9300490.057551 + Penalty 2199.101439 = -9298290.956112 nChanged 17 SP:Iteration 38Q (10289.303543 sec): 3 clusters Score: Raw -9300496.055330 + Penalty 2199.101439 = -9298296.953891 nChanged 15 SP:Iteration 39Q (10289.453932 sec): 3 clusters Score: Raw -9300502.417775 + Penalty 2199.101439 = -9298303.316336 nChanged 15 SP:Iteration 40F (10289.615574 sec): 3 clusters Score: Raw -9300506.678079 + Penalty 2199.101439 = -9298307.576640 nChanged 14 SP:Iteration 41Q (10289.762883 sec): 3 clusters Score: Raw -9300510.199393 + Penalty 2199.101439 = -9298311.097954 nChanged 8 SP:Iteration 42Q (10289.916393 sec): 3 clusters Score: Raw -9300512.720352 + Penalty 2199.101439 = -9298313.618913 nChanged 9 SP:Iteration 43Q (10290.070102 sec): 3 clusters Score: Raw -9300515.773348 + Penalty 2199.101439 = -9298316.671909 nChanged 8 SP:Iteration 44Q (10290.218618 sec): 3 clusters Score: Raw -9300519.440462 + Penalty 2199.101439 = -9298320.339023 nChanged 12 SP:Iteration 45Q (10290.363553 sec): 3 clusters Score: Raw -9300524.644483 + Penalty 2199.101439 = -9298325.543044 nChanged 8 SP:Iteration 46Q (10290.508275 sec): 3 clusters Score: Raw -9300527.356261 + Penalty 2199.101439 = -9298328.254823 nChanged 9 SP:Iteration 47Q (10290.674826 sec): 3 clusters Score: Raw -9300530.616688 + Penalty 2199.101439 = -9298331.515249 nChanged 7 SP:Iteration 48Q (10290.838658 sec): 3 clusters Score: Raw -9300532.540519 + Penalty 2199.101439 = -9298333.439081 nChanged 5 SP:Iteration 49Q (10290.993721 sec): 3 clusters Score: Raw -9300534.046298 + Penalty 2199.101439 = -9298334.944859 nChanged 5 SP:Iteration 50Q (10291.140497 sec): 3 clusters Score: Raw -9300535.158507 + Penalty 2199.101439 = -9298336.057068 nChanged 4 SP:Iteration 51Q (10291.285467 sec): 3 clusters Score: Raw -9300536.221277 + Penalty 2199.101439 = -9298337.119838 nChanged 5 SP:Iteration 52Q (10291.427383 sec): 3 clusters Score: Raw -9300537.767832 + Penalty 2199.101439 = -9298338.666393 nChanged 4 SP:Iteration 53Q (10291.566315 sec): 3 clusters Score: Raw -9300538.830023 + Penalty 2199.101439 = -9298339.728584 nChanged 4 SP:Iteration 54Q (10291.703454 sec): 3 clusters Score: Raw -9300540.180499 + Penalty 2199.101439 = -9298341.079060 nChanged 3 SP:Iteration 55Q (10291.863089 sec): 3 clusters Score: Raw -9300541.428380 + Penalty 2199.101439 = -9298342.326941 nChanged 4 SP:Iteration 56Q (10292.016126 sec): 3 clusters Score: Raw -9300542.186307 + Penalty 2199.101439 = -9298343.084868 nChanged 0 SP:Iteration 57F (10292.186109 sec): 3 clusters Score: Raw -9300542.186307 + Penalty 2199.101439 = -9298343.084868 nChanged 0 Trying to split cluster 42 (1309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10292.221926 sec): 2 clusters Score: Raw -91900.958336 + Penalty 681.816783 = -91219.141553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10292.269190 sec): 3 clusters Score: Raw -91339.976967 + Penalty 1363.633566 = -89976.343402 nChanged 479 SP:Iteration 1F (10292.303102 sec): 3 clusters Score: Raw -91698.848886 + Penalty 1363.633566 = -90335.215320 nChanged 120 SP:Iteration 2F (10292.346706 sec): 3 clusters Score: Raw -91811.017495 + Penalty 1363.633566 = -90447.383929 nChanged 81 SP:Iteration 3F (10292.387215 sec): 3 clusters Score: Raw -91882.570634 + Penalty 1363.633566 = -90518.937068 nChanged 53 SP:Iteration 4Q (10292.440182 sec): 3 clusters Score: Raw -91930.621536 + Penalty 1363.633566 = -90566.987970 nChanged 50 SP:Iteration 5Q (10292.486167 sec): 3 clusters Score: Raw -91970.669208 + Penalty 1363.633566 = -90607.035643 nChanged 33 SP:Iteration 6Q (10292.533987 sec): 3 clusters Score: Raw -92010.200949 + Penalty 1363.633566 = -90646.567383 nChanged 40 SP:Iteration 7Q (10292.584778 sec): 3 clusters Score: Raw -92055.997220 + Penalty 1363.633566 = -90692.363654 nChanged 44 SP:Iteration 8Q (10292.621072 sec): 3 clusters Score: Raw -92100.548349 + Penalty 1363.633566 = -90736.914783 nChanged 36 SP:Iteration 9Q (10292.668606 sec): 3 clusters Score: Raw -92136.013306 + Penalty 1363.633566 = -90772.379740 nChanged 25 SP:Iteration 10Q (10292.716326 sec): 3 clusters Score: Raw -92162.845707 + Penalty 1363.633566 = -90799.212141 nChanged 27 SP:Iteration 11Q (10292.753775 sec): 3 clusters Score: Raw -92195.023619 + Penalty 1363.633566 = -90831.390054 nChanged 23 SP:Iteration 12Q (10292.806068 sec): 3 clusters Score: Raw -92211.034312 + Penalty 1363.633566 = -90847.400746 nChanged 19 SP:Iteration 13Q (10292.844056 sec): 3 clusters Score: Raw -92233.410981 + Penalty 1363.633566 = -90869.777416 nChanged 15 SP:Iteration 14Q (10292.882980 sec): 3 clusters Score: Raw -92247.749884 + Penalty 1363.633566 = -90884.116319 nChanged 16 SP:Iteration 15Q (10292.936410 sec): 3 clusters Score: Raw -92260.111337 + Penalty 1363.633566 = -90896.477772 nChanged 15 SP:Iteration 16Q (10292.976829 sec): 3 clusters Score: Raw -92274.177653 + Penalty 1363.633566 = -90910.544088 nChanged 14 SP:Iteration 17Q (10293.014766 sec): 3 clusters Score: Raw -92283.643117 + Penalty 1363.633566 = -90920.009552 nChanged 16 SP:Iteration 18Q (10293.058108 sec): 3 clusters Score: Raw -92295.245639 + Penalty 1363.633566 = -90931.612074 nChanged 11 SP:Iteration 19Q (10293.113263 sec): 3 clusters Score: Raw -92301.805326 + Penalty 1363.633566 = -90938.171761 nChanged 5 SP:Iteration 20F (10293.149168 sec): 3 clusters Score: Raw -92304.621802 + Penalty 1363.633566 = -90940.988236 nChanged 8 SP:Iteration 21Q (10293.197840 sec): 3 clusters Score: Raw -92308.897362 + Penalty 1363.633566 = -90945.263797 nChanged 2 SP:Iteration 22Q (10293.246905 sec): 3 clusters Score: Raw -92310.033011 + Penalty 1363.633566 = -90946.399445 nChanged 1 SP:Iteration 23Q (10293.293164 sec): 3 clusters Score: Raw -92310.309528 + Penalty 1363.633566 = -90946.675963 nChanged 0 SP:Iteration 24F (10293.339805 sec): 3 clusters Score: Raw -92310.309528 + Penalty 1363.633566 = -90946.675963 nChanged 0 Trying to split cluster 43 (8881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10293.376887 sec): 2 clusters Score: Raw -794999.005919 + Penalty 863.708597 = -794135.297322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10293.422139 sec): 3 clusters Score: Raw -789800.680574 + Penalty 1727.417194 = -788073.263380 nChanged 3981 SP:Iteration 1F (10293.478267 sec): 3 clusters Score: Raw -792334.415045 + Penalty 1727.417194 = -790606.997851 nChanged 643 SP:Iteration 2F (10293.535911 sec): 3 clusters Score: Raw -792765.359306 + Penalty 1727.417194 = -791037.942112 nChanged 626 SP:Iteration 3F (10293.587408 sec): 3 clusters Score: Raw -793226.417059 + Penalty 1727.417194 = -791498.999865 nChanged 647 SP:Iteration 4F (10293.648731 sec): 3 clusters Score: Raw -793761.399662 + Penalty 1727.417194 = -792033.982468 nChanged 629 SP:Iteration 5F (10293.711938 sec): 3 clusters Score: Raw -794284.480356 + Penalty 1727.417194 = -792557.063162 nChanged 487 SP:Iteration 6F (10293.757771 sec): 3 clusters Score: Raw -794622.773643 + Penalty 1727.417194 = -792895.356449 nChanged 294 SP:Iteration 7Q (10293.814712 sec): 3 clusters Score: Raw -794761.479719 + Penalty 1727.417194 = -793034.062525 nChanged 170 SP:Iteration 8Q (10293.870283 sec): 3 clusters Score: Raw -794836.865833 + Penalty 1727.417194 = -793109.448639 nChanged 147 SP:Iteration 9Q (10293.921522 sec): 3 clusters Score: Raw -794907.731802 + Penalty 1727.417194 = -793180.314608 nChanged 142 SP:Iteration 10Q (10293.980170 sec): 3 clusters Score: Raw -794959.258047 + Penalty 1727.417194 = -793231.840853 nChanged 115 SP:Iteration 11Q (10294.038536 sec): 3 clusters Score: Raw -795008.286617 + Penalty 1727.417194 = -793280.869423 nChanged 125 SP:Iteration 12Q (10294.092123 sec): 3 clusters Score: Raw -795056.002258 + Penalty 1727.417194 = -793328.585064 nChanged 99 SP:Iteration 13Q (10294.132110 sec): 3 clusters Score: Raw -795084.121426 + Penalty 1727.417194 = -793356.704232 nChanged 79 SP:Iteration 14Q (10294.193802 sec): 3 clusters Score: Raw -795106.094066 + Penalty 1727.417194 = -793378.676872 nChanged 63 SP:Iteration 15Q (10294.237783 sec): 3 clusters Score: Raw -795121.581840 + Penalty 1727.417194 = -793394.164646 nChanged 58 SP:Iteration 16Q (10294.287235 sec): 3 clusters Score: Raw -795139.413282 + Penalty 1727.417194 = -793411.996088 nChanged 56 SP:Iteration 17Q (10294.338783 sec): 3 clusters Score: Raw -795155.636623 + Penalty 1727.417194 = -793428.219429 nChanged 47 SP:Iteration 18Q (10294.401208 sec): 3 clusters Score: Raw -795165.573412 + Penalty 1727.417194 = -793438.156218 nChanged 42 SP:Iteration 19Q (10294.452954 sec): 3 clusters Score: Raw -795174.508571 + Penalty 1727.417194 = -793447.091377 nChanged 36 SP:Iteration 20F (10294.511389 sec): 3 clusters Score: Raw -795180.195706 + Penalty 1727.417194 = -793452.778512 nChanged 29 SP:Iteration 21Q (10294.564387 sec): 3 clusters Score: Raw -795184.395886 + Penalty 1727.417194 = -793456.978692 nChanged 21 SP:Iteration 22Q (10294.616818 sec): 3 clusters Score: Raw -795186.721629 + Penalty 1727.417194 = -793459.304435 nChanged 17 SP:Iteration 23Q (10294.677547 sec): 3 clusters Score: Raw -795189.351565 + Penalty 1727.417194 = -793461.934371 nChanged 15 SP:Iteration 24Q (10294.739224 sec): 3 clusters Score: Raw -795192.032211 + Penalty 1727.417194 = -793464.615017 nChanged 16 SP:Iteration 25Q (10294.795673 sec): 3 clusters Score: Raw -795194.407613 + Penalty 1727.417194 = -793466.990419 nChanged 14 SP:Iteration 26Q (10294.829941 sec): 3 clusters Score: Raw -795196.673117 + Penalty 1727.417194 = -793469.255923 nChanged 26 SP:Iteration 27Q (10294.888469 sec): 3 clusters Score: Raw -795200.695682 + Penalty 1727.417194 = -793473.278488 nChanged 18 SP:Iteration 28Q (10294.941849 sec): 3 clusters Score: Raw -795202.791864 + Penalty 1727.417194 = -793475.374670 nChanged 11 SP:Iteration 29Q (10294.994477 sec): 3 clusters Score: Raw -795203.879231 + Penalty 1727.417194 = -793476.462037 nChanged 8 SP:Iteration 30Q (10295.057564 sec): 3 clusters Score: Raw -795204.993140 + Penalty 1727.417194 = -793477.575946 nChanged 11 SP:Iteration 31Q (10295.121103 sec): 3 clusters Score: Raw -795206.227888 + Penalty 1727.417194 = -793478.810694 nChanged 14 SP:Iteration 32Q (10295.171560 sec): 3 clusters Score: Raw -795208.472720 + Penalty 1727.417194 = -793481.055526 nChanged 15 SP:Iteration 33Q (10295.220448 sec): 3 clusters Score: Raw -795210.436582 + Penalty 1727.417194 = -793483.019388 nChanged 11 SP:Iteration 34Q (10295.281433 sec): 3 clusters Score: Raw -795211.631068 + Penalty 1727.417194 = -793484.213874 nChanged 13 SP:Iteration 35Q (10295.330769 sec): 3 clusters Score: Raw -795213.284311 + Penalty 1727.417194 = -793485.867117 nChanged 11 SP:Iteration 36Q (10295.395631 sec): 3 clusters Score: Raw -795214.593788 + Penalty 1727.417194 = -793487.176594 nChanged 16 SP:Iteration 37Q (10295.454453 sec): 3 clusters Score: Raw -795216.186150 + Penalty 1727.417194 = -793488.768956 nChanged 11 SP:Iteration 38Q (10295.512048 sec): 3 clusters Score: Raw -795217.451070 + Penalty 1727.417194 = -793490.033876 nChanged 10 SP:Iteration 39Q (10295.567529 sec): 3 clusters Score: Raw -795218.977398 + Penalty 1727.417194 = -793491.560204 nChanged 10 SP:Iteration 40F (10295.626584 sec): 3 clusters Score: Raw -795220.940510 + Penalty 1727.417194 = -793493.523316 nChanged 13 SP:Iteration 41Q (10295.685937 sec): 3 clusters Score: Raw -795222.935041 + Penalty 1727.417194 = -793495.517847 nChanged 10 SP:Iteration 42Q (10295.728427 sec): 3 clusters Score: Raw -795223.966544 + Penalty 1727.417194 = -793496.549350 nChanged 9 SP:Iteration 43Q (10295.784940 sec): 3 clusters Score: Raw -795224.741552 + Penalty 1727.417194 = -793497.324358 nChanged 3 SP:Iteration 44Q (10295.834680 sec): 3 clusters Score: Raw -795225.117734 + Penalty 1727.417194 = -793497.700540 nChanged 3 SP:Iteration 45Q (10295.889054 sec): 3 clusters Score: Raw -795225.477835 + Penalty 1727.417194 = -793498.060641 nChanged 4 SP:Iteration 46Q (10295.959326 sec): 3 clusters Score: Raw -795225.885115 + Penalty 1727.417194 = -793498.467921 nChanged 8 SP:Iteration 47Q (10296.018557 sec): 3 clusters Score: Raw -795226.529690 + Penalty 1727.417194 = -793499.112496 nChanged 7 SP:Iteration 48Q (10296.077359 sec): 3 clusters Score: Raw -795227.880291 + Penalty 1727.417194 = -793500.463097 nChanged 11 SP:Iteration 49Q (10296.137626 sec): 3 clusters Score: Raw -795229.569977 + Penalty 1727.417194 = -793502.152783 nChanged 11 SP:Iteration 50Q (10296.196140 sec): 3 clusters Score: Raw -795231.182111 + Penalty 1727.417194 = -793503.764917 nChanged 7 SP:Iteration 51Q (10296.244123 sec): 3 clusters Score: Raw -795231.897963 + Penalty 1727.417194 = -793504.480769 nChanged 6 SP:Iteration 52Q (10296.311830 sec): 3 clusters Score: Raw -795232.594751 + Penalty 1727.417194 = -793505.177557 nChanged 6 SP:Iteration 53Q (10296.365229 sec): 3 clusters Score: Raw -795232.982337 + Penalty 1727.417194 = -793505.565143 nChanged 4 SP:Iteration 54Q (10296.420690 sec): 3 clusters Score: Raw -795233.422966 + Penalty 1727.417194 = -793506.005772 nChanged 4 SP:Iteration 55Q (10296.465098 sec): 3 clusters Score: Raw -795234.114229 + Penalty 1727.417194 = -793506.697035 nChanged 7 SP:Iteration 56Q (10296.521253 sec): 3 clusters Score: Raw -795235.061650 + Penalty 1727.417194 = -793507.644456 nChanged 6 SP:Iteration 57Q (10296.582340 sec): 3 clusters Score: Raw -795236.057608 + Penalty 1727.417194 = -793508.640414 nChanged 9 SP:Iteration 58Q (10296.641792 sec): 3 clusters Score: Raw -795237.748717 + Penalty 1727.417194 = -793510.331523 nChanged 14 SP:Iteration 59Q (10296.695142 sec): 3 clusters Score: Raw -795240.270075 + Penalty 1727.417194 = -793512.852881 nChanged 19 SP:Iteration 60F (10296.757619 sec): 3 clusters Score: Raw -795243.431410 + Penalty 1727.417194 = -793516.014216 nChanged 20 SP:Iteration 61Q (10296.799829 sec): 3 clusters Score: Raw -795246.927177 + Penalty 1727.417194 = -793519.509983 nChanged 19 SP:Iteration 62Q (10296.855066 sec): 3 clusters Score: Raw -795250.329789 + Penalty 1727.417194 = -793522.912595 nChanged 21 SP:Iteration 63Q (10296.911410 sec): 3 clusters Score: Raw -795253.929115 + Penalty 1727.417194 = -793526.511921 nChanged 21 SP:Iteration 64Q (10296.956558 sec): 3 clusters Score: Raw -795257.244941 + Penalty 1727.417194 = -793529.827747 nChanged 19 SP:Iteration 65Q (10297.007825 sec): 3 clusters Score: Raw -795260.691382 + Penalty 1727.417194 = -793533.274188 nChanged 15 SP:Iteration 66Q (10297.063442 sec): 3 clusters Score: Raw -795263.132394 + Penalty 1727.417194 = -793535.715200 nChanged 18 SP:Iteration 67Q (10297.128436 sec): 3 clusters Score: Raw -795265.823594 + Penalty 1727.417194 = -793538.406400 nChanged 9 SP:Iteration 68Q (10297.171628 sec): 3 clusters Score: Raw -795267.081464 + Penalty 1727.417194 = -793539.664270 nChanged 13 SP:Iteration 69Q (10297.227757 sec): 3 clusters Score: Raw -795268.850059 + Penalty 1727.417194 = -793541.432865 nChanged 14 SP:Iteration 70Q (10297.283972 sec): 3 clusters Score: Raw -795270.699637 + Penalty 1727.417194 = -793543.282442 nChanged 14 SP:Iteration 71Q (10297.332889 sec): 3 clusters Score: Raw -795272.776571 + Penalty 1727.417194 = -793545.359377 nChanged 15 SP:Iteration 72Q (10297.389407 sec): 3 clusters Score: Raw -795274.953080 + Penalty 1727.417194 = -793547.535886 nChanged 15 SP:Iteration 73Q (10297.442066 sec): 3 clusters Score: Raw -795277.337266 + Penalty 1727.417194 = -793549.920072 nChanged 14 SP:Iteration 74Q (10297.505846 sec): 3 clusters Score: Raw -795279.329847 + Penalty 1727.417194 = -793551.912653 nChanged 10 SP:Iteration 75Q (10297.561631 sec): 3 clusters Score: Raw -795280.651194 + Penalty 1727.417194 = -793553.234000 nChanged 10 SP:Iteration 76Q (10297.609263 sec): 3 clusters Score: Raw -795282.090060 + Penalty 1727.417194 = -793554.672866 nChanged 11 SP:Iteration 77Q (10297.662199 sec): 3 clusters Score: Raw -795283.248465 + Penalty 1727.417194 = -793555.831271 nChanged 9 SP:Iteration 78Q (10297.733491 sec): 3 clusters Score: Raw -795284.398139 + Penalty 1727.417194 = -793556.980945 nChanged 4 SP:Iteration 79Q (10297.784055 sec): 3 clusters Score: Raw -795284.904319 + Penalty 1727.417194 = -793557.487125 nChanged 8 SP:Iteration 80F (10297.850769 sec): 3 clusters Score: Raw -795286.329611 + Penalty 1727.417194 = -793558.912417 nChanged 8 SP:Iteration 81Q (10297.903246 sec): 3 clusters Score: Raw -795287.754595 + Penalty 1727.417194 = -793560.337401 nChanged 8 SP:Iteration 82Q (10297.946117 sec): 3 clusters Score: Raw -795289.023883 + Penalty 1727.417194 = -793561.606689 nChanged 9 SP:Iteration 83Q (10297.999818 sec): 3 clusters Score: Raw -795289.953065 + Penalty 1727.417194 = -793562.535871 nChanged 6 SP:Iteration 84Q (10298.054796 sec): 3 clusters Score: Raw -795290.874900 + Penalty 1727.417194 = -793563.457705 nChanged 8 SP:Iteration 85Q (10298.108134 sec): 3 clusters Score: Raw -795292.614417 + Penalty 1727.417194 = -793565.197223 nChanged 9 SP:Iteration 86Q (10298.153819 sec): 3 clusters Score: Raw -795293.455606 + Penalty 1727.417194 = -793566.038412 nChanged 5 SP:Iteration 87Q (10298.208605 sec): 3 clusters Score: Raw -795293.708067 + Penalty 1727.417194 = -793566.290873 nChanged 2 SP:Iteration 88Q (10298.256532 sec): 3 clusters Score: Raw -795293.782352 + Penalty 1727.417194 = -793566.365158 nChanged 2 SP:Iteration 89Q (10298.293499 sec): 3 clusters Score: Raw -795293.897031 + Penalty 1727.417194 = -793566.479837 nChanged 3 SP:Iteration 90Q (10298.347164 sec): 3 clusters Score: Raw -795294.143562 + Penalty 1727.417194 = -793566.726368 nChanged 0 SP:Iteration 91F (10298.401273 sec): 3 clusters Score: Raw -795294.143562 + Penalty 1727.417194 = -793566.726368 nChanged 0 Iteration 299Q (10306.599192 sec): 44 clusters Score: Raw -69575360.533048 + Penalty 55732.614048 = -69519627.919000 nChanged 20 Iteration 300F (10323.457007 sec): 44 clusters Score: Raw -69575360.768178 + Penalty 55732.614048 = -69519628.154131 nChanged 16 Iteration 301Q (10331.300621 sec): 44 clusters Score: Raw -69575360.986662 + Penalty 55732.614048 = -69519628.372614 nChanged 14 Iteration 302Q (10338.984066 sec): 44 clusters Score: Raw -69575361.137890 + Penalty 55732.614048 = -69519628.523842 nChanged 14 Iteration 303Q (10346.986092 sec): 44 clusters Score: Raw -69575361.390685 + Penalty 55732.614048 = -69519628.776637 nChanged 18 Iteration 304Q (10355.393642 sec): 44 clusters Score: Raw -69575361.690323 + Penalty 55732.614048 = -69519629.076275 nChanged 22 Iteration 305Q (10364.075592 sec): 44 clusters Score: Raw -69575362.116179 + Penalty 55732.614048 = -69519629.502131 nChanged 24 Iteration 306Q (10372.720916 sec): 44 clusters Score: Raw -69575362.550214 + Penalty 55732.614048 = -69519629.936166 nChanged 24 Iteration 307Q (10381.120122 sec): 44 clusters Score: Raw -69575362.990232 + Penalty 55732.614048 = -69519630.376184 nChanged 19 Iteration 308Q (10389.964995 sec): 44 clusters Score: Raw -69575363.299242 + Penalty 55732.614048 = -69519630.685194 nChanged 14 Iteration 309Q (10398.554870 sec): 44 clusters Score: Raw -69575363.479841 + Penalty 55732.614048 = -69519630.865793 nChanged 14 Iteration 310Q (10407.147925 sec): 44 clusters Score: Raw -69575363.602297 + Penalty 55732.614048 = -69519630.988249 nChanged 13 Iteration 311Q (10415.732869 sec): 44 clusters Score: Raw -69575363.776159 + Penalty 55732.614048 = -69519631.162111 nChanged 17 Iteration 312Q (10423.732290 sec): 44 clusters Score: Raw -69575364.000563 + Penalty 55732.614048 = -69519631.386515 nChanged 19 Iteration 313Q (10432.302374 sec): 44 clusters Score: Raw -69575364.186228 + Penalty 55732.614048 = -69519631.572181 nChanged 10 Iteration 314Q (10440.934642 sec): 44 clusters Score: Raw -69575364.287162 + Penalty 55732.614048 = -69519631.673114 nChanged 11 Iteration 315Q (10449.471866 sec): 44 clusters Score: Raw -69575364.472028 + Penalty 55732.614048 = -69519631.857981 nChanged 10 Iteration 316Q (10457.697080 sec): 44 clusters Score: Raw -69575364.573544 + Penalty 55732.614048 = -69519631.959496 nChanged 9 Iteration 317Q (10465.774615 sec): 44 clusters Score: Raw -69575364.676424 + Penalty 55732.614048 = -69519632.062376 nChanged 9 Iteration 318Q (10473.799326 sec): 44 clusters Score: Raw -69575364.836062 + Penalty 55732.614048 = -69519632.222015 nChanged 4 Iteration 319Q (10482.006804 sec): 44 clusters Score: Raw -69575364.925155 + Penalty 55732.614048 = -69519632.311107 nChanged 7 Iteration 320F (10499.036526 sec): 44 clusters Score: Raw -69575365.043056 + Penalty 55732.614048 = -69519632.429008 nChanged 3 Iteration 321Q (10507.144724 sec): 44 clusters Score: Raw -69575365.069400 + Penalty 55732.614048 = -69519632.455352 nChanged 2 Iteration 322Q (10515.479470 sec): 44 clusters Score: Raw -69575365.075912 + Penalty 55732.614048 = -69519632.461864 nChanged 1 Iteration 323Q (10523.613889 sec): 44 clusters Score: Raw -69575365.079529 + Penalty 55732.614048 = -69519632.465481 nChanged 1 Iteration 324Q (10531.927876 sec): 44 clusters Score: Raw -69575365.083538 + Penalty 55732.614048 = -69519632.469490 nChanged 0 Iteration 325F (10548.711144 sec): 44 clusters Score: Raw -69575365.083538 + Penalty 55732.614048 = -69519632.469490 nChanged 0 Compute initial score before splitting: Score: Raw -69575365.083538 + Penalty 55732.614048 = -69519632.469490 Trying to split cluster 1 (3419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10548.873233 sec): 2 clusters Score: Raw -288568.116943 + Penalty 773.024822 = -287795.092121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10548.909774 sec): 3 clusters Score: Raw -286805.618548 + Penalty 1546.049644 = -285259.568904 nChanged 1405 SP:Iteration 1F (10548.956374 sec): 3 clusters Score: Raw -287738.321413 + Penalty 1546.049644 = -286192.271769 nChanged 302 SP:Iteration 2F (10549.008985 sec): 3 clusters Score: Raw -287970.086756 + Penalty 1546.049644 = -286424.037112 nChanged 230 SP:Iteration 3F (10549.048901 sec): 3 clusters Score: Raw -288124.978860 + Penalty 1546.049644 = -286578.929216 nChanged 175 SP:Iteration 4F (10549.093151 sec): 3 clusters Score: Raw -288234.212140 + Penalty 1546.049644 = -286688.162496 nChanged 173 SP:Iteration 5F (10549.138361 sec): 3 clusters Score: Raw -288347.949708 + Penalty 1546.049644 = -286801.900064 nChanged 162 SP:Iteration 6Q (10549.183699 sec): 3 clusters Score: Raw -288451.698156 + Penalty 1546.049644 = -286905.648512 nChanged 123 SP:Iteration 7Q (10549.219990 sec): 3 clusters Score: Raw -288527.891719 + Penalty 1546.049644 = -286981.842075 nChanged 110 SP:Iteration 8Q (10549.267359 sec): 3 clusters Score: Raw -288589.749162 + Penalty 1546.049644 = -287043.699518 nChanged 110 SP:Iteration 9Q (10549.312525 sec): 3 clusters Score: Raw -288651.107885 + Penalty 1546.049644 = -287105.058241 nChanged 95 SP:Iteration 10Q (10549.357886 sec): 3 clusters Score: Raw -288703.099288 + Penalty 1546.049644 = -287157.049644 nChanged 81 SP:Iteration 11Q (10549.402215 sec): 3 clusters Score: Raw -288744.184660 + Penalty 1546.049644 = -287198.135016 nChanged 82 SP:Iteration 12Q (10549.450806 sec): 3 clusters Score: Raw -288784.907899 + Penalty 1546.049644 = -287238.858255 nChanged 69 SP:Iteration 13Q (10549.497171 sec): 3 clusters Score: Raw -288828.215240 + Penalty 1546.049644 = -287282.165596 nChanged 63 SP:Iteration 14Q (10549.543112 sec): 3 clusters Score: Raw -288863.292155 + Penalty 1546.049644 = -287317.242511 nChanged 43 SP:Iteration 15Q (10549.590188 sec): 3 clusters Score: Raw -288885.175220 + Penalty 1546.049644 = -287339.125576 nChanged 35 SP:Iteration 16Q (10549.637127 sec): 3 clusters Score: Raw -288900.593596 + Penalty 1546.049644 = -287354.543952 nChanged 34 SP:Iteration 17Q (10549.681494 sec): 3 clusters Score: Raw -288915.507303 + Penalty 1546.049644 = -287369.457659 nChanged 33 SP:Iteration 18Q (10549.728265 sec): 3 clusters Score: Raw -288930.249200 + Penalty 1546.049644 = -287384.199556 nChanged 32 SP:Iteration 19Q (10549.780802 sec): 3 clusters Score: Raw -288942.634524 + Penalty 1546.049644 = -287396.584880 nChanged 24 SP:Iteration 20F (10549.820794 sec): 3 clusters Score: Raw -288951.495442 + Penalty 1546.049644 = -287405.445798 nChanged 21 SP:Iteration 21Q (10549.865820 sec): 3 clusters Score: Raw -288958.790341 + Penalty 1546.049644 = -287412.740697 nChanged 24 SP:Iteration 22Q (10549.909706 sec): 3 clusters Score: Raw -288967.849317 + Penalty 1546.049644 = -287421.799673 nChanged 17 SP:Iteration 23Q (10549.952385 sec): 3 clusters Score: Raw -288973.663827 + Penalty 1546.049644 = -287427.614183 nChanged 17 SP:Iteration 24Q (10549.995419 sec): 3 clusters Score: Raw -288979.070339 + Penalty 1546.049644 = -287433.020695 nChanged 15 SP:Iteration 25Q (10550.039152 sec): 3 clusters Score: Raw -288986.287381 + Penalty 1546.049644 = -287440.237737 nChanged 24 SP:Iteration 26Q (10550.083892 sec): 3 clusters Score: Raw -289001.448898 + Penalty 1546.049644 = -287455.399254 nChanged 29 SP:Iteration 27Q (10550.130255 sec): 3 clusters Score: Raw -289025.322872 + Penalty 1546.049644 = -287479.273228 nChanged 38 SP:Iteration 28Q (10550.186958 sec): 3 clusters Score: Raw -289057.832451 + Penalty 1546.049644 = -287511.782807 nChanged 41 SP:Iteration 29Q (10550.224451 sec): 3 clusters Score: Raw -289088.099963 + Penalty 1546.049644 = -287542.050319 nChanged 37 SP:Iteration 30Q (10550.277934 sec): 3 clusters Score: Raw -289105.729633 + Penalty 1546.049644 = -287559.679989 nChanged 22 SP:Iteration 31Q (10550.343411 sec): 3 clusters Score: Raw -289113.277674 + Penalty 1546.049644 = -287567.228030 nChanged 13 SP:Iteration 32Q (10550.389762 sec): 3 clusters Score: Raw -289116.893125 + Penalty 1546.049644 = -287570.843481 nChanged 11 SP:Iteration 33Q (10550.438420 sec): 3 clusters Score: Raw -289120.976372 + Penalty 1546.049644 = -287574.926728 nChanged 11 SP:Iteration 34Q (10550.487715 sec): 3 clusters Score: Raw -289123.139228 + Penalty 1546.049644 = -287577.089584 nChanged 7 SP:Iteration 35Q (10550.539785 sec): 3 clusters Score: Raw -289126.018500 + Penalty 1546.049644 = -287579.968856 nChanged 5 SP:Iteration 36Q (10550.589459 sec): 3 clusters Score: Raw -289127.559821 + Penalty 1546.049644 = -287581.510177 nChanged 5 SP:Iteration 37Q (10550.636867 sec): 3 clusters Score: Raw -289128.701712 + Penalty 1546.049644 = -287582.652068 nChanged 3 SP:Iteration 38Q (10550.680478 sec): 3 clusters Score: Raw -289129.175971 + Penalty 1546.049644 = -287583.126327 nChanged 2 SP:Iteration 39Q (10550.716879 sec): 3 clusters Score: Raw -289130.122173 + Penalty 1546.049644 = -287584.072529 nChanged 3 SP:Iteration 40F (10550.776403 sec): 3 clusters Score: Raw -289131.596608 + Penalty 1546.049644 = -287585.546964 nChanged 8 SP:Iteration 41Q (10550.829063 sec): 3 clusters Score: Raw -289134.341266 + Penalty 1546.049644 = -287588.291622 nChanged 5 SP:Iteration 42Q (10550.879108 sec): 3 clusters Score: Raw -289137.243083 + Penalty 1546.049644 = -287591.193439 nChanged 3 SP:Iteration 43Q (10550.932972 sec): 3 clusters Score: Raw -289137.993157 + Penalty 1546.049644 = -287591.943512 nChanged 5 SP:Iteration 44Q (10550.969896 sec): 3 clusters Score: Raw -289138.843026 + Penalty 1546.049644 = -287592.793381 nChanged 4 SP:Iteration 45Q (10551.017718 sec): 3 clusters Score: Raw -289139.477239 + Penalty 1546.049644 = -287593.427595 nChanged 4 SP:Iteration 46Q (10551.075778 sec): 3 clusters Score: Raw -289140.535367 + Penalty 1546.049644 = -287594.485723 nChanged 2 SP:Iteration 47Q (10551.123183 sec): 3 clusters Score: Raw -289140.867566 + Penalty 1546.049644 = -287594.817922 nChanged 2 SP:Iteration 48Q (10551.163273 sec): 3 clusters Score: Raw -289141.236660 + Penalty 1546.049644 = -287595.187016 nChanged 0 SP:Iteration 49F (10551.221204 sec): 3 clusters Score: Raw -289141.236660 + Penalty 1546.049644 = -287595.187016 nChanged 0 Trying to split cluster 2 (1313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10551.245462 sec): 2 clusters Score: Raw -108239.460538 + Penalty 682.106638 = -107557.353900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10551.294882 sec): 3 clusters Score: Raw -107692.868139 + Penalty 1364.213276 = -106328.654863 nChanged 508 SP:Iteration 1F (10551.334954 sec): 3 clusters Score: Raw -108125.427367 + Penalty 1364.213276 = -106761.214091 nChanged 133 SP:Iteration 2F (10551.371978 sec): 3 clusters Score: Raw -108306.790961 + Penalty 1364.213276 = -106942.577685 nChanged 93 SP:Iteration 3F (10551.413576 sec): 3 clusters Score: Raw -108427.615470 + Penalty 1364.213276 = -107063.402194 nChanged 64 SP:Iteration 4Q (10551.456706 sec): 3 clusters Score: Raw -108488.184130 + Penalty 1364.213276 = -107123.970854 nChanged 40 SP:Iteration 5Q (10551.500010 sec): 3 clusters Score: Raw -108517.637411 + Penalty 1364.213276 = -107153.424135 nChanged 27 SP:Iteration 6Q (10551.560039 sec): 3 clusters Score: Raw -108537.497701 + Penalty 1364.213276 = -107173.284425 nChanged 15 SP:Iteration 7Q (10551.614389 sec): 3 clusters Score: Raw -108547.059516 + Penalty 1364.213276 = -107182.846240 nChanged 14 SP:Iteration 8Q (10551.650964 sec): 3 clusters Score: Raw -108557.371532 + Penalty 1364.213276 = -107193.158256 nChanged 8 SP:Iteration 9Q (10551.708462 sec): 3 clusters Score: Raw -108563.382554 + Penalty 1364.213276 = -107199.169277 nChanged 4 SP:Iteration 10Q (10551.760674 sec): 3 clusters Score: Raw -108565.271043 + Penalty 1364.213276 = -107201.057767 nChanged 3 SP:Iteration 11Q (10551.809551 sec): 3 clusters Score: Raw -108566.319138 + Penalty 1364.213276 = -107202.105862 nChanged 3 SP:Iteration 12Q (10551.858472 sec): 3 clusters Score: Raw -108568.383787 + Penalty 1364.213276 = -107204.170511 nChanged 2 SP:Iteration 13Q (10551.900949 sec): 3 clusters Score: Raw -108569.427774 + Penalty 1364.213276 = -107205.214498 nChanged 3 SP:Iteration 14Q (10551.940441 sec): 3 clusters Score: Raw -108571.166424 + Penalty 1364.213276 = -107206.953148 nChanged 3 SP:Iteration 15Q (10552.002379 sec): 3 clusters Score: Raw -108572.149031 + Penalty 1364.213276 = -107207.935755 nChanged 4 SP:Iteration 16Q (10552.053598 sec): 3 clusters Score: Raw -108573.762374 + Penalty 1364.213276 = -107209.549098 nChanged 4 SP:Iteration 17Q (10552.105998 sec): 3 clusters Score: Raw -108575.457436 + Penalty 1364.213276 = -107211.244160 nChanged 2 SP:Iteration 18Q (10552.149519 sec): 3 clusters Score: Raw -108576.069630 + Penalty 1364.213276 = -107211.856354 nChanged 1 SP:Iteration 19Q (10552.203738 sec): 3 clusters Score: Raw -108576.625945 + Penalty 1364.213276 = -107212.412669 nChanged 1 SP:Iteration 20F (10552.253277 sec): 3 clusters Score: Raw -108576.820792 + Penalty 1364.213276 = -107212.607516 nChanged 1 SP:Iteration 21Q (10552.304669 sec): 3 clusters Score: Raw -108577.105666 + Penalty 1364.213276 = -107212.892390 nChanged 0 SP:Iteration 22F (10552.349560 sec): 3 clusters Score: Raw -108577.105666 + Penalty 1364.213276 = -107212.892390 nChanged 0 Trying to split cluster 3 (9905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10552.390428 sec): 2 clusters Score: Raw -834569.003866 + Penalty 874.075521 = -833694.928345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10552.449604 sec): 3 clusters Score: Raw -828686.581446 + Penalty 1748.151042 = -826938.430404 nChanged 4411 SP:Iteration 1F (10552.514710 sec): 3 clusters Score: Raw -831292.329909 + Penalty 1748.151042 = -829544.178867 nChanged 654 SP:Iteration 2F (10552.562945 sec): 3 clusters Score: Raw -831625.095632 + Penalty 1748.151042 = -829876.944589 nChanged 645 SP:Iteration 3F (10552.625485 sec): 3 clusters Score: Raw -832044.165916 + Penalty 1748.151042 = -830296.014874 nChanged 733 SP:Iteration 4F (10552.687042 sec): 3 clusters Score: Raw -832586.205123 + Penalty 1748.151042 = -830838.054081 nChanged 737 SP:Iteration 5F (10552.738658 sec): 3 clusters Score: Raw -833170.526070 + Penalty 1748.151042 = -831422.375028 nChanged 675 SP:Iteration 6F (10552.798304 sec): 3 clusters Score: Raw -833735.892714 + Penalty 1748.151042 = -831987.741672 nChanged 486 SP:Iteration 7Q (10552.867747 sec): 3 clusters Score: Raw -834165.678890 + Penalty 1748.151042 = -832417.527847 nChanged 360 SP:Iteration 8Q (10552.921084 sec): 3 clusters Score: Raw -834484.493443 + Penalty 1748.151042 = -832736.342400 nChanged 270 SP:Iteration 9Q (10552.991578 sec): 3 clusters Score: Raw -834689.487535 + Penalty 1748.151042 = -832941.336493 nChanged 185 SP:Iteration 10Q (10553.051572 sec): 3 clusters Score: Raw -834812.596456 + Penalty 1748.151042 = -833064.445414 nChanged 133 SP:Iteration 11Q (10553.103115 sec): 3 clusters Score: Raw -834919.347948 + Penalty 1748.151042 = -833171.196906 nChanged 105 SP:Iteration 12Q (10553.163201 sec): 3 clusters Score: Raw -834973.532655 + Penalty 1748.151042 = -833225.381613 nChanged 77 SP:Iteration 13Q (10553.226698 sec): 3 clusters Score: Raw -835007.765103 + Penalty 1748.151042 = -833259.614060 nChanged 54 SP:Iteration 14Q (10553.288793 sec): 3 clusters Score: Raw -835030.424273 + Penalty 1748.151042 = -833282.273230 nChanged 53 SP:Iteration 15Q (10553.343963 sec): 3 clusters Score: Raw -835046.306475 + Penalty 1748.151042 = -833298.155432 nChanged 38 SP:Iteration 16Q (10553.391901 sec): 3 clusters Score: Raw -835055.647756 + Penalty 1748.151042 = -833307.496714 nChanged 25 SP:Iteration 17Q (10553.448582 sec): 3 clusters Score: Raw -835059.982866 + Penalty 1748.151042 = -833311.831824 nChanged 26 SP:Iteration 18Q (10553.516786 sec): 3 clusters Score: Raw -835065.064945 + Penalty 1748.151042 = -833316.913903 nChanged 27 SP:Iteration 19Q (10553.575870 sec): 3 clusters Score: Raw -835070.140048 + Penalty 1748.151042 = -833321.989006 nChanged 28 SP:Iteration 20F (10553.637781 sec): 3 clusters Score: Raw -835077.047259 + Penalty 1748.151042 = -833328.896217 nChanged 28 SP:Iteration 21Q (10553.694843 sec): 3 clusters Score: Raw -835087.051730 + Penalty 1748.151042 = -833338.900688 nChanged 26 SP:Iteration 22Q (10553.753805 sec): 3 clusters Score: Raw -835093.536784 + Penalty 1748.151042 = -833345.385741 nChanged 24 SP:Iteration 23Q (10553.803101 sec): 3 clusters Score: Raw -835098.510362 + Penalty 1748.151042 = -833350.359320 nChanged 16 SP:Iteration 24Q (10553.869781 sec): 3 clusters Score: Raw -835101.640979 + Penalty 1748.151042 = -833353.489937 nChanged 15 SP:Iteration 25Q (10553.932088 sec): 3 clusters Score: Raw -835104.728665 + Penalty 1748.151042 = -833356.577623 nChanged 14 SP:Iteration 26Q (10553.988903 sec): 3 clusters Score: Raw -835107.908952 + Penalty 1748.151042 = -833359.757909 nChanged 16 SP:Iteration 27Q (10554.047779 sec): 3 clusters Score: Raw -835111.953807 + Penalty 1748.151042 = -833363.802765 nChanged 15 SP:Iteration 28Q (10554.097578 sec): 3 clusters Score: Raw -835116.771038 + Penalty 1748.151042 = -833368.619996 nChanged 17 SP:Iteration 29Q (10554.160201 sec): 3 clusters Score: Raw -835121.859153 + Penalty 1748.151042 = -833373.708111 nChanged 13 SP:Iteration 30Q (10554.214784 sec): 3 clusters Score: Raw -835124.863193 + Penalty 1748.151042 = -833376.712151 nChanged 14 SP:Iteration 31Q (10554.274632 sec): 3 clusters Score: Raw -835126.922785 + Penalty 1748.151042 = -833378.771743 nChanged 10 SP:Iteration 32Q (10554.332385 sec): 3 clusters Score: Raw -835128.091422 + Penalty 1748.151042 = -833379.940379 nChanged 6 SP:Iteration 33Q (10554.386332 sec): 3 clusters Score: Raw -835128.862037 + Penalty 1748.151042 = -833380.710995 nChanged 6 SP:Iteration 34Q (10554.441275 sec): 3 clusters Score: Raw -835129.948326 + Penalty 1748.151042 = -833381.797283 nChanged 7 SP:Iteration 35Q (10554.488945 sec): 3 clusters Score: Raw -835131.332620 + Penalty 1748.151042 = -833383.181578 nChanged 4 SP:Iteration 36Q (10554.548227 sec): 3 clusters Score: Raw -835131.650436 + Penalty 1748.151042 = -833383.499394 nChanged 4 SP:Iteration 37Q (10554.602578 sec): 3 clusters Score: Raw -835132.030127 + Penalty 1748.151042 = -833383.879085 nChanged 1 SP:Iteration 38Q (10554.653492 sec): 3 clusters Score: Raw -835132.134443 + Penalty 1748.151042 = -833383.983401 nChanged 0 SP:Iteration 39F (10554.712545 sec): 3 clusters Score: Raw -835132.134443 + Penalty 1748.151042 = -833383.983401 nChanged 0 Trying to split cluster 4 (27276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10554.768841 sec): 2 clusters Score: Raw -2361233.433369 + Penalty 970.307435 = -2360263.125934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10554.852253 sec): 3 clusters Score: Raw -2344086.438275 + Penalty 1940.614870 = -2342145.823405 nChanged 12747 SP:Iteration 1F (10554.933013 sec): 3 clusters Score: Raw -2351403.006530 + Penalty 1940.614870 = -2349462.391660 nChanged 1270 SP:Iteration 2Q (10555.023486 sec): 3 clusters Score: Raw -2351847.323623 + Penalty 1940.614870 = -2349906.708753 nChanged 1268 SP:Iteration 3Q (10555.111880 sec): 3 clusters Score: Raw -2352374.157760 + Penalty 1940.614870 = -2350433.542890 nChanged 1331 SP:Iteration 4Q (10555.196984 sec): 3 clusters Score: Raw -2353050.152487 + Penalty 1940.614870 = -2351109.537617 nChanged 1473 SP:Iteration 5F (10555.266009 sec): 3 clusters Score: Raw -2354003.962449 + Penalty 1940.614870 = -2352063.347579 nChanged 1615 SP:Iteration 6F (10555.358022 sec): 3 clusters Score: Raw -2355229.025676 + Penalty 1940.614870 = -2353288.410806 nChanged 1742 SP:Iteration 7F (10555.443674 sec): 3 clusters Score: Raw -2356615.932139 + Penalty 1940.614870 = -2354675.317269 nChanged 1611 SP:Iteration 8F (10555.527968 sec): 3 clusters Score: Raw -2357705.559319 + Penalty 1940.614870 = -2355764.944449 nChanged 1206 SP:Iteration 9Q (10555.613209 sec): 3 clusters Score: Raw -2358332.759677 + Penalty 1940.614870 = -2356392.144807 nChanged 865 SP:Iteration 10Q (10555.694505 sec): 3 clusters Score: Raw -2358661.067940 + Penalty 1940.614870 = -2356720.453070 nChanged 583 SP:Iteration 11Q (10555.767180 sec): 3 clusters Score: Raw -2358840.616987 + Penalty 1940.614870 = -2356900.002117 nChanged 438 SP:Iteration 12Q (10555.844500 sec): 3 clusters Score: Raw -2358984.942236 + Penalty 1940.614870 = -2357044.327366 nChanged 430 SP:Iteration 13Q (10555.923753 sec): 3 clusters Score: Raw -2359134.168001 + Penalty 1940.614870 = -2357193.553131 nChanged 445 SP:Iteration 14Q (10556.013060 sec): 3 clusters Score: Raw -2359297.916459 + Penalty 1940.614870 = -2357357.301589 nChanged 425 SP:Iteration 15Q (10556.095789 sec): 3 clusters Score: Raw -2359453.424161 + Penalty 1940.614870 = -2357512.809291 nChanged 414 SP:Iteration 16Q (10556.175221 sec): 3 clusters Score: Raw -2359591.768055 + Penalty 1940.614870 = -2357651.153185 nChanged 369 SP:Iteration 17Q (10556.257185 sec): 3 clusters Score: Raw -2359706.789719 + Penalty 1940.614870 = -2357766.174849 nChanged 304 SP:Iteration 18Q (10556.341952 sec): 3 clusters Score: Raw -2359802.676933 + Penalty 1940.614870 = -2357862.062063 nChanged 303 SP:Iteration 19Q (10556.416206 sec): 3 clusters Score: Raw -2359896.657194 + Penalty 1940.614870 = -2357956.042324 nChanged 279 SP:Iteration 20F (10556.504951 sec): 3 clusters Score: Raw -2359968.683553 + Penalty 1940.614870 = -2358028.068683 nChanged 236 SP:Iteration 21Q (10556.585851 sec): 3 clusters Score: Raw -2360020.078792 + Penalty 1940.614870 = -2358079.463922 nChanged 203 SP:Iteration 22Q (10556.669970 sec): 3 clusters Score: Raw -2360058.399654 + Penalty 1940.614870 = -2358117.784784 nChanged 171 SP:Iteration 23Q (10556.749228 sec): 3 clusters Score: Raw -2360089.818933 + Penalty 1940.614870 = -2358149.204063 nChanged 169 SP:Iteration 24Q (10556.831619 sec): 3 clusters Score: Raw -2360114.125905 + Penalty 1940.614870 = -2358173.511035 nChanged 120 SP:Iteration 25Q (10556.907968 sec): 3 clusters Score: Raw -2360128.850418 + Penalty 1940.614870 = -2358188.235548 nChanged 111 SP:Iteration 26Q (10556.983034 sec): 3 clusters Score: Raw -2360141.566774 + Penalty 1940.614870 = -2358200.951904 nChanged 99 SP:Iteration 27Q (10557.063129 sec): 3 clusters Score: Raw -2360151.144394 + Penalty 1940.614870 = -2358210.529524 nChanged 71 SP:Iteration 28Q (10557.150032 sec): 3 clusters Score: Raw -2360157.301074 + Penalty 1940.614870 = -2358216.686204 nChanged 57 SP:Iteration 29Q (10557.231639 sec): 3 clusters Score: Raw -2360161.675695 + Penalty 1940.614870 = -2358221.060825 nChanged 47 SP:Iteration 30Q (10557.314696 sec): 3 clusters Score: Raw -2360164.103256 + Penalty 1940.614870 = -2358223.488386 nChanged 39 SP:Iteration 31Q (10557.394316 sec): 3 clusters Score: Raw -2360166.573808 + Penalty 1940.614870 = -2358225.958938 nChanged 36 SP:Iteration 32Q (10557.474925 sec): 3 clusters Score: Raw -2360168.678135 + Penalty 1940.614870 = -2358228.063265 nChanged 29 SP:Iteration 33Q (10557.558573 sec): 3 clusters Score: Raw -2360170.619113 + Penalty 1940.614870 = -2358230.004243 nChanged 47 SP:Iteration 34Q (10557.635345 sec): 3 clusters Score: Raw -2360173.689408 + Penalty 1940.614870 = -2358233.074538 nChanged 43 SP:Iteration 35Q (10557.711898 sec): 3 clusters Score: Raw -2360176.882789 + Penalty 1940.614870 = -2358236.267919 nChanged 44 SP:Iteration 36Q (10557.798798 sec): 3 clusters Score: Raw -2360180.351551 + Penalty 1940.614870 = -2358239.736681 nChanged 47 SP:Iteration 37Q (10557.868651 sec): 3 clusters Score: Raw -2360183.082306 + Penalty 1940.614870 = -2358242.467436 nChanged 45 SP:Iteration 38Q (10557.946712 sec): 3 clusters Score: Raw -2360185.313554 + Penalty 1940.614870 = -2358244.698684 nChanged 25 SP:Iteration 39Q (10558.038488 sec): 3 clusters Score: Raw -2360186.692843 + Penalty 1940.614870 = -2358246.077973 nChanged 25 SP:Iteration 40F (10558.112755 sec): 3 clusters Score: Raw -2360187.817300 + Penalty 1940.614870 = -2358247.202430 nChanged 22 SP:Iteration 41Q (10558.190118 sec): 3 clusters Score: Raw -2360188.745250 + Penalty 1940.614870 = -2358248.130380 nChanged 22 SP:Iteration 42Q (10558.272790 sec): 3 clusters Score: Raw -2360189.445934 + Penalty 1940.614870 = -2358248.831064 nChanged 19 SP:Iteration 43Q (10558.359261 sec): 3 clusters Score: Raw -2360190.144589 + Penalty 1940.614870 = -2358249.529720 nChanged 14 SP:Iteration 44Q (10558.438383 sec): 3 clusters Score: Raw -2360190.554871 + Penalty 1940.614870 = -2358249.940001 nChanged 8 SP:Iteration 45Q (10558.522034 sec): 3 clusters Score: Raw -2360190.799962 + Penalty 1940.614870 = -2358250.185092 nChanged 10 SP:Iteration 46Q (10558.604967 sec): 3 clusters Score: Raw -2360191.212365 + Penalty 1940.614870 = -2358250.597495 nChanged 11 SP:Iteration 47Q (10558.687887 sec): 3 clusters Score: Raw -2360191.544747 + Penalty 1940.614870 = -2358250.929877 nChanged 12 SP:Iteration 48Q (10558.770482 sec): 3 clusters Score: Raw -2360191.912241 + Penalty 1940.614870 = -2358251.297371 nChanged 16 SP:Iteration 49Q (10558.854457 sec): 3 clusters Score: Raw -2360192.551287 + Penalty 1940.614870 = -2358251.936417 nChanged 17 SP:Iteration 50Q (10558.937230 sec): 3 clusters Score: Raw -2360193.227280 + Penalty 1940.614870 = -2358252.612410 nChanged 25 SP:Iteration 51Q (10559.019864 sec): 3 clusters Score: Raw -2360194.472839 + Penalty 1940.614870 = -2358253.857970 nChanged 31 SP:Iteration 52Q (10559.100761 sec): 3 clusters Score: Raw -2360195.803274 + Penalty 1940.614870 = -2358255.188404 nChanged 26 SP:Iteration 53Q (10559.184138 sec): 3 clusters Score: Raw -2360196.798786 + Penalty 1940.614870 = -2358256.183916 nChanged 24 SP:Iteration 54Q (10559.266524 sec): 3 clusters Score: Raw -2360197.990271 + Penalty 1940.614870 = -2358257.375401 nChanged 25 SP:Iteration 55Q (10559.344754 sec): 3 clusters Score: Raw -2360198.895796 + Penalty 1940.614870 = -2358258.280926 nChanged 27 SP:Iteration 56Q (10559.422782 sec): 3 clusters Score: Raw -2360200.190770 + Penalty 1940.614870 = -2358259.575900 nChanged 26 SP:Iteration 57Q (10559.512681 sec): 3 clusters Score: Raw -2360201.662443 + Penalty 1940.614870 = -2358261.047573 nChanged 29 SP:Iteration 58Q (10559.584151 sec): 3 clusters Score: Raw -2360203.284995 + Penalty 1940.614870 = -2358262.670125 nChanged 28 SP:Iteration 59Q (10559.655797 sec): 3 clusters Score: Raw -2360204.645981 + Penalty 1940.614870 = -2358264.031111 nChanged 32 SP:Iteration 60F (10559.736726 sec): 3 clusters Score: Raw -2360206.200508 + Penalty 1940.614870 = -2358265.585638 nChanged 31 SP:Iteration 61Q (10559.828142 sec): 3 clusters Score: Raw -2360207.547525 + Penalty 1940.614870 = -2358266.932655 nChanged 35 SP:Iteration 62Q (10559.911163 sec): 3 clusters Score: Raw -2360209.230400 + Penalty 1940.614870 = -2358268.615530 nChanged 42 SP:Iteration 63Q (10559.995759 sec): 3 clusters Score: Raw -2360211.497538 + Penalty 1940.614870 = -2358270.882668 nChanged 45 SP:Iteration 64Q (10560.068763 sec): 3 clusters Score: Raw -2360214.159850 + Penalty 1940.614870 = -2358273.544980 nChanged 36 SP:Iteration 65Q (10560.152702 sec): 3 clusters Score: Raw -2360216.223250 + Penalty 1940.614870 = -2358275.608380 nChanged 41 SP:Iteration 66Q (10560.231920 sec): 3 clusters Score: Raw -2360218.529843 + Penalty 1940.614870 = -2358277.914973 nChanged 43 SP:Iteration 67Q (10560.303600 sec): 3 clusters Score: Raw -2360220.940935 + Penalty 1940.614870 = -2358280.326065 nChanged 45 SP:Iteration 68Q (10560.380536 sec): 3 clusters Score: Raw -2360223.756498 + Penalty 1940.614870 = -2358283.141628 nChanged 53 SP:Iteration 69Q (10560.468837 sec): 3 clusters Score: Raw -2360227.139876 + Penalty 1940.614870 = -2358286.525006 nChanged 47 SP:Iteration 70Q (10560.550150 sec): 3 clusters Score: Raw -2360230.435418 + Penalty 1940.614870 = -2358289.820548 nChanged 48 SP:Iteration 71Q (10560.634142 sec): 3 clusters Score: Raw -2360233.681478 + Penalty 1940.614870 = -2358293.066608 nChanged 54 SP:Iteration 72Q (10560.718951 sec): 3 clusters Score: Raw -2360237.485467 + Penalty 1940.614870 = -2358296.870597 nChanged 61 SP:Iteration 73Q (10560.803158 sec): 3 clusters Score: Raw -2360242.044456 + Penalty 1940.614870 = -2358301.429586 nChanged 68 SP:Iteration 74Q (10560.884762 sec): 3 clusters Score: Raw -2360247.744441 + Penalty 1940.614870 = -2358307.129571 nChanged 76 SP:Iteration 75Q (10560.964416 sec): 3 clusters Score: Raw -2360253.890283 + Penalty 1940.614870 = -2358313.275413 nChanged 78 SP:Iteration 76Q (10561.050673 sec): 3 clusters Score: Raw -2360260.299292 + Penalty 1940.614870 = -2358319.684422 nChanged 66 SP:Iteration 77Q (10561.133107 sec): 3 clusters Score: Raw -2360266.021510 + Penalty 1940.614870 = -2358325.406640 nChanged 78 SP:Iteration 78Q (10561.215079 sec): 3 clusters Score: Raw -2360272.677021 + Penalty 1940.614870 = -2358332.062151 nChanged 73 SP:Iteration 79Q (10561.299173 sec): 3 clusters Score: Raw -2360278.509316 + Penalty 1940.614870 = -2358337.894446 nChanged 87 SP:Iteration 80F (10561.382347 sec): 3 clusters Score: Raw -2360286.803121 + Penalty 1940.614870 = -2358346.188251 nChanged 90 SP:Iteration 81Q (10561.449377 sec): 3 clusters Score: Raw -2360295.346464 + Penalty 1940.614870 = -2358354.731594 nChanged 94 SP:Iteration 82Q (10561.534919 sec): 3 clusters Score: Raw -2360305.204671 + Penalty 1940.614870 = -2358364.589801 nChanged 90 SP:Iteration 83Q (10561.604656 sec): 3 clusters Score: Raw -2360314.424265 + Penalty 1940.614870 = -2358373.809395 nChanged 90 SP:Iteration 84Q (10561.680649 sec): 3 clusters Score: Raw -2360323.035856 + Penalty 1940.614870 = -2358382.420986 nChanged 87 SP:Iteration 85Q (10561.752739 sec): 3 clusters Score: Raw -2360330.423000 + Penalty 1940.614870 = -2358389.808130 nChanged 69 SP:Iteration 86Q (10561.840904 sec): 3 clusters Score: Raw -2360335.208762 + Penalty 1940.614870 = -2358394.593892 nChanged 66 SP:Iteration 87Q (10561.923124 sec): 3 clusters Score: Raw -2360340.023029 + Penalty 1940.614870 = -2358399.408159 nChanged 69 SP:Iteration 88Q (10562.001090 sec): 3 clusters Score: Raw -2360345.406672 + Penalty 1940.614870 = -2358404.791802 nChanged 66 SP:Iteration 89Q (10562.090598 sec): 3 clusters Score: Raw -2360350.323757 + Penalty 1940.614870 = -2358409.708887 nChanged 63 SP:Iteration 90Q (10562.166642 sec): 3 clusters Score: Raw -2360354.562413 + Penalty 1940.614870 = -2358413.947543 nChanged 62 SP:Iteration 91Q (10562.253524 sec): 3 clusters Score: Raw -2360358.539682 + Penalty 1940.614870 = -2358417.924812 nChanged 60 SP:Iteration 92Q (10562.328131 sec): 3 clusters Score: Raw -2360362.246945 + Penalty 1940.614870 = -2358421.632075 nChanged 68 SP:Iteration 93Q (10562.410675 sec): 3 clusters Score: Raw -2360366.806900 + Penalty 1940.614870 = -2358426.192030 nChanged 68 SP:Iteration 94Q (10562.482253 sec): 3 clusters Score: Raw -2360372.240057 + Penalty 1940.614870 = -2358431.625187 nChanged 69 SP:Iteration 95Q (10562.573998 sec): 3 clusters Score: Raw -2360379.457152 + Penalty 1940.614870 = -2358438.842282 nChanged 77 SP:Iteration 96Q (10562.654308 sec): 3 clusters Score: Raw -2360387.181525 + Penalty 1940.614870 = -2358446.566655 nChanged 77 SP:Iteration 97Q (10562.733352 sec): 3 clusters Score: Raw -2360394.609323 + Penalty 1940.614870 = -2358453.994453 nChanged 84 SP:Iteration 98Q (10562.809682 sec): 3 clusters Score: Raw -2360402.737502 + Penalty 1940.614870 = -2358462.122632 nChanged 82 SP:Iteration 99Q (10562.888258 sec): 3 clusters Score: Raw -2360410.728111 + Penalty 1940.614870 = -2358470.113241 nChanged 92 SP:Iteration 100F (10562.966900 sec): 3 clusters Score: Raw -2360420.590040 + Penalty 1940.614870 = -2358479.975170 nChanged 85 SP:Iteration 101Q (10563.040378 sec): 3 clusters Score: Raw -2360430.675984 + Penalty 1940.614870 = -2358490.061114 nChanged 110 SP:Iteration 102Q (10563.110477 sec): 3 clusters Score: Raw -2360442.179868 + Penalty 1940.614870 = -2358501.564998 nChanged 90 SP:Iteration 103Q (10563.202309 sec): 3 clusters Score: Raw -2360451.119198 + Penalty 1940.614870 = -2358510.504328 nChanged 85 SP:Iteration 104Q (10563.283918 sec): 3 clusters Score: Raw -2360458.986619 + Penalty 1940.614870 = -2358518.371749 nChanged 75 SP:Iteration 105Q (10563.356201 sec): 3 clusters Score: Raw -2360465.539648 + Penalty 1940.614870 = -2358524.924778 nChanged 83 SP:Iteration 106Q (10563.443037 sec): 3 clusters Score: Raw -2360472.863762 + Penalty 1940.614870 = -2358532.248892 nChanged 76 SP:Iteration 107Q (10563.514942 sec): 3 clusters Score: Raw -2360479.509306 + Penalty 1940.614870 = -2358538.894436 nChanged 62 SP:Iteration 108Q (10563.601608 sec): 3 clusters Score: Raw -2360484.668350 + Penalty 1940.614870 = -2358544.053480 nChanged 72 SP:Iteration 109Q (10563.686009 sec): 3 clusters Score: Raw -2360490.558267 + Penalty 1940.614870 = -2358549.943397 nChanged 78 SP:Iteration 110Q (10563.766087 sec): 3 clusters Score: Raw -2360497.869376 + Penalty 1940.614870 = -2358557.254506 nChanged 72 SP:Iteration 111Q (10563.842885 sec): 3 clusters Score: Raw -2360504.507392 + Penalty 1940.614870 = -2358563.892522 nChanged 65 SP:Iteration 112Q (10563.919263 sec): 3 clusters Score: Raw -2360509.672513 + Penalty 1940.614870 = -2358569.057643 nChanged 59 SP:Iteration 113Q (10563.993800 sec): 3 clusters Score: Raw -2360513.645775 + Penalty 1940.614870 = -2358573.030905 nChanged 53 SP:Iteration 114Q (10564.076157 sec): 3 clusters Score: Raw -2360517.373817 + Penalty 1940.614870 = -2358576.758947 nChanged 54 SP:Iteration 115Q (10564.154930 sec): 3 clusters Score: Raw -2360521.518596 + Penalty 1940.614870 = -2358580.903726 nChanged 58 SP:Iteration 116Q (10564.230204 sec): 3 clusters Score: Raw -2360526.010242 + Penalty 1940.614870 = -2358585.395372 nChanged 59 SP:Iteration 117Q (10564.305426 sec): 3 clusters Score: Raw -2360530.486056 + Penalty 1940.614870 = -2358589.871186 nChanged 61 SP:Iteration 118Q (10564.377538 sec): 3 clusters Score: Raw -2360535.825249 + Penalty 1940.614870 = -2358595.210379 nChanged 77 SP:Iteration 119Q (10564.449032 sec): 3 clusters Score: Raw -2360544.949030 + Penalty 1940.614870 = -2358604.334160 nChanged 94 SP:Iteration 120F (10564.527454 sec): 3 clusters Score: Raw -2360554.601812 + Penalty 1940.614870 = -2358613.986942 nChanged 80 SP:Iteration 121Q (10564.594672 sec): 3 clusters Score: Raw -2360562.223930 + Penalty 1940.614870 = -2358621.609060 nChanged 82 SP:Iteration 122Q (10564.681840 sec): 3 clusters Score: Raw -2360569.913637 + Penalty 1940.614870 = -2358629.298768 nChanged 90 SP:Iteration 123Q (10564.749467 sec): 3 clusters Score: Raw -2360578.433150 + Penalty 1940.614870 = -2358637.818280 nChanged 91 SP:Iteration 124Q (10564.828030 sec): 3 clusters Score: Raw -2360587.430840 + Penalty 1940.614870 = -2358646.815970 nChanged 97 SP:Iteration 125Q (10564.902586 sec): 3 clusters Score: Raw -2360597.313479 + Penalty 1940.614870 = -2358656.698609 nChanged 110 SP:Iteration 126Q (10564.974140 sec): 3 clusters Score: Raw -2360608.848558 + Penalty 1940.614870 = -2358668.233688 nChanged 108 SP:Iteration 127Q (10565.061242 sec): 3 clusters Score: Raw -2360622.905504 + Penalty 1940.614870 = -2358682.290634 nChanged 116 SP:Iteration 128Q (10565.128253 sec): 3 clusters Score: Raw -2360637.739880 + Penalty 1940.614870 = -2358697.125010 nChanged 102 SP:Iteration 129Q (10565.206681 sec): 3 clusters Score: Raw -2360648.694088 + Penalty 1940.614870 = -2358708.079218 nChanged 98 SP:Iteration 130Q (10565.283170 sec): 3 clusters Score: Raw -2360659.926686 + Penalty 1940.614870 = -2358719.311816 nChanged 90 SP:Iteration 131Q (10565.372868 sec): 3 clusters Score: Raw -2360668.939368 + Penalty 1940.614870 = -2358728.324498 nChanged 80 SP:Iteration 132Q (10565.438175 sec): 3 clusters Score: Raw -2360676.888113 + Penalty 1940.614870 = -2358736.273243 nChanged 85 SP:Iteration 133Q (10565.520011 sec): 3 clusters Score: Raw -2360683.667756 + Penalty 1940.614870 = -2358743.052886 nChanged 75 SP:Iteration 134Q (10565.611217 sec): 3 clusters Score: Raw -2360690.076877 + Penalty 1940.614870 = -2358749.462007 nChanged 79 SP:Iteration 135Q (10565.692152 sec): 3 clusters Score: Raw -2360697.521584 + Penalty 1940.614870 = -2358756.906714 nChanged 79 SP:Iteration 136Q (10565.771975 sec): 3 clusters Score: Raw -2360706.036354 + Penalty 1940.614870 = -2358765.421484 nChanged 81 SP:Iteration 137Q (10565.852681 sec): 3 clusters Score: Raw -2360714.371936 + Penalty 1940.614870 = -2358773.757066 nChanged 76 SP:Iteration 138Q (10565.932404 sec): 3 clusters Score: Raw -2360721.405889 + Penalty 1940.614870 = -2358780.791019 nChanged 73 SP:Iteration 139Q (10566.015916 sec): 3 clusters Score: Raw -2360728.574756 + Penalty 1940.614870 = -2358787.959886 nChanged 63 SP:Iteration 140F (10566.098288 sec): 3 clusters Score: Raw -2360734.409179 + Penalty 1940.614870 = -2358793.794309 nChanged 62 SP:Iteration 141Q (10566.176050 sec): 3 clusters Score: Raw -2360738.922728 + Penalty 1940.614870 = -2358798.307858 nChanged 52 SP:Iteration 142Q (10566.259472 sec): 3 clusters Score: Raw -2360743.084188 + Penalty 1940.614870 = -2358802.469318 nChanged 51 SP:Iteration 143Q (10566.339742 sec): 3 clusters Score: Raw -2360747.485480 + Penalty 1940.614870 = -2358806.870610 nChanged 51 SP:Iteration 144Q (10566.410375 sec): 3 clusters Score: Raw -2360751.726389 + Penalty 1940.614870 = -2358811.111519 nChanged 54 SP:Iteration 145Q (10566.497857 sec): 3 clusters Score: Raw -2360756.857321 + Penalty 1940.614870 = -2358816.242451 nChanged 58 SP:Iteration 146Q (10566.578433 sec): 3 clusters Score: Raw -2360762.098028 + Penalty 1940.614870 = -2358821.483158 nChanged 65 SP:Iteration 147Q (10566.655660 sec): 3 clusters Score: Raw -2360767.951037 + Penalty 1940.614870 = -2358827.336167 nChanged 71 SP:Iteration 148Q (10566.737702 sec): 3 clusters Score: Raw -2360774.595868 + Penalty 1940.614870 = -2358833.980998 nChanged 72 SP:Iteration 149Q (10566.815140 sec): 3 clusters Score: Raw -2360781.265104 + Penalty 1940.614870 = -2358840.650234 nChanged 67 SP:Iteration 150Q (10566.896310 sec): 3 clusters Score: Raw -2360786.735050 + Penalty 1940.614870 = -2358846.120180 nChanged 61 SP:Iteration 151Q (10566.968347 sec): 3 clusters Score: Raw -2360792.197063 + Penalty 1940.614870 = -2358851.582193 nChanged 58 SP:Iteration 152Q (10567.029241 sec): 3 clusters Score: Raw -2360796.439079 + Penalty 1940.614870 = -2358855.824209 nChanged 58 SP:Iteration 153Q (10567.093376 sec): 3 clusters Score: Raw -2360801.038411 + Penalty 1940.614870 = -2358860.423541 nChanged 63 SP:Iteration 154Q (10567.167379 sec): 3 clusters Score: Raw -2360806.927874 + Penalty 1940.614870 = -2358866.313004 nChanged 53 SP:Iteration 155Q (10567.232850 sec): 3 clusters Score: Raw -2360810.662905 + Penalty 1940.614870 = -2358870.048035 nChanged 51 SP:Iteration 156Q (10567.308412 sec): 3 clusters Score: Raw -2360814.664068 + Penalty 1940.614870 = -2358874.049198 nChanged 54 SP:Iteration 157Q (10567.385830 sec): 3 clusters Score: Raw -2360819.201368 + Penalty 1940.614870 = -2358878.586498 nChanged 54 SP:Iteration 158Q (10567.466787 sec): 3 clusters Score: Raw -2360823.893888 + Penalty 1940.614870 = -2358883.279018 nChanged 53 SP:Iteration 159Q (10567.545204 sec): 3 clusters Score: Raw -2360828.747016 + Penalty 1940.614870 = -2358888.132146 nChanged 56 SP:Iteration 160F (10567.629534 sec): 3 clusters Score: Raw -2360834.626176 + Penalty 1940.614870 = -2358894.011306 nChanged 71 SP:Iteration 161Q (10567.708967 sec): 3 clusters Score: Raw -2360841.633604 + Penalty 1940.614870 = -2358901.018734 nChanged 60 SP:Iteration 162Q (10567.788866 sec): 3 clusters Score: Raw -2360849.084022 + Penalty 1940.614870 = -2358908.469152 nChanged 64 SP:Iteration 163Q (10567.858916 sec): 3 clusters Score: Raw -2360856.403567 + Penalty 1940.614870 = -2358915.788697 nChanged 61 SP:Iteration 164Q (10567.929465 sec): 3 clusters Score: Raw -2360863.061457 + Penalty 1940.614870 = -2358922.446587 nChanged 55 SP:Iteration 165Q (10567.997692 sec): 3 clusters Score: Raw -2360868.287166 + Penalty 1940.614870 = -2358927.672296 nChanged 58 SP:Iteration 166Q (10568.087437 sec): 3 clusters Score: Raw -2360873.716683 + Penalty 1940.614870 = -2358933.101813 nChanged 67 SP:Iteration 167Q (10568.167738 sec): 3 clusters Score: Raw -2360881.222536 + Penalty 1940.614870 = -2358940.607666 nChanged 63 SP:Iteration 168Q (10568.247902 sec): 3 clusters Score: Raw -2360888.547294 + Penalty 1940.614870 = -2358947.932424 nChanged 70 SP:Iteration 169Q (10568.327091 sec): 3 clusters Score: Raw -2360894.587923 + Penalty 1940.614870 = -2358953.973053 nChanged 53 SP:Iteration 170Q (10568.407471 sec): 3 clusters Score: Raw -2360899.351562 + Penalty 1940.614870 = -2358958.736692 nChanged 58 SP:Iteration 171Q (10568.486943 sec): 3 clusters Score: Raw -2360904.123492 + Penalty 1940.614870 = -2358963.508622 nChanged 40 SP:Iteration 172Q (10568.566750 sec): 3 clusters Score: Raw -2360907.081566 + Penalty 1940.614870 = -2358966.466696 nChanged 34 SP:Iteration 173Q (10568.643718 sec): 3 clusters Score: Raw -2360909.751899 + Penalty 1940.614870 = -2358969.137029 nChanged 34 SP:Iteration 174Q (10568.724927 sec): 3 clusters Score: Raw -2360912.433319 + Penalty 1940.614870 = -2358971.818449 nChanged 40 SP:Iteration 175Q (10568.793314 sec): 3 clusters Score: Raw -2360915.431405 + Penalty 1940.614870 = -2358974.816535 nChanged 37 SP:Iteration 176Q (10568.877019 sec): 3 clusters Score: Raw -2360918.241289 + Penalty 1940.614870 = -2358977.626419 nChanged 38 SP:Iteration 177Q (10568.951393 sec): 3 clusters Score: Raw -2360921.764470 + Penalty 1940.614870 = -2358981.149600 nChanged 45 SP:Iteration 178Q (10569.029345 sec): 3 clusters Score: Raw -2360925.979968 + Penalty 1940.614870 = -2358985.365098 nChanged 35 SP:Iteration 179Q (10569.093255 sec): 3 clusters Score: Raw -2360928.702163 + Penalty 1940.614870 = -2358988.087293 nChanged 41 SP:Iteration 180F (10569.170398 sec): 3 clusters Score: Raw -2360932.097028 + Penalty 1940.614870 = -2358991.482158 nChanged 42 SP:Iteration 181Q (10569.258609 sec): 3 clusters Score: Raw -2360935.079337 + Penalty 1940.614870 = -2358994.464467 nChanged 42 SP:Iteration 182Q (10569.338092 sec): 3 clusters Score: Raw -2360938.627797 + Penalty 1940.614870 = -2358998.012927 nChanged 50 SP:Iteration 183Q (10569.415940 sec): 3 clusters Score: Raw -2360942.947035 + Penalty 1940.614870 = -2359002.332165 nChanged 56 SP:Iteration 184Q (10569.479946 sec): 3 clusters Score: Raw -2360947.926168 + Penalty 1940.614870 = -2359007.311298 nChanged 48 SP:Iteration 185Q (10569.561116 sec): 3 clusters Score: Raw -2360952.417311 + Penalty 1940.614870 = -2359011.802441 nChanged 56 SP:Iteration 186Q (10569.651953 sec): 3 clusters Score: Raw -2360958.213123 + Penalty 1940.614870 = -2359017.598253 nChanged 65 SP:Iteration 187Q (10569.732441 sec): 3 clusters Score: Raw -2360965.050743 + Penalty 1940.614870 = -2359024.435873 nChanged 57 SP:Iteration 188Q (10569.812812 sec): 3 clusters Score: Raw -2360971.451125 + Penalty 1940.614870 = -2359030.836255 nChanged 49 SP:Iteration 189Q (10569.892433 sec): 3 clusters Score: Raw -2360976.608469 + Penalty 1940.614870 = -2359035.993599 nChanged 52 SP:Iteration 190Q (10569.971662 sec): 3 clusters Score: Raw -2360981.395802 + Penalty 1940.614870 = -2359040.780932 nChanged 43 SP:Iteration 191Q (10570.051161 sec): 3 clusters Score: Raw -2360984.800142 + Penalty 1940.614870 = -2359044.185272 nChanged 49 SP:Iteration 192Q (10570.130385 sec): 3 clusters Score: Raw -2360989.511270 + Penalty 1940.614870 = -2359048.896400 nChanged 62 SP:Iteration 193Q (10570.196287 sec): 3 clusters Score: Raw -2360996.167063 + Penalty 1940.614870 = -2359055.552193 nChanged 62 SP:Iteration 194Q (10570.278838 sec): 3 clusters Score: Raw -2361003.677679 + Penalty 1940.614870 = -2359063.062809 nChanged 63 SP:Iteration 195Q (10570.348036 sec): 3 clusters Score: Raw -2361009.976554 + Penalty 1940.614870 = -2359069.361684 nChanged 49 SP:Iteration 196Q (10570.438377 sec): 3 clusters Score: Raw -2361014.565586 + Penalty 1940.614870 = -2359073.950716 nChanged 46 SP:Iteration 197Q (10570.516324 sec): 3 clusters Score: Raw -2361018.731577 + Penalty 1940.614870 = -2359078.116707 nChanged 38 SP:Iteration 198Q (10570.572265 sec): 3 clusters Score: Raw -2361021.764118 + Penalty 1940.614870 = -2359081.149248 nChanged 34 SP:Iteration 199Q (10570.657890 sec): 3 clusters Score: Raw -2361024.898079 + Penalty 1940.614870 = -2359084.283209 nChanged 36 SP:Iteration 200F (10570.743898 sec): 3 clusters Score: Raw -2361027.934628 + Penalty 1940.614870 = -2359087.319758 nChanged 40 SP:Iteration 201Q (10570.816320 sec): 3 clusters Score: Raw -2361032.023901 + Penalty 1940.614870 = -2359091.409031 nChanged 42 SP:Iteration 202Q (10570.892013 sec): 3 clusters Score: Raw -2361036.907358 + Penalty 1940.614870 = -2359096.292488 nChanged 43 SP:Iteration 203Q (10570.975222 sec): 3 clusters Score: Raw -2361040.971604 + Penalty 1940.614870 = -2359100.356734 nChanged 40 SP:Iteration 204Q (10571.054917 sec): 3 clusters Score: Raw -2361044.311497 + Penalty 1940.614870 = -2359103.696627 nChanged 39 SP:Iteration 205Q (10571.133612 sec): 3 clusters Score: Raw -2361048.241627 + Penalty 1940.614870 = -2359107.626757 nChanged 44 SP:Iteration 206Q (10571.214530 sec): 3 clusters Score: Raw -2361053.345008 + Penalty 1940.614870 = -2359112.730138 nChanged 43 SP:Iteration 207Q (10571.290827 sec): 3 clusters Score: Raw -2361057.540312 + Penalty 1940.614870 = -2359116.925442 nChanged 30 SP:Iteration 208Q (10571.367719 sec): 3 clusters Score: Raw -2361059.781971 + Penalty 1940.614870 = -2359119.167101 nChanged 29 SP:Iteration 209Q (10571.448278 sec): 3 clusters Score: Raw -2361062.374511 + Penalty 1940.614870 = -2359121.759641 nChanged 32 SP:Iteration 210Q (10571.525049 sec): 3 clusters Score: Raw -2361065.607286 + Penalty 1940.614870 = -2359124.992416 nChanged 39 SP:Iteration 211Q (10571.603743 sec): 3 clusters Score: Raw -2361069.039236 + Penalty 1940.614870 = -2359128.424366 nChanged 27 SP:Iteration 212Q (10571.683231 sec): 3 clusters Score: Raw -2361071.060324 + Penalty 1940.614870 = -2359130.445454 nChanged 30 SP:Iteration 213Q (10571.756957 sec): 3 clusters Score: Raw -2361073.290919 + Penalty 1940.614870 = -2359132.676049 nChanged 28 SP:Iteration 214Q (10571.834547 sec): 3 clusters Score: Raw -2361075.418902 + Penalty 1940.614870 = -2359134.804032 nChanged 27 SP:Iteration 215Q (10571.907242 sec): 3 clusters Score: Raw -2361077.714815 + Penalty 1940.614870 = -2359137.099945 nChanged 34 SP:Iteration 216Q (10571.979751 sec): 3 clusters Score: Raw -2361080.159377 + Penalty 1940.614870 = -2359139.544507 nChanged 29 SP:Iteration 217Q (10572.036703 sec): 3 clusters Score: Raw -2361082.621763 + Penalty 1940.614870 = -2359142.006893 nChanged 34 SP:Iteration 218Q (10572.117384 sec): 3 clusters Score: Raw -2361086.116754 + Penalty 1940.614870 = -2359145.501884 nChanged 27 SP:Iteration 219Q (10572.183156 sec): 3 clusters Score: Raw -2361088.952264 + Penalty 1940.614870 = -2359148.337394 nChanged 35 SP:Iteration 220F (10572.250973 sec): 3 clusters Score: Raw -2361092.465445 + Penalty 1940.614870 = -2359151.850575 nChanged 38 SP:Iteration 221Q (10572.324051 sec): 3 clusters Score: Raw -2361097.955649 + Penalty 1940.614870 = -2359157.340779 nChanged 43 SP:Iteration 222Q (10572.409650 sec): 3 clusters Score: Raw -2361103.631980 + Penalty 1940.614870 = -2359163.017110 nChanged 48 SP:Iteration 223Q (10572.489579 sec): 3 clusters Score: Raw -2361109.462505 + Penalty 1940.614870 = -2359168.847635 nChanged 57 SP:Iteration 224Q (10572.563670 sec): 3 clusters Score: Raw -2361116.258971 + Penalty 1940.614870 = -2359175.644101 nChanged 58 SP:Iteration 225Q (10572.629114 sec): 3 clusters Score: Raw -2361122.924325 + Penalty 1940.614870 = -2359182.309455 nChanged 54 SP:Iteration 226Q (10572.717711 sec): 3 clusters Score: Raw -2361128.469298 + Penalty 1940.614870 = -2359187.854428 nChanged 57 SP:Iteration 227Q (10572.794004 sec): 3 clusters Score: Raw -2361136.093231 + Penalty 1940.614870 = -2359195.478361 nChanged 59 SP:Iteration 228Q (10572.867387 sec): 3 clusters Score: Raw -2361143.611765 + Penalty 1940.614870 = -2359202.996895 nChanged 58 SP:Iteration 229Q (10572.950006 sec): 3 clusters Score: Raw -2361150.668238 + Penalty 1940.614870 = -2359210.053368 nChanged 56 SP:Iteration 230Q (10573.029003 sec): 3 clusters Score: Raw -2361156.572418 + Penalty 1940.614870 = -2359215.957548 nChanged 44 SP:Iteration 231Q (10573.105447 sec): 3 clusters Score: Raw -2361161.882030 + Penalty 1940.614870 = -2359221.267160 nChanged 51 SP:Iteration 232Q (10573.182163 sec): 3 clusters Score: Raw -2361168.604892 + Penalty 1940.614870 = -2359227.990022 nChanged 56 SP:Iteration 233Q (10573.257347 sec): 3 clusters Score: Raw -2361176.475118 + Penalty 1940.614870 = -2359235.860248 nChanged 54 SP:Iteration 234Q (10573.334190 sec): 3 clusters Score: Raw -2361183.620859 + Penalty 1940.614870 = -2359243.005989 nChanged 51 SP:Iteration 235Q (10573.417183 sec): 3 clusters Score: Raw -2361189.858439 + Penalty 1940.614870 = -2359249.243569 nChanged 50 SP:Iteration 236Q (10573.495377 sec): 3 clusters Score: Raw -2361195.157855 + Penalty 1940.614870 = -2359254.542985 nChanged 50 SP:Iteration 237Q (10573.571976 sec): 3 clusters Score: Raw -2361200.391470 + Penalty 1940.614870 = -2359259.776600 nChanged 48 SP:Iteration 238Q (10573.644935 sec): 3 clusters Score: Raw -2361205.420190 + Penalty 1940.614870 = -2359264.805320 nChanged 34 SP:Iteration 239Q (10573.710282 sec): 3 clusters Score: Raw -2361208.462694 + Penalty 1940.614870 = -2359267.847824 nChanged 34 SP:Iteration 240F (10573.783377 sec): 3 clusters Score: Raw -2361211.507278 + Penalty 1940.614870 = -2359270.892408 nChanged 28 SP:Iteration 241Q (10573.862329 sec): 3 clusters Score: Raw -2361214.263766 + Penalty 1940.614870 = -2359273.648896 nChanged 28 SP:Iteration 242Q (10573.944481 sec): 3 clusters Score: Raw -2361217.501637 + Penalty 1940.614870 = -2359276.886767 nChanged 30 SP:Iteration 243Q (10574.018116 sec): 3 clusters Score: Raw -2361221.293166 + Penalty 1940.614870 = -2359280.678296 nChanged 32 SP:Iteration 244Q (10574.096875 sec): 3 clusters Score: Raw -2361224.604683 + Penalty 1940.614870 = -2359283.989813 nChanged 25 SP:Iteration 245Q (10574.175552 sec): 3 clusters Score: Raw -2361226.651891 + Penalty 1940.614870 = -2359286.037021 nChanged 28 SP:Iteration 246Q (10574.254937 sec): 3 clusters Score: Raw -2361229.445541 + Penalty 1940.614870 = -2359288.830671 nChanged 25 SP:Iteration 247Q (10574.332955 sec): 3 clusters Score: Raw -2361232.246171 + Penalty 1940.614870 = -2359291.631301 nChanged 26 SP:Iteration 248Q (10574.404319 sec): 3 clusters Score: Raw -2361234.437460 + Penalty 1940.614870 = -2359293.822590 nChanged 22 SP:Iteration 249Q (10574.478352 sec): 3 clusters Score: Raw -2361236.166507 + Penalty 1940.614870 = -2359295.551637 nChanged 20 SP:Iteration 250Q (10574.557244 sec): 3 clusters Score: Raw -2361238.114331 + Penalty 1940.614870 = -2359297.499461 nChanged 21 SP:Iteration 251Q (10574.641780 sec): 3 clusters Score: Raw -2361240.212898 + Penalty 1940.614870 = -2359299.598028 nChanged 20 SP:Iteration 252Q (10574.715677 sec): 3 clusters Score: Raw -2361241.840394 + Penalty 1940.614870 = -2359301.225524 nChanged 19 SP:Iteration 253Q (10574.795889 sec): 3 clusters Score: Raw -2361243.122126 + Penalty 1940.614870 = -2359302.507256 nChanged 12 SP:Iteration 254Q (10574.873808 sec): 3 clusters Score: Raw -2361243.892686 + Penalty 1940.614870 = -2359303.277816 nChanged 13 SP:Iteration 255Q (10574.949771 sec): 3 clusters Score: Raw -2361244.528891 + Penalty 1940.614870 = -2359303.914021 nChanged 8 SP:Iteration 256Q (10575.026436 sec): 3 clusters Score: Raw -2361245.055366 + Penalty 1940.614870 = -2359304.440496 nChanged 10 SP:Iteration 257Q (10575.100480 sec): 3 clusters Score: Raw -2361245.661317 + Penalty 1940.614870 = -2359305.046447 nChanged 5 SP:Iteration 258Q (10575.172019 sec): 3 clusters Score: Raw -2361245.895479 + Penalty 1940.614870 = -2359305.280609 nChanged 4 SP:Iteration 259Q (10575.259520 sec): 3 clusters Score: Raw -2361246.242845 + Penalty 1940.614870 = -2359305.627975 nChanged 8 SP:Iteration 260F (10575.331681 sec): 3 clusters Score: Raw -2361246.813758 + Penalty 1940.614870 = -2359306.198888 nChanged 7 SP:Iteration 261Q (10575.412275 sec): 3 clusters Score: Raw -2361247.272297 + Penalty 1940.614870 = -2359306.657427 nChanged 6 SP:Iteration 262Q (10575.487253 sec): 3 clusters Score: Raw -2361247.644621 + Penalty 1940.614870 = -2359307.029751 nChanged 8 SP:Iteration 263Q (10575.561620 sec): 3 clusters Score: Raw -2361248.236514 + Penalty 1940.614870 = -2359307.621644 nChanged 7 SP:Iteration 264Q (10575.642346 sec): 3 clusters Score: Raw -2361249.013821 + Penalty 1940.614870 = -2359308.398951 nChanged 10 SP:Iteration 265Q (10575.717790 sec): 3 clusters Score: Raw -2361250.069898 + Penalty 1940.614870 = -2359309.455028 nChanged 16 SP:Iteration 266Q (10575.788754 sec): 3 clusters Score: Raw -2361251.553334 + Penalty 1940.614870 = -2359310.938464 nChanged 15 SP:Iteration 267Q (10575.873665 sec): 3 clusters Score: Raw -2361253.663885 + Penalty 1940.614870 = -2359313.049015 nChanged 26 SP:Iteration 268Q (10575.952365 sec): 3 clusters Score: Raw -2361256.432951 + Penalty 1940.614870 = -2359315.818081 nChanged 25 SP:Iteration 269Q (10576.030453 sec): 3 clusters Score: Raw -2361259.216940 + Penalty 1940.614870 = -2359318.602070 nChanged 30 SP:Iteration 270Q (10576.089334 sec): 3 clusters Score: Raw -2361262.652194 + Penalty 1940.614870 = -2359322.037324 nChanged 24 SP:Iteration 271Q (10576.161483 sec): 3 clusters Score: Raw -2361265.060958 + Penalty 1940.614870 = -2359324.446088 nChanged 22 SP:Iteration 272Q (10576.236584 sec): 3 clusters Score: Raw -2361267.130011 + Penalty 1940.614870 = -2359326.515141 nChanged 17 SP:Iteration 273Q (10576.297671 sec): 3 clusters Score: Raw -2361268.682857 + Penalty 1940.614870 = -2359328.067987 nChanged 13 SP:Iteration 274Q (10576.382754 sec): 3 clusters Score: Raw -2361269.764053 + Penalty 1940.614870 = -2359329.149183 nChanged 17 SP:Iteration 275Q (10576.457508 sec): 3 clusters Score: Raw -2361271.292087 + Penalty 1940.614870 = -2359330.677217 nChanged 11 SP:Iteration 276Q (10576.537885 sec): 3 clusters Score: Raw -2361272.122445 + Penalty 1940.614870 = -2359331.507575 nChanged 6 SP:Iteration 277Q (10576.616478 sec): 3 clusters Score: Raw -2361272.462137 + Penalty 1940.614870 = -2359331.847267 nChanged 6 SP:Iteration 278Q (10576.694962 sec): 3 clusters Score: Raw -2361272.822717 + Penalty 1940.614870 = -2359332.207847 nChanged 6 SP:Iteration 279Q (10576.772136 sec): 3 clusters Score: Raw -2361273.120518 + Penalty 1940.614870 = -2359332.505648 nChanged 4 SP:Iteration 280F (10576.856236 sec): 3 clusters Score: Raw -2361273.393303 + Penalty 1940.614870 = -2359332.778433 nChanged 5 SP:Iteration 281Q (10576.931073 sec): 3 clusters Score: Raw -2361273.655946 + Penalty 1940.614870 = -2359333.041076 nChanged 4 SP:Iteration 282Q (10577.011572 sec): 3 clusters Score: Raw -2361273.981357 + Penalty 1940.614870 = -2359333.366487 nChanged 6 SP:Iteration 283Q (10577.078053 sec): 3 clusters Score: Raw -2361274.410407 + Penalty 1940.614870 = -2359333.795537 nChanged 3 SP:Iteration 284Q (10577.162542 sec): 3 clusters Score: Raw -2361274.566697 + Penalty 1940.614870 = -2359333.951827 nChanged 2 SP:Iteration 285Q (10577.243452 sec): 3 clusters Score: Raw -2361274.687667 + Penalty 1940.614870 = -2359334.072797 nChanged 3 SP:Iteration 286Q (10577.318237 sec): 3 clusters Score: Raw -2361274.844263 + Penalty 1940.614870 = -2359334.229393 nChanged 2 SP:Iteration 287Q (10577.391536 sec): 3 clusters Score: Raw -2361274.965842 + Penalty 1940.614870 = -2359334.350972 nChanged 2 SP:Iteration 288Q (10577.460797 sec): 3 clusters Score: Raw -2361275.043758 + Penalty 1940.614870 = -2359334.428888 nChanged 1 SP:Iteration 289Q (10577.529647 sec): 3 clusters Score: Raw -2361275.087359 + Penalty 1940.614870 = -2359334.472489 nChanged 0 SP:Iteration 290F (10577.615565 sec): 3 clusters Score: Raw -2361275.087359 + Penalty 1940.614870 = -2359334.472489 nChanged 0 Trying to split cluster 5 (11081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10577.653547 sec): 2 clusters Score: Raw -938866.085611 + Penalty 884.733785 = -937981.351826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10577.717292 sec): 3 clusters Score: Raw -932169.596560 + Penalty 1769.467570 = -930400.128990 nChanged 5068 SP:Iteration 1F (10577.769547 sec): 3 clusters Score: Raw -935102.308712 + Penalty 1769.467570 = -933332.841142 nChanged 694 SP:Iteration 2F (10577.838345 sec): 3 clusters Score: Raw -935476.546309 + Penalty 1769.467570 = -933707.078739 nChanged 657 SP:Iteration 3F (10577.901192 sec): 3 clusters Score: Raw -935824.317684 + Penalty 1769.467570 = -934054.850115 nChanged 618 SP:Iteration 4F (10577.953442 sec): 3 clusters Score: Raw -936133.678681 + Penalty 1769.467570 = -934364.211111 nChanged 564 SP:Iteration 5F (10578.027357 sec): 3 clusters Score: Raw -936409.008265 + Penalty 1769.467570 = -934639.540695 nChanged 510 SP:Iteration 6Q (10578.079941 sec): 3 clusters Score: Raw -936682.398956 + Penalty 1769.467570 = -934912.931386 nChanged 519 SP:Iteration 7Q (10578.144118 sec): 3 clusters Score: Raw -936976.002950 + Penalty 1769.467570 = -935206.535380 nChanged 510 SP:Iteration 8Q (10578.207123 sec): 3 clusters Score: Raw -937314.942236 + Penalty 1769.467570 = -935545.474666 nChanged 456 SP:Iteration 9Q (10578.270911 sec): 3 clusters Score: Raw -937621.413770 + Penalty 1769.467570 = -935851.946200 nChanged 468 SP:Iteration 10Q (10578.316125 sec): 3 clusters Score: Raw -937926.074079 + Penalty 1769.467570 = -936156.606509 nChanged 394 SP:Iteration 11Q (10578.376928 sec): 3 clusters Score: Raw -938141.139852 + Penalty 1769.467570 = -936371.672282 nChanged 306 SP:Iteration 12Q (10578.432773 sec): 3 clusters Score: Raw -938273.179091 + Penalty 1769.467570 = -936503.711521 nChanged 203 SP:Iteration 13Q (10578.473818 sec): 3 clusters Score: Raw -938342.341769 + Penalty 1769.467570 = -936572.874199 nChanged 151 SP:Iteration 14Q (10578.528819 sec): 3 clusters Score: Raw -938390.580843 + Penalty 1769.467570 = -936621.113274 nChanged 120 SP:Iteration 15Q (10578.584131 sec): 3 clusters Score: Raw -938423.197078 + Penalty 1769.467570 = -936653.729508 nChanged 95 SP:Iteration 16Q (10578.628883 sec): 3 clusters Score: Raw -938447.904919 + Penalty 1769.467570 = -936678.437350 nChanged 90 SP:Iteration 17Q (10578.676288 sec): 3 clusters Score: Raw -938476.859832 + Penalty 1769.467570 = -936707.392263 nChanged 90 SP:Iteration 18Q (10578.734950 sec): 3 clusters Score: Raw -938502.202339 + Penalty 1769.467570 = -936732.734769 nChanged 86 SP:Iteration 19Q (10578.792216 sec): 3 clusters Score: Raw -938524.203379 + Penalty 1769.467570 = -936754.735810 nChanged 78 SP:Iteration 20F (10578.846656 sec): 3 clusters Score: Raw -938549.702135 + Penalty 1769.467570 = -936780.234565 nChanged 82 SP:Iteration 21Q (10578.906115 sec): 3 clusters Score: Raw -938576.492643 + Penalty 1769.467570 = -936807.025074 nChanged 80 SP:Iteration 22Q (10578.962252 sec): 3 clusters Score: Raw -938598.665533 + Penalty 1769.467570 = -936829.197963 nChanged 85 SP:Iteration 23Q (10579.014687 sec): 3 clusters Score: Raw -938622.207921 + Penalty 1769.467570 = -936852.740351 nChanged 94 SP:Iteration 24Q (10579.070122 sec): 3 clusters Score: Raw -938645.250875 + Penalty 1769.467570 = -936875.783306 nChanged 89 SP:Iteration 25Q (10579.130717 sec): 3 clusters Score: Raw -938667.463900 + Penalty 1769.467570 = -936897.996331 nChanged 74 SP:Iteration 26Q (10579.184020 sec): 3 clusters Score: Raw -938684.371829 + Penalty 1769.467570 = -936914.904259 nChanged 82 SP:Iteration 27Q (10579.249437 sec): 3 clusters Score: Raw -938697.606601 + Penalty 1769.467570 = -936928.139032 nChanged 58 SP:Iteration 28Q (10579.305070 sec): 3 clusters Score: Raw -938707.468545 + Penalty 1769.467570 = -936938.000975 nChanged 45 SP:Iteration 29Q (10579.360580 sec): 3 clusters Score: Raw -938716.466044 + Penalty 1769.467570 = -936946.998474 nChanged 44 SP:Iteration 30Q (10579.413960 sec): 3 clusters Score: Raw -938725.225610 + Penalty 1769.467570 = -936955.758041 nChanged 43 SP:Iteration 31Q (10579.461073 sec): 3 clusters Score: Raw -938730.608455 + Penalty 1769.467570 = -936961.140886 nChanged 36 SP:Iteration 32Q (10579.527677 sec): 3 clusters Score: Raw -938734.977144 + Penalty 1769.467570 = -936965.509574 nChanged 24 SP:Iteration 33Q (10579.586211 sec): 3 clusters Score: Raw -938737.919622 + Penalty 1769.467570 = -936968.452052 nChanged 19 SP:Iteration 34Q (10579.642263 sec): 3 clusters Score: Raw -938740.047955 + Penalty 1769.467570 = -936970.580385 nChanged 13 SP:Iteration 35Q (10579.690045 sec): 3 clusters Score: Raw -938741.346758 + Penalty 1769.467570 = -936971.879189 nChanged 19 SP:Iteration 36Q (10579.734794 sec): 3 clusters Score: Raw -938743.477890 + Penalty 1769.467570 = -936974.010320 nChanged 20 SP:Iteration 37Q (10579.794197 sec): 3 clusters Score: Raw -938745.483741 + Penalty 1769.467570 = -936976.016171 nChanged 18 SP:Iteration 38Q (10579.850633 sec): 3 clusters Score: Raw -938747.613872 + Penalty 1769.467570 = -936978.146303 nChanged 25 SP:Iteration 39Q (10579.900671 sec): 3 clusters Score: Raw -938751.267105 + Penalty 1769.467570 = -936981.799535 nChanged 28 SP:Iteration 40F (10579.964235 sec): 3 clusters Score: Raw -938754.392079 + Penalty 1769.467570 = -936984.924509 nChanged 19 SP:Iteration 41Q (10580.006724 sec): 3 clusters Score: Raw -938756.873241 + Penalty 1769.467570 = -936987.405672 nChanged 25 SP:Iteration 42Q (10580.062042 sec): 3 clusters Score: Raw -938759.636882 + Penalty 1769.467570 = -936990.169312 nChanged 17 SP:Iteration 43Q (10580.119581 sec): 3 clusters Score: Raw -938762.101191 + Penalty 1769.467570 = -936992.633621 nChanged 19 SP:Iteration 44Q (10580.176578 sec): 3 clusters Score: Raw -938764.138516 + Penalty 1769.467570 = -936994.670947 nChanged 13 SP:Iteration 45Q (10580.218675 sec): 3 clusters Score: Raw -938765.624564 + Penalty 1769.467570 = -936996.156995 nChanged 18 SP:Iteration 46Q (10580.266953 sec): 3 clusters Score: Raw -938767.867491 + Penalty 1769.467570 = -936998.399921 nChanged 18 SP:Iteration 47Q (10580.313706 sec): 3 clusters Score: Raw -938770.949377 + Penalty 1769.467570 = -937001.481807 nChanged 19 SP:Iteration 48Q (10580.364000 sec): 3 clusters Score: Raw -938773.438082 + Penalty 1769.467570 = -937003.970512 nChanged 17 SP:Iteration 49Q (10580.430931 sec): 3 clusters Score: Raw -938774.664871 + Penalty 1769.467570 = -937005.197301 nChanged 17 SP:Iteration 50Q (10580.489108 sec): 3 clusters Score: Raw -938776.595744 + Penalty 1769.467570 = -937007.128174 nChanged 24 SP:Iteration 51Q (10580.540726 sec): 3 clusters Score: Raw -938779.850033 + Penalty 1769.467570 = -937010.382463 nChanged 27 SP:Iteration 52Q (10580.603305 sec): 3 clusters Score: Raw -938783.163235 + Penalty 1769.467570 = -937013.695665 nChanged 23 SP:Iteration 53Q (10580.659920 sec): 3 clusters Score: Raw -938786.026618 + Penalty 1769.467570 = -937016.559049 nChanged 20 SP:Iteration 54Q (10580.711805 sec): 3 clusters Score: Raw -938788.163667 + Penalty 1769.467570 = -937018.696097 nChanged 18 SP:Iteration 55Q (10580.770588 sec): 3 clusters Score: Raw -938790.073278 + Penalty 1769.467570 = -937020.605708 nChanged 13 SP:Iteration 56Q (10580.816570 sec): 3 clusters Score: Raw -938791.015728 + Penalty 1769.467570 = -937021.548159 nChanged 13 SP:Iteration 57Q (10580.888454 sec): 3 clusters Score: Raw -938792.018891 + Penalty 1769.467570 = -937022.551322 nChanged 17 SP:Iteration 58Q (10580.942608 sec): 3 clusters Score: Raw -938793.403713 + Penalty 1769.467570 = -937023.936143 nChanged 19 SP:Iteration 59Q (10580.996797 sec): 3 clusters Score: Raw -938795.004197 + Penalty 1769.467570 = -937025.536628 nChanged 15 SP:Iteration 60F (10581.040618 sec): 3 clusters Score: Raw -938796.250704 + Penalty 1769.467570 = -937026.783135 nChanged 17 SP:Iteration 61Q (10581.096649 sec): 3 clusters Score: Raw -938797.469594 + Penalty 1769.467570 = -937028.002024 nChanged 15 SP:Iteration 62Q (10581.158276 sec): 3 clusters Score: Raw -938798.467170 + Penalty 1769.467570 = -937028.999600 nChanged 12 SP:Iteration 63Q (10581.212491 sec): 3 clusters Score: Raw -938800.031417 + Penalty 1769.467570 = -937030.563847 nChanged 11 SP:Iteration 64Q (10581.278489 sec): 3 clusters Score: Raw -938800.693936 + Penalty 1769.467570 = -937031.226367 nChanged 13 SP:Iteration 65Q (10581.329475 sec): 3 clusters Score: Raw -938801.420673 + Penalty 1769.467570 = -937031.953104 nChanged 16 SP:Iteration 66Q (10581.389717 sec): 3 clusters Score: Raw -938802.737434 + Penalty 1769.467570 = -937033.269865 nChanged 12 SP:Iteration 67Q (10581.445518 sec): 3 clusters Score: Raw -938803.723756 + Penalty 1769.467570 = -937034.256187 nChanged 11 SP:Iteration 68Q (10581.509426 sec): 3 clusters Score: Raw -938804.652387 + Penalty 1769.467570 = -937035.184817 nChanged 15 SP:Iteration 69Q (10581.554582 sec): 3 clusters Score: Raw -938805.722653 + Penalty 1769.467570 = -937036.255083 nChanged 11 SP:Iteration 70Q (10581.607783 sec): 3 clusters Score: Raw -938806.326214 + Penalty 1769.467570 = -937036.858645 nChanged 10 SP:Iteration 71Q (10581.664947 sec): 3 clusters Score: Raw -938806.949236 + Penalty 1769.467570 = -937037.481666 nChanged 6 SP:Iteration 72Q (10581.718028 sec): 3 clusters Score: Raw -938807.388111 + Penalty 1769.467570 = -937037.920541 nChanged 7 SP:Iteration 73Q (10581.783623 sec): 3 clusters Score: Raw -938807.810320 + Penalty 1769.467570 = -937038.342750 nChanged 6 SP:Iteration 74Q (10581.828211 sec): 3 clusters Score: Raw -938808.337413 + Penalty 1769.467570 = -937038.869843 nChanged 7 SP:Iteration 75Q (10581.892502 sec): 3 clusters Score: Raw -938808.892633 + Penalty 1769.467570 = -937039.425064 nChanged 9 SP:Iteration 76Q (10581.938828 sec): 3 clusters Score: Raw -938809.924928 + Penalty 1769.467570 = -937040.457358 nChanged 12 SP:Iteration 77Q (10581.995476 sec): 3 clusters Score: Raw -938810.986703 + Penalty 1769.467570 = -937041.519133 nChanged 12 SP:Iteration 78Q (10582.048789 sec): 3 clusters Score: Raw -938811.917877 + Penalty 1769.467570 = -937042.450308 nChanged 6 SP:Iteration 79Q (10582.106929 sec): 3 clusters Score: Raw -938812.215694 + Penalty 1769.467570 = -937042.748124 nChanged 6 SP:Iteration 80F (10582.158227 sec): 3 clusters Score: Raw -938812.485231 + Penalty 1769.467570 = -937043.017661 nChanged 5 SP:Iteration 81Q (10582.214071 sec): 3 clusters Score: Raw -938812.706296 + Penalty 1769.467570 = -937043.238727 nChanged 10 SP:Iteration 82Q (10582.271263 sec): 3 clusters Score: Raw -938813.561888 + Penalty 1769.467570 = -937044.094318 nChanged 12 SP:Iteration 83Q (10582.330992 sec): 3 clusters Score: Raw -938814.675721 + Penalty 1769.467570 = -937045.208151 nChanged 15 SP:Iteration 84Q (10582.385478 sec): 3 clusters Score: Raw -938815.756798 + Penalty 1769.467570 = -937046.289228 nChanged 14 SP:Iteration 85Q (10582.450492 sec): 3 clusters Score: Raw -938817.344503 + Penalty 1769.467570 = -937047.876933 nChanged 16 SP:Iteration 86Q (10582.500318 sec): 3 clusters Score: Raw -938818.721835 + Penalty 1769.467570 = -937049.254265 nChanged 16 SP:Iteration 87Q (10582.564544 sec): 3 clusters Score: Raw -938819.913498 + Penalty 1769.467570 = -937050.445928 nChanged 18 SP:Iteration 88Q (10582.625170 sec): 3 clusters Score: Raw -938821.397401 + Penalty 1769.467570 = -937051.929831 nChanged 18 SP:Iteration 89Q (10582.684063 sec): 3 clusters Score: Raw -938822.881317 + Penalty 1769.467570 = -937053.413748 nChanged 15 SP:Iteration 90Q (10582.725015 sec): 3 clusters Score: Raw -938824.259321 + Penalty 1769.467570 = -937054.791751 nChanged 20 SP:Iteration 91Q (10582.781558 sec): 3 clusters Score: Raw -938826.490340 + Penalty 1769.467570 = -937057.022770 nChanged 21 SP:Iteration 92Q (10582.825299 sec): 3 clusters Score: Raw -938828.587103 + Penalty 1769.467570 = -937059.119533 nChanged 24 SP:Iteration 93Q (10582.884113 sec): 3 clusters Score: Raw -938830.960306 + Penalty 1769.467570 = -937061.492736 nChanged 18 SP:Iteration 94Q (10582.945319 sec): 3 clusters Score: Raw -938832.395740 + Penalty 1769.467570 = -937062.928170 nChanged 18 SP:Iteration 95Q (10582.994179 sec): 3 clusters Score: Raw -938834.190739 + Penalty 1769.467570 = -937064.723169 nChanged 20 SP:Iteration 96Q (10583.060933 sec): 3 clusters Score: Raw -938836.417439 + Penalty 1769.467570 = -937066.949869 nChanged 24 SP:Iteration 97Q (10583.108537 sec): 3 clusters Score: Raw -938839.139703 + Penalty 1769.467570 = -937069.672133 nChanged 23 SP:Iteration 98Q (10583.165009 sec): 3 clusters Score: Raw -938841.131172 + Penalty 1769.467570 = -937071.663603 nChanged 13 SP:Iteration 99Q (10583.220734 sec): 3 clusters Score: Raw -938841.861660 + Penalty 1769.467570 = -937072.394090 nChanged 12 SP:Iteration 100F (10583.275486 sec): 3 clusters Score: Raw -938842.560966 + Penalty 1769.467570 = -937073.093396 nChanged 9 SP:Iteration 101Q (10583.331415 sec): 3 clusters Score: Raw -938843.597111 + Penalty 1769.467570 = -937074.129542 nChanged 14 SP:Iteration 102Q (10583.392407 sec): 3 clusters Score: Raw -938844.607780 + Penalty 1769.467570 = -937075.140210 nChanged 13 SP:Iteration 103Q (10583.446186 sec): 3 clusters Score: Raw -938846.036480 + Penalty 1769.467570 = -937076.568911 nChanged 9 SP:Iteration 104Q (10583.507604 sec): 3 clusters Score: Raw -938846.751460 + Penalty 1769.467570 = -937077.283890 nChanged 7 SP:Iteration 105Q (10583.556838 sec): 3 clusters Score: Raw -938847.534557 + Penalty 1769.467570 = -937078.066987 nChanged 8 SP:Iteration 106Q (10583.604136 sec): 3 clusters Score: Raw -938848.253473 + Penalty 1769.467570 = -937078.785903 nChanged 6 SP:Iteration 107Q (10583.667374 sec): 3 clusters Score: Raw -938848.628735 + Penalty 1769.467570 = -937079.161165 nChanged 8 SP:Iteration 108Q (10583.716352 sec): 3 clusters Score: Raw -938849.112630 + Penalty 1769.467570 = -937079.645060 nChanged 12 SP:Iteration 109Q (10583.780408 sec): 3 clusters Score: Raw -938850.037450 + Penalty 1769.467570 = -937080.569880 nChanged 11 SP:Iteration 110Q (10583.829432 sec): 3 clusters Score: Raw -938850.899363 + Penalty 1769.467570 = -937081.431794 nChanged 19 SP:Iteration 111Q (10583.890991 sec): 3 clusters Score: Raw -938852.396970 + Penalty 1769.467570 = -937082.929400 nChanged 22 SP:Iteration 112Q (10583.937458 sec): 3 clusters Score: Raw -938854.440971 + Penalty 1769.467570 = -937084.973401 nChanged 17 SP:Iteration 113Q (10584.006705 sec): 3 clusters Score: Raw -938856.179695 + Penalty 1769.467570 = -937086.712125 nChanged 25 SP:Iteration 114Q (10584.055833 sec): 3 clusters Score: Raw -938859.187745 + Penalty 1769.467570 = -937089.720175 nChanged 19 SP:Iteration 115Q (10584.104382 sec): 3 clusters Score: Raw -938861.170982 + Penalty 1769.467570 = -937091.703413 nChanged 17 SP:Iteration 116Q (10584.169704 sec): 3 clusters Score: Raw -938862.888527 + Penalty 1769.467570 = -937093.420957 nChanged 19 SP:Iteration 117Q (10584.215758 sec): 3 clusters Score: Raw -938864.574432 + Penalty 1769.467570 = -937095.106862 nChanged 19 SP:Iteration 118Q (10584.279688 sec): 3 clusters Score: Raw -938866.154784 + Penalty 1769.467570 = -937096.687214 nChanged 14 SP:Iteration 119Q (10584.329190 sec): 3 clusters Score: Raw -938867.096175 + Penalty 1769.467570 = -937097.628605 nChanged 9 SP:Iteration 120F (10584.382362 sec): 3 clusters Score: Raw -938867.791638 + Penalty 1769.467570 = -937098.324069 nChanged 11 SP:Iteration 121Q (10584.447177 sec): 3 clusters Score: Raw -938868.430865 + Penalty 1769.467570 = -937098.963295 nChanged 14 SP:Iteration 122Q (10584.494569 sec): 3 clusters Score: Raw -938869.526766 + Penalty 1769.467570 = -937100.059196 nChanged 14 SP:Iteration 123Q (10584.561004 sec): 3 clusters Score: Raw -938870.444836 + Penalty 1769.467570 = -937100.977267 nChanged 8 SP:Iteration 124Q (10584.618689 sec): 3 clusters Score: Raw -938871.024520 + Penalty 1769.467570 = -937101.556951 nChanged 9 SP:Iteration 125Q (10584.663259 sec): 3 clusters Score: Raw -938872.353594 + Penalty 1769.467570 = -937102.886025 nChanged 8 SP:Iteration 126Q (10584.704854 sec): 3 clusters Score: Raw -938873.045045 + Penalty 1769.467570 = -937103.577475 nChanged 4 SP:Iteration 127Q (10584.758285 sec): 3 clusters Score: Raw -938873.297194 + Penalty 1769.467570 = -937103.829625 nChanged 5 SP:Iteration 128Q (10584.813680 sec): 3 clusters Score: Raw -938873.528965 + Penalty 1769.467570 = -937104.061395 nChanged 1 SP:Iteration 129Q (10584.865585 sec): 3 clusters Score: Raw -938873.561142 + Penalty 1769.467570 = -937104.093573 nChanged 2 SP:Iteration 130Q (10584.921547 sec): 3 clusters Score: Raw -938873.670577 + Penalty 1769.467570 = -937104.203008 nChanged 1 SP:Iteration 131Q (10584.975668 sec): 3 clusters Score: Raw -938873.687360 + Penalty 1769.467570 = -937104.219791 nChanged 1 SP:Iteration 132Q (10585.036557 sec): 3 clusters Score: Raw -938873.735089 + Penalty 1769.467570 = -937104.267519 nChanged 1 SP:Iteration 133Q (10585.093419 sec): 3 clusters Score: Raw -938873.785866 + Penalty 1769.467570 = -937104.318296 nChanged 1 SP:Iteration 134Q (10585.146984 sec): 3 clusters Score: Raw -938873.829194 + Penalty 1769.467570 = -937104.361624 nChanged 2 SP:Iteration 135Q (10585.203256 sec): 3 clusters Score: Raw -938873.975986 + Penalty 1769.467570 = -937104.508416 nChanged 4 SP:Iteration 136Q (10585.264237 sec): 3 clusters Score: Raw -938874.231411 + Penalty 1769.467570 = -937104.763842 nChanged 2 SP:Iteration 137Q (10585.310699 sec): 3 clusters Score: Raw -938874.367041 + Penalty 1769.467570 = -937104.899471 nChanged 6 SP:Iteration 138Q (10585.376037 sec): 3 clusters Score: Raw -938874.758991 + Penalty 1769.467570 = -937105.291421 nChanged 4 SP:Iteration 139Q (10585.434181 sec): 3 clusters Score: Raw -938875.067323 + Penalty 1769.467570 = -937105.599753 nChanged 3 SP:Iteration 140F (10585.492837 sec): 3 clusters Score: Raw -938875.442450 + Penalty 1769.467570 = -937105.974880 nChanged 5 SP:Iteration 141Q (10585.540066 sec): 3 clusters Score: Raw -938875.828966 + Penalty 1769.467570 = -937106.361396 nChanged 4 SP:Iteration 142Q (10585.594102 sec): 3 clusters Score: Raw -938875.967143 + Penalty 1769.467570 = -937106.499573 nChanged 3 SP:Iteration 143Q (10585.648580 sec): 3 clusters Score: Raw -938876.091039 + Penalty 1769.467570 = -937106.623469 nChanged 2 SP:Iteration 144Q (10585.712685 sec): 3 clusters Score: Raw -938876.202537 + Penalty 1769.467570 = -937106.734967 nChanged 2 SP:Iteration 145Q (10585.776798 sec): 3 clusters Score: Raw -938876.388130 + Penalty 1769.467570 = -937106.920560 nChanged 2 SP:Iteration 146Q (10585.833489 sec): 3 clusters Score: Raw -938876.539716 + Penalty 1769.467570 = -937107.072147 nChanged 4 SP:Iteration 147Q (10585.894640 sec): 3 clusters Score: Raw -938876.756182 + Penalty 1769.467570 = -937107.288613 nChanged 4 SP:Iteration 148Q (10585.956458 sec): 3 clusters Score: Raw -938876.958178 + Penalty 1769.467570 = -937107.490608 nChanged 4 SP:Iteration 149Q (10586.021223 sec): 3 clusters Score: Raw -938877.130988 + Penalty 1769.467570 = -937107.663419 nChanged 2 SP:Iteration 150Q (10586.079965 sec): 3 clusters Score: Raw -938877.234102 + Penalty 1769.467570 = -937107.766532 nChanged 1 SP:Iteration 151Q (10586.125359 sec): 3 clusters Score: Raw -938877.258309 + Penalty 1769.467570 = -937107.790739 nChanged 0 SP:Iteration 152F (10586.180623 sec): 3 clusters Score: Raw -938877.258309 + Penalty 1769.467570 = -937107.790739 nChanged 0 Trying to split cluster 6 (477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10586.208978 sec): 2 clusters Score: Raw -33088.324516 + Penalty 585.914067 = -32502.410450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10586.242346 sec): 3 clusters Score: Raw -32974.341626 + Penalty 1171.828133 = -31802.513493 nChanged 170 SP:Iteration 1F (10586.291146 sec): 3 clusters Score: Raw -33202.178300 + Penalty 1171.828133 = -32030.350166 nChanged 51 SP:Iteration 2F (10586.333427 sec): 3 clusters Score: Raw -33368.930269 + Penalty 1171.828133 = -32197.102136 nChanged 61 SP:Iteration 3F (10586.384057 sec): 3 clusters Score: Raw -33610.530326 + Penalty 1171.828133 = -32438.702193 nChanged 48 SP:Iteration 4F (10586.428911 sec): 3 clusters Score: Raw -33764.034218 + Penalty 1171.828133 = -32592.206085 nChanged 27 SP:Iteration 5F (10586.470392 sec): 3 clusters Score: Raw -33845.057380 + Penalty 1171.828133 = -32673.229247 nChanged 14 SP:Iteration 6Q (10586.502843 sec): 3 clusters Score: Raw -33895.977284 + Penalty 1171.828133 = -32724.149150 nChanged 10 SP:Iteration 7Q (10586.543220 sec): 3 clusters Score: Raw -33934.888994 + Penalty 1171.828133 = -32763.060860 nChanged 7 SP:Iteration 8Q (10586.593797 sec): 3 clusters Score: Raw -33947.532973 + Penalty 1171.828133 = -32775.704840 nChanged 0 SP:Iteration 9F (10586.626283 sec): 3 clusters Score: Raw -33947.532973 + Penalty 1171.828133 = -32775.704840 nChanged 0 Score: Raw -69576224.291995 + Penalty 57028.721351 = -69519195.570643 Splitting cluster 6 changes total score from -69519632.469490 to -69519195.570643 So it's not getting split. Trying to split cluster 7 (16647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10603.619126 sec): 2 clusters Score: Raw -1432026.323590 + Penalty 923.398603 = -1431102.924986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10603.688384 sec): 3 clusters Score: Raw -1421769.755480 + Penalty 1846.797207 = -1419922.958273 nChanged 7634 SP:Iteration 1F (10603.750319 sec): 3 clusters Score: Raw -1426095.124111 + Penalty 1846.797207 = -1424248.326904 nChanged 853 SP:Iteration 2F (10603.822652 sec): 3 clusters Score: Raw -1426438.457450 + Penalty 1846.797207 = -1424591.660243 nChanged 825 SP:Iteration 3Q (10603.880999 sec): 3 clusters Score: Raw -1426805.852386 + Penalty 1846.797207 = -1424959.055179 nChanged 883 SP:Iteration 4F (10603.945488 sec): 3 clusters Score: Raw -1427265.682898 + Penalty 1846.797207 = -1425418.885691 nChanged 923 SP:Iteration 5F (10604.006851 sec): 3 clusters Score: Raw -1427801.388395 + Penalty 1846.797207 = -1425954.591188 nChanged 966 SP:Iteration 6F (10604.072047 sec): 3 clusters Score: Raw -1428401.911932 + Penalty 1846.797207 = -1426555.114725 nChanged 951 SP:Iteration 7F (10604.137889 sec): 3 clusters Score: Raw -1428994.297944 + Penalty 1846.797207 = -1427147.500738 nChanged 879 SP:Iteration 8F (10604.203907 sec): 3 clusters Score: Raw -1429547.582542 + Penalty 1846.797207 = -1427700.785335 nChanged 794 SP:Iteration 9Q (10604.266058 sec): 3 clusters Score: Raw -1429962.101649 + Penalty 1846.797207 = -1428115.304443 nChanged 633 SP:Iteration 10Q (10604.340150 sec): 3 clusters Score: Raw -1430237.874391 + Penalty 1846.797207 = -1428391.077184 nChanged 488 SP:Iteration 11Q (10604.397762 sec): 3 clusters Score: Raw -1430435.225175 + Penalty 1846.797207 = -1428588.427968 nChanged 394 SP:Iteration 12Q (10604.467258 sec): 3 clusters Score: Raw -1430588.685786 + Penalty 1846.797207 = -1428741.888579 nChanged 317 SP:Iteration 13Q (10604.529050 sec): 3 clusters Score: Raw -1430688.547747 + Penalty 1846.797207 = -1428841.750540 nChanged 261 SP:Iteration 14Q (10604.599318 sec): 3 clusters Score: Raw -1430767.113736 + Penalty 1846.797207 = -1428920.316529 nChanged 255 SP:Iteration 15Q (10604.662416 sec): 3 clusters Score: Raw -1430836.017510 + Penalty 1846.797207 = -1428989.220303 nChanged 212 SP:Iteration 16Q (10604.730217 sec): 3 clusters Score: Raw -1430893.528688 + Penalty 1846.797207 = -1429046.731481 nChanged 203 SP:Iteration 17Q (10604.792403 sec): 3 clusters Score: Raw -1430950.056036 + Penalty 1846.797207 = -1429103.258829 nChanged 195 SP:Iteration 18Q (10604.848172 sec): 3 clusters Score: Raw -1430999.909009 + Penalty 1846.797207 = -1429153.111802 nChanged 192 SP:Iteration 19Q (10604.908082 sec): 3 clusters Score: Raw -1431043.470258 + Penalty 1846.797207 = -1429196.673051 nChanged 172 SP:Iteration 20F (10604.975060 sec): 3 clusters Score: Raw -1431085.898650 + Penalty 1846.797207 = -1429239.101443 nChanged 192 SP:Iteration 21Q (10605.023880 sec): 3 clusters Score: Raw -1431136.512441 + Penalty 1846.797207 = -1429289.715234 nChanged 176 SP:Iteration 22Q (10605.075526 sec): 3 clusters Score: Raw -1431178.117509 + Penalty 1846.797207 = -1429331.320302 nChanged 168 SP:Iteration 23Q (10605.147535 sec): 3 clusters Score: Raw -1431215.442535 + Penalty 1846.797207 = -1429368.645328 nChanged 161 SP:Iteration 24Q (10605.202828 sec): 3 clusters Score: Raw -1431252.951291 + Penalty 1846.797207 = -1429406.154084 nChanged 152 SP:Iteration 25Q (10605.264046 sec): 3 clusters Score: Raw -1431283.312266 + Penalty 1846.797207 = -1429436.515060 nChanged 145 SP:Iteration 26Q (10605.333071 sec): 3 clusters Score: Raw -1431310.483592 + Penalty 1846.797207 = -1429463.686385 nChanged 120 SP:Iteration 27Q (10605.385789 sec): 3 clusters Score: Raw -1431337.666728 + Penalty 1846.797207 = -1429490.869521 nChanged 129 SP:Iteration 28Q (10605.452264 sec): 3 clusters Score: Raw -1431362.444969 + Penalty 1846.797207 = -1429515.647762 nChanged 129 SP:Iteration 29Q (10605.519159 sec): 3 clusters Score: Raw -1431387.657820 + Penalty 1846.797207 = -1429540.860613 nChanged 111 SP:Iteration 30Q (10605.580841 sec): 3 clusters Score: Raw -1431407.577699 + Penalty 1846.797207 = -1429560.780492 nChanged 96 SP:Iteration 31Q (10605.645536 sec): 3 clusters Score: Raw -1431423.052912 + Penalty 1846.797207 = -1429576.255705 nChanged 87 SP:Iteration 32Q (10605.710691 sec): 3 clusters Score: Raw -1431436.354939 + Penalty 1846.797207 = -1429589.557733 nChanged 89 SP:Iteration 33Q (10605.762073 sec): 3 clusters Score: Raw -1431450.793059 + Penalty 1846.797207 = -1429603.995852 nChanged 95 SP:Iteration 34Q (10605.835305 sec): 3 clusters Score: Raw -1431468.260543 + Penalty 1846.797207 = -1429621.463336 nChanged 111 SP:Iteration 35Q (10605.893839 sec): 3 clusters Score: Raw -1431487.984751 + Penalty 1846.797207 = -1429641.187545 nChanged 108 SP:Iteration 36Q (10605.967962 sec): 3 clusters Score: Raw -1431508.086878 + Penalty 1846.797207 = -1429661.289671 nChanged 108 SP:Iteration 37Q (10606.028509 sec): 3 clusters Score: Raw -1431532.018006 + Penalty 1846.797207 = -1429685.220799 nChanged 113 SP:Iteration 38Q (10606.093094 sec): 3 clusters Score: Raw -1431554.703416 + Penalty 1846.797207 = -1429707.906209 nChanged 122 SP:Iteration 39Q (10606.157759 sec): 3 clusters Score: Raw -1431585.170196 + Penalty 1846.797207 = -1429738.372989 nChanged 136 SP:Iteration 40F (10606.222188 sec): 3 clusters Score: Raw -1431618.002928 + Penalty 1846.797207 = -1429771.205721 nChanged 134 SP:Iteration 41Q (10606.292746 sec): 3 clusters Score: Raw -1431647.438736 + Penalty 1846.797207 = -1429800.641529 nChanged 141 SP:Iteration 42Q (10606.351433 sec): 3 clusters Score: Raw -1431682.618708 + Penalty 1846.797207 = -1429835.821501 nChanged 144 SP:Iteration 43Q (10606.425374 sec): 3 clusters Score: Raw -1431721.989187 + Penalty 1846.797207 = -1429875.191981 nChanged 140 SP:Iteration 44Q (10606.481343 sec): 3 clusters Score: Raw -1431762.429689 + Penalty 1846.797207 = -1429915.632483 nChanged 144 SP:Iteration 45Q (10606.540849 sec): 3 clusters Score: Raw -1431799.066265 + Penalty 1846.797207 = -1429952.269058 nChanged 140 SP:Iteration 46Q (10606.607221 sec): 3 clusters Score: Raw -1431827.960618 + Penalty 1846.797207 = -1429981.163412 nChanged 107 SP:Iteration 47Q (10606.667832 sec): 3 clusters Score: Raw -1431848.543030 + Penalty 1846.797207 = -1430001.745823 nChanged 112 SP:Iteration 48Q (10606.735503 sec): 3 clusters Score: Raw -1431868.937418 + Penalty 1846.797207 = -1430022.140212 nChanged 106 SP:Iteration 49Q (10606.797510 sec): 3 clusters Score: Raw -1431888.439610 + Penalty 1846.797207 = -1430041.642403 nChanged 86 SP:Iteration 50Q (10606.861756 sec): 3 clusters Score: Raw -1431901.019286 + Penalty 1846.797207 = -1430054.222079 nChanged 84 SP:Iteration 51Q (10606.925884 sec): 3 clusters Score: Raw -1431913.379931 + Penalty 1846.797207 = -1430066.582725 nChanged 73 SP:Iteration 52Q (10606.994326 sec): 3 clusters Score: Raw -1431923.302342 + Penalty 1846.797207 = -1430076.505135 nChanged 64 SP:Iteration 53Q (10607.047925 sec): 3 clusters Score: Raw -1431931.538358 + Penalty 1846.797207 = -1430084.741152 nChanged 62 SP:Iteration 54Q (10607.110815 sec): 3 clusters Score: Raw -1431939.278881 + Penalty 1846.797207 = -1430092.481674 nChanged 60 SP:Iteration 55Q (10607.175006 sec): 3 clusters Score: Raw -1431948.503578 + Penalty 1846.797207 = -1430101.706371 nChanged 52 SP:Iteration 56Q (10607.236963 sec): 3 clusters Score: Raw -1431954.267159 + Penalty 1846.797207 = -1430107.469952 nChanged 36 SP:Iteration 57Q (10607.308720 sec): 3 clusters Score: Raw -1431957.644955 + Penalty 1846.797207 = -1430110.847749 nChanged 45 SP:Iteration 58Q (10607.368141 sec): 3 clusters Score: Raw -1431962.848579 + Penalty 1846.797207 = -1430116.051372 nChanged 43 SP:Iteration 59Q (10607.423875 sec): 3 clusters Score: Raw -1431967.112146 + Penalty 1846.797207 = -1430120.314939 nChanged 38 SP:Iteration 60F (10607.487152 sec): 3 clusters Score: Raw -1431970.857342 + Penalty 1846.797207 = -1430124.060136 nChanged 37 SP:Iteration 61Q (10607.547417 sec): 3 clusters Score: Raw -1431974.856417 + Penalty 1846.797207 = -1430128.059210 nChanged 45 SP:Iteration 62Q (10607.612684 sec): 3 clusters Score: Raw -1431978.787391 + Penalty 1846.797207 = -1430131.990185 nChanged 41 SP:Iteration 63Q (10607.683636 sec): 3 clusters Score: Raw -1431983.077508 + Penalty 1846.797207 = -1430136.280302 nChanged 42 SP:Iteration 64Q (10607.738092 sec): 3 clusters Score: Raw -1431988.047762 + Penalty 1846.797207 = -1430141.250556 nChanged 41 SP:Iteration 65Q (10607.793156 sec): 3 clusters Score: Raw -1431993.054268 + Penalty 1846.797207 = -1430146.257061 nChanged 38 SP:Iteration 66Q (10607.866173 sec): 3 clusters Score: Raw -1431997.288205 + Penalty 1846.797207 = -1430150.490998 nChanged 40 SP:Iteration 67Q (10607.927872 sec): 3 clusters Score: Raw -1432001.311652 + Penalty 1846.797207 = -1430154.514445 nChanged 34 SP:Iteration 68Q (10607.983549 sec): 3 clusters Score: Raw -1432005.199429 + Penalty 1846.797207 = -1430158.402223 nChanged 35 SP:Iteration 69Q (10608.048432 sec): 3 clusters Score: Raw -1432009.234717 + Penalty 1846.797207 = -1430162.437510 nChanged 42 SP:Iteration 70Q (10608.105762 sec): 3 clusters Score: Raw -1432013.721267 + Penalty 1846.797207 = -1430166.924060 nChanged 43 SP:Iteration 71Q (10608.169251 sec): 3 clusters Score: Raw -1432018.612035 + Penalty 1846.797207 = -1430171.814828 nChanged 40 SP:Iteration 72Q (10608.241062 sec): 3 clusters Score: Raw -1432021.932810 + Penalty 1846.797207 = -1430175.135603 nChanged 33 SP:Iteration 73Q (10608.303882 sec): 3 clusters Score: Raw -1432024.507535 + Penalty 1846.797207 = -1430177.710329 nChanged 29 SP:Iteration 74Q (10608.354588 sec): 3 clusters Score: Raw -1432026.437356 + Penalty 1846.797207 = -1430179.640149 nChanged 22 SP:Iteration 75Q (10608.425987 sec): 3 clusters Score: Raw -1432027.884976 + Penalty 1846.797207 = -1430181.087769 nChanged 18 SP:Iteration 76Q (10608.490840 sec): 3 clusters Score: Raw -1432028.977393 + Penalty 1846.797207 = -1430182.180187 nChanged 18 SP:Iteration 77Q (10608.538580 sec): 3 clusters Score: Raw -1432030.536151 + Penalty 1846.797207 = -1430183.738944 nChanged 20 SP:Iteration 78Q (10608.605584 sec): 3 clusters Score: Raw -1432032.087317 + Penalty 1846.797207 = -1430185.290110 nChanged 17 SP:Iteration 79Q (10608.678718 sec): 3 clusters Score: Raw -1432033.320025 + Penalty 1846.797207 = -1430186.522818 nChanged 14 SP:Iteration 80F (10608.743256 sec): 3 clusters Score: Raw -1432034.062342 + Penalty 1846.797207 = -1430187.265135 nChanged 7 SP:Iteration 81Q (10608.811002 sec): 3 clusters Score: Raw -1432034.436571 + Penalty 1846.797207 = -1430187.639365 nChanged 5 SP:Iteration 82Q (10608.879651 sec): 3 clusters Score: Raw -1432034.772854 + Penalty 1846.797207 = -1430187.975647 nChanged 4 SP:Iteration 83Q (10608.935735 sec): 3 clusters Score: Raw -1432034.960797 + Penalty 1846.797207 = -1430188.163590 nChanged 5 SP:Iteration 84Q (10609.006887 sec): 3 clusters Score: Raw -1432035.243597 + Penalty 1846.797207 = -1430188.446390 nChanged 4 SP:Iteration 85Q (10609.062547 sec): 3 clusters Score: Raw -1432035.508178 + Penalty 1846.797207 = -1430188.710971 nChanged 4 SP:Iteration 86Q (10609.125908 sec): 3 clusters Score: Raw -1432035.807408 + Penalty 1846.797207 = -1430189.010201 nChanged 6 SP:Iteration 87Q (10609.190838 sec): 3 clusters Score: Raw -1432036.206402 + Penalty 1846.797207 = -1430189.409195 nChanged 5 SP:Iteration 88Q (10609.255213 sec): 3 clusters Score: Raw -1432036.459956 + Penalty 1846.797207 = -1430189.662749 nChanged 6 SP:Iteration 89Q (10609.318606 sec): 3 clusters Score: Raw -1432036.648587 + Penalty 1846.797207 = -1430189.851380 nChanged 5 SP:Iteration 90Q (10609.388203 sec): 3 clusters Score: Raw -1432036.808510 + Penalty 1846.797207 = -1430190.011303 nChanged 3 SP:Iteration 91Q (10609.439156 sec): 3 clusters Score: Raw -1432036.879093 + Penalty 1846.797207 = -1430190.081886 nChanged 1 SP:Iteration 92Q (10609.506106 sec): 3 clusters Score: Raw -1432036.920674 + Penalty 1846.797207 = -1430190.123467 nChanged 0 SP:Iteration 93F (10609.565266 sec): 3 clusters Score: Raw -1432036.920674 + Penalty 1846.797207 = -1430190.123467 nChanged 0 Trying to split cluster 8 (1501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10609.589433 sec): 2 clusters Score: Raw -122464.262506 + Penalty 694.819249 = -121769.443257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10609.632553 sec): 3 clusters Score: Raw -121776.851191 + Penalty 1389.638498 = -120387.212693 nChanged 535 SP:Iteration 1F (10609.672095 sec): 3 clusters Score: Raw -122119.335843 + Penalty 1389.638498 = -120729.697345 nChanged 137 SP:Iteration 2F (10609.728193 sec): 3 clusters Score: Raw -122234.848168 + Penalty 1389.638498 = -120845.209670 nChanged 105 SP:Iteration 3F (10609.765533 sec): 3 clusters Score: Raw -122329.853413 + Penalty 1389.638498 = -120940.214915 nChanged 82 SP:Iteration 4F (10609.808392 sec): 3 clusters Score: Raw -122418.519667 + Penalty 1389.638498 = -121028.881169 nChanged 82 SP:Iteration 5F (10609.854633 sec): 3 clusters Score: Raw -122506.700763 + Penalty 1389.638498 = -121117.062265 nChanged 70 SP:Iteration 6Q (10609.897960 sec): 3 clusters Score: Raw -122562.677178 + Penalty 1389.638498 = -121173.038680 nChanged 58 SP:Iteration 7Q (10609.938491 sec): 3 clusters Score: Raw -122602.880221 + Penalty 1389.638498 = -121213.241723 nChanged 48 SP:Iteration 8Q (10609.980320 sec): 3 clusters Score: Raw -122633.671672 + Penalty 1389.638498 = -121244.033174 nChanged 41 SP:Iteration 9Q (10610.018494 sec): 3 clusters Score: Raw -122664.560249 + Penalty 1389.638498 = -121274.921751 nChanged 37 SP:Iteration 10Q (10610.058230 sec): 3 clusters Score: Raw -122688.391499 + Penalty 1389.638498 = -121298.753001 nChanged 22 SP:Iteration 11Q (10610.107520 sec): 3 clusters Score: Raw -122707.053532 + Penalty 1389.638498 = -121317.415034 nChanged 32 SP:Iteration 12Q (10610.155594 sec): 3 clusters Score: Raw -122732.894138 + Penalty 1389.638498 = -121343.255640 nChanged 33 SP:Iteration 13Q (10610.190896 sec): 3 clusters Score: Raw -122760.827095 + Penalty 1389.638498 = -121371.188597 nChanged 33 SP:Iteration 14Q (10610.224339 sec): 3 clusters Score: Raw -122783.910891 + Penalty 1389.638498 = -121394.272393 nChanged 36 SP:Iteration 15Q (10610.262545 sec): 3 clusters Score: Raw -122814.179560 + Penalty 1389.638498 = -121424.541062 nChanged 35 SP:Iteration 16Q (10610.308792 sec): 3 clusters Score: Raw -122839.617442 + Penalty 1389.638498 = -121449.978944 nChanged 31 SP:Iteration 17Q (10610.364737 sec): 3 clusters Score: Raw -122866.370348 + Penalty 1389.638498 = -121476.731850 nChanged 23 SP:Iteration 18Q (10610.398065 sec): 3 clusters Score: Raw -122883.216217 + Penalty 1389.638498 = -121493.577719 nChanged 19 SP:Iteration 19Q (10610.437043 sec): 3 clusters Score: Raw -122898.534710 + Penalty 1389.638498 = -121508.896212 nChanged 14 SP:Iteration 20F (10610.494764 sec): 3 clusters Score: Raw -122907.638844 + Penalty 1389.638498 = -121518.000346 nChanged 15 SP:Iteration 21Q (10610.531180 sec): 3 clusters Score: Raw -122916.800567 + Penalty 1389.638498 = -121527.162069 nChanged 12 SP:Iteration 22Q (10610.579083 sec): 3 clusters Score: Raw -122922.301579 + Penalty 1389.638498 = -121532.663081 nChanged 5 SP:Iteration 23Q (10610.621306 sec): 3 clusters Score: Raw -122924.152962 + Penalty 1389.638498 = -121534.514464 nChanged 6 SP:Iteration 24Q (10610.674658 sec): 3 clusters Score: Raw -122927.026572 + Penalty 1389.638498 = -121537.388074 nChanged 7 SP:Iteration 25Q (10610.708873 sec): 3 clusters Score: Raw -122930.815837 + Penalty 1389.638498 = -121541.177339 nChanged 6 SP:Iteration 26Q (10610.753063 sec): 3 clusters Score: Raw -122934.008684 + Penalty 1389.638498 = -121544.370186 nChanged 8 SP:Iteration 27Q (10610.789600 sec): 3 clusters Score: Raw -122940.010176 + Penalty 1389.638498 = -121550.371678 nChanged 10 SP:Iteration 28Q (10610.833187 sec): 3 clusters Score: Raw -122945.609599 + Penalty 1389.638498 = -121555.971101 nChanged 11 SP:Iteration 29Q (10610.876496 sec): 3 clusters Score: Raw -122949.738443 + Penalty 1389.638498 = -121560.099945 nChanged 5 SP:Iteration 30Q (10610.918567 sec): 3 clusters Score: Raw -122952.099359 + Penalty 1389.638498 = -121562.460861 nChanged 1 SP:Iteration 31Q (10610.961496 sec): 3 clusters Score: Raw -122952.405601 + Penalty 1389.638498 = -121562.767103 nChanged 0 SP:Iteration 32F (10610.996075 sec): 3 clusters Score: Raw -122952.405601 + Penalty 1389.638498 = -121562.767103 nChanged 0 Trying to split cluster 9 (5275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10611.036577 sec): 2 clusters Score: Raw -441081.155355 + Penalty 814.219726 = -440266.935629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10611.077044 sec): 3 clusters Score: Raw -438135.792821 + Penalty 1628.439452 = -436507.353369 nChanged 2245 SP:Iteration 1F (10611.124978 sec): 3 clusters Score: Raw -439375.558465 + Penalty 1628.439452 = -437747.119013 nChanged 316 SP:Iteration 2F (10611.171277 sec): 3 clusters Score: Raw -439537.728921 + Penalty 1628.439452 = -437909.289469 nChanged 282 SP:Iteration 3F (10611.221543 sec): 3 clusters Score: Raw -439678.022727 + Penalty 1628.439452 = -438049.583275 nChanged 251 SP:Iteration 4Q (10611.270125 sec): 3 clusters Score: Raw -439824.601604 + Penalty 1628.439452 = -438196.162152 nChanged 261 SP:Iteration 5Q (10611.321480 sec): 3 clusters Score: Raw -440017.400076 + Penalty 1628.439452 = -438388.960624 nChanged 281 SP:Iteration 6F (10611.380039 sec): 3 clusters Score: Raw -440211.002057 + Penalty 1628.439452 = -438582.562605 nChanged 266 SP:Iteration 7F (10611.432073 sec): 3 clusters Score: Raw -440372.441725 + Penalty 1628.439452 = -438744.002273 nChanged 229 SP:Iteration 8Q (10611.462262 sec): 3 clusters Score: Raw -440509.000710 + Penalty 1628.439452 = -438880.561258 nChanged 204 SP:Iteration 9Q (10611.517047 sec): 3 clusters Score: Raw -440622.574741 + Penalty 1628.439452 = -438994.135289 nChanged 178 SP:Iteration 10Q (10611.565625 sec): 3 clusters Score: Raw -440713.906872 + Penalty 1628.439452 = -439085.467420 nChanged 123 SP:Iteration 11Q (10611.616113 sec): 3 clusters Score: Raw -440760.047769 + Penalty 1628.439452 = -439131.608317 nChanged 89 SP:Iteration 12Q (10611.664560 sec): 3 clusters Score: Raw -440791.725549 + Penalty 1628.439452 = -439163.286097 nChanged 71 SP:Iteration 13Q (10611.727779 sec): 3 clusters Score: Raw -440813.506114 + Penalty 1628.439452 = -439185.066662 nChanged 62 SP:Iteration 14Q (10611.769485 sec): 3 clusters Score: Raw -440825.954511 + Penalty 1628.439452 = -439197.515058 nChanged 37 SP:Iteration 15Q (10611.827126 sec): 3 clusters Score: Raw -440833.667230 + Penalty 1628.439452 = -439205.227777 nChanged 36 SP:Iteration 16Q (10611.868457 sec): 3 clusters Score: Raw -440840.313246 + Penalty 1628.439452 = -439211.873794 nChanged 24 SP:Iteration 17Q (10611.921855 sec): 3 clusters Score: Raw -440844.964569 + Penalty 1628.439452 = -439216.525117 nChanged 19 SP:Iteration 18Q (10611.983789 sec): 3 clusters Score: Raw -440848.433401 + Penalty 1628.439452 = -439219.993949 nChanged 17 SP:Iteration 19Q (10612.026609 sec): 3 clusters Score: Raw -440851.413308 + Penalty 1628.439452 = -439222.973856 nChanged 19 SP:Iteration 20F (10612.075951 sec): 3 clusters Score: Raw -440854.499132 + Penalty 1628.439452 = -439226.059680 nChanged 18 SP:Iteration 21Q (10612.128374 sec): 3 clusters Score: Raw -440856.735506 + Penalty 1628.439452 = -439228.296053 nChanged 18 SP:Iteration 22Q (10612.185745 sec): 3 clusters Score: Raw -440858.833354 + Penalty 1628.439452 = -439230.393902 nChanged 12 SP:Iteration 23Q (10612.241498 sec): 3 clusters Score: Raw -440860.665611 + Penalty 1628.439452 = -439232.226159 nChanged 8 SP:Iteration 24Q (10612.291287 sec): 3 clusters Score: Raw -440861.351857 + Penalty 1628.439452 = -439232.912405 nChanged 6 SP:Iteration 25Q (10612.332558 sec): 3 clusters Score: Raw -440862.301330 + Penalty 1628.439452 = -439233.861878 nChanged 9 SP:Iteration 26Q (10612.376520 sec): 3 clusters Score: Raw -440863.789622 + Penalty 1628.439452 = -439235.350170 nChanged 8 SP:Iteration 27Q (10612.425345 sec): 3 clusters Score: Raw -440864.915443 + Penalty 1628.439452 = -439236.475991 nChanged 5 SP:Iteration 28Q (10612.478361 sec): 3 clusters Score: Raw -440865.932772 + Penalty 1628.439452 = -439237.493320 nChanged 10 SP:Iteration 29Q (10612.540860 sec): 3 clusters Score: Raw -440867.449925 + Penalty 1628.439452 = -439239.010473 nChanged 11 SP:Iteration 30Q (10612.594095 sec): 3 clusters Score: Raw -440868.721172 + Penalty 1628.439452 = -439240.281720 nChanged 8 SP:Iteration 31Q (10612.638652 sec): 3 clusters Score: Raw -440869.515261 + Penalty 1628.439452 = -439241.075809 nChanged 6 SP:Iteration 32Q (10612.695146 sec): 3 clusters Score: Raw -440870.055511 + Penalty 1628.439452 = -439241.616059 nChanged 3 SP:Iteration 33Q (10612.745055 sec): 3 clusters Score: Raw -440870.422432 + Penalty 1628.439452 = -439241.982980 nChanged 3 SP:Iteration 34Q (10612.786213 sec): 3 clusters Score: Raw -440870.756229 + Penalty 1628.439452 = -439242.316777 nChanged 4 SP:Iteration 35Q (10612.836257 sec): 3 clusters Score: Raw -440871.576900 + Penalty 1628.439452 = -439243.137448 nChanged 7 SP:Iteration 36Q (10612.894985 sec): 3 clusters Score: Raw -440872.544782 + Penalty 1628.439452 = -439244.105330 nChanged 6 SP:Iteration 37Q (10612.948642 sec): 3 clusters Score: Raw -440872.894877 + Penalty 1628.439452 = -439244.455425 nChanged 3 SP:Iteration 38Q (10612.998696 sec): 3 clusters Score: Raw -440873.306971 + Penalty 1628.439452 = -439244.867519 nChanged 4 SP:Iteration 39Q (10613.039577 sec): 3 clusters Score: Raw -440873.817384 + Penalty 1628.439452 = -439245.377932 nChanged 4 SP:Iteration 40F (10613.097781 sec): 3 clusters Score: Raw -440874.126987 + Penalty 1628.439452 = -439245.687535 nChanged 2 SP:Iteration 41Q (10613.142915 sec): 3 clusters Score: Raw -440874.201842 + Penalty 1628.439452 = -439245.762389 nChanged 0 SP:Iteration 42F (10613.185338 sec): 3 clusters Score: Raw -440874.201842 + Penalty 1628.439452 = -439245.762389 nChanged 0 Trying to split cluster 10 (69636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10613.289366 sec): 2 clusters Score: Raw -6162273.077033 + Penalty 1059.348511 = -6161213.728522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10613.425370 sec): 3 clusters Score: Raw -6117052.931516 + Penalty 2118.697021 = -6114934.234495 nChanged 33386 SP:Iteration 1F (10613.559809 sec): 3 clusters Score: Raw -6136995.294087 + Penalty 2118.697021 = -6134876.597066 nChanged 3452 SP:Iteration 2Q (10613.697310 sec): 3 clusters Score: Raw -6138394.139934 + Penalty 2118.697021 = -6136275.442913 nChanged 3931 SP:Iteration 3F (10613.831889 sec): 3 clusters Score: Raw -6140369.696347 + Penalty 2118.697021 = -6138250.999326 nChanged 4488 SP:Iteration 4F (10613.965301 sec): 3 clusters Score: Raw -6143097.970466 + Penalty 2118.697021 = -6140979.273445 nChanged 4704 SP:Iteration 5F (10614.088583 sec): 3 clusters Score: Raw -6146417.844078 + Penalty 2118.697021 = -6144299.147056 nChanged 4489 SP:Iteration 6F (10614.233047 sec): 3 clusters Score: Raw -6149987.737627 + Penalty 2118.697021 = -6147869.040606 nChanged 3927 SP:Iteration 7F (10614.347852 sec): 3 clusters Score: Raw -6153082.476661 + Penalty 2118.697021 = -6150963.779639 nChanged 3053 SP:Iteration 8Q (10614.480392 sec): 3 clusters Score: Raw -6154914.502427 + Penalty 2118.697021 = -6152795.805406 nChanged 1992 SP:Iteration 9Q (10614.621056 sec): 3 clusters Score: Raw -6155725.722271 + Penalty 2118.697021 = -6153607.025249 nChanged 1257 SP:Iteration 10Q (10614.757990 sec): 3 clusters Score: Raw -6156120.505099 + Penalty 2118.697021 = -6154001.808078 nChanged 968 SP:Iteration 11Q (10614.889946 sec): 3 clusters Score: Raw -6156407.679957 + Penalty 2118.697021 = -6154288.982935 nChanged 874 SP:Iteration 12Q (10615.018566 sec): 3 clusters Score: Raw -6156652.771550 + Penalty 2118.697021 = -6154534.074529 nChanged 821 SP:Iteration 13Q (10615.149100 sec): 3 clusters Score: Raw -6156880.192048 + Penalty 2118.697021 = -6154761.495026 nChanged 745 SP:Iteration 14Q (10615.286581 sec): 3 clusters Score: Raw -6157068.220729 + Penalty 2118.697021 = -6154949.523708 nChanged 709 SP:Iteration 15Q (10615.419436 sec): 3 clusters Score: Raw -6157241.061522 + Penalty 2118.697021 = -6155122.364501 nChanged 674 SP:Iteration 16Q (10615.546135 sec): 3 clusters Score: Raw -6157411.115610 + Penalty 2118.697021 = -6155292.418589 nChanged 689 SP:Iteration 17Q (10615.675901 sec): 3 clusters Score: Raw -6157586.570045 + Penalty 2118.697021 = -6155467.873024 nChanged 666 SP:Iteration 18Q (10615.783324 sec): 3 clusters Score: Raw -6157757.637028 + Penalty 2118.697021 = -6155638.940007 nChanged 696 SP:Iteration 19Q (10615.881198 sec): 3 clusters Score: Raw -6157931.195763 + Penalty 2118.697021 = -6155812.498742 nChanged 670 SP:Iteration 20F (10616.012357 sec): 3 clusters Score: Raw -6158113.540811 + Penalty 2118.697021 = -6155994.843789 nChanged 670 SP:Iteration 21Q (10616.147300 sec): 3 clusters Score: Raw -6158298.468274 + Penalty 2118.697021 = -6156179.771252 nChanged 705 SP:Iteration 22Q (10616.259374 sec): 3 clusters Score: Raw -6158494.630475 + Penalty 2118.697021 = -6156375.933454 nChanged 686 SP:Iteration 23Q (10616.382625 sec): 3 clusters Score: Raw -6158699.190858 + Penalty 2118.697021 = -6156580.493836 nChanged 677 SP:Iteration 24Q (10616.510977 sec): 3 clusters Score: Raw -6158908.699353 + Penalty 2118.697021 = -6156790.002332 nChanged 663 SP:Iteration 25Q (10616.637023 sec): 3 clusters Score: Raw -6159104.268769 + Penalty 2118.697021 = -6156985.571748 nChanged 656 SP:Iteration 26Q (10616.765283 sec): 3 clusters Score: Raw -6159292.524607 + Penalty 2118.697021 = -6157173.827585 nChanged 631 SP:Iteration 27Q (10616.881706 sec): 3 clusters Score: Raw -6159482.805931 + Penalty 2118.697021 = -6157364.108910 nChanged 602 SP:Iteration 28Q (10617.012918 sec): 3 clusters Score: Raw -6159669.030743 + Penalty 2118.697021 = -6157550.333722 nChanged 572 SP:Iteration 29Q (10617.128803 sec): 3 clusters Score: Raw -6159848.275896 + Penalty 2118.697021 = -6157729.578875 nChanged 541 SP:Iteration 30Q (10617.251509 sec): 3 clusters Score: Raw -6160011.172366 + Penalty 2118.697021 = -6157892.475344 nChanged 496 SP:Iteration 31Q (10617.382100 sec): 3 clusters Score: Raw -6160141.067612 + Penalty 2118.697021 = -6158022.370590 nChanged 471 SP:Iteration 32Q (10617.506283 sec): 3 clusters Score: Raw -6160270.601705 + Penalty 2118.697021 = -6158151.904684 nChanged 502 SP:Iteration 33Q (10617.627942 sec): 3 clusters Score: Raw -6160419.371332 + Penalty 2118.697021 = -6158300.674311 nChanged 489 SP:Iteration 34Q (10617.749537 sec): 3 clusters Score: Raw -6160558.058150 + Penalty 2118.697021 = -6158439.361128 nChanged 449 SP:Iteration 35Q (10617.881802 sec): 3 clusters Score: Raw -6160689.698328 + Penalty 2118.697021 = -6158571.001307 nChanged 412 SP:Iteration 36Q (10618.003854 sec): 3 clusters Score: Raw -6160808.865737 + Penalty 2118.697021 = -6158690.168716 nChanged 410 SP:Iteration 37Q (10618.120268 sec): 3 clusters Score: Raw -6160926.153991 + Penalty 2118.697021 = -6158807.456970 nChanged 355 SP:Iteration 38Q (10618.230647 sec): 3 clusters Score: Raw -6161036.688335 + Penalty 2118.697021 = -6158917.991313 nChanged 375 SP:Iteration 39Q (10618.353435 sec): 3 clusters Score: Raw -6161161.306624 + Penalty 2118.697021 = -6159042.609603 nChanged 390 SP:Iteration 40F (10618.478517 sec): 3 clusters Score: Raw -6161294.590342 + Penalty 2118.697021 = -6159175.893321 nChanged 386 SP:Iteration 41Q (10618.601161 sec): 3 clusters Score: Raw -6161429.077908 + Penalty 2118.697021 = -6159310.380886 nChanged 338 SP:Iteration 42Q (10618.725630 sec): 3 clusters Score: Raw -6161545.778479 + Penalty 2118.697021 = -6159427.081458 nChanged 302 SP:Iteration 43Q (10618.838745 sec): 3 clusters Score: Raw -6161644.841406 + Penalty 2118.697021 = -6159526.144385 nChanged 268 SP:Iteration 44Q (10618.964639 sec): 3 clusters Score: Raw -6161728.639720 + Penalty 2118.697021 = -6159609.942699 nChanged 242 SP:Iteration 45Q (10619.083954 sec): 3 clusters Score: Raw -6161804.026410 + Penalty 2118.697021 = -6159685.329389 nChanged 236 SP:Iteration 46Q (10619.198568 sec): 3 clusters Score: Raw -6161884.569717 + Penalty 2118.697021 = -6159765.872695 nChanged 239 SP:Iteration 47Q (10619.316240 sec): 3 clusters Score: Raw -6161971.498493 + Penalty 2118.697021 = -6159852.801472 nChanged 210 SP:Iteration 48Q (10619.428453 sec): 3 clusters Score: Raw -6162047.177323 + Penalty 2118.697021 = -6159928.480301 nChanged 161 SP:Iteration 49Q (10619.545572 sec): 3 clusters Score: Raw -6162097.699016 + Penalty 2118.697021 = -6159979.001995 nChanged 128 SP:Iteration 50Q (10619.656936 sec): 3 clusters Score: Raw -6162131.918509 + Penalty 2118.697021 = -6160013.221488 nChanged 109 SP:Iteration 51Q (10619.771609 sec): 3 clusters Score: Raw -6162161.163188 + Penalty 2118.697021 = -6160042.466166 nChanged 91 SP:Iteration 52Q (10619.888963 sec): 3 clusters Score: Raw -6162188.111651 + Penalty 2118.697021 = -6160069.414630 nChanged 82 SP:Iteration 53Q (10619.999447 sec): 3 clusters Score: Raw -6162218.484706 + Penalty 2118.697021 = -6160099.787685 nChanged 84 SP:Iteration 54Q (10620.107920 sec): 3 clusters Score: Raw -6162245.187941 + Penalty 2118.697021 = -6160126.490920 nChanged 85 SP:Iteration 55Q (10620.223991 sec): 3 clusters Score: Raw -6162274.862277 + Penalty 2118.697021 = -6160156.165256 nChanged 80 SP:Iteration 56Q (10620.337068 sec): 3 clusters Score: Raw -6162300.757243 + Penalty 2118.697021 = -6160182.060222 nChanged 70 SP:Iteration 57Q (10620.443731 sec): 3 clusters Score: Raw -6162323.600569 + Penalty 2118.697021 = -6160204.903548 nChanged 56 SP:Iteration 58Q (10620.562953 sec): 3 clusters Score: Raw -6162342.177023 + Penalty 2118.697021 = -6160223.480001 nChanged 59 SP:Iteration 59Q (10620.683433 sec): 3 clusters Score: Raw -6162361.589253 + Penalty 2118.697021 = -6160242.892232 nChanged 64 SP:Iteration 60F (10620.796327 sec): 3 clusters Score: Raw -6162385.370945 + Penalty 2118.697021 = -6160266.673924 nChanged 53 SP:Iteration 61Q (10620.909406 sec): 3 clusters Score: Raw -6162401.429811 + Penalty 2118.697021 = -6160282.732790 nChanged 32 SP:Iteration 62Q (10621.025323 sec): 3 clusters Score: Raw -6162412.842353 + Penalty 2118.697021 = -6160294.145332 nChanged 25 SP:Iteration 63Q (10621.133317 sec): 3 clusters Score: Raw -6162419.908041 + Penalty 2118.697021 = -6160301.211020 nChanged 25 SP:Iteration 64Q (10621.252570 sec): 3 clusters Score: Raw -6162425.578994 + Penalty 2118.697021 = -6160306.881973 nChanged 19 SP:Iteration 65Q (10621.356924 sec): 3 clusters Score: Raw -6162431.071173 + Penalty 2118.697021 = -6160312.374152 nChanged 16 SP:Iteration 66Q (10621.472415 sec): 3 clusters Score: Raw -6162436.242168 + Penalty 2118.697021 = -6160317.545147 nChanged 16 SP:Iteration 67Q (10621.588775 sec): 3 clusters Score: Raw -6162439.612953 + Penalty 2118.697021 = -6160320.915932 nChanged 10 SP:Iteration 68Q (10621.703131 sec): 3 clusters Score: Raw -6162442.877614 + Penalty 2118.697021 = -6160324.180593 nChanged 9 SP:Iteration 69Q (10621.815117 sec): 3 clusters Score: Raw -6162447.004230 + Penalty 2118.697021 = -6160328.307209 nChanged 12 SP:Iteration 70Q (10621.932053 sec): 3 clusters Score: Raw -6162450.427067 + Penalty 2118.697021 = -6160331.730045 nChanged 10 SP:Iteration 71Q (10622.038233 sec): 3 clusters Score: Raw -6162452.549643 + Penalty 2118.697021 = -6160333.852622 nChanged 6 SP:Iteration 72Q (10622.151886 sec): 3 clusters Score: Raw -6162453.689442 + Penalty 2118.697021 = -6160334.992421 nChanged 4 SP:Iteration 73Q (10622.249773 sec): 3 clusters Score: Raw -6162454.975469 + Penalty 2118.697021 = -6160336.278448 nChanged 5 SP:Iteration 74Q (10622.356456 sec): 3 clusters Score: Raw -6162455.972606 + Penalty 2118.697021 = -6160337.275585 nChanged 4 SP:Iteration 75Q (10622.472462 sec): 3 clusters Score: Raw -6162457.316875 + Penalty 2118.697021 = -6160338.619854 nChanged 3 SP:Iteration 76Q (10622.588754 sec): 3 clusters Score: Raw -6162458.223290 + Penalty 2118.697021 = -6160339.526268 nChanged 5 SP:Iteration 77Q (10622.710574 sec): 3 clusters Score: Raw -6162459.706539 + Penalty 2118.697021 = -6160341.009518 nChanged 3 SP:Iteration 78Q (10622.827839 sec): 3 clusters Score: Raw -6162460.597697 + Penalty 2118.697021 = -6160341.900676 nChanged 3 SP:Iteration 79Q (10622.940924 sec): 3 clusters Score: Raw -6162461.284689 + Penalty 2118.697021 = -6160342.587668 nChanged 2 SP:Iteration 80F (10623.070226 sec): 3 clusters Score: Raw -6162461.697503 + Penalty 2118.697021 = -6160343.000481 nChanged 1 SP:Iteration 81Q (10623.187146 sec): 3 clusters Score: Raw -6162462.315878 + Penalty 2118.697021 = -6160343.618856 nChanged 3 SP:Iteration 82Q (10623.304614 sec): 3 clusters Score: Raw -6162462.747915 + Penalty 2118.697021 = -6160344.050893 nChanged 4 SP:Iteration 83Q (10623.409526 sec): 3 clusters Score: Raw -6162463.459714 + Penalty 2118.697021 = -6160344.762692 nChanged 3 SP:Iteration 84Q (10623.523554 sec): 3 clusters Score: Raw -6162464.503912 + Penalty 2118.697021 = -6160345.806891 nChanged 8 SP:Iteration 85Q (10623.643908 sec): 3 clusters Score: Raw -6162466.491955 + Penalty 2118.697021 = -6160347.794934 nChanged 6 SP:Iteration 86Q (10623.752267 sec): 3 clusters Score: Raw -6162468.154449 + Penalty 2118.697021 = -6160349.457428 nChanged 4 SP:Iteration 87Q (10623.875255 sec): 3 clusters Score: Raw -6162471.031800 + Penalty 2118.697021 = -6160352.334778 nChanged 8 SP:Iteration 88Q (10623.989826 sec): 3 clusters Score: Raw -6162475.221860 + Penalty 2118.697021 = -6160356.524839 nChanged 8 SP:Iteration 89Q (10624.102315 sec): 3 clusters Score: Raw -6162477.762521 + Penalty 2118.697021 = -6160359.065500 nChanged 5 SP:Iteration 90Q (10624.221878 sec): 3 clusters Score: Raw -6162479.516722 + Penalty 2118.697021 = -6160360.819701 nChanged 6 SP:Iteration 91Q (10624.331594 sec): 3 clusters Score: Raw -6162481.253196 + Penalty 2118.697021 = -6160362.556175 nChanged 4 SP:Iteration 92Q (10624.454062 sec): 3 clusters Score: Raw -6162481.970200 + Penalty 2118.697021 = -6160363.273179 nChanged 4 SP:Iteration 93Q (10624.585762 sec): 3 clusters Score: Raw -6162483.475499 + Penalty 2118.697021 = -6160364.778478 nChanged 2 SP:Iteration 94Q (10624.703149 sec): 3 clusters Score: Raw -6162483.983147 + Penalty 2118.697021 = -6160365.286126 nChanged 1 SP:Iteration 95Q (10624.821927 sec): 3 clusters Score: Raw -6162484.118362 + Penalty 2118.697021 = -6160365.421341 nChanged 1 SP:Iteration 96Q (10624.939278 sec): 3 clusters Score: Raw -6162484.278095 + Penalty 2118.697021 = -6160365.581073 nChanged 0 SP:Iteration 97F (10625.068748 sec): 3 clusters Score: Raw -6162484.278095 + Penalty 2118.697021 = -6160365.581073 nChanged 0 Trying to split cluster 11 (4278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10625.108673 sec): 2 clusters Score: Raw -368318.510564 + Penalty 794.317885 = -367524.192679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10625.161497 sec): 3 clusters Score: Raw -365969.722796 + Penalty 1588.635769 = -364381.087027 nChanged 1770 SP:Iteration 1F (10625.202062 sec): 3 clusters Score: Raw -367065.080571 + Penalty 1588.635769 = -365476.444802 nChanged 363 SP:Iteration 2F (10625.257446 sec): 3 clusters Score: Raw -367309.968949 + Penalty 1588.635769 = -365721.333180 nChanged 289 SP:Iteration 3F (10625.300914 sec): 3 clusters Score: Raw -367515.506676 + Penalty 1588.635769 = -365926.870907 nChanged 217 SP:Iteration 4F (10625.362070 sec): 3 clusters Score: Raw -367675.445363 + Penalty 1588.635769 = -366086.809594 nChanged 209 SP:Iteration 5Q (10625.408745 sec): 3 clusters Score: Raw -367799.374022 + Penalty 1588.635769 = -366210.738253 nChanged 204 SP:Iteration 6Q (10625.462403 sec): 3 clusters Score: Raw -367921.410121 + Penalty 1588.635769 = -366332.774352 nChanged 169 SP:Iteration 7Q (10625.517037 sec): 3 clusters Score: Raw -368012.777356 + Penalty 1588.635769 = -366424.141586 nChanged 143 SP:Iteration 8Q (10625.563791 sec): 3 clusters Score: Raw -368073.791177 + Penalty 1588.635769 = -366485.155408 nChanged 102 SP:Iteration 9Q (10625.602565 sec): 3 clusters Score: Raw -368113.193950 + Penalty 1588.635769 = -366524.558181 nChanged 85 SP:Iteration 10Q (10625.657010 sec): 3 clusters Score: Raw -368145.008161 + Penalty 1588.635769 = -366556.372392 nChanged 80 SP:Iteration 11Q (10625.708285 sec): 3 clusters Score: Raw -368173.559664 + Penalty 1588.635769 = -366584.923895 nChanged 73 SP:Iteration 12Q (10625.749494 sec): 3 clusters Score: Raw -368194.861084 + Penalty 1588.635769 = -366606.225315 nChanged 50 SP:Iteration 13Q (10625.797839 sec): 3 clusters Score: Raw -368205.932189 + Penalty 1588.635769 = -366617.296420 nChanged 29 SP:Iteration 14Q (10625.834313 sec): 3 clusters Score: Raw -368214.256905 + Penalty 1588.635769 = -366625.621136 nChanged 29 SP:Iteration 15Q (10625.879907 sec): 3 clusters Score: Raw -368221.470641 + Penalty 1588.635769 = -366632.834872 nChanged 31 SP:Iteration 16Q (10625.931932 sec): 3 clusters Score: Raw -368228.690070 + Penalty 1588.635769 = -366640.054301 nChanged 26 SP:Iteration 17Q (10625.969531 sec): 3 clusters Score: Raw -368235.391864 + Penalty 1588.635769 = -366646.756095 nChanged 21 SP:Iteration 18Q (10626.006587 sec): 3 clusters Score: Raw -368239.667067 + Penalty 1588.635769 = -366651.031298 nChanged 22 SP:Iteration 19Q (10626.043470 sec): 3 clusters Score: Raw -368242.755846 + Penalty 1588.635769 = -366654.120077 nChanged 15 SP:Iteration 20F (10626.089457 sec): 3 clusters Score: Raw -368245.188927 + Penalty 1588.635769 = -366656.553158 nChanged 14 SP:Iteration 21Q (10626.138698 sec): 3 clusters Score: Raw -368246.768940 + Penalty 1588.635769 = -366658.133171 nChanged 11 SP:Iteration 22Q (10626.180904 sec): 3 clusters Score: Raw -368248.461067 + Penalty 1588.635769 = -366659.825298 nChanged 12 SP:Iteration 23Q (10626.237775 sec): 3 clusters Score: Raw -368250.260391 + Penalty 1588.635769 = -366661.624622 nChanged 7 SP:Iteration 24Q (10626.283575 sec): 3 clusters Score: Raw -368250.956305 + Penalty 1588.635769 = -366662.320536 nChanged 4 SP:Iteration 25Q (10626.325356 sec): 3 clusters Score: Raw -368251.357928 + Penalty 1588.635769 = -366662.722159 nChanged 1 SP:Iteration 26Q (10626.371539 sec): 3 clusters Score: Raw -368251.402946 + Penalty 1588.635769 = -366662.767177 nChanged 1 SP:Iteration 27Q (10626.414144 sec): 3 clusters Score: Raw -368251.417061 + Penalty 1588.635769 = -366662.781292 nChanged 1 SP:Iteration 28Q (10626.449461 sec): 3 clusters Score: Raw -368251.492239 + Penalty 1588.635769 = -366662.856470 nChanged 1 SP:Iteration 29Q (10626.510834 sec): 3 clusters Score: Raw -368251.561275 + Penalty 1588.635769 = -366662.925506 nChanged 1 SP:Iteration 30Q (10626.550664 sec): 3 clusters Score: Raw -368251.613669 + Penalty 1588.635769 = -366662.977900 nChanged 0 SP:Iteration 31F (10626.606576 sec): 3 clusters Score: Raw -368251.613669 + Penalty 1588.635769 = -366662.977900 nChanged 0 Trying to split cluster 12 (1540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10626.632116 sec): 2 clusters Score: Raw -127008.900231 + Penalty 697.256081 = -126311.644150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10626.672603 sec): 3 clusters Score: Raw -126324.613241 + Penalty 1394.512162 = -124930.101079 nChanged 540 SP:Iteration 1F (10626.712414 sec): 3 clusters Score: Raw -126666.115436 + Penalty 1394.512162 = -125271.603274 nChanged 128 SP:Iteration 2F (10626.758840 sec): 3 clusters Score: Raw -126768.537629 + Penalty 1394.512162 = -125374.025467 nChanged 73 SP:Iteration 3Q (10626.811900 sec): 3 clusters Score: Raw -126810.064660 + Penalty 1394.512162 = -125415.552498 nChanged 47 SP:Iteration 4Q (10626.854301 sec): 3 clusters Score: Raw -126839.728731 + Penalty 1394.512162 = -125445.216568 nChanged 41 SP:Iteration 5Q (10626.904016 sec): 3 clusters Score: Raw -126864.290339 + Penalty 1394.512162 = -125469.778177 nChanged 40 SP:Iteration 6Q (10626.946930 sec): 3 clusters Score: Raw -126894.123063 + Penalty 1394.512162 = -125499.610901 nChanged 43 SP:Iteration 7Q (10627.006720 sec): 3 clusters Score: Raw -126916.448254 + Penalty 1394.512162 = -125521.936092 nChanged 28 SP:Iteration 8Q (10627.054959 sec): 3 clusters Score: Raw -126930.705479 + Penalty 1394.512162 = -125536.193317 nChanged 25 SP:Iteration 9Q (10627.100683 sec): 3 clusters Score: Raw -126941.633548 + Penalty 1394.512162 = -125547.121386 nChanged 24 SP:Iteration 10Q (10627.145420 sec): 3 clusters Score: Raw -126952.843667 + Penalty 1394.512162 = -125558.331505 nChanged 14 SP:Iteration 11Q (10627.190326 sec): 3 clusters Score: Raw -126956.373002 + Penalty 1394.512162 = -125561.860840 nChanged 10 SP:Iteration 12Q (10627.239040 sec): 3 clusters Score: Raw -126960.504539 + Penalty 1394.512162 = -125565.992376 nChanged 10 SP:Iteration 13Q (10627.277104 sec): 3 clusters Score: Raw -126966.514247 + Penalty 1394.512162 = -125572.002084 nChanged 10 SP:Iteration 14Q (10627.334825 sec): 3 clusters Score: Raw -126972.050249 + Penalty 1394.512162 = -125577.538086 nChanged 11 SP:Iteration 15Q (10627.377779 sec): 3 clusters Score: Raw -126976.850690 + Penalty 1394.512162 = -125582.338528 nChanged 13 SP:Iteration 16Q (10627.422526 sec): 3 clusters Score: Raw -126982.349301 + Penalty 1394.512162 = -125587.837138 nChanged 11 SP:Iteration 17Q (10627.467738 sec): 3 clusters Score: Raw -126986.848612 + Penalty 1394.512162 = -125592.336449 nChanged 11 SP:Iteration 18Q (10627.508276 sec): 3 clusters Score: Raw -126991.721846 + Penalty 1394.512162 = -125597.209684 nChanged 10 SP:Iteration 19Q (10627.555757 sec): 3 clusters Score: Raw -126995.075224 + Penalty 1394.512162 = -125600.563062 nChanged 9 SP:Iteration 20F (10627.603294 sec): 3 clusters Score: Raw -126998.807990 + Penalty 1394.512162 = -125604.295828 nChanged 5 SP:Iteration 21Q (10627.650876 sec): 3 clusters Score: Raw -127000.600620 + Penalty 1394.512162 = -125606.088458 nChanged 4 SP:Iteration 22Q (10627.689403 sec): 3 clusters Score: Raw -127001.500858 + Penalty 1394.512162 = -125606.988696 nChanged 3 SP:Iteration 23Q (10627.731877 sec): 3 clusters Score: Raw -127002.240201 + Penalty 1394.512162 = -125607.728039 nChanged 3 SP:Iteration 24Q (10627.786023 sec): 3 clusters Score: Raw -127003.015689 + Penalty 1394.512162 = -125608.503527 nChanged 6 SP:Iteration 25Q (10627.828275 sec): 3 clusters Score: Raw -127004.521148 + Penalty 1394.512162 = -125610.008986 nChanged 8 SP:Iteration 26Q (10627.864089 sec): 3 clusters Score: Raw -127007.973231 + Penalty 1394.512162 = -125613.461069 nChanged 11 SP:Iteration 27Q (10627.908001 sec): 3 clusters Score: Raw -127013.496298 + Penalty 1394.512162 = -125618.984136 nChanged 11 SP:Iteration 28Q (10627.949537 sec): 3 clusters Score: Raw -127016.882329 + Penalty 1394.512162 = -125622.370167 nChanged 8 SP:Iteration 29Q (10628.003664 sec): 3 clusters Score: Raw -127019.924570 + Penalty 1394.512162 = -125625.412408 nChanged 5 SP:Iteration 30Q (10628.037533 sec): 3 clusters Score: Raw -127022.504774 + Penalty 1394.512162 = -125627.992612 nChanged 9 SP:Iteration 31Q (10628.080202 sec): 3 clusters Score: Raw -127027.402830 + Penalty 1394.512162 = -125632.890668 nChanged 12 SP:Iteration 32Q (10628.123389 sec): 3 clusters Score: Raw -127033.245325 + Penalty 1394.512162 = -125638.733163 nChanged 15 SP:Iteration 33Q (10628.169021 sec): 3 clusters Score: Raw -127040.163584 + Penalty 1394.512162 = -125645.651422 nChanged 14 SP:Iteration 34Q (10628.223664 sec): 3 clusters Score: Raw -127046.843870 + Penalty 1394.512162 = -125652.331708 nChanged 18 SP:Iteration 35Q (10628.268818 sec): 3 clusters Score: Raw -127056.876889 + Penalty 1394.512162 = -125662.364727 nChanged 16 SP:Iteration 36Q (10628.313207 sec): 3 clusters Score: Raw -127066.180899 + Penalty 1394.512162 = -125671.668736 nChanged 14 SP:Iteration 37Q (10628.347274 sec): 3 clusters Score: Raw -127075.417319 + Penalty 1394.512162 = -125680.905156 nChanged 12 SP:Iteration 38Q (10628.390445 sec): 3 clusters Score: Raw -127082.408503 + Penalty 1394.512162 = -125687.896340 nChanged 9 SP:Iteration 39Q (10628.433927 sec): 3 clusters Score: Raw -127086.835478 + Penalty 1394.512162 = -125692.323316 nChanged 5 SP:Iteration 40F (10628.477228 sec): 3 clusters Score: Raw -127090.672638 + Penalty 1394.512162 = -125696.160476 nChanged 10 SP:Iteration 41Q (10628.521632 sec): 3 clusters Score: Raw -127095.984175 + Penalty 1394.512162 = -125701.472013 nChanged 9 SP:Iteration 42Q (10628.575316 sec): 3 clusters Score: Raw -127101.946386 + Penalty 1394.512162 = -125707.434224 nChanged 12 SP:Iteration 43Q (10628.609060 sec): 3 clusters Score: Raw -127111.053993 + Penalty 1394.512162 = -125716.541830 nChanged 12 SP:Iteration 44Q (10628.652493 sec): 3 clusters Score: Raw -127124.705577 + Penalty 1394.512162 = -125730.193415 nChanged 18 SP:Iteration 45Q (10628.697046 sec): 3 clusters Score: Raw -127140.980736 + Penalty 1394.512162 = -125746.468574 nChanged 16 SP:Iteration 46Q (10628.740372 sec): 3 clusters Score: Raw -127152.887111 + Penalty 1394.512162 = -125758.374949 nChanged 15 SP:Iteration 47Q (10628.782791 sec): 3 clusters Score: Raw -127162.009546 + Penalty 1394.512162 = -125767.497384 nChanged 7 SP:Iteration 48Q (10628.826191 sec): 3 clusters Score: Raw -127165.864386 + Penalty 1394.512162 = -125771.352224 nChanged 6 SP:Iteration 49Q (10628.865771 sec): 3 clusters Score: Raw -127168.258796 + Penalty 1394.512162 = -125773.746634 nChanged 5 SP:Iteration 50Q (10628.904806 sec): 3 clusters Score: Raw -127171.389410 + Penalty 1394.512162 = -125776.877248 nChanged 3 SP:Iteration 51Q (10628.948237 sec): 3 clusters Score: Raw -127175.192966 + Penalty 1394.512162 = -125780.680803 nChanged 6 SP:Iteration 52Q (10628.991319 sec): 3 clusters Score: Raw -127178.916815 + Penalty 1394.512162 = -125784.404652 nChanged 3 SP:Iteration 53Q (10629.034621 sec): 3 clusters Score: Raw -127180.542762 + Penalty 1394.512162 = -125786.030600 nChanged 2 SP:Iteration 54Q (10629.077351 sec): 3 clusters Score: Raw -127181.631037 + Penalty 1394.512162 = -125787.118875 nChanged 2 SP:Iteration 55Q (10629.120059 sec): 3 clusters Score: Raw -127182.276336 + Penalty 1394.512162 = -125787.764174 nChanged 2 SP:Iteration 56Q (10629.172516 sec): 3 clusters Score: Raw -127182.549519 + Penalty 1394.512162 = -125788.037357 nChanged 0 SP:Iteration 57F (10629.207645 sec): 3 clusters Score: Raw -127182.549519 + Penalty 1394.512162 = -125788.037357 nChanged 0 Trying to split cluster 13 (5953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10629.242968 sec): 2 clusters Score: Raw -523063.483902 + Penalty 825.706804 = -522237.777098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10629.292300 sec): 3 clusters Score: Raw -519693.831470 + Penalty 1651.413609 = -518042.417861 nChanged 2575 SP:Iteration 1F (10629.337055 sec): 3 clusters Score: Raw -521035.482361 + Penalty 1651.413609 = -519384.068752 nChanged 335 SP:Iteration 2F (10629.389082 sec): 3 clusters Score: Raw -521164.627807 + Penalty 1651.413609 = -519513.214198 nChanged 269 SP:Iteration 3Q (10629.452928 sec): 3 clusters Score: Raw -521267.551069 + Penalty 1651.413609 = -519616.137460 nChanged 258 SP:Iteration 4Q (10629.504971 sec): 3 clusters Score: Raw -521385.462706 + Penalty 1651.413609 = -519734.049097 nChanged 272 SP:Iteration 5Q (10629.547991 sec): 3 clusters Score: Raw -521514.166849 + Penalty 1651.413609 = -519862.753241 nChanged 255 SP:Iteration 6Q (10629.610473 sec): 3 clusters Score: Raw -521657.407843 + Penalty 1651.413609 = -520005.994234 nChanged 257 SP:Iteration 7Q (10629.666501 sec): 3 clusters Score: Raw -521814.540590 + Penalty 1651.413609 = -520163.126981 nChanged 268 SP:Iteration 8Q (10629.727371 sec): 3 clusters Score: Raw -521993.135841 + Penalty 1651.413609 = -520341.722232 nChanged 278 SP:Iteration 9Q (10629.780071 sec): 3 clusters Score: Raw -522202.606868 + Penalty 1651.413609 = -520551.193259 nChanged 245 SP:Iteration 10Q (10629.817794 sec): 3 clusters Score: Raw -522380.294272 + Penalty 1651.413609 = -520728.880663 nChanged 216 SP:Iteration 11Q (10629.872509 sec): 3 clusters Score: Raw -522533.462372 + Penalty 1651.413609 = -520882.048763 nChanged 174 SP:Iteration 12Q (10629.930901 sec): 3 clusters Score: Raw -522636.980109 + Penalty 1651.413609 = -520985.566500 nChanged 135 SP:Iteration 13Q (10629.987503 sec): 3 clusters Score: Raw -522705.061731 + Penalty 1651.413609 = -521053.648122 nChanged 112 SP:Iteration 14Q (10630.045509 sec): 3 clusters Score: Raw -522752.810268 + Penalty 1651.413609 = -521101.396659 nChanged 92 SP:Iteration 15Q (10630.092128 sec): 3 clusters Score: Raw -522797.502351 + Penalty 1651.413609 = -521146.088743 nChanged 86 SP:Iteration 16Q (10630.155706 sec): 3 clusters Score: Raw -522836.641122 + Penalty 1651.413609 = -521185.227513 nChanged 67 SP:Iteration 17Q (10630.211687 sec): 3 clusters Score: Raw -522866.350217 + Penalty 1651.413609 = -521214.936608 nChanged 53 SP:Iteration 18Q (10630.256140 sec): 3 clusters Score: Raw -522891.617801 + Penalty 1651.413609 = -521240.204192 nChanged 55 SP:Iteration 19Q (10630.305611 sec): 3 clusters Score: Raw -522918.500075 + Penalty 1651.413609 = -521267.086466 nChanged 40 SP:Iteration 20F (10630.363458 sec): 3 clusters Score: Raw -522940.897244 + Penalty 1651.413609 = -521289.483635 nChanged 45 SP:Iteration 21Q (10630.419772 sec): 3 clusters Score: Raw -522974.068220 + Penalty 1651.413609 = -521322.654612 nChanged 49 SP:Iteration 22Q (10630.462043 sec): 3 clusters Score: Raw -523007.243184 + Penalty 1651.413609 = -521355.829575 nChanged 42 SP:Iteration 23Q (10630.518203 sec): 3 clusters Score: Raw -523034.035860 + Penalty 1651.413609 = -521382.622251 nChanged 44 SP:Iteration 24Q (10630.566024 sec): 3 clusters Score: Raw -523058.063974 + Penalty 1651.413609 = -521406.650366 nChanged 28 SP:Iteration 25Q (10630.615782 sec): 3 clusters Score: Raw -523074.931857 + Penalty 1651.413609 = -521423.518248 nChanged 29 SP:Iteration 26Q (10630.675822 sec): 3 clusters Score: Raw -523089.246690 + Penalty 1651.413609 = -521437.833081 nChanged 19 SP:Iteration 27Q (10630.727551 sec): 3 clusters Score: Raw -523099.371688 + Penalty 1651.413609 = -521447.958079 nChanged 22 SP:Iteration 28Q (10630.777320 sec): 3 clusters Score: Raw -523109.759862 + Penalty 1651.413609 = -521458.346253 nChanged 13 SP:Iteration 29Q (10630.825126 sec): 3 clusters Score: Raw -523117.290668 + Penalty 1651.413609 = -521465.877059 nChanged 15 SP:Iteration 30Q (10630.874760 sec): 3 clusters Score: Raw -523127.792100 + Penalty 1651.413609 = -521476.378491 nChanged 16 SP:Iteration 31Q (10630.923566 sec): 3 clusters Score: Raw -523139.555389 + Penalty 1651.413609 = -521488.141780 nChanged 19 SP:Iteration 32Q (10630.979289 sec): 3 clusters Score: Raw -523157.577017 + Penalty 1651.413609 = -521506.163408 nChanged 13 SP:Iteration 33Q (10631.031803 sec): 3 clusters Score: Raw -523165.938426 + Penalty 1651.413609 = -521514.524817 nChanged 11 SP:Iteration 34Q (10631.088007 sec): 3 clusters Score: Raw -523173.605088 + Penalty 1651.413609 = -521522.191479 nChanged 7 SP:Iteration 35Q (10631.137629 sec): 3 clusters Score: Raw -523176.704982 + Penalty 1651.413609 = -521525.291373 nChanged 3 SP:Iteration 36Q (10631.187130 sec): 3 clusters Score: Raw -523178.211608 + Penalty 1651.413609 = -521526.797999 nChanged 3 SP:Iteration 37Q (10631.241290 sec): 3 clusters Score: Raw -523179.194976 + Penalty 1651.413609 = -521527.781367 nChanged 2 SP:Iteration 38Q (10631.294526 sec): 3 clusters Score: Raw -523180.515573 + Penalty 1651.413609 = -521529.101964 nChanged 3 SP:Iteration 39Q (10631.361320 sec): 3 clusters Score: Raw -523181.983100 + Penalty 1651.413609 = -521530.569492 nChanged 2 SP:Iteration 40F (10631.413507 sec): 3 clusters Score: Raw -523182.644227 + Penalty 1651.413609 = -521531.230618 nChanged 2 SP:Iteration 41Q (10631.467320 sec): 3 clusters Score: Raw -523184.202567 + Penalty 1651.413609 = -521532.788958 nChanged 2 SP:Iteration 42Q (10631.513928 sec): 3 clusters Score: Raw -523184.760340 + Penalty 1651.413609 = -521533.346731 nChanged 3 SP:Iteration 43Q (10631.568897 sec): 3 clusters Score: Raw -523186.024073 + Penalty 1651.413609 = -521534.610464 nChanged 3 SP:Iteration 44Q (10631.631869 sec): 3 clusters Score: Raw -523186.419102 + Penalty 1651.413609 = -521535.005494 nChanged 1 SP:Iteration 45Q (10631.683863 sec): 3 clusters Score: Raw -523187.300044 + Penalty 1651.413609 = -521535.886435 nChanged 1 SP:Iteration 46Q (10631.732169 sec): 3 clusters Score: Raw -523188.098562 + Penalty 1651.413609 = -521536.684953 nChanged 5 SP:Iteration 47Q (10631.796307 sec): 3 clusters Score: Raw -523191.406317 + Penalty 1651.413609 = -521539.992708 nChanged 4 SP:Iteration 48Q (10631.849651 sec): 3 clusters Score: Raw -523195.214730 + Penalty 1651.413609 = -521543.801121 nChanged 7 SP:Iteration 49Q (10631.900080 sec): 3 clusters Score: Raw -523198.674231 + Penalty 1651.413609 = -521547.260622 nChanged 5 SP:Iteration 50Q (10631.945618 sec): 3 clusters Score: Raw -523199.630303 + Penalty 1651.413609 = -521548.216694 nChanged 2 SP:Iteration 51Q (10632.004101 sec): 3 clusters Score: Raw -523200.255026 + Penalty 1651.413609 = -521548.841417 nChanged 2 SP:Iteration 52Q (10632.057523 sec): 3 clusters Score: Raw -523201.286596 + Penalty 1651.413609 = -521549.872987 nChanged 2 SP:Iteration 53Q (10632.078784 sec): 3 clusters Score: Raw -523202.609915 + Penalty 1651.413609 = -521551.196306 nChanged 3 SP:Iteration 54Q (10632.135573 sec): 3 clusters Score: Raw -523204.655986 + Penalty 1651.413609 = -521553.242377 nChanged 5 SP:Iteration 55Q (10632.180474 sec): 3 clusters Score: Raw -523209.487167 + Penalty 1651.413609 = -521558.073558 nChanged 5 SP:Iteration 56Q (10632.227114 sec): 3 clusters Score: Raw -523211.465248 + Penalty 1651.413609 = -521560.051639 nChanged 3 SP:Iteration 57Q (10632.284801 sec): 3 clusters Score: Raw -523212.875685 + Penalty 1651.413609 = -521561.462076 nChanged 5 SP:Iteration 58Q (10632.329523 sec): 3 clusters Score: Raw -523217.730336 + Penalty 1651.413609 = -521566.316727 nChanged 6 SP:Iteration 59Q (10632.381482 sec): 3 clusters Score: Raw -523222.222747 + Penalty 1651.413609 = -521570.809138 nChanged 4 SP:Iteration 60F (10632.423877 sec): 3 clusters Score: Raw -523225.481544 + Penalty 1651.413609 = -521574.067936 nChanged 3 SP:Iteration 61Q (10632.480725 sec): 3 clusters Score: Raw -523227.174664 + Penalty 1651.413609 = -521575.761055 nChanged 1 SP:Iteration 62Q (10632.530169 sec): 3 clusters Score: Raw -523227.492916 + Penalty 1651.413609 = -521576.079307 nChanged 0 SP:Iteration 63F (10632.596210 sec): 3 clusters Score: Raw -523227.492916 + Penalty 1651.413609 = -521576.079307 nChanged 0 Trying to split cluster 14 (2553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10632.625256 sec): 2 clusters Score: Raw -208933.299001 + Penalty 745.277320 = -208188.021681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10632.666327 sec): 3 clusters Score: Raw -207680.844629 + Penalty 1490.554639 = -206190.289990 nChanged 1025 SP:Iteration 1F (10632.726095 sec): 3 clusters Score: Raw -208372.589002 + Penalty 1490.554639 = -206882.034363 nChanged 219 SP:Iteration 2F (10632.781812 sec): 3 clusters Score: Raw -208566.253195 + Penalty 1490.554639 = -207075.698556 nChanged 172 SP:Iteration 3F (10632.834537 sec): 3 clusters Score: Raw -208706.358014 + Penalty 1490.554639 = -207215.803375 nChanged 123 SP:Iteration 4Q (10632.885349 sec): 3 clusters Score: Raw -208784.765191 + Penalty 1490.554639 = -207294.210552 nChanged 87 SP:Iteration 5Q (10632.937579 sec): 3 clusters Score: Raw -208827.334296 + Penalty 1490.554639 = -207336.779656 nChanged 63 SP:Iteration 6Q (10632.987765 sec): 3 clusters Score: Raw -208861.325460 + Penalty 1490.554639 = -207370.770821 nChanged 57 SP:Iteration 7Q (10633.037472 sec): 3 clusters Score: Raw -208889.355876 + Penalty 1490.554639 = -207398.801236 nChanged 51 SP:Iteration 8Q (10633.087766 sec): 3 clusters Score: Raw -208910.272681 + Penalty 1490.554639 = -207419.718042 nChanged 30 SP:Iteration 9Q (10633.136256 sec): 3 clusters Score: Raw -208923.475139 + Penalty 1490.554639 = -207432.920500 nChanged 22 SP:Iteration 10Q (10633.190025 sec): 3 clusters Score: Raw -208932.156620 + Penalty 1490.554639 = -207441.601980 nChanged 19 SP:Iteration 11Q (10633.228731 sec): 3 clusters Score: Raw -208941.379953 + Penalty 1490.554639 = -207450.825314 nChanged 24 SP:Iteration 12Q (10633.279366 sec): 3 clusters Score: Raw -208952.100277 + Penalty 1490.554639 = -207461.545638 nChanged 27 SP:Iteration 13Q (10633.334918 sec): 3 clusters Score: Raw -208960.464766 + Penalty 1490.554639 = -207469.910127 nChanged 13 SP:Iteration 14Q (10633.374102 sec): 3 clusters Score: Raw -208962.911560 + Penalty 1490.554639 = -207472.356920 nChanged 6 SP:Iteration 15Q (10633.433482 sec): 3 clusters Score: Raw -208964.706223 + Penalty 1490.554639 = -207474.151584 nChanged 8 SP:Iteration 16Q (10633.475795 sec): 3 clusters Score: Raw -208967.198800 + Penalty 1490.554639 = -207476.644161 nChanged 9 SP:Iteration 17Q (10633.532531 sec): 3 clusters Score: Raw -208969.511411 + Penalty 1490.554639 = -207478.956772 nChanged 7 SP:Iteration 18Q (10633.588447 sec): 3 clusters Score: Raw -208970.696892 + Penalty 1490.554639 = -207480.142253 nChanged 1 SP:Iteration 19Q (10633.642670 sec): 3 clusters Score: Raw -208970.876929 + Penalty 1490.554639 = -207480.322289 nChanged 1 SP:Iteration 20F (10633.689983 sec): 3 clusters Score: Raw -208971.108210 + Penalty 1490.554639 = -207480.553571 nChanged 0 Trying to split cluster 15 (8765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10633.729213 sec): 2 clusters Score: Raw -650992.555042 + Penalty 862.459571 = -650130.095471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10633.789870 sec): 3 clusters Score: Raw -645870.145480 + Penalty 1724.919141 = -644145.226339 nChanged 3947 SP:Iteration 1F (10633.850586 sec): 3 clusters Score: Raw -648164.141264 + Penalty 1724.919141 = -646439.222123 nChanged 600 SP:Iteration 2F (10633.909844 sec): 3 clusters Score: Raw -648489.023741 + Penalty 1724.919141 = -646764.104599 nChanged 605 SP:Iteration 3F (10633.970675 sec): 3 clusters Score: Raw -648975.861232 + Penalty 1724.919141 = -647250.942090 nChanged 754 SP:Iteration 4F (10634.031449 sec): 3 clusters Score: Raw -649739.809431 + Penalty 1724.919141 = -648014.890289 nChanged 847 SP:Iteration 5F (10634.090862 sec): 3 clusters Score: Raw -650628.537848 + Penalty 1724.919141 = -648903.618706 nChanged 722 SP:Iteration 6F (10634.147896 sec): 3 clusters Score: Raw -651274.509671 + Penalty 1724.919141 = -649549.590529 nChanged 532 SP:Iteration 7F (10634.199535 sec): 3 clusters Score: Raw -651642.077506 + Penalty 1724.919141 = -649917.158365 nChanged 297 SP:Iteration 8Q (10634.265080 sec): 3 clusters Score: Raw -651770.535122 + Penalty 1724.919141 = -650045.615981 nChanged 168 SP:Iteration 9Q (10634.324251 sec): 3 clusters Score: Raw -651827.400369 + Penalty 1724.919141 = -650102.481227 nChanged 108 SP:Iteration 10Q (10634.374709 sec): 3 clusters Score: Raw -651859.840824 + Penalty 1724.919141 = -650134.921683 nChanged 80 SP:Iteration 11Q (10634.428395 sec): 3 clusters Score: Raw -651879.183618 + Penalty 1724.919141 = -650154.264476 nChanged 48 SP:Iteration 12Q (10634.474939 sec): 3 clusters Score: Raw -651888.007103 + Penalty 1724.919141 = -650163.087962 nChanged 27 SP:Iteration 13Q (10634.533868 sec): 3 clusters Score: Raw -651892.506688 + Penalty 1724.919141 = -650167.587546 nChanged 16 SP:Iteration 14Q (10634.592528 sec): 3 clusters Score: Raw -651893.839715 + Penalty 1724.919141 = -650168.920574 nChanged 13 SP:Iteration 15Q (10634.641086 sec): 3 clusters Score: Raw -651894.924263 + Penalty 1724.919141 = -650170.005122 nChanged 9 SP:Iteration 16Q (10634.705398 sec): 3 clusters Score: Raw -651895.780778 + Penalty 1724.919141 = -650170.861636 nChanged 7 SP:Iteration 17Q (10634.754919 sec): 3 clusters Score: Raw -651896.619549 + Penalty 1724.919141 = -650171.700408 nChanged 1 SP:Iteration 18Q (10634.818498 sec): 3 clusters Score: Raw -651896.993266 + Penalty 1724.919141 = -650172.074125 nChanged 3 SP:Iteration 19Q (10634.881485 sec): 3 clusters Score: Raw -651897.599701 + Penalty 1724.919141 = -650172.680559 nChanged 3 SP:Iteration 20F (10634.929366 sec): 3 clusters Score: Raw -651897.781120 + Penalty 1724.919141 = -650172.861979 nChanged 2 SP:Iteration 21Q (10634.983422 sec): 3 clusters Score: Raw -651897.892582 + Penalty 1724.919141 = -650172.973441 nChanged 0 SP:Iteration 22F (10635.034382 sec): 3 clusters Score: Raw -651897.892582 + Penalty 1724.919141 = -650172.973441 nChanged 0 Score: Raw -69576270.421079 + Penalty 57028.721351 = -69519241.699727 Splitting cluster 15 changes total score from -69519632.469490 to -69519241.699727 So it's not getting split. Trying to split cluster 16 (2786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10653.334437 sec): 2 clusters Score: Raw -236113.645991 + Penalty 753.574405 = -235360.071587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10653.370635 sec): 3 clusters Score: Raw -234667.176144 + Penalty 1507.148809 = -233160.027335 nChanged 1140 SP:Iteration 1F (10653.424153 sec): 3 clusters Score: Raw -235380.951237 + Penalty 1507.148809 = -233873.802428 nChanged 234 SP:Iteration 2F (10653.465874 sec): 3 clusters Score: Raw -235537.143611 + Penalty 1507.148809 = -234029.994801 nChanged 163 SP:Iteration 3F (10653.515170 sec): 3 clusters Score: Raw -235637.357309 + Penalty 1507.148809 = -234130.208500 nChanged 129 SP:Iteration 4Q (10653.568651 sec): 3 clusters Score: Raw -235741.127675 + Penalty 1507.148809 = -234233.978865 nChanged 150 SP:Iteration 5F (10653.612547 sec): 3 clusters Score: Raw -235861.177391 + Penalty 1507.148809 = -234354.028582 nChanged 125 SP:Iteration 6Q (10653.660869 sec): 3 clusters Score: Raw -235952.558276 + Penalty 1507.148809 = -234445.409467 nChanged 107 SP:Iteration 7Q (10653.707467 sec): 3 clusters Score: Raw -236036.261313 + Penalty 1507.148809 = -234529.112504 nChanged 95 SP:Iteration 8Q (10653.754516 sec): 3 clusters Score: Raw -236101.236369 + Penalty 1507.148809 = -234594.087560 nChanged 88 SP:Iteration 9Q (10653.810584 sec): 3 clusters Score: Raw -236156.971705 + Penalty 1507.148809 = -234649.822895 nChanged 79 SP:Iteration 10Q (10653.849882 sec): 3 clusters Score: Raw -236203.488558 + Penalty 1507.148809 = -234696.339749 nChanged 55 SP:Iteration 11Q (10653.897076 sec): 3 clusters Score: Raw -236234.463096 + Penalty 1507.148809 = -234727.314287 nChanged 49 SP:Iteration 12Q (10653.950915 sec): 3 clusters Score: Raw -236259.262023 + Penalty 1507.148809 = -234752.113214 nChanged 53 SP:Iteration 13Q (10653.991748 sec): 3 clusters Score: Raw -236284.213647 + Penalty 1507.148809 = -234777.064838 nChanged 40 SP:Iteration 14Q (10654.031245 sec): 3 clusters Score: Raw -236300.033249 + Penalty 1507.148809 = -234792.884440 nChanged 23 SP:Iteration 15Q (10654.080788 sec): 3 clusters Score: Raw -236306.291740 + Penalty 1507.148809 = -234799.142931 nChanged 15 SP:Iteration 16Q (10654.123968 sec): 3 clusters Score: Raw -236311.646406 + Penalty 1507.148809 = -234804.497597 nChanged 15 SP:Iteration 17Q (10654.162307 sec): 3 clusters Score: Raw -236315.019941 + Penalty 1507.148809 = -234807.871131 nChanged 14 SP:Iteration 18Q (10654.202481 sec): 3 clusters Score: Raw -236318.402739 + Penalty 1507.148809 = -234811.253929 nChanged 7 SP:Iteration 19Q (10654.254123 sec): 3 clusters Score: Raw -236319.751388 + Penalty 1507.148809 = -234812.602578 nChanged 4 SP:Iteration 20F (10654.301616 sec): 3 clusters Score: Raw -236320.452734 + Penalty 1507.148809 = -234813.303925 nChanged 3 SP:Iteration 21Q (10654.341983 sec): 3 clusters Score: Raw -236320.885730 + Penalty 1507.148809 = -234813.736921 nChanged 0 SP:Iteration 22F (10654.387898 sec): 3 clusters Score: Raw -236320.885730 + Penalty 1507.148809 = -234813.736921 nChanged 0 Trying to split cluster 17 (12002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10654.428474 sec): 2 clusters Score: Raw -1072714.695015 + Penalty 892.318715 = -1071822.376300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10654.485859 sec): 3 clusters Score: Raw -1065399.135293 + Penalty 1784.637430 = -1063614.497863 nChanged 5449 SP:Iteration 1F (10654.555319 sec): 3 clusters Score: Raw -1068560.632787 + Penalty 1784.637430 = -1066775.995357 nChanged 671 SP:Iteration 2F (10654.608457 sec): 3 clusters Score: Raw -1068887.208526 + Penalty 1784.637430 = -1067102.571096 nChanged 659 SP:Iteration 3F (10654.676571 sec): 3 clusters Score: Raw -1069222.493531 + Penalty 1784.637430 = -1067437.856101 nChanged 626 SP:Iteration 4F (10654.734278 sec): 3 clusters Score: Raw -1069534.538012 + Penalty 1784.637430 = -1067749.900582 nChanged 566 SP:Iteration 5Q (10654.805698 sec): 3 clusters Score: Raw -1069827.671666 + Penalty 1784.637430 = -1068043.034236 nChanged 576 SP:Iteration 6Q (10654.859987 sec): 3 clusters Score: Raw -1070138.602766 + Penalty 1784.637430 = -1068353.965336 nChanged 553 SP:Iteration 7Q (10654.926521 sec): 3 clusters Score: Raw -1070458.154191 + Penalty 1784.637430 = -1068673.516760 nChanged 544 SP:Iteration 8Q (10654.978055 sec): 3 clusters Score: Raw -1070784.358745 + Penalty 1784.637430 = -1068999.721314 nChanged 516 SP:Iteration 9Q (10655.043214 sec): 3 clusters Score: Raw -1071086.039765 + Penalty 1784.637430 = -1069301.402334 nChanged 470 SP:Iteration 10Q (10655.090865 sec): 3 clusters Score: Raw -1071319.556786 + Penalty 1784.637430 = -1069534.919356 nChanged 384 SP:Iteration 11Q (10655.154147 sec): 3 clusters Score: Raw -1071460.899094 + Penalty 1784.637430 = -1069676.261663 nChanged 247 SP:Iteration 12Q (10655.213642 sec): 3 clusters Score: Raw -1071536.551861 + Penalty 1784.637430 = -1069751.914430 nChanged 174 SP:Iteration 13Q (10655.266795 sec): 3 clusters Score: Raw -1071573.831158 + Penalty 1784.637430 = -1069789.193728 nChanged 136 SP:Iteration 14Q (10655.335547 sec): 3 clusters Score: Raw -1071607.173067 + Penalty 1784.637430 = -1069822.535636 nChanged 140 SP:Iteration 15Q (10655.388853 sec): 3 clusters Score: Raw -1071639.841622 + Penalty 1784.637430 = -1069855.204192 nChanged 122 SP:Iteration 16Q (10655.437470 sec): 3 clusters Score: Raw -1071665.503005 + Penalty 1784.637430 = -1069880.865574 nChanged 113 SP:Iteration 17Q (10655.497610 sec): 3 clusters Score: Raw -1071686.806221 + Penalty 1784.637430 = -1069902.168791 nChanged 108 SP:Iteration 18Q (10655.552868 sec): 3 clusters Score: Raw -1071706.545735 + Penalty 1784.637430 = -1069921.908305 nChanged 102 SP:Iteration 19Q (10655.611675 sec): 3 clusters Score: Raw -1071728.332930 + Penalty 1784.637430 = -1069943.695500 nChanged 109 SP:Iteration 20F (10655.679851 sec): 3 clusters Score: Raw -1071750.855548 + Penalty 1784.637430 = -1069966.218117 nChanged 105 SP:Iteration 21Q (10655.733827 sec): 3 clusters Score: Raw -1071775.748170 + Penalty 1784.637430 = -1069991.110739 nChanged 106 SP:Iteration 22Q (10655.800484 sec): 3 clusters Score: Raw -1071798.004052 + Penalty 1784.637430 = -1070013.366621 nChanged 101 SP:Iteration 23Q (10655.859354 sec): 3 clusters Score: Raw -1071817.908289 + Penalty 1784.637430 = -1070033.270859 nChanged 86 SP:Iteration 24Q (10655.923336 sec): 3 clusters Score: Raw -1071833.907861 + Penalty 1784.637430 = -1070049.270430 nChanged 81 SP:Iteration 25Q (10655.980751 sec): 3 clusters Score: Raw -1071854.479857 + Penalty 1784.637430 = -1070069.842427 nChanged 87 SP:Iteration 26Q (10656.043688 sec): 3 clusters Score: Raw -1071870.172541 + Penalty 1784.637430 = -1070085.535110 nChanged 75 SP:Iteration 27Q (10656.102855 sec): 3 clusters Score: Raw -1071881.780916 + Penalty 1784.637430 = -1070097.143486 nChanged 62 SP:Iteration 28Q (10656.166731 sec): 3 clusters Score: Raw -1071891.539375 + Penalty 1784.637430 = -1070106.901945 nChanged 56 SP:Iteration 29Q (10656.214362 sec): 3 clusters Score: Raw -1071899.447625 + Penalty 1784.637430 = -1070114.810194 nChanged 51 SP:Iteration 30Q (10656.285519 sec): 3 clusters Score: Raw -1071909.804983 + Penalty 1784.637430 = -1070125.167552 nChanged 66 SP:Iteration 31Q (10656.333989 sec): 3 clusters Score: Raw -1071921.651308 + Penalty 1784.637430 = -1070137.013877 nChanged 55 SP:Iteration 32Q (10656.387173 sec): 3 clusters Score: Raw -1071928.905257 + Penalty 1784.637430 = -1070144.267826 nChanged 60 SP:Iteration 33Q (10656.450131 sec): 3 clusters Score: Raw -1071938.464040 + Penalty 1784.637430 = -1070153.826609 nChanged 53 SP:Iteration 34Q (10656.502813 sec): 3 clusters Score: Raw -1071944.602476 + Penalty 1784.637430 = -1070159.965045 nChanged 38 SP:Iteration 35Q (10656.545650 sec): 3 clusters Score: Raw -1071948.477624 + Penalty 1784.637430 = -1070163.840194 nChanged 32 SP:Iteration 36Q (10656.601451 sec): 3 clusters Score: Raw -1071952.155542 + Penalty 1784.637430 = -1070167.518111 nChanged 24 SP:Iteration 37Q (10656.667982 sec): 3 clusters Score: Raw -1071955.002538 + Penalty 1784.637430 = -1070170.365108 nChanged 33 SP:Iteration 38Q (10656.708905 sec): 3 clusters Score: Raw -1071957.988838 + Penalty 1784.637430 = -1070173.351408 nChanged 28 SP:Iteration 39Q (10656.773366 sec): 3 clusters Score: Raw -1071959.854333 + Penalty 1784.637430 = -1070175.216903 nChanged 19 SP:Iteration 40F (10656.820666 sec): 3 clusters Score: Raw -1071960.991753 + Penalty 1784.637430 = -1070176.354322 nChanged 18 SP:Iteration 41Q (10656.884371 sec): 3 clusters Score: Raw -1071962.320564 + Penalty 1784.637430 = -1070177.683133 nChanged 19 SP:Iteration 42Q (10656.946607 sec): 3 clusters Score: Raw -1071963.538269 + Penalty 1784.637430 = -1070178.900839 nChanged 15 SP:Iteration 43Q (10657.006836 sec): 3 clusters Score: Raw -1071964.899394 + Penalty 1784.637430 = -1070180.261964 nChanged 13 SP:Iteration 44Q (10657.066395 sec): 3 clusters Score: Raw -1071966.091679 + Penalty 1784.637430 = -1070181.454248 nChanged 19 SP:Iteration 45Q (10657.123163 sec): 3 clusters Score: Raw -1071967.702596 + Penalty 1784.637430 = -1070183.065165 nChanged 15 SP:Iteration 46Q (10657.181971 sec): 3 clusters Score: Raw -1071968.554471 + Penalty 1784.637430 = -1070183.917040 nChanged 11 SP:Iteration 47Q (10657.247090 sec): 3 clusters Score: Raw -1071969.343659 + Penalty 1784.637430 = -1070184.706229 nChanged 18 SP:Iteration 48Q (10657.303932 sec): 3 clusters Score: Raw -1071970.325742 + Penalty 1784.637430 = -1070185.688311 nChanged 14 SP:Iteration 49Q (10657.364107 sec): 3 clusters Score: Raw -1071971.225563 + Penalty 1784.637430 = -1070186.588132 nChanged 12 SP:Iteration 50Q (10657.427427 sec): 3 clusters Score: Raw -1071971.970737 + Penalty 1784.637430 = -1070187.333307 nChanged 11 SP:Iteration 51Q (10657.473322 sec): 3 clusters Score: Raw -1071972.932681 + Penalty 1784.637430 = -1070188.295251 nChanged 18 SP:Iteration 52Q (10657.543117 sec): 3 clusters Score: Raw -1071974.006551 + Penalty 1784.637430 = -1070189.369120 nChanged 14 SP:Iteration 53Q (10657.606164 sec): 3 clusters Score: Raw -1071975.327352 + Penalty 1784.637430 = -1070190.689921 nChanged 17 SP:Iteration 54Q (10657.658702 sec): 3 clusters Score: Raw -1071976.885158 + Penalty 1784.637430 = -1070192.247728 nChanged 20 SP:Iteration 55Q (10657.722392 sec): 3 clusters Score: Raw -1071979.274442 + Penalty 1784.637430 = -1070194.637011 nChanged 22 SP:Iteration 56Q (10657.777889 sec): 3 clusters Score: Raw -1071981.253753 + Penalty 1784.637430 = -1070196.616323 nChanged 22 SP:Iteration 57Q (10657.841544 sec): 3 clusters Score: Raw -1071983.062237 + Penalty 1784.637430 = -1070198.424807 nChanged 20 SP:Iteration 58Q (10657.905349 sec): 3 clusters Score: Raw -1071984.276982 + Penalty 1784.637430 = -1070199.639551 nChanged 14 SP:Iteration 59Q (10657.966181 sec): 3 clusters Score: Raw -1071985.307570 + Penalty 1784.637430 = -1070200.670139 nChanged 11 SP:Iteration 60F (10658.018943 sec): 3 clusters Score: Raw -1071986.253568 + Penalty 1784.637430 = -1070201.616137 nChanged 7 SP:Iteration 61Q (10658.073593 sec): 3 clusters Score: Raw -1071986.845083 + Penalty 1784.637430 = -1070202.207653 nChanged 12 SP:Iteration 62Q (10658.135704 sec): 3 clusters Score: Raw -1071987.857149 + Penalty 1784.637430 = -1070203.219718 nChanged 12 SP:Iteration 63Q (10658.204297 sec): 3 clusters Score: Raw -1071988.782169 + Penalty 1784.637430 = -1070204.144739 nChanged 8 SP:Iteration 64Q (10658.258914 sec): 3 clusters Score: Raw -1071989.226585 + Penalty 1784.637430 = -1070204.589155 nChanged 4 SP:Iteration 65Q (10658.324798 sec): 3 clusters Score: Raw -1071989.531271 + Penalty 1784.637430 = -1070204.893841 nChanged 3 SP:Iteration 66Q (10658.377622 sec): 3 clusters Score: Raw -1071989.663155 + Penalty 1784.637430 = -1070205.025724 nChanged 1 SP:Iteration 67Q (10658.439078 sec): 3 clusters Score: Raw -1071989.714462 + Penalty 1784.637430 = -1070205.077032 nChanged 0 SP:Iteration 68F (10658.495508 sec): 3 clusters Score: Raw -1071989.714462 + Penalty 1784.637430 = -1070205.077032 nChanged 0 Trying to split cluster 18 (39251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10658.557255 sec): 2 clusters Score: Raw -3241598.790400 + Penalty 1004.884559 = -3240593.905841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10658.653155 sec): 3 clusters Score: Raw -3216458.448461 + Penalty 2009.769118 = -3214448.679343 nChanged 18585 SP:Iteration 1F (10658.734880 sec): 3 clusters Score: Raw -3228055.281601 + Penalty 2009.769118 = -3226045.512482 nChanged 1955 SP:Iteration 2Q (10658.831207 sec): 3 clusters Score: Raw -3228877.338609 + Penalty 2009.769118 = -3226867.569491 nChanged 2066 SP:Iteration 3F (10658.923834 sec): 3 clusters Score: Raw -3229861.851286 + Penalty 2009.769118 = -3227852.082168 nChanged 2128 SP:Iteration 4F (10659.012382 sec): 3 clusters Score: Raw -3231098.141089 + Penalty 2009.769118 = -3229088.371970 nChanged 2322 SP:Iteration 5F (10659.104432 sec): 3 clusters Score: Raw -3232634.782093 + Penalty 2009.769118 = -3230625.012975 nChanged 2216 SP:Iteration 6F (10659.201938 sec): 3 clusters Score: Raw -3234065.332876 + Penalty 2009.769118 = -3232055.563758 nChanged 1889 SP:Iteration 7Q (10659.305482 sec): 3 clusters Score: Raw -3234978.919876 + Penalty 2009.769118 = -3232969.150758 nChanged 1339 SP:Iteration 8Q (10659.389498 sec): 3 clusters Score: Raw -3235400.658721 + Penalty 2009.769118 = -3233390.889603 nChanged 879 SP:Iteration 9Q (10659.489217 sec): 3 clusters Score: Raw -3235575.749068 + Penalty 2009.769118 = -3233565.979950 nChanged 524 SP:Iteration 10Q (10659.585130 sec): 3 clusters Score: Raw -3235658.403210 + Penalty 2009.769118 = -3233648.634092 nChanged 375 SP:Iteration 11Q (10659.679181 sec): 3 clusters Score: Raw -3235716.786490 + Penalty 2009.769118 = -3233707.017372 nChanged 348 SP:Iteration 12Q (10659.780234 sec): 3 clusters Score: Raw -3235774.975087 + Penalty 2009.769118 = -3233765.205969 nChanged 350 SP:Iteration 13Q (10659.884811 sec): 3 clusters Score: Raw -3235830.737797 + Penalty 2009.769118 = -3233820.968679 nChanged 315 SP:Iteration 14Q (10659.984661 sec): 3 clusters Score: Raw -3235878.610167 + Penalty 2009.769118 = -3233868.841049 nChanged 295 SP:Iteration 15Q (10660.081066 sec): 3 clusters Score: Raw -3235922.973755 + Penalty 2009.769118 = -3233913.204636 nChanged 328 SP:Iteration 16Q (10660.177173 sec): 3 clusters Score: Raw -3235973.277617 + Penalty 2009.769118 = -3233963.508499 nChanged 331 SP:Iteration 17Q (10660.268405 sec): 3 clusters Score: Raw -3236029.827326 + Penalty 2009.769118 = -3234020.058208 nChanged 316 SP:Iteration 18Q (10660.369210 sec): 3 clusters Score: Raw -3236082.679353 + Penalty 2009.769118 = -3234072.910235 nChanged 332 SP:Iteration 19Q (10660.455426 sec): 3 clusters Score: Raw -3236139.796452 + Penalty 2009.769118 = -3234130.027334 nChanged 357 SP:Iteration 20F (10660.551511 sec): 3 clusters Score: Raw -3236198.605250 + Penalty 2009.769118 = -3234188.836132 nChanged 344 SP:Iteration 21Q (10660.634448 sec): 3 clusters Score: Raw -3236257.851623 + Penalty 2009.769118 = -3234248.082505 nChanged 332 SP:Iteration 22Q (10660.736838 sec): 3 clusters Score: Raw -3236314.846608 + Penalty 2009.769118 = -3234305.077490 nChanged 341 SP:Iteration 23Q (10660.826519 sec): 3 clusters Score: Raw -3236370.158606 + Penalty 2009.769118 = -3234360.389487 nChanged 332 SP:Iteration 24Q (10660.919157 sec): 3 clusters Score: Raw -3236426.396675 + Penalty 2009.769118 = -3234416.627557 nChanged 343 SP:Iteration 25Q (10661.019733 sec): 3 clusters Score: Raw -3236486.316418 + Penalty 2009.769118 = -3234476.547300 nChanged 375 SP:Iteration 26Q (10661.109240 sec): 3 clusters Score: Raw -3236553.697485 + Penalty 2009.769118 = -3234543.928367 nChanged 361 SP:Iteration 27Q (10661.205671 sec): 3 clusters Score: Raw -3236623.492169 + Penalty 2009.769118 = -3234613.723051 nChanged 365 SP:Iteration 28Q (10661.306952 sec): 3 clusters Score: Raw -3236698.347131 + Penalty 2009.769118 = -3234688.578013 nChanged 356 SP:Iteration 29Q (10661.398784 sec): 3 clusters Score: Raw -3236770.501191 + Penalty 2009.769118 = -3234760.732073 nChanged 363 SP:Iteration 30Q (10661.495724 sec): 3 clusters Score: Raw -3236844.551973 + Penalty 2009.769118 = -3234834.782855 nChanged 374 SP:Iteration 31Q (10661.590011 sec): 3 clusters Score: Raw -3236924.589422 + Penalty 2009.769118 = -3234914.820304 nChanged 396 SP:Iteration 32Q (10661.681499 sec): 3 clusters Score: Raw -3237005.349935 + Penalty 2009.769118 = -3234995.580817 nChanged 362 SP:Iteration 33Q (10661.781188 sec): 3 clusters Score: Raw -3237075.462693 + Penalty 2009.769118 = -3235065.693575 nChanged 361 SP:Iteration 34Q (10661.877002 sec): 3 clusters Score: Raw -3237143.629608 + Penalty 2009.769118 = -3235133.860490 nChanged 347 SP:Iteration 35Q (10661.976876 sec): 3 clusters Score: Raw -3237206.956860 + Penalty 2009.769118 = -3235197.187742 nChanged 339 SP:Iteration 36Q (10662.062974 sec): 3 clusters Score: Raw -3237277.112776 + Penalty 2009.769118 = -3235267.343658 nChanged 357 SP:Iteration 37Q (10662.169064 sec): 3 clusters Score: Raw -3237348.611571 + Penalty 2009.769118 = -3235338.842453 nChanged 322 SP:Iteration 38Q (10662.259841 sec): 3 clusters Score: Raw -3237410.486223 + Penalty 2009.769118 = -3235400.717104 nChanged 335 SP:Iteration 39Q (10662.357798 sec): 3 clusters Score: Raw -3237475.400159 + Penalty 2009.769118 = -3235465.631041 nChanged 325 SP:Iteration 40F (10662.458802 sec): 3 clusters Score: Raw -3237537.753879 + Penalty 2009.769118 = -3235527.984761 nChanged 317 SP:Iteration 41Q (10662.546689 sec): 3 clusters Score: Raw -3237591.807751 + Penalty 2009.769118 = -3235582.038633 nChanged 292 SP:Iteration 42Q (10662.642379 sec): 3 clusters Score: Raw -3237643.072943 + Penalty 2009.769118 = -3235633.303825 nChanged 302 SP:Iteration 43Q (10662.725076 sec): 3 clusters Score: Raw -3237701.236457 + Penalty 2009.769118 = -3235691.467338 nChanged 319 SP:Iteration 44Q (10662.809649 sec): 3 clusters Score: Raw -3237764.054085 + Penalty 2009.769118 = -3235754.284967 nChanged 341 SP:Iteration 45Q (10662.909032 sec): 3 clusters Score: Raw -3237834.081752 + Penalty 2009.769118 = -3235824.312634 nChanged 383 SP:Iteration 46Q (10663.009766 sec): 3 clusters Score: Raw -3237914.873658 + Penalty 2009.769118 = -3235905.104540 nChanged 371 SP:Iteration 47Q (10663.107641 sec): 3 clusters Score: Raw -3237993.054008 + Penalty 2009.769118 = -3235983.284890 nChanged 386 SP:Iteration 48Q (10663.199899 sec): 3 clusters Score: Raw -3238076.839768 + Penalty 2009.769118 = -3236067.070650 nChanged 367 SP:Iteration 49Q (10663.277913 sec): 3 clusters Score: Raw -3238155.095736 + Penalty 2009.769118 = -3236145.326618 nChanged 344 SP:Iteration 50Q (10663.367512 sec): 3 clusters Score: Raw -3238227.460144 + Penalty 2009.769118 = -3236217.691026 nChanged 339 SP:Iteration 51Q (10663.461659 sec): 3 clusters Score: Raw -3238297.823554 + Penalty 2009.769118 = -3236288.054436 nChanged 339 SP:Iteration 52Q (10663.548689 sec): 3 clusters Score: Raw -3238369.100366 + Penalty 2009.769118 = -3236359.331248 nChanged 349 SP:Iteration 53Q (10663.641266 sec): 3 clusters Score: Raw -3238455.329222 + Penalty 2009.769118 = -3236445.560104 nChanged 422 SP:Iteration 54Q (10663.741064 sec): 3 clusters Score: Raw -3238573.667994 + Penalty 2009.769118 = -3236563.898876 nChanged 445 SP:Iteration 55Q (10663.833781 sec): 3 clusters Score: Raw -3238706.692497 + Penalty 2009.769118 = -3236696.923379 nChanged 455 SP:Iteration 56Q (10663.926730 sec): 3 clusters Score: Raw -3238846.558720 + Penalty 2009.769118 = -3236836.789602 nChanged 458 SP:Iteration 57Q (10664.017124 sec): 3 clusters Score: Raw -3238994.502840 + Penalty 2009.769118 = -3236984.733722 nChanged 469 SP:Iteration 58Q (10664.114190 sec): 3 clusters Score: Raw -3239145.963806 + Penalty 2009.769118 = -3237136.194688 nChanged 442 SP:Iteration 59Q (10664.198538 sec): 3 clusters Score: Raw -3239281.607589 + Penalty 2009.769118 = -3237271.838471 nChanged 412 SP:Iteration 60F (10664.301301 sec): 3 clusters Score: Raw -3239407.006990 + Penalty 2009.769118 = -3237397.237872 nChanged 419 SP:Iteration 61Q (10664.397804 sec): 3 clusters Score: Raw -3239546.020747 + Penalty 2009.769118 = -3237536.251629 nChanged 437 SP:Iteration 62Q (10664.490245 sec): 3 clusters Score: Raw -3239712.541740 + Penalty 2009.769118 = -3237702.772622 nChanged 440 SP:Iteration 63Q (10664.577730 sec): 3 clusters Score: Raw -3239896.459664 + Penalty 2009.769118 = -3237886.690546 nChanged 448 SP:Iteration 64Q (10664.662033 sec): 3 clusters Score: Raw -3240083.536716 + Penalty 2009.769118 = -3238073.767598 nChanged 434 SP:Iteration 65Q (10664.752363 sec): 3 clusters Score: Raw -3240274.739133 + Penalty 2009.769118 = -3238264.970015 nChanged 413 SP:Iteration 66Q (10664.838069 sec): 3 clusters Score: Raw -3240463.927283 + Penalty 2009.769118 = -3238454.158165 nChanged 401 SP:Iteration 67Q (10664.923979 sec): 3 clusters Score: Raw -3240655.049677 + Penalty 2009.769118 = -3238645.280559 nChanged 344 SP:Iteration 68Q (10665.008097 sec): 3 clusters Score: Raw -3240825.378455 + Penalty 2009.769118 = -3238815.609337 nChanged 331 SP:Iteration 69Q (10665.097432 sec): 3 clusters Score: Raw -3240989.531802 + Penalty 2009.769118 = -3238979.762684 nChanged 261 SP:Iteration 70Q (10665.176804 sec): 3 clusters Score: Raw -3241113.195512 + Penalty 2009.769118 = -3239103.426394 nChanged 229 SP:Iteration 71Q (10665.261512 sec): 3 clusters Score: Raw -3241228.725895 + Penalty 2009.769118 = -3239218.956777 nChanged 196 SP:Iteration 72Q (10665.347146 sec): 3 clusters Score: Raw -3241328.149273 + Penalty 2009.769118 = -3239318.380155 nChanged 159 SP:Iteration 73Q (10665.426205 sec): 3 clusters Score: Raw -3241409.527614 + Penalty 2009.769118 = -3239399.758496 nChanged 133 SP:Iteration 74Q (10665.502343 sec): 3 clusters Score: Raw -3241478.776117 + Penalty 2009.769118 = -3239469.006999 nChanged 101 SP:Iteration 75Q (10665.597300 sec): 3 clusters Score: Raw -3241535.453034 + Penalty 2009.769118 = -3239525.683916 nChanged 84 SP:Iteration 76Q (10665.680251 sec): 3 clusters Score: Raw -3241577.867777 + Penalty 2009.769118 = -3239568.098659 nChanged 74 SP:Iteration 77Q (10665.769372 sec): 3 clusters Score: Raw -3241618.069497 + Penalty 2009.769118 = -3239608.300379 nChanged 57 SP:Iteration 78Q (10665.854936 sec): 3 clusters Score: Raw -3241648.757858 + Penalty 2009.769118 = -3239638.988740 nChanged 49 SP:Iteration 79Q (10665.940082 sec): 3 clusters Score: Raw -3241673.706862 + Penalty 2009.769118 = -3239663.937744 nChanged 35 SP:Iteration 80F (10666.028940 sec): 3 clusters Score: Raw -3241690.464379 + Penalty 2009.769118 = -3239680.695260 nChanged 26 SP:Iteration 81Q (10666.124973 sec): 3 clusters Score: Raw -3241704.493264 + Penalty 2009.769118 = -3239694.724146 nChanged 25 SP:Iteration 82Q (10666.212931 sec): 3 clusters Score: Raw -3241717.361240 + Penalty 2009.769118 = -3239707.592122 nChanged 21 SP:Iteration 83Q (10666.305214 sec): 3 clusters Score: Raw -3241729.094159 + Penalty 2009.769118 = -3239719.325041 nChanged 16 SP:Iteration 84Q (10666.394038 sec): 3 clusters Score: Raw -3241737.878169 + Penalty 2009.769118 = -3239728.109051 nChanged 17 SP:Iteration 85Q (10666.481085 sec): 3 clusters Score: Raw -3241747.661386 + Penalty 2009.769118 = -3239737.892268 nChanged 12 SP:Iteration 86Q (10666.571720 sec): 3 clusters Score: Raw -3241752.887343 + Penalty 2009.769118 = -3239743.118225 nChanged 7 SP:Iteration 87Q (10666.661919 sec): 3 clusters Score: Raw -3241756.195724 + Penalty 2009.769118 = -3239746.426606 nChanged 6 SP:Iteration 88Q (10666.750145 sec): 3 clusters Score: Raw -3241760.397259 + Penalty 2009.769118 = -3239750.628141 nChanged 7 SP:Iteration 89Q (10666.834313 sec): 3 clusters Score: Raw -3241765.975716 + Penalty 2009.769118 = -3239756.206598 nChanged 9 SP:Iteration 90Q (10666.917048 sec): 3 clusters Score: Raw -3241772.311602 + Penalty 2009.769118 = -3239762.542484 nChanged 9 SP:Iteration 91Q (10667.002174 sec): 3 clusters Score: Raw -3241778.343476 + Penalty 2009.769118 = -3239768.574358 nChanged 6 SP:Iteration 92Q (10667.086356 sec): 3 clusters Score: Raw -3241780.381440 + Penalty 2009.769118 = -3239770.612322 nChanged 2 SP:Iteration 93Q (10667.176685 sec): 3 clusters Score: Raw -3241781.278615 + Penalty 2009.769118 = -3239771.509496 nChanged 2 SP:Iteration 94Q (10667.268266 sec): 3 clusters Score: Raw -3241782.093486 + Penalty 2009.769118 = -3239772.324368 nChanged 1 SP:Iteration 95Q (10667.318068 sec): 3 clusters Score: Raw -3241782.641849 + Penalty 2009.769118 = -3239772.872731 nChanged 2 SP:Iteration 96Q (10667.372612 sec): 3 clusters Score: Raw -3241784.619730 + Penalty 2009.769118 = -3239774.850612 nChanged 1 SP:Iteration 97Q (10667.458714 sec): 3 clusters Score: Raw -3241784.728523 + Penalty 2009.769118 = -3239774.959405 nChanged 0 SP:Iteration 98F (10667.559957 sec): 3 clusters Score: Raw -3241784.728523 + Penalty 2009.769118 = -3239774.959405 nChanged 0 Trying to split cluster 19 (2255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10667.601666 sec): 2 clusters Score: Raw -174812.585208 + Penalty 733.485999 = -174079.099209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10667.632928 sec): 3 clusters Score: Raw -173665.730690 + Penalty 1466.971998 = -172198.758692 nChanged 889 SP:Iteration 1F (10667.682397 sec): 3 clusters Score: Raw -174199.756858 + Penalty 1466.971998 = -172732.784860 nChanged 194 SP:Iteration 2F (10667.745092 sec): 3 clusters Score: Raw -174342.598255 + Penalty 1466.971998 = -172875.626257 nChanged 172 SP:Iteration 3F (10667.787293 sec): 3 clusters Score: Raw -174515.498535 + Penalty 1466.971998 = -173048.526537 nChanged 168 SP:Iteration 4F (10667.850194 sec): 3 clusters Score: Raw -174700.489259 + Penalty 1466.971998 = -173233.517261 nChanged 157 SP:Iteration 5F (10667.898794 sec): 3 clusters Score: Raw -174871.996784 + Penalty 1466.971998 = -173405.024786 nChanged 150 SP:Iteration 6F (10667.942577 sec): 3 clusters Score: Raw -175031.481037 + Penalty 1466.971998 = -173564.509040 nChanged 120 SP:Iteration 7F (10668.007565 sec): 3 clusters Score: Raw -175181.362812 + Penalty 1466.971998 = -173714.390814 nChanged 103 SP:Iteration 8Q (10668.048311 sec): 3 clusters Score: Raw -175286.842095 + Penalty 1466.971998 = -173819.870097 nChanged 83 SP:Iteration 9Q (10668.110086 sec): 3 clusters Score: Raw -175348.183924 + Penalty 1466.971998 = -173881.211926 nChanged 57 SP:Iteration 10Q (10668.162442 sec): 3 clusters Score: Raw -175387.601976 + Penalty 1466.971998 = -173920.629978 nChanged 32 SP:Iteration 11Q (10668.215426 sec): 3 clusters Score: Raw -175405.884800 + Penalty 1466.971998 = -173938.912802 nChanged 20 SP:Iteration 12Q (10668.268202 sec): 3 clusters Score: Raw -175412.475603 + Penalty 1466.971998 = -173945.503605 nChanged 11 SP:Iteration 13Q (10668.308619 sec): 3 clusters Score: Raw -175415.370046 + Penalty 1466.971998 = -173948.398048 nChanged 6 SP:Iteration 14Q (10668.361120 sec): 3 clusters Score: Raw -175416.707347 + Penalty 1466.971998 = -173949.735349 nChanged 4 SP:Iteration 15Q (10668.419459 sec): 3 clusters Score: Raw -175417.328466 + Penalty 1466.971998 = -173950.356468 nChanged 2 SP:Iteration 16Q (10668.477438 sec): 3 clusters Score: Raw -175417.460970 + Penalty 1466.971998 = -173950.488972 nChanged 1 SP:Iteration 17Q (10668.526487 sec): 3 clusters Score: Raw -175417.545301 + Penalty 1466.971998 = -173950.573303 nChanged 1 SP:Iteration 18Q (10668.571440 sec): 3 clusters Score: Raw -175417.844974 + Penalty 1466.971998 = -173950.872976 nChanged 1 SP:Iteration 19Q (10668.613734 sec): 3 clusters Score: Raw -175418.099324 + Penalty 1466.971998 = -173951.127326 nChanged 0 SP:Iteration 20F (10668.672090 sec): 3 clusters Score: Raw -175418.099324 + Penalty 1466.971998 = -173951.127326 nChanged 0 Trying to split cluster 20 (28930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10668.733633 sec): 2 clusters Score: Raw -2490000.916412 + Penalty 975.900268 = -2489025.016144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10668.821446 sec): 3 clusters Score: Raw -2471814.736313 + Penalty 1951.800536 = -2469862.935778 nChanged 13560 SP:Iteration 1F (10668.906511 sec): 3 clusters Score: Raw -2479814.532576 + Penalty 1951.800536 = -2477862.732041 nChanged 1627 SP:Iteration 2F (10668.982823 sec): 3 clusters Score: Raw -2480635.829040 + Penalty 1951.800536 = -2478684.028505 nChanged 1905 SP:Iteration 3F (10669.075886 sec): 3 clusters Score: Raw -2481860.454264 + Penalty 1951.800536 = -2479908.653728 nChanged 2218 SP:Iteration 4F (10669.148498 sec): 3 clusters Score: Raw -2483646.392338 + Penalty 1951.800536 = -2481694.591802 nChanged 2317 SP:Iteration 5F (10669.240616 sec): 3 clusters Score: Raw -2485862.586491 + Penalty 1951.800536 = -2483910.785956 nChanged 1998 SP:Iteration 6F (10669.322183 sec): 3 clusters Score: Raw -2487824.913143 + Penalty 1951.800536 = -2485873.112607 nChanged 1393 SP:Iteration 7Q (10669.410093 sec): 3 clusters Score: Raw -2488802.023136 + Penalty 1951.800536 = -2486850.222600 nChanged 902 SP:Iteration 8Q (10669.483495 sec): 3 clusters Score: Raw -2489324.667176 + Penalty 1951.800536 = -2487372.866640 nChanged 613 SP:Iteration 9Q (10669.569206 sec): 3 clusters Score: Raw -2489765.959980 + Penalty 1951.800536 = -2487814.159445 nChanged 544 SP:Iteration 10Q (10669.656579 sec): 3 clusters Score: Raw -2490192.740779 + Penalty 1951.800536 = -2488240.940243 nChanged 452 SP:Iteration 11Q (10669.739906 sec): 3 clusters Score: Raw -2490495.185430 + Penalty 1951.800536 = -2488543.384895 nChanged 391 SP:Iteration 12Q (10669.824161 sec): 3 clusters Score: Raw -2490698.391919 + Penalty 1951.800536 = -2488746.591384 nChanged 317 SP:Iteration 13Q (10669.907770 sec): 3 clusters Score: Raw -2490827.695339 + Penalty 1951.800536 = -2488875.894803 nChanged 240 SP:Iteration 14Q (10669.986678 sec): 3 clusters Score: Raw -2490886.033730 + Penalty 1951.800536 = -2488934.233194 nChanged 148 SP:Iteration 15Q (10670.066338 sec): 3 clusters Score: Raw -2490910.831106 + Penalty 1951.800536 = -2488959.030571 nChanged 98 SP:Iteration 16Q (10670.147915 sec): 3 clusters Score: Raw -2490924.057326 + Penalty 1951.800536 = -2488972.256790 nChanged 75 SP:Iteration 17Q (10670.224148 sec): 3 clusters Score: Raw -2490931.444098 + Penalty 1951.800536 = -2488979.643562 nChanged 60 SP:Iteration 18Q (10670.307115 sec): 3 clusters Score: Raw -2490936.758924 + Penalty 1951.800536 = -2488984.958388 nChanged 53 SP:Iteration 19Q (10670.391052 sec): 3 clusters Score: Raw -2490941.424463 + Penalty 1951.800536 = -2488989.623927 nChanged 45 SP:Iteration 20F (10670.475831 sec): 3 clusters Score: Raw -2490944.882818 + Penalty 1951.800536 = -2488993.082283 nChanged 35 SP:Iteration 21Q (10670.558155 sec): 3 clusters Score: Raw -2490946.820942 + Penalty 1951.800536 = -2488995.020407 nChanged 18 SP:Iteration 22Q (10670.638745 sec): 3 clusters Score: Raw -2490947.810154 + Penalty 1951.800536 = -2488996.009619 nChanged 20 SP:Iteration 23Q (10670.719421 sec): 3 clusters Score: Raw -2490948.848540 + Penalty 1951.800536 = -2488997.048004 nChanged 14 SP:Iteration 24Q (10670.803323 sec): 3 clusters Score: Raw -2490949.420651 + Penalty 1951.800536 = -2488997.620115 nChanged 22 SP:Iteration 25Q (10670.886527 sec): 3 clusters Score: Raw -2490950.313303 + Penalty 1951.800536 = -2488998.512767 nChanged 19 SP:Iteration 26Q (10670.961830 sec): 3 clusters Score: Raw -2490951.259621 + Penalty 1951.800536 = -2488999.459085 nChanged 15 SP:Iteration 27Q (10671.043438 sec): 3 clusters Score: Raw -2490952.063909 + Penalty 1951.800536 = -2489000.263373 nChanged 24 SP:Iteration 28Q (10671.111989 sec): 3 clusters Score: Raw -2490953.305244 + Penalty 1951.800536 = -2489001.504708 nChanged 20 SP:Iteration 29Q (10671.204247 sec): 3 clusters Score: Raw -2490954.495243 + Penalty 1951.800536 = -2489002.694707 nChanged 25 SP:Iteration 30Q (10671.286636 sec): 3 clusters Score: Raw -2490955.743210 + Penalty 1951.800536 = -2489003.942674 nChanged 13 SP:Iteration 31Q (10671.369710 sec): 3 clusters Score: Raw -2490956.241962 + Penalty 1951.800536 = -2489004.441426 nChanged 15 SP:Iteration 32Q (10671.449539 sec): 3 clusters Score: Raw -2490956.811466 + Penalty 1951.800536 = -2489005.010930 nChanged 11 SP:Iteration 33Q (10671.531285 sec): 3 clusters Score: Raw -2490957.180469 + Penalty 1951.800536 = -2489005.379934 nChanged 12 SP:Iteration 34Q (10671.615563 sec): 3 clusters Score: Raw -2490957.531102 + Penalty 1951.800536 = -2489005.730566 nChanged 13 SP:Iteration 35Q (10671.698258 sec): 3 clusters Score: Raw -2490957.957458 + Penalty 1951.800536 = -2489006.156923 nChanged 18 SP:Iteration 36Q (10671.779890 sec): 3 clusters Score: Raw -2490958.847921 + Penalty 1951.800536 = -2489007.047386 nChanged 16 SP:Iteration 37Q (10671.864763 sec): 3 clusters Score: Raw -2490959.522030 + Penalty 1951.800536 = -2489007.721495 nChanged 15 SP:Iteration 38Q (10671.947709 sec): 3 clusters Score: Raw -2490959.975106 + Penalty 1951.800536 = -2489008.174570 nChanged 11 SP:Iteration 39Q (10672.033302 sec): 3 clusters Score: Raw -2490960.632999 + Penalty 1951.800536 = -2489008.832464 nChanged 10 SP:Iteration 40F (10672.119090 sec): 3 clusters Score: Raw -2490960.934167 + Penalty 1951.800536 = -2489009.133631 nChanged 6 SP:Iteration 41Q (10672.201963 sec): 3 clusters Score: Raw -2490961.111362 + Penalty 1951.800536 = -2489009.310827 nChanged 8 SP:Iteration 42Q (10672.284315 sec): 3 clusters Score: Raw -2490961.462944 + Penalty 1951.800536 = -2489009.662409 nChanged 13 SP:Iteration 43Q (10672.366442 sec): 3 clusters Score: Raw -2490961.911965 + Penalty 1951.800536 = -2489010.111429 nChanged 12 SP:Iteration 44Q (10672.436567 sec): 3 clusters Score: Raw -2490962.388394 + Penalty 1951.800536 = -2489010.587859 nChanged 13 SP:Iteration 45Q (10672.512211 sec): 3 clusters Score: Raw -2490962.981624 + Penalty 1951.800536 = -2489011.181089 nChanged 11 SP:Iteration 46Q (10672.596343 sec): 3 clusters Score: Raw -2490963.377903 + Penalty 1951.800536 = -2489011.577368 nChanged 3 SP:Iteration 47Q (10672.677495 sec): 3 clusters Score: Raw -2490963.567087 + Penalty 1951.800536 = -2489011.766552 nChanged 3 SP:Iteration 48Q (10672.753373 sec): 3 clusters Score: Raw -2490963.654862 + Penalty 1951.800536 = -2489011.854327 nChanged 3 SP:Iteration 49Q (10672.841692 sec): 3 clusters Score: Raw -2490963.725291 + Penalty 1951.800536 = -2489011.924755 nChanged 3 SP:Iteration 50Q (10672.914959 sec): 3 clusters Score: Raw -2490963.763223 + Penalty 1951.800536 = -2489011.962687 nChanged 4 SP:Iteration 51Q (10673.006832 sec): 3 clusters Score: Raw -2490963.874227 + Penalty 1951.800536 = -2489012.073691 nChanged 4 SP:Iteration 52Q (10673.076484 sec): 3 clusters Score: Raw -2490963.942606 + Penalty 1951.800536 = -2489012.142070 nChanged 3 SP:Iteration 53Q (10673.164718 sec): 3 clusters Score: Raw -2490963.985192 + Penalty 1951.800536 = -2489012.184657 nChanged 3 SP:Iteration 54Q (10673.246522 sec): 3 clusters Score: Raw -2490964.094850 + Penalty 1951.800536 = -2489012.294314 nChanged 5 SP:Iteration 55Q (10673.329244 sec): 3 clusters Score: Raw -2490964.197711 + Penalty 1951.800536 = -2489012.397176 nChanged 5 SP:Iteration 56Q (10673.413922 sec): 3 clusters Score: Raw -2490964.390633 + Penalty 1951.800536 = -2489012.590097 nChanged 5 SP:Iteration 57Q (10673.486959 sec): 3 clusters Score: Raw -2490964.577473 + Penalty 1951.800536 = -2489012.776938 nChanged 4 SP:Iteration 58Q (10673.567558 sec): 3 clusters Score: Raw -2490964.688445 + Penalty 1951.800536 = -2489012.887910 nChanged 5 SP:Iteration 59Q (10673.651654 sec): 3 clusters Score: Raw -2490964.869585 + Penalty 1951.800536 = -2489013.069050 nChanged 7 SP:Iteration 60F (10673.736597 sec): 3 clusters Score: Raw -2490965.127857 + Penalty 1951.800536 = -2489013.327321 nChanged 0 Trying to split cluster 21 (73557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10673.836959 sec): 2 clusters Score: Raw -6087214.840000 + Penalty 1064.552510 = -6086150.287490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10673.977863 sec): 3 clusters Score: Raw -6038948.197542 + Penalty 2129.105020 = -6036819.092522 nChanged 35498 SP:Iteration 1F (10674.117826 sec): 3 clusters Score: Raw -6060382.614447 + Penalty 2129.105020 = -6058253.509427 nChanged 3383 SP:Iteration 2Q (10674.266767 sec): 3 clusters Score: Raw -6061506.126223 + Penalty 2129.105020 = -6059377.021203 nChanged 3512 SP:Iteration 3Q (10674.412947 sec): 3 clusters Score: Raw -6062904.519179 + Penalty 2129.105020 = -6060775.414159 nChanged 3851 SP:Iteration 4F (10674.547624 sec): 3 clusters Score: Raw -6064733.778658 + Penalty 2129.105020 = -6062604.673638 nChanged 4099 SP:Iteration 5F (10674.694269 sec): 3 clusters Score: Raw -6067224.082877 + Penalty 2129.105020 = -6065094.977857 nChanged 4430 SP:Iteration 6F (10674.826682 sec): 3 clusters Score: Raw -6070570.716917 + Penalty 2129.105020 = -6068441.611896 nChanged 4378 SP:Iteration 7F (10674.952385 sec): 3 clusters Score: Raw -6074180.185568 + Penalty 2129.105020 = -6072051.080548 nChanged 3993 SP:Iteration 8F (10675.093435 sec): 3 clusters Score: Raw -6077210.064186 + Penalty 2129.105020 = -6075080.959166 nChanged 3145 SP:Iteration 9Q (10675.235081 sec): 3 clusters Score: Raw -6079168.439045 + Penalty 2129.105020 = -6077039.334025 nChanged 2305 SP:Iteration 10Q (10675.370819 sec): 3 clusters Score: Raw -6080364.234870 + Penalty 2129.105020 = -6078235.129850 nChanged 1852 SP:Iteration 11Q (10675.507991 sec): 3 clusters Score: Raw -6081242.931943 + Penalty 2129.105020 = -6079113.826923 nChanged 1635 SP:Iteration 12Q (10675.648726 sec): 3 clusters Score: Raw -6081994.769776 + Penalty 2129.105020 = -6079865.664756 nChanged 1505 SP:Iteration 13Q (10675.787928 sec): 3 clusters Score: Raw -6082675.863206 + Penalty 2129.105020 = -6080546.758186 nChanged 1472 SP:Iteration 14Q (10675.916959 sec): 3 clusters Score: Raw -6083358.309016 + Penalty 2129.105020 = -6081229.203996 nChanged 1338 SP:Iteration 15Q (10676.047608 sec): 3 clusters Score: Raw -6083989.846808 + Penalty 2129.105020 = -6081860.741788 nChanged 1215 SP:Iteration 16Q (10676.189381 sec): 3 clusters Score: Raw -6084551.960377 + Penalty 2129.105020 = -6082422.855357 nChanged 1095 SP:Iteration 17Q (10676.322126 sec): 3 clusters Score: Raw -6085017.048584 + Penalty 2129.105020 = -6082887.943564 nChanged 909 SP:Iteration 18Q (10676.455053 sec): 3 clusters Score: Raw -6085387.853193 + Penalty 2129.105020 = -6083258.748173 nChanged 823 SP:Iteration 19Q (10676.590602 sec): 3 clusters Score: Raw -6085725.032172 + Penalty 2129.105020 = -6083595.927152 nChanged 725 SP:Iteration 20F (10676.728377 sec): 3 clusters Score: Raw -6086024.118845 + Penalty 2129.105020 = -6083895.013825 nChanged 685 SP:Iteration 21Q (10676.854428 sec): 3 clusters Score: Raw -6086315.347926 + Penalty 2129.105020 = -6084186.242906 nChanged 591 SP:Iteration 22Q (10676.996641 sec): 3 clusters Score: Raw -6086561.361651 + Penalty 2129.105020 = -6084432.256631 nChanged 506 SP:Iteration 23Q (10677.125956 sec): 3 clusters Score: Raw -6086756.099788 + Penalty 2129.105020 = -6084626.994768 nChanged 406 SP:Iteration 24Q (10677.254807 sec): 3 clusters Score: Raw -6086912.943352 + Penalty 2129.105020 = -6084783.838332 nChanged 356 SP:Iteration 25Q (10677.381639 sec): 3 clusters Score: Raw -6087052.084920 + Penalty 2129.105020 = -6084922.979900 nChanged 296 SP:Iteration 26Q (10677.505839 sec): 3 clusters Score: Raw -6087169.318777 + Penalty 2129.105020 = -6085040.213757 nChanged 250 SP:Iteration 27Q (10677.634561 sec): 3 clusters Score: Raw -6087251.220032 + Penalty 2129.105020 = -6085122.115012 nChanged 182 SP:Iteration 28Q (10677.753323 sec): 3 clusters Score: Raw -6087300.848902 + Penalty 2129.105020 = -6085171.743882 nChanged 142 SP:Iteration 29Q (10677.883198 sec): 3 clusters Score: Raw -6087342.373504 + Penalty 2129.105020 = -6085213.268484 nChanged 140 SP:Iteration 30Q (10678.000577 sec): 3 clusters Score: Raw -6087388.150649 + Penalty 2129.105020 = -6085259.045629 nChanged 115 SP:Iteration 31Q (10678.116919 sec): 3 clusters Score: Raw -6087420.838114 + Penalty 2129.105020 = -6085291.733094 nChanged 111 SP:Iteration 32Q (10678.245917 sec): 3 clusters Score: Raw -6087454.784973 + Penalty 2129.105020 = -6085325.679953 nChanged 92 SP:Iteration 33Q (10678.374764 sec): 3 clusters Score: Raw -6087480.701377 + Penalty 2129.105020 = -6085351.596357 nChanged 60 SP:Iteration 34Q (10678.502129 sec): 3 clusters Score: Raw -6087495.182419 + Penalty 2129.105020 = -6085366.077399 nChanged 44 SP:Iteration 35Q (10678.625024 sec): 3 clusters Score: Raw -6087508.804069 + Penalty 2129.105020 = -6085379.699049 nChanged 45 SP:Iteration 36Q (10678.748774 sec): 3 clusters Score: Raw -6087522.227841 + Penalty 2129.105020 = -6085393.122821 nChanged 43 SP:Iteration 37Q (10678.874678 sec): 3 clusters Score: Raw -6087532.481837 + Penalty 2129.105020 = -6085403.376817 nChanged 34 SP:Iteration 38Q (10679.003363 sec): 3 clusters Score: Raw -6087538.535773 + Penalty 2129.105020 = -6085409.430753 nChanged 23 SP:Iteration 39Q (10679.127329 sec): 3 clusters Score: Raw -6087543.048917 + Penalty 2129.105020 = -6085413.943897 nChanged 21 SP:Iteration 40F (10679.265917 sec): 3 clusters Score: Raw -6087547.493827 + Penalty 2129.105020 = -6085418.388807 nChanged 16 SP:Iteration 41Q (10679.386041 sec): 3 clusters Score: Raw -6087549.775467 + Penalty 2129.105020 = -6085420.670447 nChanged 13 SP:Iteration 42Q (10679.500910 sec): 3 clusters Score: Raw -6087552.754506 + Penalty 2129.105020 = -6085423.649485 nChanged 17 SP:Iteration 43Q (10679.619077 sec): 3 clusters Score: Raw -6087556.173109 + Penalty 2129.105020 = -6085427.068089 nChanged 14 SP:Iteration 44Q (10679.749944 sec): 3 clusters Score: Raw -6087559.086398 + Penalty 2129.105020 = -6085429.981378 nChanged 10 SP:Iteration 45Q (10679.875876 sec): 3 clusters Score: Raw -6087560.543415 + Penalty 2129.105020 = -6085431.438395 nChanged 7 SP:Iteration 46Q (10680.000482 sec): 3 clusters Score: Raw -6087561.723881 + Penalty 2129.105020 = -6085432.618861 nChanged 11 SP:Iteration 47Q (10680.129348 sec): 3 clusters Score: Raw -6087563.070263 + Penalty 2129.105020 = -6085433.965243 nChanged 6 SP:Iteration 48Q (10680.259574 sec): 3 clusters Score: Raw -6087563.837075 + Penalty 2129.105020 = -6085434.732055 nChanged 4 SP:Iteration 49Q (10680.382480 sec): 3 clusters Score: Raw -6087563.983746 + Penalty 2129.105020 = -6085434.878726 nChanged 1 SP:Iteration 50Q (10680.510095 sec): 3 clusters Score: Raw -6087564.041903 + Penalty 2129.105020 = -6085434.936883 nChanged 0 SP:Iteration 51F (10680.630550 sec): 3 clusters Score: Raw -6087564.041903 + Penalty 2129.105020 = -6085434.936883 nChanged 0 Trying to split cluster 22 (10734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10680.673577 sec): 2 clusters Score: Raw -919853.485174 + Penalty 881.711298 = -918971.773876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10680.733803 sec): 3 clusters Score: Raw -913397.496447 + Penalty 1763.422595 = -911634.073852 nChanged 4871 SP:Iteration 1F (10680.792887 sec): 3 clusters Score: Raw -916030.233764 + Penalty 1763.422595 = -914266.811169 nChanged 667 SP:Iteration 2F (10680.851525 sec): 3 clusters Score: Raw -916355.293356 + Penalty 1763.422595 = -914591.870761 nChanged 690 SP:Iteration 3F (10680.909562 sec): 3 clusters Score: Raw -916770.038244 + Penalty 1763.422595 = -915006.615649 nChanged 743 SP:Iteration 4F (10680.957678 sec): 3 clusters Score: Raw -917317.637571 + Penalty 1763.422595 = -915554.214976 nChanged 786 SP:Iteration 5F (10681.017575 sec): 3 clusters Score: Raw -917978.712687 + Penalty 1763.422595 = -916215.290092 nChanged 766 SP:Iteration 6F (10681.073363 sec): 3 clusters Score: Raw -918623.709995 + Penalty 1763.422595 = -916860.287400 nChanged 615 SP:Iteration 7F (10681.131084 sec): 3 clusters Score: Raw -919097.823047 + Penalty 1763.422595 = -917334.400452 nChanged 446 SP:Iteration 8Q (10681.185647 sec): 3 clusters Score: Raw -919404.889015 + Penalty 1763.422595 = -917641.466420 nChanged 294 SP:Iteration 9Q (10681.243497 sec): 3 clusters Score: Raw -919586.118613 + Penalty 1763.422595 = -917822.696018 nChanged 183 SP:Iteration 10Q (10681.309861 sec): 3 clusters Score: Raw -919688.432593 + Penalty 1763.422595 = -917925.009998 nChanged 139 SP:Iteration 11Q (10681.363108 sec): 3 clusters Score: Raw -919760.100981 + Penalty 1763.422595 = -917996.678386 nChanged 115 SP:Iteration 12Q (10681.431987 sec): 3 clusters Score: Raw -919825.739549 + Penalty 1763.422595 = -918062.316954 nChanged 100 SP:Iteration 13Q (10681.488651 sec): 3 clusters Score: Raw -919868.435803 + Penalty 1763.422595 = -918105.013208 nChanged 83 SP:Iteration 14Q (10681.538773 sec): 3 clusters Score: Raw -919910.397138 + Penalty 1763.422595 = -918146.974543 nChanged 71 SP:Iteration 15Q (10681.585901 sec): 3 clusters Score: Raw -919947.128852 + Penalty 1763.422595 = -918183.706257 nChanged 71 SP:Iteration 16Q (10681.651536 sec): 3 clusters Score: Raw -919978.770303 + Penalty 1763.422595 = -918215.347708 nChanged 66 SP:Iteration 17Q (10681.708731 sec): 3 clusters Score: Raw -920017.275784 + Penalty 1763.422595 = -918253.853189 nChanged 64 SP:Iteration 18Q (10681.768181 sec): 3 clusters Score: Raw -920049.478267 + Penalty 1763.422595 = -918286.055672 nChanged 56 SP:Iteration 19Q (10681.830664 sec): 3 clusters Score: Raw -920077.309481 + Penalty 1763.422595 = -918313.886886 nChanged 50 SP:Iteration 20F (10681.890223 sec): 3 clusters Score: Raw -920097.503610 + Penalty 1763.422595 = -918334.081015 nChanged 40 SP:Iteration 21Q (10681.949928 sec): 3 clusters Score: Raw -920111.532138 + Penalty 1763.422595 = -918348.109543 nChanged 37 SP:Iteration 22Q (10682.000568 sec): 3 clusters Score: Raw -920124.510235 + Penalty 1763.422595 = -918361.087640 nChanged 34 SP:Iteration 23Q (10682.068319 sec): 3 clusters Score: Raw -920134.541372 + Penalty 1763.422595 = -918371.118777 nChanged 32 SP:Iteration 24Q (10682.125280 sec): 3 clusters Score: Raw -920141.178646 + Penalty 1763.422595 = -918377.756051 nChanged 18 SP:Iteration 25Q (10682.179881 sec): 3 clusters Score: Raw -920145.114365 + Penalty 1763.422595 = -918381.691770 nChanged 13 SP:Iteration 26Q (10682.240130 sec): 3 clusters Score: Raw -920147.171363 + Penalty 1763.422595 = -918383.748768 nChanged 7 SP:Iteration 27Q (10682.299545 sec): 3 clusters Score: Raw -920149.063362 + Penalty 1763.422595 = -918385.640767 nChanged 6 SP:Iteration 28Q (10682.349776 sec): 3 clusters Score: Raw -920150.257828 + Penalty 1763.422595 = -918386.835233 nChanged 6 SP:Iteration 29Q (10682.416322 sec): 3 clusters Score: Raw -920151.363914 + Penalty 1763.422595 = -918387.941319 nChanged 4 SP:Iteration 30Q (10682.474186 sec): 3 clusters Score: Raw -920152.379678 + Penalty 1763.422595 = -918388.957082 nChanged 7 SP:Iteration 31Q (10682.530802 sec): 3 clusters Score: Raw -920153.587093 + Penalty 1763.422595 = -918390.164498 nChanged 5 SP:Iteration 32Q (10682.590712 sec): 3 clusters Score: Raw -920154.629752 + Penalty 1763.422595 = -918391.207157 nChanged 3 SP:Iteration 33Q (10682.650180 sec): 3 clusters Score: Raw -920155.262179 + Penalty 1763.422595 = -918391.839584 nChanged 2 SP:Iteration 34Q (10682.704848 sec): 3 clusters Score: Raw -920155.734036 + Penalty 1763.422595 = -918392.311441 nChanged 2 SP:Iteration 35Q (10682.758269 sec): 3 clusters Score: Raw -920156.155635 + Penalty 1763.422595 = -918392.733040 nChanged 3 SP:Iteration 36Q (10682.817470 sec): 3 clusters Score: Raw -920156.683490 + Penalty 1763.422595 = -918393.260895 nChanged 5 SP:Iteration 37Q (10682.875252 sec): 3 clusters Score: Raw -920157.727371 + Penalty 1763.422595 = -918394.304776 nChanged 8 SP:Iteration 38Q (10682.933311 sec): 3 clusters Score: Raw -920159.986035 + Penalty 1763.422595 = -918396.563440 nChanged 6 SP:Iteration 39Q (10682.978531 sec): 3 clusters Score: Raw -920160.674866 + Penalty 1763.422595 = -918397.252271 nChanged 1 SP:Iteration 40F (10683.044043 sec): 3 clusters Score: Raw -920160.964435 + Penalty 1763.422595 = -918397.541840 nChanged 4 SP:Iteration 41Q (10683.103121 sec): 3 clusters Score: Raw -920162.055056 + Penalty 1763.422595 = -918398.632461 nChanged 8 SP:Iteration 42Q (10683.158328 sec): 3 clusters Score: Raw -920163.901181 + Penalty 1763.422595 = -918400.478586 nChanged 9 SP:Iteration 43Q (10683.219127 sec): 3 clusters Score: Raw -920167.131233 + Penalty 1763.422595 = -918403.708638 nChanged 8 SP:Iteration 44Q (10683.267453 sec): 3 clusters Score: Raw -920168.384144 + Penalty 1763.422595 = -918404.961548 nChanged 5 SP:Iteration 45Q (10683.331766 sec): 3 clusters Score: Raw -920169.237861 + Penalty 1763.422595 = -918405.815266 nChanged 4 SP:Iteration 46Q (10683.388284 sec): 3 clusters Score: Raw -920170.581903 + Penalty 1763.422595 = -918407.159308 nChanged 5 SP:Iteration 47Q (10683.445537 sec): 3 clusters Score: Raw -920172.217576 + Penalty 1763.422595 = -918408.794981 nChanged 10 SP:Iteration 48Q (10683.499346 sec): 3 clusters Score: Raw -920175.245970 + Penalty 1763.422595 = -918411.823375 nChanged 8 SP:Iteration 49Q (10683.550301 sec): 3 clusters Score: Raw -920177.797864 + Penalty 1763.422595 = -918414.375269 nChanged 10 SP:Iteration 50Q (10683.620099 sec): 3 clusters Score: Raw -920181.003065 + Penalty 1763.422595 = -918417.580470 nChanged 10 SP:Iteration 51Q (10683.674846 sec): 3 clusters Score: Raw -920182.925994 + Penalty 1763.422595 = -918419.503399 nChanged 4 SP:Iteration 52Q (10683.737253 sec): 3 clusters Score: Raw -920183.593894 + Penalty 1763.422595 = -918420.171299 nChanged 4 SP:Iteration 53Q (10683.795902 sec): 3 clusters Score: Raw -920184.109984 + Penalty 1763.422595 = -918420.687389 nChanged 3 SP:Iteration 54Q (10683.854582 sec): 3 clusters Score: Raw -920184.533135 + Penalty 1763.422595 = -918421.110540 nChanged 4 SP:Iteration 55Q (10683.916502 sec): 3 clusters Score: Raw -920185.001405 + Penalty 1763.422595 = -918421.578810 nChanged 2 SP:Iteration 56Q (10683.977954 sec): 3 clusters Score: Raw -920185.478679 + Penalty 1763.422595 = -918422.056084 nChanged 2 SP:Iteration 57Q (10684.031441 sec): 3 clusters Score: Raw -920185.731845 + Penalty 1763.422595 = -918422.309250 nChanged 2 SP:Iteration 58Q (10684.089597 sec): 3 clusters Score: Raw -920185.932973 + Penalty 1763.422595 = -918422.510378 nChanged 0 SP:Iteration 59F (10684.154031 sec): 3 clusters Score: Raw -920185.932973 + Penalty 1763.422595 = -918422.510378 nChanged 0 Trying to split cluster 23 (2006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10684.182389 sec): 2 clusters Score: Raw -168059.740596 + Penalty 722.370307 = -167337.370289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10684.226760 sec): 3 clusters Score: Raw -167031.217211 + Penalty 1444.740614 = -165586.476597 nChanged 812 SP:Iteration 1F (10684.273764 sec): 3 clusters Score: Raw -167519.305840 + Penalty 1444.740614 = -166074.565226 nChanged 158 SP:Iteration 2F (10684.317542 sec): 3 clusters Score: Raw -167651.663039 + Penalty 1444.740614 = -166206.922425 nChanged 143 SP:Iteration 3F (10684.359259 sec): 3 clusters Score: Raw -167759.370974 + Penalty 1444.740614 = -166314.630360 nChanged 119 SP:Iteration 4F (10684.402604 sec): 3 clusters Score: Raw -167860.807322 + Penalty 1444.740614 = -166416.066708 nChanged 99 SP:Iteration 5Q (10684.458636 sec): 3 clusters Score: Raw -167946.511245 + Penalty 1444.740614 = -166501.770631 nChanged 91 SP:Iteration 6Q (10684.506066 sec): 3 clusters Score: Raw -168016.055085 + Penalty 1444.740614 = -166571.314471 nChanged 91 SP:Iteration 7Q (10684.549758 sec): 3 clusters Score: Raw -168085.634109 + Penalty 1444.740614 = -166640.893495 nChanged 78 SP:Iteration 8Q (10684.590197 sec): 3 clusters Score: Raw -168142.104066 + Penalty 1444.740614 = -166697.363452 nChanged 68 SP:Iteration 9Q (10684.638861 sec): 3 clusters Score: Raw -168199.491886 + Penalty 1444.740614 = -166754.751272 nChanged 64 SP:Iteration 10Q (10684.688530 sec): 3 clusters Score: Raw -168255.236526 + Penalty 1444.740614 = -166810.495912 nChanged 55 SP:Iteration 11Q (10684.738366 sec): 3 clusters Score: Raw -168292.901282 + Penalty 1444.740614 = -166848.160668 nChanged 47 SP:Iteration 12Q (10684.787460 sec): 3 clusters Score: Raw -168321.951953 + Penalty 1444.740614 = -166877.211339 nChanged 41 SP:Iteration 13Q (10684.830098 sec): 3 clusters Score: Raw -168347.521832 + Penalty 1444.740614 = -166902.781218 nChanged 34 SP:Iteration 14Q (10684.865167 sec): 3 clusters Score: Raw -168373.900846 + Penalty 1444.740614 = -166929.160232 nChanged 35 SP:Iteration 15Q (10684.903896 sec): 3 clusters Score: Raw -168396.085323 + Penalty 1444.740614 = -166951.344709 nChanged 36 SP:Iteration 16Q (10684.946760 sec): 3 clusters Score: Raw -168419.282395 + Penalty 1444.740614 = -166974.541781 nChanged 32 SP:Iteration 17Q (10684.998157 sec): 3 clusters Score: Raw -168436.719906 + Penalty 1444.740614 = -166991.979292 nChanged 21 SP:Iteration 18Q (10685.044134 sec): 3 clusters Score: Raw -168445.201038 + Penalty 1444.740614 = -167000.460424 nChanged 11 SP:Iteration 19Q (10685.094772 sec): 3 clusters Score: Raw -168449.859449 + Penalty 1444.740614 = -167005.118835 nChanged 5 SP:Iteration 20F (10685.143067 sec): 3 clusters Score: Raw -168450.762837 + Penalty 1444.740614 = -167006.022223 nChanged 3 SP:Iteration 21Q (10685.189926 sec): 3 clusters Score: Raw -168451.583802 + Penalty 1444.740614 = -167006.843188 nChanged 1 SP:Iteration 22Q (10685.238529 sec): 3 clusters Score: Raw -168452.111850 + Penalty 1444.740614 = -167007.371236 nChanged 1 SP:Iteration 23Q (10685.280680 sec): 3 clusters Score: Raw -168452.284506 + Penalty 1444.740614 = -167007.543892 nChanged 1 SP:Iteration 24Q (10685.328033 sec): 3 clusters Score: Raw -168452.534691 + Penalty 1444.740614 = -167007.794077 nChanged 0 SP:Iteration 25F (10685.388409 sec): 3 clusters Score: Raw -168452.534691 + Penalty 1444.740614 = -167007.794077 nChanged 0 Trying to split cluster 24 (7423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10685.417984 sec): 2 clusters Score: Raw -628642.115727 + Penalty 846.672164 = -627795.443563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10685.474036 sec): 3 clusters Score: Raw -624379.125531 + Penalty 1693.344328 = -622685.781203 nChanged 3267 SP:Iteration 1F (10685.531845 sec): 3 clusters Score: Raw -626149.718724 + Penalty 1693.344328 = -624456.374396 nChanged 397 SP:Iteration 2F (10685.584226 sec): 3 clusters Score: Raw -626308.714338 + Penalty 1693.344328 = -624615.370010 nChanged 357 SP:Iteration 3Q (10685.635831 sec): 3 clusters Score: Raw -626474.344406 + Penalty 1693.344328 = -624781.000079 nChanged 345 SP:Iteration 4Q (10685.680289 sec): 3 clusters Score: Raw -626639.603318 + Penalty 1693.344328 = -624946.258990 nChanged 342 SP:Iteration 5Q (10685.740005 sec): 3 clusters Score: Raw -626806.933655 + Penalty 1693.344328 = -625113.589327 nChanged 343 SP:Iteration 6Q (10685.786186 sec): 3 clusters Score: Raw -626967.585917 + Penalty 1693.344328 = -625274.241590 nChanged 341 SP:Iteration 7Q (10685.832579 sec): 3 clusters Score: Raw -627121.524596 + Penalty 1693.344328 = -625428.180268 nChanged 335 SP:Iteration 8Q (10685.893161 sec): 3 clusters Score: Raw -627281.128301 + Penalty 1693.344328 = -625587.783973 nChanged 310 SP:Iteration 9Q (10685.938201 sec): 3 clusters Score: Raw -627451.444851 + Penalty 1693.344328 = -625758.100524 nChanged 281 SP:Iteration 10Q (10685.990974 sec): 3 clusters Score: Raw -627613.523146 + Penalty 1693.344328 = -625920.178818 nChanged 284 SP:Iteration 11Q (10686.042326 sec): 3 clusters Score: Raw -627780.736188 + Penalty 1693.344328 = -626087.391861 nChanged 252 SP:Iteration 12Q (10686.106944 sec): 3 clusters Score: Raw -627922.748762 + Penalty 1693.344328 = -626229.404434 nChanged 219 SP:Iteration 13Q (10686.143609 sec): 3 clusters Score: Raw -628044.291801 + Penalty 1693.344328 = -626350.947474 nChanged 187 SP:Iteration 14Q (10686.195336 sec): 3 clusters Score: Raw -628137.110548 + Penalty 1693.344328 = -626443.766221 nChanged 144 SP:Iteration 15Q (10686.246421 sec): 3 clusters Score: Raw -628208.013123 + Penalty 1693.344328 = -626514.668795 nChanged 142 SP:Iteration 16Q (10686.297335 sec): 3 clusters Score: Raw -628279.186529 + Penalty 1693.344328 = -626585.842201 nChanged 148 SP:Iteration 17Q (10686.340310 sec): 3 clusters Score: Raw -628359.638566 + Penalty 1693.344328 = -626666.294239 nChanged 133 SP:Iteration 18Q (10686.391830 sec): 3 clusters Score: Raw -628419.718982 + Penalty 1693.344328 = -626726.374654 nChanged 112 SP:Iteration 19Q (10686.453799 sec): 3 clusters Score: Raw -628476.063169 + Penalty 1693.344328 = -626782.718841 nChanged 142 SP:Iteration 20F (10686.498096 sec): 3 clusters Score: Raw -628551.516626 + Penalty 1693.344328 = -626858.172298 nChanged 117 SP:Iteration 21Q (10686.550502 sec): 3 clusters Score: Raw -628601.538847 + Penalty 1693.344328 = -626908.194519 nChanged 94 SP:Iteration 22Q (10686.603705 sec): 3 clusters Score: Raw -628633.487965 + Penalty 1693.344328 = -626940.143637 nChanged 70 SP:Iteration 23Q (10686.647627 sec): 3 clusters Score: Raw -628657.407264 + Penalty 1693.344328 = -626964.062936 nChanged 63 SP:Iteration 24Q (10686.702180 sec): 3 clusters Score: Raw -628676.087040 + Penalty 1693.344328 = -626982.742712 nChanged 56 SP:Iteration 25Q (10686.764482 sec): 3 clusters Score: Raw -628693.055740 + Penalty 1693.344328 = -626999.711412 nChanged 54 SP:Iteration 26Q (10686.810262 sec): 3 clusters Score: Raw -628707.826348 + Penalty 1693.344328 = -627014.482020 nChanged 47 SP:Iteration 27Q (10686.871222 sec): 3 clusters Score: Raw -628719.209022 + Penalty 1693.344328 = -627025.864694 nChanged 45 SP:Iteration 28Q (10686.917853 sec): 3 clusters Score: Raw -628728.763098 + Penalty 1693.344328 = -627035.418771 nChanged 37 SP:Iteration 29Q (10686.964354 sec): 3 clusters Score: Raw -628737.248777 + Penalty 1693.344328 = -627043.904449 nChanged 28 SP:Iteration 30Q (10687.015856 sec): 3 clusters Score: Raw -628742.823628 + Penalty 1693.344328 = -627049.479300 nChanged 31 SP:Iteration 31Q (10687.062162 sec): 3 clusters Score: Raw -628748.597368 + Penalty 1693.344328 = -627055.253040 nChanged 17 SP:Iteration 32Q (10687.110834 sec): 3 clusters Score: Raw -628750.758318 + Penalty 1693.344328 = -627057.413990 nChanged 15 SP:Iteration 33Q (10687.170207 sec): 3 clusters Score: Raw -628752.544685 + Penalty 1693.344328 = -627059.200357 nChanged 11 SP:Iteration 34Q (10687.228893 sec): 3 clusters Score: Raw -628753.442130 + Penalty 1693.344328 = -627060.097802 nChanged 7 SP:Iteration 35Q (10687.286189 sec): 3 clusters Score: Raw -628754.401923 + Penalty 1693.344328 = -627061.057595 nChanged 7 SP:Iteration 36Q (10687.331398 sec): 3 clusters Score: Raw -628755.538485 + Penalty 1693.344328 = -627062.194158 nChanged 12 SP:Iteration 37Q (10687.390749 sec): 3 clusters Score: Raw -628757.195943 + Penalty 1693.344328 = -627063.851615 nChanged 6 SP:Iteration 38Q (10687.441296 sec): 3 clusters Score: Raw -628757.906760 + Penalty 1693.344328 = -627064.562432 nChanged 4 SP:Iteration 39Q (10687.497490 sec): 3 clusters Score: Raw -628758.469906 + Penalty 1693.344328 = -627065.125579 nChanged 3 SP:Iteration 40F (10687.547805 sec): 3 clusters Score: Raw -628758.709767 + Penalty 1693.344328 = -627065.365439 nChanged 1 SP:Iteration 41Q (10687.595986 sec): 3 clusters Score: Raw -628759.066166 + Penalty 1693.344328 = -627065.721839 nChanged 3 SP:Iteration 42Q (10687.653407 sec): 3 clusters Score: Raw -628759.744050 + Penalty 1693.344328 = -627066.399722 nChanged 7 SP:Iteration 43Q (10687.701347 sec): 3 clusters Score: Raw -628760.770548 + Penalty 1693.344328 = -627067.426220 nChanged 4 SP:Iteration 44Q (10687.752442 sec): 3 clusters Score: Raw -628761.220468 + Penalty 1693.344328 = -627067.876140 nChanged 4 SP:Iteration 45Q (10687.814319 sec): 3 clusters Score: Raw -628761.516395 + Penalty 1693.344328 = -627068.172067 nChanged 2 SP:Iteration 46Q (10687.866939 sec): 3 clusters Score: Raw -628761.741507 + Penalty 1693.344328 = -627068.397179 nChanged 4 SP:Iteration 47Q (10687.924738 sec): 3 clusters Score: Raw -628762.092046 + Penalty 1693.344328 = -627068.747718 nChanged 2 SP:Iteration 48Q (10687.970763 sec): 3 clusters Score: Raw -628762.219334 + Penalty 1693.344328 = -627068.875007 nChanged 1 SP:Iteration 49Q (10688.021437 sec): 3 clusters Score: Raw -628762.238450 + Penalty 1693.344328 = -627068.894122 nChanged 1 SP:Iteration 50Q (10688.070256 sec): 3 clusters Score: Raw -628762.256818 + Penalty 1693.344328 = -627068.912491 nChanged 0 SP:Iteration 51F (10688.117042 sec): 3 clusters Score: Raw -628762.256818 + Penalty 1693.344328 = -627068.912491 nChanged 0 Trying to split cluster 25 (7966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10688.161134 sec): 2 clusters Score: Raw -691759.541470 + Penalty 853.379088 = -690906.162383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10688.217036 sec): 3 clusters Score: Raw -687090.408042 + Penalty 1706.758175 = -685383.649866 nChanged 3534 SP:Iteration 1F (10688.278367 sec): 3 clusters Score: Raw -689141.318274 + Penalty 1706.758175 = -687434.560099 nChanged 586 SP:Iteration 2F (10688.326205 sec): 3 clusters Score: Raw -689493.939474 + Penalty 1706.758175 = -687787.181299 nChanged 565 SP:Iteration 3F (10688.390689 sec): 3 clusters Score: Raw -689850.250669 + Penalty 1706.758175 = -688143.492493 nChanged 531 SP:Iteration 4F (10688.445861 sec): 3 clusters Score: Raw -690238.817155 + Penalty 1706.758175 = -688532.058980 nChanged 554 SP:Iteration 5F (10688.506218 sec): 3 clusters Score: Raw -690727.150945 + Penalty 1706.758175 = -689020.392770 nChanged 515 SP:Iteration 6F (10688.558232 sec): 3 clusters Score: Raw -691148.792737 + Penalty 1706.758175 = -689442.034562 nChanged 342 SP:Iteration 7Q (10688.623799 sec): 3 clusters Score: Raw -691433.258802 + Penalty 1706.758175 = -689726.500627 nChanged 255 SP:Iteration 8Q (10688.687955 sec): 3 clusters Score: Raw -691633.294587 + Penalty 1706.758175 = -689926.536411 nChanged 172 SP:Iteration 9Q (10688.747928 sec): 3 clusters Score: Raw -691742.368199 + Penalty 1706.758175 = -690035.610023 nChanged 114 SP:Iteration 10Q (10688.807954 sec): 3 clusters Score: Raw -691790.331928 + Penalty 1706.758175 = -690083.573753 nChanged 79 SP:Iteration 11Q (10688.856363 sec): 3 clusters Score: Raw -691816.695629 + Penalty 1706.758175 = -690109.937454 nChanged 54 SP:Iteration 12Q (10688.922900 sec): 3 clusters Score: Raw -691830.502726 + Penalty 1706.758175 = -690123.744551 nChanged 32 SP:Iteration 13Q (10688.986426 sec): 3 clusters Score: Raw -691837.768052 + Penalty 1706.758175 = -690131.009877 nChanged 26 SP:Iteration 14Q (10689.046267 sec): 3 clusters Score: Raw -691843.640902 + Penalty 1706.758175 = -690136.882727 nChanged 25 SP:Iteration 15Q (10689.104961 sec): 3 clusters Score: Raw -691849.301531 + Penalty 1706.758175 = -690142.543356 nChanged 22 SP:Iteration 16Q (10689.161137 sec): 3 clusters Score: Raw -691853.924581 + Penalty 1706.758175 = -690147.166406 nChanged 21 SP:Iteration 17Q (10689.217659 sec): 3 clusters Score: Raw -691860.049870 + Penalty 1706.758175 = -690153.291695 nChanged 23 SP:Iteration 18Q (10689.276476 sec): 3 clusters Score: Raw -691867.398941 + Penalty 1706.758175 = -690160.640765 nChanged 22 SP:Iteration 19Q (10689.335109 sec): 3 clusters Score: Raw -691872.472651 + Penalty 1706.758175 = -690165.714476 nChanged 18 SP:Iteration 20F (10689.382471 sec): 3 clusters Score: Raw -691877.493282 + Penalty 1706.758175 = -690170.735107 nChanged 17 SP:Iteration 21Q (10689.440852 sec): 3 clusters Score: Raw -691881.806590 + Penalty 1706.758175 = -690175.048415 nChanged 19 SP:Iteration 22Q (10689.497472 sec): 3 clusters Score: Raw -691886.243722 + Penalty 1706.758175 = -690179.485547 nChanged 14 SP:Iteration 23Q (10689.558176 sec): 3 clusters Score: Raw -691890.361416 + Penalty 1706.758175 = -690183.603241 nChanged 18 SP:Iteration 24Q (10689.611113 sec): 3 clusters Score: Raw -691895.708016 + Penalty 1706.758175 = -690188.949841 nChanged 15 SP:Iteration 25Q (10689.661952 sec): 3 clusters Score: Raw -691900.912635 + Penalty 1706.758175 = -690194.154459 nChanged 14 SP:Iteration 26Q (10689.720507 sec): 3 clusters Score: Raw -691906.097524 + Penalty 1706.758175 = -690199.339349 nChanged 19 SP:Iteration 27Q (10689.785624 sec): 3 clusters Score: Raw -691910.654003 + Penalty 1706.758175 = -690203.895828 nChanged 23 SP:Iteration 28Q (10689.843227 sec): 3 clusters Score: Raw -691919.511259 + Penalty 1706.758175 = -690212.753084 nChanged 26 SP:Iteration 29Q (10689.901509 sec): 3 clusters Score: Raw -691927.643362 + Penalty 1706.758175 = -690220.885187 nChanged 23 SP:Iteration 30Q (10689.955824 sec): 3 clusters Score: Raw -691933.374526 + Penalty 1706.758175 = -690226.616351 nChanged 16 SP:Iteration 31Q (10690.004051 sec): 3 clusters Score: Raw -691938.108869 + Penalty 1706.758175 = -690231.350694 nChanged 15 SP:Iteration 32Q (10690.064548 sec): 3 clusters Score: Raw -691942.812041 + Penalty 1706.758175 = -690236.053866 nChanged 17 SP:Iteration 33Q (10690.117536 sec): 3 clusters Score: Raw -691949.166723 + Penalty 1706.758175 = -690242.408548 nChanged 17 SP:Iteration 34Q (10690.178773 sec): 3 clusters Score: Raw -691954.118122 + Penalty 1706.758175 = -690247.359947 nChanged 13 SP:Iteration 35Q (10690.235866 sec): 3 clusters Score: Raw -691958.589129 + Penalty 1706.758175 = -690251.830954 nChanged 16 SP:Iteration 36Q (10690.293895 sec): 3 clusters Score: Raw -691964.582602 + Penalty 1706.758175 = -690257.824427 nChanged 18 SP:Iteration 37Q (10690.351975 sec): 3 clusters Score: Raw -691971.196648 + Penalty 1706.758175 = -690264.438473 nChanged 16 SP:Iteration 38Q (10690.410546 sec): 3 clusters Score: Raw -691976.077546 + Penalty 1706.758175 = -690269.319370 nChanged 15 SP:Iteration 39Q (10690.467835 sec): 3 clusters Score: Raw -691980.527224 + Penalty 1706.758175 = -690273.769049 nChanged 12 SP:Iteration 40F (10690.527042 sec): 3 clusters Score: Raw -691983.605474 + Penalty 1706.758175 = -690276.847299 nChanged 9 SP:Iteration 41Q (10690.579916 sec): 3 clusters Score: Raw -691985.997823 + Penalty 1706.758175 = -690279.239648 nChanged 10 SP:Iteration 42Q (10690.632733 sec): 3 clusters Score: Raw -691988.518764 + Penalty 1706.758175 = -690281.760589 nChanged 13 SP:Iteration 43Q (10690.687754 sec): 3 clusters Score: Raw -691993.239778 + Penalty 1706.758175 = -690286.481602 nChanged 16 SP:Iteration 44Q (10690.740517 sec): 3 clusters Score: Raw -691999.982348 + Penalty 1706.758175 = -690293.224173 nChanged 13 SP:Iteration 45Q (10690.792267 sec): 3 clusters Score: Raw -692006.480399 + Penalty 1706.758175 = -690299.722224 nChanged 20 SP:Iteration 46Q (10690.842280 sec): 3 clusters Score: Raw -692015.616309 + Penalty 1706.758175 = -690308.858134 nChanged 18 SP:Iteration 47Q (10690.900303 sec): 3 clusters Score: Raw -692023.697790 + Penalty 1706.758175 = -690316.939615 nChanged 17 SP:Iteration 48Q (10690.961360 sec): 3 clusters Score: Raw -692031.626365 + Penalty 1706.758175 = -690324.868190 nChanged 17 SP:Iteration 49Q (10691.020532 sec): 3 clusters Score: Raw -692041.210238 + Penalty 1706.758175 = -690334.452063 nChanged 20 SP:Iteration 50Q (10691.079241 sec): 3 clusters Score: Raw -692050.960000 + Penalty 1706.758175 = -690344.201825 nChanged 18 SP:Iteration 51Q (10691.126387 sec): 3 clusters Score: Raw -692058.932578 + Penalty 1706.758175 = -690352.174403 nChanged 13 SP:Iteration 52Q (10691.175692 sec): 3 clusters Score: Raw -692062.457165 + Penalty 1706.758175 = -690355.698989 nChanged 10 SP:Iteration 53Q (10691.236676 sec): 3 clusters Score: Raw -692067.639975 + Penalty 1706.758175 = -690360.881800 nChanged 14 SP:Iteration 54Q (10691.285796 sec): 3 clusters Score: Raw -692074.605803 + Penalty 1706.758175 = -690367.847627 nChanged 13 SP:Iteration 55Q (10691.344066 sec): 3 clusters Score: Raw -692081.725668 + Penalty 1706.758175 = -690374.967493 nChanged 13 SP:Iteration 56Q (10691.402020 sec): 3 clusters Score: Raw -692091.287143 + Penalty 1706.758175 = -690384.528968 nChanged 15 SP:Iteration 57Q (10691.456324 sec): 3 clusters Score: Raw -692102.011264 + Penalty 1706.758175 = -690395.253089 nChanged 14 SP:Iteration 58Q (10691.523112 sec): 3 clusters Score: Raw -692108.125888 + Penalty 1706.758175 = -690401.367713 nChanged 8 SP:Iteration 59Q (10691.578918 sec): 3 clusters Score: Raw -692110.565145 + Penalty 1706.758175 = -690403.806970 nChanged 2 SP:Iteration 60F (10691.625492 sec): 3 clusters Score: Raw -692111.623990 + Penalty 1706.758175 = -690404.865814 nChanged 5 SP:Iteration 61Q (10691.679606 sec): 3 clusters Score: Raw -692113.166611 + Penalty 1706.758175 = -690406.408436 nChanged 2 SP:Iteration 62Q (10691.742894 sec): 3 clusters Score: Raw -692113.402334 + Penalty 1706.758175 = -690406.644159 nChanged 0 SP:Iteration 63F (10691.800076 sec): 3 clusters Score: Raw -692113.402334 + Penalty 1706.758175 = -690406.644159 nChanged 0 Trying to split cluster 26 (64607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10691.898288 sec): 2 clusters Score: Raw -5733966.180581 + Penalty 1052.227414 = -5732913.953167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10692.027450 sec): 3 clusters Score: Raw -5691733.039663 + Penalty 2104.454828 = -5689628.584835 nChanged 31082 SP:Iteration 1F (10692.155059 sec): 3 clusters Score: Raw -5709772.625255 + Penalty 2104.454828 = -5707668.170427 nChanged 2450 SP:Iteration 2Q (10692.283208 sec): 3 clusters Score: Raw -5710531.724914 + Penalty 2104.454828 = -5708427.270086 nChanged 2744 SP:Iteration 3Q (10692.413300 sec): 3 clusters Score: Raw -5711648.206534 + Penalty 2104.454828 = -5709543.751705 nChanged 3332 SP:Iteration 4F (10692.545405 sec): 3 clusters Score: Raw -5713342.730565 + Penalty 2104.454828 = -5711238.275737 nChanged 3936 SP:Iteration 5F (10692.667960 sec): 3 clusters Score: Raw -5715864.217749 + Penalty 2104.454828 = -5713759.762921 nChanged 4503 SP:Iteration 6F (10692.790883 sec): 3 clusters Score: Raw -5719387.579659 + Penalty 2104.454828 = -5717283.124831 nChanged 4574 SP:Iteration 7F (10692.917686 sec): 3 clusters Score: Raw -5723284.975559 + Penalty 2104.454828 = -5721180.520731 nChanged 3939 SP:Iteration 8F (10693.049195 sec): 3 clusters Score: Raw -5726026.329132 + Penalty 2104.454828 = -5723921.874304 nChanged 2662 SP:Iteration 9Q (10693.184010 sec): 3 clusters Score: Raw -5727079.230675 + Penalty 2104.454828 = -5724974.775847 nChanged 1414 SP:Iteration 10Q (10693.298751 sec): 3 clusters Score: Raw -5727409.879075 + Penalty 2104.454828 = -5725305.424246 nChanged 844 SP:Iteration 11Q (10693.427560 sec): 3 clusters Score: Raw -5727600.609656 + Penalty 2104.454828 = -5725496.154828 nChanged 712 SP:Iteration 12Q (10693.551001 sec): 3 clusters Score: Raw -5727757.582510 + Penalty 2104.454828 = -5725653.127681 nChanged 676 SP:Iteration 13Q (10693.686117 sec): 3 clusters Score: Raw -5727900.630237 + Penalty 2104.454828 = -5725796.175409 nChanged 613 SP:Iteration 14Q (10693.805468 sec): 3 clusters Score: Raw -5728029.664211 + Penalty 2104.454828 = -5725925.209383 nChanged 611 SP:Iteration 15Q (10693.931982 sec): 3 clusters Score: Raw -5728144.093340 + Penalty 2104.454828 = -5726039.638512 nChanged 602 SP:Iteration 16Q (10694.061198 sec): 3 clusters Score: Raw -5728253.836458 + Penalty 2104.454828 = -5726149.381630 nChanged 599 SP:Iteration 17Q (10694.198852 sec): 3 clusters Score: Raw -5728368.102748 + Penalty 2104.454828 = -5726263.647919 nChanged 592 SP:Iteration 18Q (10694.323653 sec): 3 clusters Score: Raw -5728484.249437 + Penalty 2104.454828 = -5726379.794609 nChanged 621 SP:Iteration 19Q (10694.461701 sec): 3 clusters Score: Raw -5728601.774315 + Penalty 2104.454828 = -5726497.319487 nChanged 633 SP:Iteration 20F (10694.590995 sec): 3 clusters Score: Raw -5728732.525454 + Penalty 2104.454828 = -5726628.070625 nChanged 705 SP:Iteration 21Q (10694.711200 sec): 3 clusters Score: Raw -5728902.331804 + Penalty 2104.454828 = -5726797.876976 nChanged 754 SP:Iteration 22Q (10694.841315 sec): 3 clusters Score: Raw -5729089.916791 + Penalty 2104.454828 = -5726985.461963 nChanged 806 SP:Iteration 23Q (10694.971197 sec): 3 clusters Score: Raw -5729294.246182 + Penalty 2104.454828 = -5727189.791354 nChanged 785 SP:Iteration 24Q (10695.101935 sec): 3 clusters Score: Raw -5729507.614204 + Penalty 2104.454828 = -5727403.159376 nChanged 877 SP:Iteration 25Q (10695.229253 sec): 3 clusters Score: Raw -5729770.827148 + Penalty 2104.454828 = -5727666.372319 nChanged 876 SP:Iteration 26Q (10695.357442 sec): 3 clusters Score: Raw -5730036.715409 + Penalty 2104.454828 = -5727932.260581 nChanged 858 SP:Iteration 27Q (10695.483738 sec): 3 clusters Score: Raw -5730293.678404 + Penalty 2104.454828 = -5728189.223576 nChanged 844 SP:Iteration 28Q (10695.608685 sec): 3 clusters Score: Raw -5730567.601463 + Penalty 2104.454828 = -5728463.146635 nChanged 853 SP:Iteration 29Q (10695.727479 sec): 3 clusters Score: Raw -5730838.850481 + Penalty 2104.454828 = -5728734.395653 nChanged 810 SP:Iteration 30Q (10695.848083 sec): 3 clusters Score: Raw -5731090.013213 + Penalty 2104.454828 = -5728985.558385 nChanged 767 SP:Iteration 31Q (10695.970469 sec): 3 clusters Score: Raw -5731335.249181 + Penalty 2104.454828 = -5729230.794353 nChanged 745 SP:Iteration 32Q (10696.084958 sec): 3 clusters Score: Raw -5731578.745296 + Penalty 2104.454828 = -5729474.290467 nChanged 715 SP:Iteration 33Q (10696.208236 sec): 3 clusters Score: Raw -5731813.548779 + Penalty 2104.454828 = -5729709.093951 nChanged 663 SP:Iteration 34Q (10696.336286 sec): 3 clusters Score: Raw -5732026.842345 + Penalty 2104.454828 = -5729922.387517 nChanged 629 SP:Iteration 35Q (10696.452172 sec): 3 clusters Score: Raw -5732232.487607 + Penalty 2104.454828 = -5730128.032779 nChanged 605 SP:Iteration 36Q (10696.574561 sec): 3 clusters Score: Raw -5732429.028489 + Penalty 2104.454828 = -5730324.573661 nChanged 548 SP:Iteration 37Q (10696.686119 sec): 3 clusters Score: Raw -5732614.340992 + Penalty 2104.454828 = -5730509.886164 nChanged 521 SP:Iteration 38Q (10696.804128 sec): 3 clusters Score: Raw -5732792.480353 + Penalty 2104.454828 = -5730688.025525 nChanged 474 SP:Iteration 39Q (10696.930311 sec): 3 clusters Score: Raw -5732962.270640 + Penalty 2104.454828 = -5730857.815812 nChanged 488 SP:Iteration 40F (10697.045658 sec): 3 clusters Score: Raw -5733166.930615 + Penalty 2104.454828 = -5731062.475787 nChanged 474 SP:Iteration 41Q (10697.162463 sec): 3 clusters Score: Raw -5733378.106295 + Penalty 2104.454828 = -5731273.651466 nChanged 413 SP:Iteration 42Q (10697.288063 sec): 3 clusters Score: Raw -5733563.253317 + Penalty 2104.454828 = -5731458.798489 nChanged 383 SP:Iteration 43Q (10697.400840 sec): 3 clusters Score: Raw -5733733.853449 + Penalty 2104.454828 = -5731629.398621 nChanged 320 SP:Iteration 44Q (10697.522521 sec): 3 clusters Score: Raw -5733877.851099 + Penalty 2104.454828 = -5731773.396271 nChanged 280 SP:Iteration 45Q (10697.632837 sec): 3 clusters Score: Raw -5733994.224623 + Penalty 2104.454828 = -5731889.769794 nChanged 240 SP:Iteration 46Q (10697.752594 sec): 3 clusters Score: Raw -5734093.985414 + Penalty 2104.454828 = -5731989.530586 nChanged 182 SP:Iteration 47Q (10697.870445 sec): 3 clusters Score: Raw -5734162.162016 + Penalty 2104.454828 = -5732057.707188 nChanged 140 SP:Iteration 48Q (10697.974629 sec): 3 clusters Score: Raw -5734211.241081 + Penalty 2104.454828 = -5732106.786253 nChanged 116 SP:Iteration 49Q (10698.092324 sec): 3 clusters Score: Raw -5734249.503722 + Penalty 2104.454828 = -5732145.048894 nChanged 95 SP:Iteration 50Q (10698.207923 sec): 3 clusters Score: Raw -5734280.426624 + Penalty 2104.454828 = -5732175.971795 nChanged 82 SP:Iteration 51Q (10698.323635 sec): 3 clusters Score: Raw -5734303.502852 + Penalty 2104.454828 = -5732199.048024 nChanged 66 SP:Iteration 52Q (10698.433407 sec): 3 clusters Score: Raw -5734319.541314 + Penalty 2104.454828 = -5732215.086486 nChanged 54 SP:Iteration 53Q (10698.544016 sec): 3 clusters Score: Raw -5734331.657566 + Penalty 2104.454828 = -5732227.202738 nChanged 42 SP:Iteration 54Q (10698.658393 sec): 3 clusters Score: Raw -5734342.901447 + Penalty 2104.454828 = -5732238.446619 nChanged 32 SP:Iteration 55Q (10698.767846 sec): 3 clusters Score: Raw -5734350.849574 + Penalty 2104.454828 = -5732246.394746 nChanged 31 SP:Iteration 56Q (10698.885577 sec): 3 clusters Score: Raw -5734357.380340 + Penalty 2104.454828 = -5732252.925512 nChanged 36 SP:Iteration 57Q (10698.990636 sec): 3 clusters Score: Raw -5734363.284625 + Penalty 2104.454828 = -5732258.829797 nChanged 19 SP:Iteration 58Q (10699.114210 sec): 3 clusters Score: Raw -5734367.587358 + Penalty 2104.454828 = -5732263.132530 nChanged 14 SP:Iteration 59Q (10699.230000 sec): 3 clusters Score: Raw -5734369.986493 + Penalty 2104.454828 = -5732265.531665 nChanged 13 SP:Iteration 60F (10699.344972 sec): 3 clusters Score: Raw -5734371.874703 + Penalty 2104.454828 = -5732267.419875 nChanged 11 SP:Iteration 61Q (10699.468471 sec): 3 clusters Score: Raw -5734373.337526 + Penalty 2104.454828 = -5732268.882698 nChanged 12 SP:Iteration 62Q (10699.582013 sec): 3 clusters Score: Raw -5734375.311765 + Penalty 2104.454828 = -5732270.856937 nChanged 6 SP:Iteration 63Q (10699.687779 sec): 3 clusters Score: Raw -5734376.026885 + Penalty 2104.454828 = -5732271.572057 nChanged 4 SP:Iteration 64Q (10699.783597 sec): 3 clusters Score: Raw -5734376.467366 + Penalty 2104.454828 = -5732272.012538 nChanged 1 SP:Iteration 65Q (10699.907902 sec): 3 clusters Score: Raw -5734376.495311 + Penalty 2104.454828 = -5732272.040483 nChanged 1 SP:Iteration 66Q (10700.022111 sec): 3 clusters Score: Raw -5734376.592371 + Penalty 2104.454828 = -5732272.137543 nChanged 0 SP:Iteration 67F (10700.137634 sec): 3 clusters Score: Raw -5734376.592371 + Penalty 2104.454828 = -5732272.137543 nChanged 0 Trying to split cluster 27 (37541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10700.205223 sec): 2 clusters Score: Raw -2964668.387539 + Penalty 1000.652950 = -2963667.734589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10700.285431 sec): 3 clusters Score: Raw -2940654.693955 + Penalty 2001.305900 = -2938653.388055 nChanged 17726 SP:Iteration 1F (10700.384315 sec): 3 clusters Score: Raw -2951200.261734 + Penalty 2001.305900 = -2949198.955834 nChanged 1770 SP:Iteration 2Q (10700.482110 sec): 3 clusters Score: Raw -2951863.008002 + Penalty 2001.305900 = -2949861.702102 nChanged 1925 SP:Iteration 3F (10700.568200 sec): 3 clusters Score: Raw -2952742.739426 + Penalty 2001.305900 = -2950741.433526 nChanged 2058 SP:Iteration 4F (10700.665670 sec): 3 clusters Score: Raw -2953810.035462 + Penalty 2001.305900 = -2951808.729562 nChanged 2146 SP:Iteration 5F (10700.758673 sec): 3 clusters Score: Raw -2955068.661028 + Penalty 2001.305900 = -2953067.355128 nChanged 2176 SP:Iteration 6F (10700.860749 sec): 3 clusters Score: Raw -2956463.825598 + Penalty 2001.305900 = -2954462.519697 nChanged 2115 SP:Iteration 7F (10700.961215 sec): 3 clusters Score: Raw -2957900.416976 + Penalty 2001.305900 = -2955899.111076 nChanged 1945 SP:Iteration 8F (10701.050511 sec): 3 clusters Score: Raw -2959279.038518 + Penalty 2001.305900 = -2957277.732618 nChanged 1639 SP:Iteration 9Q (10701.142676 sec): 3 clusters Score: Raw -2960424.289152 + Penalty 2001.305900 = -2958422.983252 nChanged 1342 SP:Iteration 10Q (10701.234525 sec): 3 clusters Score: Raw -2961310.747942 + Penalty 2001.305900 = -2959309.442042 nChanged 1090 SP:Iteration 11Q (10701.320419 sec): 3 clusters Score: Raw -2962018.084595 + Penalty 2001.305900 = -2960016.778695 nChanged 962 SP:Iteration 12Q (10701.405242 sec): 3 clusters Score: Raw -2962682.020284 + Penalty 2001.305900 = -2960680.714384 nChanged 850 SP:Iteration 13Q (10701.489714 sec): 3 clusters Score: Raw -2963286.336536 + Penalty 2001.305900 = -2961285.030636 nChanged 670 SP:Iteration 14Q (10701.571864 sec): 3 clusters Score: Raw -2963754.668685 + Penalty 2001.305900 = -2961753.362785 nChanged 523 SP:Iteration 15Q (10701.655575 sec): 3 clusters Score: Raw -2964122.155416 + Penalty 2001.305900 = -2962120.849516 nChanged 437 SP:Iteration 16Q (10701.754370 sec): 3 clusters Score: Raw -2964459.771675 + Penalty 2001.305900 = -2962458.465775 nChanged 330 SP:Iteration 17Q (10701.842376 sec): 3 clusters Score: Raw -2964714.611995 + Penalty 2001.305900 = -2962713.306095 nChanged 238 SP:Iteration 18Q (10701.931839 sec): 3 clusters Score: Raw -2964903.419516 + Penalty 2001.305900 = -2962902.113616 nChanged 174 SP:Iteration 19Q (10702.003441 sec): 3 clusters Score: Raw -2965057.193524 + Penalty 2001.305900 = -2963055.887624 nChanged 105 SP:Iteration 20F (10702.099533 sec): 3 clusters Score: Raw -2965148.852216 + Penalty 2001.305900 = -2963147.546315 nChanged 92 SP:Iteration 21Q (10702.181150 sec): 3 clusters Score: Raw -2965218.526231 + Penalty 2001.305900 = -2963217.220330 nChanged 66 SP:Iteration 22Q (10702.266382 sec): 3 clusters Score: Raw -2965263.770596 + Penalty 2001.305900 = -2963262.464696 nChanged 52 SP:Iteration 23Q (10702.350480 sec): 3 clusters Score: Raw -2965297.944522 + Penalty 2001.305900 = -2963296.638622 nChanged 46 SP:Iteration 24Q (10702.436471 sec): 3 clusters Score: Raw -2965329.458734 + Penalty 2001.305900 = -2963328.152834 nChanged 31 SP:Iteration 25Q (10702.512399 sec): 3 clusters Score: Raw -2965350.851773 + Penalty 2001.305900 = -2963349.545873 nChanged 25 SP:Iteration 26Q (10702.601734 sec): 3 clusters Score: Raw -2965362.788281 + Penalty 2001.305900 = -2963361.482380 nChanged 18 SP:Iteration 27Q (10702.683178 sec): 3 clusters Score: Raw -2965371.921573 + Penalty 2001.305900 = -2963370.615673 nChanged 12 SP:Iteration 28Q (10702.766380 sec): 3 clusters Score: Raw -2965382.257857 + Penalty 2001.305900 = -2963380.951957 nChanged 14 SP:Iteration 29Q (10702.851742 sec): 3 clusters Score: Raw -2965390.986511 + Penalty 2001.305900 = -2963389.680611 nChanged 12 SP:Iteration 30Q (10702.936060 sec): 3 clusters Score: Raw -2965395.922534 + Penalty 2001.305900 = -2963394.616634 nChanged 6 SP:Iteration 31Q (10703.021162 sec): 3 clusters Score: Raw -2965398.379130 + Penalty 2001.305900 = -2963397.073230 nChanged 4 SP:Iteration 32Q (10703.102806 sec): 3 clusters Score: Raw -2965400.545734 + Penalty 2001.305900 = -2963399.239834 nChanged 4 SP:Iteration 33Q (10703.177013 sec): 3 clusters Score: Raw -2965402.601063 + Penalty 2001.305900 = -2963401.295163 nChanged 5 SP:Iteration 34Q (10703.270469 sec): 3 clusters Score: Raw -2965404.809200 + Penalty 2001.305900 = -2963403.503300 nChanged 4 SP:Iteration 35Q (10703.344080 sec): 3 clusters Score: Raw -2965406.934308 + Penalty 2001.305900 = -2963405.628408 nChanged 5 SP:Iteration 36Q (10703.440256 sec): 3 clusters Score: Raw -2965408.760281 + Penalty 2001.305900 = -2963407.454381 nChanged 6 SP:Iteration 37Q (10703.528429 sec): 3 clusters Score: Raw -2965411.846937 + Penalty 2001.305900 = -2963410.541037 nChanged 3 SP:Iteration 38Q (10703.608611 sec): 3 clusters Score: Raw -2965412.972602 + Penalty 2001.305900 = -2963411.666702 nChanged 3 SP:Iteration 39Q (10703.702311 sec): 3 clusters Score: Raw -2965414.155196 + Penalty 2001.305900 = -2963412.849296 nChanged 3 SP:Iteration 40F (10703.793997 sec): 3 clusters Score: Raw -2965415.386164 + Penalty 2001.305900 = -2963414.080264 nChanged 3 SP:Iteration 41Q (10703.880374 sec): 3 clusters Score: Raw -2965416.386035 + Penalty 2001.305900 = -2963415.080135 nChanged 4 SP:Iteration 42Q (10703.958262 sec): 3 clusters Score: Raw -2965418.080814 + Penalty 2001.305900 = -2963416.774914 nChanged 1 SP:Iteration 43Q (10704.038669 sec): 3 clusters Score: Raw -2965418.539869 + Penalty 2001.305900 = -2963417.233969 nChanged 1 SP:Iteration 44Q (10704.119266 sec): 3 clusters Score: Raw -2965419.148286 + Penalty 2001.305900 = -2963417.842386 nChanged 2 SP:Iteration 45Q (10704.204189 sec): 3 clusters Score: Raw -2965419.383041 + Penalty 2001.305900 = -2963418.077140 nChanged 2 SP:Iteration 46Q (10704.290543 sec): 3 clusters Score: Raw -2965419.880157 + Penalty 2001.305900 = -2963418.574257 nChanged 0 SP:Iteration 47F (10704.377223 sec): 3 clusters Score: Raw -2965419.880157 + Penalty 2001.305900 = -2963418.574257 nChanged 0 Trying to split cluster 28 (6471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10704.409762 sec): 2 clusters Score: Raw -494471.470954 + Penalty 833.633164 = -493637.837791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10704.459320 sec): 3 clusters Score: Raw -490755.619214 + Penalty 1667.266328 = -489088.352886 nChanged 2815 SP:Iteration 1F (10704.503785 sec): 3 clusters Score: Raw -492450.798591 + Penalty 1667.266328 = -490783.532263 nChanged 525 SP:Iteration 2F (10704.553593 sec): 3 clusters Score: Raw -492812.469011 + Penalty 1667.266328 = -491145.202683 nChanged 497 SP:Iteration 3F (10704.616558 sec): 3 clusters Score: Raw -493153.719020 + Penalty 1667.266328 = -491486.452692 nChanged 443 SP:Iteration 4F (10704.667977 sec): 3 clusters Score: Raw -493470.480830 + Penalty 1667.266328 = -491803.214503 nChanged 379 SP:Iteration 5F (10704.708462 sec): 3 clusters Score: Raw -493748.750819 + Penalty 1667.266328 = -492081.484492 nChanged 314 SP:Iteration 6Q (10704.762901 sec): 3 clusters Score: Raw -493927.154696 + Penalty 1667.266328 = -492259.888369 nChanged 250 SP:Iteration 7Q (10704.817831 sec): 3 clusters Score: Raw -494045.076747 + Penalty 1667.266328 = -492377.810420 nChanged 183 SP:Iteration 8Q (10704.882144 sec): 3 clusters Score: Raw -494115.326949 + Penalty 1667.266328 = -492448.060621 nChanged 162 SP:Iteration 9Q (10704.935804 sec): 3 clusters Score: Raw -494185.718664 + Penalty 1667.266328 = -492518.452337 nChanged 151 SP:Iteration 10Q (10704.991565 sec): 3 clusters Score: Raw -494241.399010 + Penalty 1667.266328 = -492574.132683 nChanged 115 SP:Iteration 11Q (10705.047270 sec): 3 clusters Score: Raw -494277.015041 + Penalty 1667.266328 = -492609.748713 nChanged 102 SP:Iteration 12Q (10705.091450 sec): 3 clusters Score: Raw -494304.388620 + Penalty 1667.266328 = -492637.122292 nChanged 71 SP:Iteration 13Q (10705.148695 sec): 3 clusters Score: Raw -494322.269252 + Penalty 1667.266328 = -492655.002925 nChanged 66 SP:Iteration 14Q (10705.194994 sec): 3 clusters Score: Raw -494341.789601 + Penalty 1667.266328 = -492674.523273 nChanged 67 SP:Iteration 15Q (10705.254793 sec): 3 clusters Score: Raw -494358.343659 + Penalty 1667.266328 = -492691.077332 nChanged 64 SP:Iteration 16Q (10705.295815 sec): 3 clusters Score: Raw -494375.818268 + Penalty 1667.266328 = -492708.551940 nChanged 60 SP:Iteration 17Q (10705.351573 sec): 3 clusters Score: Raw -494390.073653 + Penalty 1667.266328 = -492722.807325 nChanged 47 SP:Iteration 18Q (10705.394367 sec): 3 clusters Score: Raw -494401.028430 + Penalty 1667.266328 = -492733.762102 nChanged 46 SP:Iteration 19Q (10705.458186 sec): 3 clusters Score: Raw -494413.296913 + Penalty 1667.266328 = -492746.030585 nChanged 50 SP:Iteration 20F (10705.506962 sec): 3 clusters Score: Raw -494423.445737 + Penalty 1667.266328 = -492756.179409 nChanged 46 SP:Iteration 21Q (10705.560978 sec): 3 clusters Score: Raw -494431.573857 + Penalty 1667.266328 = -492764.307529 nChanged 39 SP:Iteration 22Q (10705.608585 sec): 3 clusters Score: Raw -494439.037136 + Penalty 1667.266328 = -492771.770808 nChanged 38 SP:Iteration 23Q (10705.660890 sec): 3 clusters Score: Raw -494446.986067 + Penalty 1667.266328 = -492779.719739 nChanged 33 SP:Iteration 24Q (10705.717524 sec): 3 clusters Score: Raw -494453.170828 + Penalty 1667.266328 = -492785.904500 nChanged 27 SP:Iteration 25Q (10705.770306 sec): 3 clusters Score: Raw -494459.061402 + Penalty 1667.266328 = -492791.795075 nChanged 28 SP:Iteration 26Q (10705.825675 sec): 3 clusters Score: Raw -494464.343025 + Penalty 1667.266328 = -492797.076697 nChanged 31 SP:Iteration 27Q (10705.874346 sec): 3 clusters Score: Raw -494469.503420 + Penalty 1667.266328 = -492802.237092 nChanged 30 SP:Iteration 28Q (10705.925524 sec): 3 clusters Score: Raw -494475.416796 + Penalty 1667.266328 = -492808.150469 nChanged 32 SP:Iteration 29Q (10705.978963 sec): 3 clusters Score: Raw -494483.835197 + Penalty 1667.266328 = -492816.568869 nChanged 34 SP:Iteration 30Q (10706.030732 sec): 3 clusters Score: Raw -494490.622636 + Penalty 1667.266328 = -492823.356308 nChanged 31 SP:Iteration 31Q (10706.082617 sec): 3 clusters Score: Raw -494496.828067 + Penalty 1667.266328 = -492829.561739 nChanged 34 SP:Iteration 32Q (10706.140721 sec): 3 clusters Score: Raw -494502.846269 + Penalty 1667.266328 = -492835.579941 nChanged 28 SP:Iteration 33Q (10706.195774 sec): 3 clusters Score: Raw -494507.290353 + Penalty 1667.266328 = -492840.024025 nChanged 29 SP:Iteration 34Q (10706.241108 sec): 3 clusters Score: Raw -494512.310665 + Penalty 1667.266328 = -492845.044338 nChanged 23 SP:Iteration 35Q (10706.288174 sec): 3 clusters Score: Raw -494515.540385 + Penalty 1667.266328 = -492848.274058 nChanged 18 SP:Iteration 36Q (10706.348197 sec): 3 clusters Score: Raw -494517.773518 + Penalty 1667.266328 = -492850.507190 nChanged 14 SP:Iteration 37Q (10706.399353 sec): 3 clusters Score: Raw -494519.302156 + Penalty 1667.266328 = -492852.035828 nChanged 12 SP:Iteration 38Q (10706.447335 sec): 3 clusters Score: Raw -494520.670988 + Penalty 1667.266328 = -492853.404660 nChanged 14 SP:Iteration 39Q (10706.500773 sec): 3 clusters Score: Raw -494523.206503 + Penalty 1667.266328 = -492855.940175 nChanged 18 SP:Iteration 40F (10706.548803 sec): 3 clusters Score: Raw -494525.955539 + Penalty 1667.266328 = -492858.689211 nChanged 13 SP:Iteration 41Q (10706.604638 sec): 3 clusters Score: Raw -494529.723414 + Penalty 1667.266328 = -492862.457086 nChanged 25 SP:Iteration 42Q (10706.650730 sec): 3 clusters Score: Raw -494534.359239 + Penalty 1667.266328 = -492867.092912 nChanged 20 SP:Iteration 43Q (10706.707711 sec): 3 clusters Score: Raw -494537.678252 + Penalty 1667.266328 = -492870.411924 nChanged 21 SP:Iteration 44Q (10706.767515 sec): 3 clusters Score: Raw -494540.598518 + Penalty 1667.266328 = -492873.332191 nChanged 17 SP:Iteration 45Q (10706.823677 sec): 3 clusters Score: Raw -494542.886565 + Penalty 1667.266328 = -492875.620238 nChanged 20 SP:Iteration 46Q (10706.878468 sec): 3 clusters Score: Raw -494545.561694 + Penalty 1667.266328 = -492878.295366 nChanged 8 SP:Iteration 47Q (10706.921001 sec): 3 clusters Score: Raw -494546.481946 + Penalty 1667.266328 = -492879.215618 nChanged 7 SP:Iteration 48Q (10706.987778 sec): 3 clusters Score: Raw -494547.037188 + Penalty 1667.266328 = -492879.770860 nChanged 5 SP:Iteration 49Q (10707.031327 sec): 3 clusters Score: Raw -494547.554792 + Penalty 1667.266328 = -492880.288465 nChanged 4 SP:Iteration 50Q (10707.096109 sec): 3 clusters Score: Raw -494548.055942 + Penalty 1667.266328 = -492880.789615 nChanged 6 SP:Iteration 51Q (10707.149689 sec): 3 clusters Score: Raw -494548.579245 + Penalty 1667.266328 = -492881.312917 nChanged 4 SP:Iteration 52Q (10707.195797 sec): 3 clusters Score: Raw -494548.911713 + Penalty 1667.266328 = -492881.645385 nChanged 5 SP:Iteration 53Q (10707.257321 sec): 3 clusters Score: Raw -494549.312053 + Penalty 1667.266328 = -492882.045725 nChanged 5 SP:Iteration 54Q (10707.299568 sec): 3 clusters Score: Raw -494549.951739 + Penalty 1667.266328 = -492882.685412 nChanged 2 SP:Iteration 55Q (10707.358289 sec): 3 clusters Score: Raw -494550.199860 + Penalty 1667.266328 = -492882.933533 nChanged 4 SP:Iteration 56Q (10707.407227 sec): 3 clusters Score: Raw -494550.444507 + Penalty 1667.266328 = -492883.178179 nChanged 0 SP:Iteration 57F (10707.455302 sec): 3 clusters Score: Raw -494550.444507 + Penalty 1667.266328 = -492883.178179 nChanged 0 Trying to split cluster 29 (11435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10707.502221 sec): 2 clusters Score: Raw -902531.936733 + Penalty 887.721240 = -901644.215493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10707.553740 sec): 3 clusters Score: Raw -895701.958089 + Penalty 1775.442480 = -893926.515609 nChanged 5189 SP:Iteration 1F (10707.608264 sec): 3 clusters Score: Raw -898713.585396 + Penalty 1775.442480 = -896938.142916 nChanged 715 SP:Iteration 2F (10707.671544 sec): 3 clusters Score: Raw -899106.787146 + Penalty 1775.442480 = -897331.344666 nChanged 807 SP:Iteration 3F (10707.720561 sec): 3 clusters Score: Raw -899657.043906 + Penalty 1775.442480 = -897881.601426 nChanged 873 SP:Iteration 4F (10707.781712 sec): 3 clusters Score: Raw -900280.835558 + Penalty 1775.442480 = -898505.393078 nChanged 806 SP:Iteration 5F (10707.836387 sec): 3 clusters Score: Raw -900893.167665 + Penalty 1775.442480 = -899117.725185 nChanged 713 SP:Iteration 6F (10707.901601 sec): 3 clusters Score: Raw -901440.937559 + Penalty 1775.442480 = -899665.495078 nChanged 610 SP:Iteration 7F (10707.951027 sec): 3 clusters Score: Raw -901964.889645 + Penalty 1775.442480 = -900189.447165 nChanged 427 SP:Iteration 8Q (10708.009876 sec): 3 clusters Score: Raw -902298.546204 + Penalty 1775.442480 = -900523.103724 nChanged 285 SP:Iteration 9Q (10708.068605 sec): 3 clusters Score: Raw -902544.411619 + Penalty 1775.442480 = -900768.969139 nChanged 200 SP:Iteration 10Q (10708.135579 sec): 3 clusters Score: Raw -902738.830149 + Penalty 1775.442480 = -900963.387669 nChanged 128 SP:Iteration 11Q (10708.192910 sec): 3 clusters Score: Raw -902859.153937 + Penalty 1775.442480 = -901083.711457 nChanged 72 SP:Iteration 12Q (10708.243311 sec): 3 clusters Score: Raw -902922.116367 + Penalty 1775.442480 = -901146.673887 nChanged 71 SP:Iteration 13Q (10708.309103 sec): 3 clusters Score: Raw -902969.089589 + Penalty 1775.442480 = -901193.647108 nChanged 62 SP:Iteration 14Q (10708.357251 sec): 3 clusters Score: Raw -903005.395319 + Penalty 1775.442480 = -901229.952839 nChanged 50 SP:Iteration 15Q (10708.412239 sec): 3 clusters Score: Raw -903029.481286 + Penalty 1775.442480 = -901254.038806 nChanged 35 SP:Iteration 16Q (10708.470213 sec): 3 clusters Score: Raw -903043.523761 + Penalty 1775.442480 = -901268.081281 nChanged 35 SP:Iteration 17Q (10708.531163 sec): 3 clusters Score: Raw -903054.810701 + Penalty 1775.442480 = -901279.368221 nChanged 22 SP:Iteration 18Q (10708.592186 sec): 3 clusters Score: Raw -903063.407678 + Penalty 1775.442480 = -901287.965197 nChanged 25 SP:Iteration 19Q (10708.651073 sec): 3 clusters Score: Raw -903072.402416 + Penalty 1775.442480 = -901296.959936 nChanged 16 SP:Iteration 20F (10708.720146 sec): 3 clusters Score: Raw -903082.554802 + Penalty 1775.442480 = -901307.112322 nChanged 14 SP:Iteration 21Q (10708.781537 sec): 3 clusters Score: Raw -903087.539133 + Penalty 1775.442480 = -901312.096653 nChanged 10 SP:Iteration 22Q (10708.842711 sec): 3 clusters Score: Raw -903088.949691 + Penalty 1775.442480 = -901313.507211 nChanged 7 SP:Iteration 23Q (10708.893977 sec): 3 clusters Score: Raw -903090.512761 + Penalty 1775.442480 = -901315.070281 nChanged 6 SP:Iteration 24Q (10708.945508 sec): 3 clusters Score: Raw -903091.450768 + Penalty 1775.442480 = -901316.008288 nChanged 2 SP:Iteration 25Q (10709.012598 sec): 3 clusters Score: Raw -903091.773416 + Penalty 1775.442480 = -901316.330935 nChanged 2 SP:Iteration 26Q (10709.056462 sec): 3 clusters Score: Raw -903092.517388 + Penalty 1775.442480 = -901317.074908 nChanged 4 SP:Iteration 27Q (10709.121622 sec): 3 clusters Score: Raw -903093.090852 + Penalty 1775.442480 = -901317.648371 nChanged 3 SP:Iteration 28Q (10709.186426 sec): 3 clusters Score: Raw -903093.632802 + Penalty 1775.442480 = -901318.190321 nChanged 1 SP:Iteration 29Q (10709.246254 sec): 3 clusters Score: Raw -903093.982045 + Penalty 1775.442480 = -901318.539565 nChanged 1 SP:Iteration 30Q (10709.294527 sec): 3 clusters Score: Raw -903094.286437 + Penalty 1775.442480 = -901318.843956 nChanged 1 SP:Iteration 31Q (10709.358535 sec): 3 clusters Score: Raw -903094.378525 + Penalty 1775.442480 = -901318.936045 nChanged 0 SP:Iteration 32F (10709.406689 sec): 3 clusters Score: Raw -903094.378525 + Penalty 1775.442480 = -901318.936045 nChanged 0 Trying to split cluster 30 (3058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10709.445025 sec): 2 clusters Score: Raw -265380.598811 + Penalty 762.424057 = -264618.174754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10709.490808 sec): 3 clusters Score: Raw -263784.823164 + Penalty 1524.848113 = -262259.975051 nChanged 1270 SP:Iteration 1F (10709.542258 sec): 3 clusters Score: Raw -264544.955883 + Penalty 1524.848113 = -263020.107770 nChanged 235 SP:Iteration 2F (10709.587910 sec): 3 clusters Score: Raw -264672.237110 + Penalty 1524.848113 = -263147.388997 nChanged 182 SP:Iteration 3F (10709.636202 sec): 3 clusters Score: Raw -264766.551009 + Penalty 1524.848113 = -263241.702896 nChanged 130 SP:Iteration 4Q (10709.674619 sec): 3 clusters Score: Raw -264841.365070 + Penalty 1524.848113 = -263316.516957 nChanged 141 SP:Iteration 5Q (10709.736056 sec): 3 clusters Score: Raw -264932.959427 + Penalty 1524.848113 = -263408.111314 nChanged 137 SP:Iteration 6Q (10709.777526 sec): 3 clusters Score: Raw -265009.268366 + Penalty 1524.848113 = -263484.420253 nChanged 109 SP:Iteration 7Q (10709.837523 sec): 3 clusters Score: Raw -265071.808554 + Penalty 1524.848113 = -263546.960440 nChanged 93 SP:Iteration 8Q (10709.886958 sec): 3 clusters Score: Raw -265117.060955 + Penalty 1524.848113 = -263592.212842 nChanged 69 SP:Iteration 9Q (10709.931158 sec): 3 clusters Score: Raw -265160.145351 + Penalty 1524.848113 = -263635.297237 nChanged 81 SP:Iteration 10Q (10709.984426 sec): 3 clusters Score: Raw -265198.113809 + Penalty 1524.848113 = -263673.265695 nChanged 56 SP:Iteration 11Q (10710.036132 sec): 3 clusters Score: Raw -265229.408079 + Penalty 1524.848113 = -263704.559966 nChanged 54 SP:Iteration 12Q (10710.082631 sec): 3 clusters Score: Raw -265258.714610 + Penalty 1524.848113 = -263733.866497 nChanged 50 SP:Iteration 13Q (10710.135790 sec): 3 clusters Score: Raw -265283.098011 + Penalty 1524.848113 = -263758.249897 nChanged 38 SP:Iteration 14Q (10710.180424 sec): 3 clusters Score: Raw -265299.556237 + Penalty 1524.848113 = -263774.708123 nChanged 30 SP:Iteration 15Q (10710.236832 sec): 3 clusters Score: Raw -265311.251378 + Penalty 1524.848113 = -263786.403264 nChanged 28 SP:Iteration 16Q (10710.281677 sec): 3 clusters Score: Raw -265320.143280 + Penalty 1524.848113 = -263795.295166 nChanged 17 SP:Iteration 17Q (10710.333928 sec): 3 clusters Score: Raw -265323.473741 + Penalty 1524.848113 = -263798.625628 nChanged 11 SP:Iteration 18Q (10710.376321 sec): 3 clusters Score: Raw -265325.902725 + Penalty 1524.848113 = -263801.054612 nChanged 6 SP:Iteration 19Q (10710.438514 sec): 3 clusters Score: Raw -265327.223952 + Penalty 1524.848113 = -263802.375839 nChanged 7 SP:Iteration 20F (10710.479991 sec): 3 clusters Score: Raw -265328.680012 + Penalty 1524.848113 = -263803.831899 nChanged 11 SP:Iteration 21Q (10710.511243 sec): 3 clusters Score: Raw -265330.781256 + Penalty 1524.848113 = -263805.933142 nChanged 7 SP:Iteration 22Q (10710.568488 sec): 3 clusters Score: Raw -265331.868137 + Penalty 1524.848113 = -263807.020024 nChanged 4 SP:Iteration 23Q (10710.606135 sec): 3 clusters Score: Raw -265332.951411 + Penalty 1524.848113 = -263808.103298 nChanged 4 SP:Iteration 24Q (10710.662257 sec): 3 clusters Score: Raw -265333.746923 + Penalty 1524.848113 = -263808.898810 nChanged 4 SP:Iteration 25Q (10710.704441 sec): 3 clusters Score: Raw -265334.157017 + Penalty 1524.848113 = -263809.308904 nChanged 2 SP:Iteration 26Q (10710.761596 sec): 3 clusters Score: Raw -265334.366219 + Penalty 1524.848113 = -263809.518106 nChanged 2 SP:Iteration 27Q (10710.801776 sec): 3 clusters Score: Raw -265334.562952 + Penalty 1524.848113 = -263809.714839 nChanged 3 SP:Iteration 28Q (10710.854689 sec): 3 clusters Score: Raw -265335.120182 + Penalty 1524.848113 = -263810.272068 nChanged 4 SP:Iteration 29Q (10710.902525 sec): 3 clusters Score: Raw -265335.804566 + Penalty 1524.848113 = -263810.956452 nChanged 4 SP:Iteration 30Q (10710.952372 sec): 3 clusters Score: Raw -265337.093876 + Penalty 1524.848113 = -263812.245762 nChanged 8 SP:Iteration 31Q (10710.995737 sec): 3 clusters Score: Raw -265340.707094 + Penalty 1524.848113 = -263815.858981 nChanged 8 SP:Iteration 32Q (10711.054135 sec): 3 clusters Score: Raw -265342.665395 + Penalty 1524.848113 = -263817.817282 nChanged 4 SP:Iteration 33Q (10711.105729 sec): 3 clusters Score: Raw -265343.865504 + Penalty 1524.848113 = -263819.017391 nChanged 7 SP:Iteration 34Q (10711.145232 sec): 3 clusters Score: Raw -265345.059558 + Penalty 1524.848113 = -263820.211444 nChanged 4 SP:Iteration 35Q (10711.203030 sec): 3 clusters Score: Raw -265346.129424 + Penalty 1524.848113 = -263821.281310 nChanged 4 SP:Iteration 36Q (10711.252786 sec): 3 clusters Score: Raw -265348.359105 + Penalty 1524.848113 = -263823.510992 nChanged 6 SP:Iteration 37Q (10711.305281 sec): 3 clusters Score: Raw -265349.618422 + Penalty 1524.848113 = -263824.770308 nChanged 5 SP:Iteration 38Q (10711.335980 sec): 3 clusters Score: Raw -265351.118159 + Penalty 1524.848113 = -263826.270045 nChanged 3 SP:Iteration 39Q (10711.393983 sec): 3 clusters Score: Raw -265351.829789 + Penalty 1524.848113 = -263826.981675 nChanged 2 SP:Iteration 40F (10711.431186 sec): 3 clusters Score: Raw -265353.209761 + Penalty 1524.848113 = -263828.361648 nChanged 4 SP:Iteration 41Q (10711.481990 sec): 3 clusters Score: Raw -265354.545615 + Penalty 1524.848113 = -263829.697502 nChanged 4 SP:Iteration 42Q (10711.528650 sec): 3 clusters Score: Raw -265355.191442 + Penalty 1524.848113 = -263830.343329 nChanged 7 SP:Iteration 43Q (10711.578797 sec): 3 clusters Score: Raw -265356.660865 + Penalty 1524.848113 = -263831.812751 nChanged 4 SP:Iteration 44Q (10711.632151 sec): 3 clusters Score: Raw -265357.419601 + Penalty 1524.848113 = -263832.571488 nChanged 2 SP:Iteration 45Q (10711.679226 sec): 3 clusters Score: Raw -265358.091176 + Penalty 1524.848113 = -263833.243063 nChanged 5 SP:Iteration 46Q (10711.729537 sec): 3 clusters Score: Raw -265359.242221 + Penalty 1524.848113 = -263834.394108 nChanged 4 SP:Iteration 47Q (10711.781347 sec): 3 clusters Score: Raw -265360.045749 + Penalty 1524.848113 = -263835.197635 nChanged 4 SP:Iteration 48Q (10711.834055 sec): 3 clusters Score: Raw -265362.482653 + Penalty 1524.848113 = -263837.634540 nChanged 5 SP:Iteration 49Q (10711.887510 sec): 3 clusters Score: Raw -265363.772239 + Penalty 1524.848113 = -263838.924126 nChanged 9 SP:Iteration 50Q (10711.926796 sec): 3 clusters Score: Raw -265365.720564 + Penalty 1524.848113 = -263840.872450 nChanged 5 SP:Iteration 51Q (10711.977481 sec): 3 clusters Score: Raw -265366.780013 + Penalty 1524.848113 = -263841.931900 nChanged 5 SP:Iteration 52Q (10712.031540 sec): 3 clusters Score: Raw -265367.500023 + Penalty 1524.848113 = -263842.651909 nChanged 2 SP:Iteration 53Q (10712.072864 sec): 3 clusters Score: Raw -265368.040961 + Penalty 1524.848113 = -263843.192848 nChanged 4 SP:Iteration 54Q (10712.123494 sec): 3 clusters Score: Raw -265370.083582 + Penalty 1524.848113 = -263845.235469 nChanged 6 SP:Iteration 55Q (10712.178699 sec): 3 clusters Score: Raw -265372.893546 + Penalty 1524.848113 = -263848.045433 nChanged 8 SP:Iteration 56Q (10712.229379 sec): 3 clusters Score: Raw -265374.824389 + Penalty 1524.848113 = -263849.976276 nChanged 4 SP:Iteration 57Q (10712.270301 sec): 3 clusters Score: Raw -265375.959359 + Penalty 1524.848113 = -263851.111246 nChanged 3 SP:Iteration 58Q (10712.325110 sec): 3 clusters Score: Raw -265376.743477 + Penalty 1524.848113 = -263851.895364 nChanged 4 SP:Iteration 59Q (10712.377131 sec): 3 clusters Score: Raw -265378.699932 + Penalty 1524.848113 = -263853.851819 nChanged 6 SP:Iteration 60F (10712.417522 sec): 3 clusters Score: Raw -265379.798330 + Penalty 1524.848113 = -263854.950216 nChanged 4 SP:Iteration 61Q (10712.477045 sec): 3 clusters Score: Raw -265380.445703 + Penalty 1524.848113 = -263855.597590 nChanged 3 SP:Iteration 62Q (10712.517455 sec): 3 clusters Score: Raw -265381.086023 + Penalty 1524.848113 = -263856.237910 nChanged 4 SP:Iteration 63Q (10712.569741 sec): 3 clusters Score: Raw -265382.287696 + Penalty 1524.848113 = -263857.439582 nChanged 4 SP:Iteration 64Q (10712.620251 sec): 3 clusters Score: Raw -265383.446013 + Penalty 1524.848113 = -263858.597899 nChanged 7 SP:Iteration 65Q (10712.670783 sec): 3 clusters Score: Raw -265384.746236 + Penalty 1524.848113 = -263859.898122 nChanged 4 SP:Iteration 66Q (10712.704928 sec): 3 clusters Score: Raw -265386.106346 + Penalty 1524.848113 = -263861.258233 nChanged 3 SP:Iteration 67Q (10712.755830 sec): 3 clusters Score: Raw -265386.687892 + Penalty 1524.848113 = -263861.839778 nChanged 4 SP:Iteration 68Q (10712.817414 sec): 3 clusters Score: Raw -265387.355681 + Penalty 1524.848113 = -263862.507567 nChanged 4 SP:Iteration 69Q (10712.860261 sec): 3 clusters Score: Raw -265388.616026 + Penalty 1524.848113 = -263863.767913 nChanged 4 SP:Iteration 70Q (10712.899063 sec): 3 clusters Score: Raw -265390.785591 + Penalty 1524.848113 = -263865.937477 nChanged 9 SP:Iteration 71Q (10712.954409 sec): 3 clusters Score: Raw -265393.159328 + Penalty 1524.848113 = -263868.311214 nChanged 2 SP:Iteration 72Q (10712.994530 sec): 3 clusters Score: Raw -265393.368289 + Penalty 1524.848113 = -263868.520176 nChanged 1 SP:Iteration 73Q (10713.040577 sec): 3 clusters Score: Raw -265393.512904 + Penalty 1524.848113 = -263868.664790 nChanged 1 SP:Iteration 74Q (10713.080462 sec): 3 clusters Score: Raw -265393.643193 + Penalty 1524.848113 = -263868.795079 nChanged 1 SP:Iteration 75Q (10713.138856 sec): 3 clusters Score: Raw -265393.988549 + Penalty 1524.848113 = -263869.140435 nChanged 2 SP:Iteration 76Q (10713.185631 sec): 3 clusters Score: Raw -265394.544840 + Penalty 1524.848113 = -263869.696727 nChanged 1 SP:Iteration 77Q (10713.232508 sec): 3 clusters Score: Raw -265394.883204 + Penalty 1524.848113 = -263870.035090 nChanged 2 SP:Iteration 78Q (10713.281156 sec): 3 clusters Score: Raw -265395.465945 + Penalty 1524.848113 = -263870.617831 nChanged 4 SP:Iteration 79Q (10713.310288 sec): 3 clusters Score: Raw -265397.045540 + Penalty 1524.848113 = -263872.197426 nChanged 7 SP:Iteration 80F (10713.341764 sec): 3 clusters Score: Raw -265399.786002 + Penalty 1524.848113 = -263874.937888 nChanged 13 SP:Iteration 81Q (10713.377981 sec): 3 clusters Score: Raw -265404.392814 + Penalty 1524.848113 = -263879.544700 nChanged 13 SP:Iteration 82Q (10713.413865 sec): 3 clusters Score: Raw -265408.570918 + Penalty 1524.848113 = -263883.722804 nChanged 14 SP:Iteration 83Q (10713.449332 sec): 3 clusters Score: Raw -265412.726487 + Penalty 1524.848113 = -263887.878373 nChanged 11 SP:Iteration 84Q (10713.507466 sec): 3 clusters Score: Raw -265415.381030 + Penalty 1524.848113 = -263890.532916 nChanged 5 SP:Iteration 85Q (10713.555664 sec): 3 clusters Score: Raw -265416.615665 + Penalty 1524.848113 = -263891.767551 nChanged 3 SP:Iteration 86Q (10713.603723 sec): 3 clusters Score: Raw -265417.301947 + Penalty 1524.848113 = -263892.453833 nChanged 0 SP:Iteration 87F (10713.655260 sec): 3 clusters Score: Raw -265417.301947 + Penalty 1524.848113 = -263892.453833 nChanged 0 Trying to split cluster 31 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10713.681126 sec): 2 clusters Score: Raw -178881.199241 + Penalty 720.360156 = -178160.839084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10713.721755 sec): 3 clusters Score: Raw -177878.671441 + Penalty 1440.720313 = -176437.951128 nChanged 804 SP:Iteration 1F (10713.774457 sec): 3 clusters Score: Raw -178404.805866 + Penalty 1440.720313 = -176964.085553 nChanged 185 SP:Iteration 2F (10713.824011 sec): 3 clusters Score: Raw -178542.822176 + Penalty 1440.720313 = -177102.101863 nChanged 135 SP:Iteration 3F (10713.856018 sec): 3 clusters Score: Raw -178632.576540 + Penalty 1440.720313 = -177191.856227 nChanged 96 SP:Iteration 4Q (10713.889090 sec): 3 clusters Score: Raw -178706.043133 + Penalty 1440.720313 = -177265.322820 nChanged 89 SP:Iteration 5Q (10713.922382 sec): 3 clusters Score: Raw -178770.125614 + Penalty 1440.720313 = -177329.405301 nChanged 68 SP:Iteration 6Q (10713.958551 sec): 3 clusters Score: Raw -178833.494980 + Penalty 1440.720313 = -177392.774667 nChanged 75 SP:Iteration 7Q (10713.997163 sec): 3 clusters Score: Raw -178899.826826 + Penalty 1440.720313 = -177459.106514 nChanged 63 SP:Iteration 8Q (10714.048988 sec): 3 clusters Score: Raw -178949.346639 + Penalty 1440.720313 = -177508.626326 nChanged 50 SP:Iteration 9Q (10714.096823 sec): 3 clusters Score: Raw -178986.816738 + Penalty 1440.720313 = -177546.096425 nChanged 44 SP:Iteration 10Q (10714.139898 sec): 3 clusters Score: Raw -179015.358622 + Penalty 1440.720313 = -177574.638309 nChanged 33 SP:Iteration 11Q (10714.184020 sec): 3 clusters Score: Raw -179037.327386 + Penalty 1440.720313 = -177596.607073 nChanged 37 SP:Iteration 12Q (10714.226603 sec): 3 clusters Score: Raw -179059.369121 + Penalty 1440.720313 = -177618.648808 nChanged 32 SP:Iteration 13Q (10714.273268 sec): 3 clusters Score: Raw -179076.142693 + Penalty 1440.720313 = -177635.422380 nChanged 21 SP:Iteration 14Q (10714.327353 sec): 3 clusters Score: Raw -179086.262587 + Penalty 1440.720313 = -177645.542274 nChanged 11 SP:Iteration 15Q (10714.363698 sec): 3 clusters Score: Raw -179090.248781 + Penalty 1440.720313 = -177649.528468 nChanged 8 SP:Iteration 16Q (10714.414127 sec): 3 clusters Score: Raw -179093.619458 + Penalty 1440.720313 = -177652.899146 nChanged 12 SP:Iteration 17Q (10714.463352 sec): 3 clusters Score: Raw -179098.030448 + Penalty 1440.720313 = -177657.310135 nChanged 9 SP:Iteration 18Q (10714.504373 sec): 3 clusters Score: Raw -179101.134021 + Penalty 1440.720313 = -177660.413708 nChanged 8 SP:Iteration 19Q (10714.555140 sec): 3 clusters Score: Raw -179103.437340 + Penalty 1440.720313 = -177662.717027 nChanged 6 SP:Iteration 20F (10714.603220 sec): 3 clusters Score: Raw -179105.997229 + Penalty 1440.720313 = -177665.276916 nChanged 7 SP:Iteration 21Q (10714.640661 sec): 3 clusters Score: Raw -179108.475529 + Penalty 1440.720313 = -177667.755216 nChanged 5 SP:Iteration 22Q (10714.685102 sec): 3 clusters Score: Raw -179110.770974 + Penalty 1440.720313 = -177670.050661 nChanged 5 SP:Iteration 23Q (10714.732505 sec): 3 clusters Score: Raw -179113.830078 + Penalty 1440.720313 = -177673.109765 nChanged 9 SP:Iteration 24Q (10714.779475 sec): 3 clusters Score: Raw -179116.301012 + Penalty 1440.720313 = -177675.580699 nChanged 4 SP:Iteration 25Q (10714.827744 sec): 3 clusters Score: Raw -179118.822596 + Penalty 1440.720313 = -177678.102283 nChanged 5 SP:Iteration 26Q (10714.876091 sec): 3 clusters Score: Raw -179120.494239 + Penalty 1440.720313 = -177679.773926 nChanged 4 SP:Iteration 27Q (10714.923918 sec): 3 clusters Score: Raw -179121.179747 + Penalty 1440.720313 = -177680.459434 nChanged 2 SP:Iteration 28Q (10714.974490 sec): 3 clusters Score: Raw -179121.975488 + Penalty 1440.720313 = -177681.255175 nChanged 0 SP:Iteration 29F (10715.025813 sec): 3 clusters Score: Raw -179121.975488 + Penalty 1440.720313 = -177681.255175 nChanged 0 Trying to split cluster 32 (175520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10715.240170 sec): 2 clusters Score: Raw -15076509.077486 + Penalty 1147.173286 = -15075361.904200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10715.508850 sec): 3 clusters Score: Raw -14959121.519929 + Penalty 2294.346572 = -14956827.173357 nChanged 85541 SP:Iteration 1F (10715.774343 sec): 3 clusters Score: Raw -15010631.354616 + Penalty 2294.346572 = -15008337.008043 nChanged 7506 SP:Iteration 2Q (10716.050899 sec): 3 clusters Score: Raw -15013459.565085 + Penalty 2294.346572 = -15011165.218513 nChanged 9558 SP:Iteration 3F (10716.305915 sec): 3 clusters Score: Raw -15018140.932682 + Penalty 2294.346572 = -15015846.586110 nChanged 11586 SP:Iteration 4F (10716.565519 sec): 3 clusters Score: Raw -15025314.688641 + Penalty 2294.346572 = -15023020.342069 nChanged 13112 SP:Iteration 5F (10716.829755 sec): 3 clusters Score: Raw -15035116.012924 + Penalty 2294.346572 = -15032821.666352 nChanged 13341 SP:Iteration 6F (10717.082526 sec): 3 clusters Score: Raw -15046613.009038 + Penalty 2294.346572 = -15044318.662465 nChanged 12087 SP:Iteration 7F (10717.339828 sec): 3 clusters Score: Raw -15057687.986883 + Penalty 2294.346572 = -15055393.640311 nChanged 9315 SP:Iteration 8F (10717.605857 sec): 3 clusters Score: Raw -15066274.409428 + Penalty 2294.346572 = -15063980.062855 nChanged 6132 SP:Iteration 9Q (10717.876039 sec): 3 clusters Score: Raw -15071736.485398 + Penalty 2294.346572 = -15069442.138826 nChanged 3352 SP:Iteration 10Q (10718.134077 sec): 3 clusters Score: Raw -15074539.614528 + Penalty 2294.346572 = -15072245.267955 nChanged 1554 SP:Iteration 11Q (10718.373529 sec): 3 clusters Score: Raw -15075794.239420 + Penalty 2294.346572 = -15073499.892847 nChanged 639 SP:Iteration 12Q (10718.611230 sec): 3 clusters Score: Raw -15076333.693340 + Penalty 2294.346572 = -15074039.346768 nChanged 273 SP:Iteration 13Q (10718.837839 sec): 3 clusters Score: Raw -15076560.982851 + Penalty 2294.346572 = -15074266.636279 nChanged 145 SP:Iteration 14Q (10719.069858 sec): 3 clusters Score: Raw -15076692.153897 + Penalty 2294.346572 = -15074397.807325 nChanged 101 SP:Iteration 15Q (10719.291903 sec): 3 clusters Score: Raw -15076783.000703 + Penalty 2294.346572 = -15074488.654130 nChanged 94 SP:Iteration 16Q (10719.515027 sec): 3 clusters Score: Raw -15076853.143334 + Penalty 2294.346572 = -15074558.796762 nChanged 74 SP:Iteration 17Q (10719.745005 sec): 3 clusters Score: Raw -15076900.294781 + Penalty 2294.346572 = -15074605.948209 nChanged 70 SP:Iteration 18Q (10719.984658 sec): 3 clusters Score: Raw -15076939.997349 + Penalty 2294.346572 = -15074645.650777 nChanged 59 SP:Iteration 19Q (10720.211691 sec): 3 clusters Score: Raw -15076971.535949 + Penalty 2294.346572 = -15074677.189376 nChanged 58 SP:Iteration 20F (10720.478391 sec): 3 clusters Score: Raw -15077001.763866 + Penalty 2294.346572 = -15074707.417294 nChanged 64 SP:Iteration 21Q (10720.680651 sec): 3 clusters Score: Raw -15077035.555030 + Penalty 2294.346572 = -15074741.208458 nChanged 69 SP:Iteration 22Q (10720.908854 sec): 3 clusters Score: Raw -15077068.407432 + Penalty 2294.346572 = -15074774.060859 nChanged 72 SP:Iteration 23Q (10721.128809 sec): 3 clusters Score: Raw -15077099.783936 + Penalty 2294.346572 = -15074805.437363 nChanged 54 SP:Iteration 24Q (10721.356462 sec): 3 clusters Score: Raw -15077117.492696 + Penalty 2294.346572 = -15074823.146123 nChanged 41 SP:Iteration 25Q (10721.588128 sec): 3 clusters Score: Raw -15077131.422339 + Penalty 2294.346572 = -15074837.075767 nChanged 39 SP:Iteration 26Q (10721.809400 sec): 3 clusters Score: Raw -15077141.232658 + Penalty 2294.346572 = -15074846.886086 nChanged 27 SP:Iteration 27Q (10722.032737 sec): 3 clusters Score: Raw -15077149.022233 + Penalty 2294.346572 = -15074854.675661 nChanged 28 SP:Iteration 28Q (10722.243384 sec): 3 clusters Score: Raw -15077156.298735 + Penalty 2294.346572 = -15074861.952162 nChanged 21 SP:Iteration 29Q (10722.461592 sec): 3 clusters Score: Raw -15077160.157091 + Penalty 2294.346572 = -15074865.810519 nChanged 14 SP:Iteration 30Q (10722.691097 sec): 3 clusters Score: Raw -15077162.297042 + Penalty 2294.346572 = -15074867.950470 nChanged 12 SP:Iteration 31Q (10722.918110 sec): 3 clusters Score: Raw -15077164.480351 + Penalty 2294.346572 = -15074870.133779 nChanged 14 SP:Iteration 32Q (10723.132800 sec): 3 clusters Score: Raw -15077167.972572 + Penalty 2294.346572 = -15074873.626000 nChanged 13 SP:Iteration 33Q (10723.366486 sec): 3 clusters Score: Raw -15077170.676789 + Penalty 2294.346572 = -15074876.330217 nChanged 9 SP:Iteration 34Q (10723.595856 sec): 3 clusters Score: Raw -15077171.907113 + Penalty 2294.346572 = -15074877.560540 nChanged 6 SP:Iteration 35Q (10723.825353 sec): 3 clusters Score: Raw -15077173.157651 + Penalty 2294.346572 = -15074878.811079 nChanged 5 SP:Iteration 36Q (10724.066773 sec): 3 clusters Score: Raw -15077173.839312 + Penalty 2294.346572 = -15074879.492740 nChanged 2 SP:Iteration 37Q (10724.299373 sec): 3 clusters Score: Raw -15077174.366623 + Penalty 2294.346572 = -15074880.020051 nChanged 5 SP:Iteration 38Q (10724.532725 sec): 3 clusters Score: Raw -15077175.351774 + Penalty 2294.346572 = -15074881.005202 nChanged 6 SP:Iteration 39Q (10724.762805 sec): 3 clusters Score: Raw -15077176.277132 + Penalty 2294.346572 = -15074881.930560 nChanged 5 SP:Iteration 40F (10725.020999 sec): 3 clusters Score: Raw -15077176.908708 + Penalty 2294.346572 = -15074882.562136 nChanged 3 SP:Iteration 41Q (10725.242363 sec): 3 clusters Score: Raw -15077177.202304 + Penalty 2294.346572 = -15074882.855732 nChanged 3 SP:Iteration 42Q (10725.456850 sec): 3 clusters Score: Raw -15077177.570706 + Penalty 2294.346572 = -15074883.224134 nChanged 1 SP:Iteration 43Q (10725.688025 sec): 3 clusters Score: Raw -15077177.689877 + Penalty 2294.346572 = -15074883.343305 nChanged 1 SP:Iteration 44Q (10725.920809 sec): 3 clusters Score: Raw -15077177.747403 + Penalty 2294.346572 = -15074883.400831 nChanged 1 SP:Iteration 45Q (10726.151269 sec): 3 clusters Score: Raw -15077177.867950 + Penalty 2294.346572 = -15074883.521378 nChanged 1 SP:Iteration 46Q (10726.374179 sec): 3 clusters Score: Raw -15077178.199171 + Penalty 2294.346572 = -15074883.852599 nChanged 3 SP:Iteration 47Q (10726.618495 sec): 3 clusters Score: Raw -15077178.491210 + Penalty 2294.346572 = -15074884.144638 nChanged 1 SP:Iteration 48Q (10726.826576 sec): 3 clusters Score: Raw -15077178.769221 + Penalty 2294.346572 = -15074884.422649 nChanged 2 SP:Iteration 49Q (10727.054764 sec): 3 clusters Score: Raw -15077178.995662 + Penalty 2294.346572 = -15074884.649090 nChanged 0 SP:Iteration 50F (10727.320376 sec): 3 clusters Score: Raw -15077178.995662 + Penalty 2294.346572 = -15074884.649090 nChanged 0 Trying to split cluster 33 (253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10727.356707 sec): 2 clusters Score: Raw -15787.817339 + Penalty 525.672001 = -15262.145338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10727.383439 sec): 3 clusters Score: Raw -15791.401111 + Penalty 1051.344003 = -14740.057108 nChanged 69 SP:Iteration 1F (10727.428824 sec): 3 clusters Score: Raw -15948.113593 + Penalty 1051.344003 = -14896.769590 nChanged 25 SP:Iteration 2F (10727.467719 sec): 3 clusters Score: Raw -16121.356900 + Penalty 1051.344003 = -15070.012897 nChanged 33 SP:Iteration 3F (10727.502923 sec): 3 clusters Score: Raw -16311.271703 + Penalty 1051.344003 = -15259.927700 nChanged 17 SP:Iteration 4F (10727.554069 sec): 3 clusters Score: Raw -16392.079599 + Penalty 1051.344003 = -15340.735596 nChanged 10 SP:Iteration 5Q (10727.596462 sec): 3 clusters Score: Raw -16427.537743 + Penalty 1051.344003 = -15376.193740 nChanged 4 SP:Iteration 6Q (10727.640045 sec): 3 clusters Score: Raw -16450.963667 + Penalty 1051.344003 = -15399.619664 nChanged 3 SP:Iteration 7Q (10727.679248 sec): 3 clusters Score: Raw -16482.520544 + Penalty 1051.344003 = -15431.176541 nChanged 2 SP:Iteration 8Q (10727.708105 sec): 3 clusters Score: Raw -16501.425267 + Penalty 1051.344003 = -15450.081264 nChanged 0 SP:Iteration 9F (10727.745117 sec): 3 clusters Score: Raw -16501.425267 + Penalty 1051.344003 = -15450.081264 nChanged 0 Score: Raw -69576078.691466 + Penalty 57028.721351 = -69519049.970115 Splitting cluster 33 changes total score from -69519632.469490 to -69519049.970115 So it's not getting split. Trying to split cluster 34 (7734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10745.384911 sec): 2 clusters Score: Raw -637232.499207 + Penalty 850.571240 = -636381.927967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10745.439418 sec): 3 clusters Score: Raw -632686.768084 + Penalty 1701.142480 = -630985.625604 nChanged 3385 SP:Iteration 1F (10745.496173 sec): 3 clusters Score: Raw -634660.378005 + Penalty 1701.142480 = -632959.235525 nChanged 594 SP:Iteration 2F (10745.542268 sec): 3 clusters Score: Raw -635137.930437 + Penalty 1701.142480 = -633436.787957 nChanged 691 SP:Iteration 3F (10745.605655 sec): 3 clusters Score: Raw -635681.657617 + Penalty 1701.142480 = -633980.515138 nChanged 687 SP:Iteration 4F (10745.664503 sec): 3 clusters Score: Raw -636227.178047 + Penalty 1701.142480 = -634526.035567 nChanged 592 SP:Iteration 5F (10745.719926 sec): 3 clusters Score: Raw -636681.452406 + Penalty 1701.142480 = -634980.309927 nChanged 453 SP:Iteration 6F (10745.766302 sec): 3 clusters Score: Raw -636981.948477 + Penalty 1701.142480 = -635280.805997 nChanged 335 SP:Iteration 7Q (10745.824403 sec): 3 clusters Score: Raw -637209.167899 + Penalty 1701.142480 = -635508.025419 nChanged 269 SP:Iteration 8Q (10745.880738 sec): 3 clusters Score: Raw -637390.711423 + Penalty 1701.142480 = -635689.568943 nChanged 211 SP:Iteration 9Q (10745.949433 sec): 3 clusters Score: Raw -637550.348148 + Penalty 1701.142480 = -635849.205668 nChanged 167 SP:Iteration 10Q (10746.002901 sec): 3 clusters Score: Raw -637655.654263 + Penalty 1701.142480 = -635954.511783 nChanged 122 SP:Iteration 11Q (10746.047949 sec): 3 clusters Score: Raw -637735.303491 + Penalty 1701.142480 = -636034.161012 nChanged 100 SP:Iteration 12Q (10746.113376 sec): 3 clusters Score: Raw -637804.407566 + Penalty 1701.142480 = -636103.265086 nChanged 76 SP:Iteration 13Q (10746.158524 sec): 3 clusters Score: Raw -637844.426251 + Penalty 1701.142480 = -636143.283771 nChanged 63 SP:Iteration 14Q (10746.225720 sec): 3 clusters Score: Raw -637877.396361 + Penalty 1701.142480 = -636176.253881 nChanged 52 SP:Iteration 15Q (10746.279135 sec): 3 clusters Score: Raw -637901.207607 + Penalty 1701.142480 = -636200.065128 nChanged 32 SP:Iteration 16Q (10746.333122 sec): 3 clusters Score: Raw -637915.748596 + Penalty 1701.142480 = -636214.606116 nChanged 35 SP:Iteration 17Q (10746.369893 sec): 3 clusters Score: Raw -637933.151112 + Penalty 1701.142480 = -636232.008632 nChanged 27 SP:Iteration 18Q (10746.429834 sec): 3 clusters Score: Raw -637947.641245 + Penalty 1701.142480 = -636246.498766 nChanged 23 SP:Iteration 19Q (10746.483484 sec): 3 clusters Score: Raw -637956.800693 + Penalty 1701.142480 = -636255.658213 nChanged 17 SP:Iteration 20F (10746.526483 sec): 3 clusters Score: Raw -637959.954817 + Penalty 1701.142480 = -636258.812337 nChanged 8 SP:Iteration 21Q (10746.582201 sec): 3 clusters Score: Raw -637961.610133 + Penalty 1701.142480 = -636260.467653 nChanged 10 SP:Iteration 22Q (10746.624989 sec): 3 clusters Score: Raw -637963.549792 + Penalty 1701.142480 = -636262.407313 nChanged 5 SP:Iteration 23Q (10746.677419 sec): 3 clusters Score: Raw -637964.284400 + Penalty 1701.142480 = -636263.141920 nChanged 2 SP:Iteration 24Q (10746.739254 sec): 3 clusters Score: Raw -637964.537828 + Penalty 1701.142480 = -636263.395349 nChanged 3 SP:Iteration 25Q (10746.785080 sec): 3 clusters Score: Raw -637964.832078 + Penalty 1701.142480 = -636263.689598 nChanged 1 SP:Iteration 26Q (10746.840123 sec): 3 clusters Score: Raw -637964.994395 + Penalty 1701.142480 = -636263.851915 nChanged 3 SP:Iteration 27Q (10746.901876 sec): 3 clusters Score: Raw -637965.453961 + Penalty 1701.142480 = -636264.311481 nChanged 2 SP:Iteration 28Q (10746.950821 sec): 3 clusters Score: Raw -637965.677851 + Penalty 1701.142480 = -636264.535371 nChanged 1 SP:Iteration 29Q (10747.006611 sec): 3 clusters Score: Raw -637965.757325 + Penalty 1701.142480 = -636264.614845 nChanged 1 SP:Iteration 30Q (10747.058408 sec): 3 clusters Score: Raw -637965.935987 + Penalty 1701.142480 = -636264.793507 nChanged 1 SP:Iteration 31Q (10747.101959 sec): 3 clusters Score: Raw -637966.025207 + Penalty 1701.142480 = -636264.882727 nChanged 0 SP:Iteration 32F (10747.163310 sec): 3 clusters Score: Raw -637966.025207 + Penalty 1701.142480 = -636264.882727 nChanged 0 Trying to split cluster 35 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10747.179321 sec): 2 clusters Score: Raw -7552.208770 + Penalty 450.768552 = -7101.440218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10747.226598 sec): 3 clusters Score: Raw -7620.703332 + Penalty 901.537104 = -6719.166227 nChanged 11 SP:Iteration 1F (10747.282171 sec): 3 clusters Score: Raw -7655.976938 + Penalty 901.537104 = -6754.439834 nChanged 5 SP:Iteration 2Q (10747.324088 sec): 3 clusters Score: Raw -7682.506716 + Penalty 901.537104 = -6780.969612 nChanged 5 SP:Iteration 3Q (10747.372352 sec): 3 clusters Score: Raw -7693.545061 + Penalty 901.537104 = -6792.007956 nChanged 0 SP:Iteration 4F (10747.412459 sec): 3 clusters Score: Raw -7693.545061 + Penalty 901.537104 = -6792.007956 nChanged 0 Trying to split cluster 36 (8545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10747.455466 sec): 2 clusters Score: Raw -715388.198493 + Penalty 860.044652 = -714528.153842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10747.516893 sec): 3 clusters Score: Raw -710336.736004 + Penalty 1720.089303 = -708616.646701 nChanged 3855 SP:Iteration 1F (10747.570024 sec): 3 clusters Score: Raw -712530.423398 + Penalty 1720.089303 = -710810.334095 nChanged 542 SP:Iteration 2F (10747.621420 sec): 3 clusters Score: Raw -712799.770334 + Penalty 1720.089303 = -711079.681031 nChanged 537 SP:Iteration 3F (10747.678730 sec): 3 clusters Score: Raw -713085.035310 + Penalty 1720.089303 = -711364.946007 nChanged 510 SP:Iteration 4F (10747.738656 sec): 3 clusters Score: Raw -713411.455160 + Penalty 1720.089303 = -711691.365857 nChanged 547 SP:Iteration 5F (10747.794388 sec): 3 clusters Score: Raw -713782.781637 + Penalty 1720.089303 = -712062.692333 nChanged 506 SP:Iteration 6F (10747.848927 sec): 3 clusters Score: Raw -714121.498932 + Penalty 1720.089303 = -712401.409629 nChanged 401 SP:Iteration 7Q (10747.896534 sec): 3 clusters Score: Raw -714402.527965 + Penalty 1720.089303 = -712682.438662 nChanged 356 SP:Iteration 8Q (10747.957154 sec): 3 clusters Score: Raw -714664.624855 + Penalty 1720.089303 = -712944.535552 nChanged 290 SP:Iteration 9Q (10748.015447 sec): 3 clusters Score: Raw -714902.366807 + Penalty 1720.089303 = -713182.277504 nChanged 235 SP:Iteration 10Q (10748.075458 sec): 3 clusters Score: Raw -715095.373504 + Penalty 1720.089303 = -713375.284201 nChanged 161 SP:Iteration 11Q (10748.132981 sec): 3 clusters Score: Raw -715237.608167 + Penalty 1720.089303 = -713517.518864 nChanged 106 SP:Iteration 12Q (10748.190849 sec): 3 clusters Score: Raw -715320.491629 + Penalty 1720.089303 = -713600.402326 nChanged 78 SP:Iteration 13Q (10748.237795 sec): 3 clusters Score: Raw -715368.252184 + Penalty 1720.089303 = -713648.162881 nChanged 64 SP:Iteration 14Q (10748.299757 sec): 3 clusters Score: Raw -715407.717642 + Penalty 1720.089303 = -713687.628339 nChanged 45 SP:Iteration 15Q (10748.345991 sec): 3 clusters Score: Raw -715428.924234 + Penalty 1720.089303 = -713708.834931 nChanged 28 SP:Iteration 16Q (10748.407106 sec): 3 clusters Score: Raw -715440.764146 + Penalty 1720.089303 = -713720.674842 nChanged 24 SP:Iteration 17Q (10748.453493 sec): 3 clusters Score: Raw -715455.407697 + Penalty 1720.089303 = -713735.318394 nChanged 23 SP:Iteration 18Q (10748.507178 sec): 3 clusters Score: Raw -715464.987075 + Penalty 1720.089303 = -713744.897772 nChanged 12 SP:Iteration 19Q (10748.556182 sec): 3 clusters Score: Raw -715468.896680 + Penalty 1720.089303 = -713748.807377 nChanged 10 SP:Iteration 20F (10748.621067 sec): 3 clusters Score: Raw -715473.732792 + Penalty 1720.089303 = -713753.643489 nChanged 13 SP:Iteration 21Q (10748.671111 sec): 3 clusters Score: Raw -715480.869733 + Penalty 1720.089303 = -713760.780430 nChanged 14 SP:Iteration 22Q (10748.731826 sec): 3 clusters Score: Raw -715486.846876 + Penalty 1720.089303 = -713766.757573 nChanged 15 SP:Iteration 23Q (10748.783948 sec): 3 clusters Score: Raw -715492.779007 + Penalty 1720.089303 = -713772.689704 nChanged 13 SP:Iteration 24Q (10748.838877 sec): 3 clusters Score: Raw -715497.937737 + Penalty 1720.089303 = -713777.848434 nChanged 13 SP:Iteration 25Q (10748.895170 sec): 3 clusters Score: Raw -715503.312047 + Penalty 1720.089303 = -713783.222744 nChanged 6 SP:Iteration 26Q (10748.940615 sec): 3 clusters Score: Raw -715505.690789 + Penalty 1720.089303 = -713785.601486 nChanged 4 SP:Iteration 27Q (10748.995223 sec): 3 clusters Score: Raw -715507.906373 + Penalty 1720.089303 = -713787.817070 nChanged 4 SP:Iteration 28Q (10749.050764 sec): 3 clusters Score: Raw -715512.998244 + Penalty 1720.089303 = -713792.908941 nChanged 7 SP:Iteration 29Q (10749.105425 sec): 3 clusters Score: Raw -715514.964618 + Penalty 1720.089303 = -713794.875314 nChanged 1 SP:Iteration 30Q (10749.155348 sec): 3 clusters Score: Raw -715515.182109 + Penalty 1720.089303 = -713795.092805 nChanged 0 SP:Iteration 31F (10749.213236 sec): 3 clusters Score: Raw -715515.182109 + Penalty 1720.089303 = -713795.092805 nChanged 0 Trying to split cluster 37 (16010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10749.262712 sec): 2 clusters Score: Raw -1393922.175603 + Penalty 919.692037 = -1393002.483567 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10749.333968 sec): 3 clusters Score: Raw -1384127.121696 + Penalty 1839.384073 = -1382287.737623 nChanged 7408 SP:Iteration 1F (10749.402133 sec): 3 clusters Score: Raw -1388275.210222 + Penalty 1839.384073 = -1386435.826148 nChanged 824 SP:Iteration 2F (10749.461476 sec): 3 clusters Score: Raw -1388611.243669 + Penalty 1839.384073 = -1386771.859596 nChanged 833 SP:Iteration 3F (10749.537836 sec): 3 clusters Score: Raw -1389054.512074 + Penalty 1839.384073 = -1387215.128001 nChanged 891 SP:Iteration 4F (10749.605941 sec): 3 clusters Score: Raw -1389649.043350 + Penalty 1839.384073 = -1387809.659277 nChanged 1003 SP:Iteration 5F (10749.666589 sec): 3 clusters Score: Raw -1390346.117073 + Penalty 1839.384073 = -1388506.733000 nChanged 1067 SP:Iteration 6F (10749.731824 sec): 3 clusters Score: Raw -1390989.555221 + Penalty 1839.384073 = -1389150.171148 nChanged 940 SP:Iteration 7F (10749.790248 sec): 3 clusters Score: Raw -1391533.999203 + Penalty 1839.384073 = -1389694.615130 nChanged 757 SP:Iteration 8Q (10749.854060 sec): 3 clusters Score: Raw -1391920.410918 + Penalty 1839.384073 = -1390081.026845 nChanged 603 SP:Iteration 9Q (10749.925125 sec): 3 clusters Score: Raw -1392245.188040 + Penalty 1839.384073 = -1390405.803966 nChanged 490 SP:Iteration 10Q (10749.984822 sec): 3 clusters Score: Raw -1392543.879714 + Penalty 1839.384073 = -1390704.495641 nChanged 410 SP:Iteration 11Q (10750.038729 sec): 3 clusters Score: Raw -1392805.277190 + Penalty 1839.384073 = -1390965.893116 nChanged 352 SP:Iteration 12Q (10750.092773 sec): 3 clusters Score: Raw -1393022.269103 + Penalty 1839.384073 = -1391182.885030 nChanged 312 SP:Iteration 13Q (10750.161771 sec): 3 clusters Score: Raw -1393187.981178 + Penalty 1839.384073 = -1391348.597105 nChanged 282 SP:Iteration 14Q (10750.217986 sec): 3 clusters Score: Raw -1393317.068223 + Penalty 1839.384073 = -1391477.684150 nChanged 237 SP:Iteration 15Q (10750.287367 sec): 3 clusters Score: Raw -1393414.732966 + Penalty 1839.384073 = -1391575.348893 nChanged 221 SP:Iteration 16Q (10750.338381 sec): 3 clusters Score: Raw -1393499.164115 + Penalty 1839.384073 = -1391659.780042 nChanged 216 SP:Iteration 17Q (10750.401777 sec): 3 clusters Score: Raw -1393579.425038 + Penalty 1839.384073 = -1391740.040965 nChanged 200 SP:Iteration 18Q (10750.458959 sec): 3 clusters Score: Raw -1393640.333532 + Penalty 1839.384073 = -1391800.949458 nChanged 167 SP:Iteration 19Q (10750.517891 sec): 3 clusters Score: Raw -1393692.828239 + Penalty 1839.384073 = -1391853.444166 nChanged 142 SP:Iteration 20F (10750.586571 sec): 3 clusters Score: Raw -1393736.570379 + Penalty 1839.384073 = -1391897.186306 nChanged 122 SP:Iteration 21Q (10750.637280 sec): 3 clusters Score: Raw -1393771.441794 + Penalty 1839.384073 = -1391932.057721 nChanged 113 SP:Iteration 22Q (10750.687797 sec): 3 clusters Score: Raw -1393811.786498 + Penalty 1839.384073 = -1391972.402425 nChanged 126 SP:Iteration 23Q (10750.747341 sec): 3 clusters Score: Raw -1393868.109823 + Penalty 1839.384073 = -1392028.725750 nChanged 133 SP:Iteration 24Q (10750.807513 sec): 3 clusters Score: Raw -1393931.490653 + Penalty 1839.384073 = -1392092.106580 nChanged 135 SP:Iteration 25Q (10750.877222 sec): 3 clusters Score: Raw -1394005.861983 + Penalty 1839.384073 = -1392166.477910 nChanged 132 SP:Iteration 26Q (10750.937990 sec): 3 clusters Score: Raw -1394091.428102 + Penalty 1839.384073 = -1392252.044029 nChanged 116 SP:Iteration 27Q (10750.987865 sec): 3 clusters Score: Raw -1394159.119084 + Penalty 1839.384073 = -1392319.735011 nChanged 107 SP:Iteration 28Q (10751.047244 sec): 3 clusters Score: Raw -1394205.686192 + Penalty 1839.384073 = -1392366.302119 nChanged 87 SP:Iteration 29Q (10751.112439 sec): 3 clusters Score: Raw -1394240.860077 + Penalty 1839.384073 = -1392401.476004 nChanged 85 SP:Iteration 30Q (10751.166693 sec): 3 clusters Score: Raw -1394272.313187 + Penalty 1839.384073 = -1392432.929114 nChanged 80 SP:Iteration 31Q (10751.229145 sec): 3 clusters Score: Raw -1394310.896504 + Penalty 1839.384073 = -1392471.512431 nChanged 77 SP:Iteration 32Q (10751.286965 sec): 3 clusters Score: Raw -1394340.348251 + Penalty 1839.384073 = -1392500.964178 nChanged 70 SP:Iteration 33Q (10751.355783 sec): 3 clusters Score: Raw -1394362.667942 + Penalty 1839.384073 = -1392523.283868 nChanged 57 SP:Iteration 34Q (10751.407450 sec): 3 clusters Score: Raw -1394377.113856 + Penalty 1839.384073 = -1392537.729783 nChanged 48 SP:Iteration 35Q (10751.468556 sec): 3 clusters Score: Raw -1394388.609460 + Penalty 1839.384073 = -1392549.225387 nChanged 43 SP:Iteration 36Q (10751.521265 sec): 3 clusters Score: Raw -1394398.315026 + Penalty 1839.384073 = -1392558.930952 nChanged 32 SP:Iteration 37Q (10751.573490 sec): 3 clusters Score: Raw -1394404.362505 + Penalty 1839.384073 = -1392564.978431 nChanged 22 SP:Iteration 38Q (10751.641253 sec): 3 clusters Score: Raw -1394407.839682 + Penalty 1839.384073 = -1392568.455609 nChanged 19 SP:Iteration 39Q (10751.697939 sec): 3 clusters Score: Raw -1394411.902983 + Penalty 1839.384073 = -1392572.518909 nChanged 25 SP:Iteration 40F (10751.762606 sec): 3 clusters Score: Raw -1394417.843139 + Penalty 1839.384073 = -1392578.459066 nChanged 24 SP:Iteration 41Q (10751.830932 sec): 3 clusters Score: Raw -1394422.749622 + Penalty 1839.384073 = -1392583.365549 nChanged 15 SP:Iteration 42Q (10751.881688 sec): 3 clusters Score: Raw -1394426.027890 + Penalty 1839.384073 = -1392586.643817 nChanged 15 SP:Iteration 43Q (10751.946819 sec): 3 clusters Score: Raw -1394428.078855 + Penalty 1839.384073 = -1392588.694782 nChanged 16 SP:Iteration 44Q (10752.015247 sec): 3 clusters Score: Raw -1394430.107084 + Penalty 1839.384073 = -1392590.723010 nChanged 10 SP:Iteration 45Q (10752.067617 sec): 3 clusters Score: Raw -1394432.380448 + Penalty 1839.384073 = -1392592.996374 nChanged 17 SP:Iteration 46Q (10752.130707 sec): 3 clusters Score: Raw -1394435.519681 + Penalty 1839.384073 = -1392596.135608 nChanged 14 SP:Iteration 47Q (10752.191430 sec): 3 clusters Score: Raw -1394438.313712 + Penalty 1839.384073 = -1392598.929639 nChanged 16 SP:Iteration 48Q (10752.254990 sec): 3 clusters Score: Raw -1394440.748685 + Penalty 1839.384073 = -1392601.364612 nChanged 11 SP:Iteration 49Q (10752.325175 sec): 3 clusters Score: Raw -1394442.016179 + Penalty 1839.384073 = -1392602.632106 nChanged 6 SP:Iteration 50Q (10752.391183 sec): 3 clusters Score: Raw -1394442.847290 + Penalty 1839.384073 = -1392603.463216 nChanged 8 SP:Iteration 51Q (10752.447585 sec): 3 clusters Score: Raw -1394443.964894 + Penalty 1839.384073 = -1392604.580821 nChanged 8 SP:Iteration 52Q (10752.517507 sec): 3 clusters Score: Raw -1394444.568250 + Penalty 1839.384073 = -1392605.184177 nChanged 5 SP:Iteration 53Q (10752.582000 sec): 3 clusters Score: Raw -1394445.003745 + Penalty 1839.384073 = -1392605.619672 nChanged 7 SP:Iteration 54Q (10752.645953 sec): 3 clusters Score: Raw -1394445.927761 + Penalty 1839.384073 = -1392606.543688 nChanged 6 SP:Iteration 55Q (10752.709625 sec): 3 clusters Score: Raw -1394446.536436 + Penalty 1839.384073 = -1392607.152363 nChanged 2 SP:Iteration 56Q (10752.773534 sec): 3 clusters Score: Raw -1394446.647436 + Penalty 1839.384073 = -1392607.263363 nChanged 0 SP:Iteration 57F (10752.836350 sec): 3 clusters Score: Raw -1394446.647436 + Penalty 1839.384073 = -1392607.263363 nChanged 0 Trying to split cluster 38 (2608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10752.865321 sec): 2 clusters Score: Raw -237697.982516 + Penalty 747.302198 = -236950.680318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10752.915093 sec): 3 clusters Score: Raw -236367.614971 + Penalty 1494.604395 = -234873.010576 nChanged 1073 SP:Iteration 1F (10752.955785 sec): 3 clusters Score: Raw -237008.464878 + Penalty 1494.604395 = -235513.860482 nChanged 226 SP:Iteration 2F (10753.013808 sec): 3 clusters Score: Raw -237192.197664 + Penalty 1494.604395 = -235697.593269 nChanged 191 SP:Iteration 3F (10753.059452 sec): 3 clusters Score: Raw -237325.001022 + Penalty 1494.604395 = -235830.396627 nChanged 139 SP:Iteration 4F (10753.099721 sec): 3 clusters Score: Raw -237436.555713 + Penalty 1494.604395 = -235941.951317 nChanged 128 SP:Iteration 5Q (10753.150696 sec): 3 clusters Score: Raw -237545.655180 + Penalty 1494.604395 = -236051.050785 nChanged 114 SP:Iteration 6Q (10753.202813 sec): 3 clusters Score: Raw -237626.572126 + Penalty 1494.604395 = -236131.967730 nChanged 88 SP:Iteration 7Q (10753.246359 sec): 3 clusters Score: Raw -237688.127709 + Penalty 1494.604395 = -236193.523314 nChanged 61 SP:Iteration 8Q (10753.294036 sec): 3 clusters Score: Raw -237743.794000 + Penalty 1494.604395 = -236249.189604 nChanged 55 SP:Iteration 9Q (10753.345546 sec): 3 clusters Score: Raw -237793.616544 + Penalty 1494.604395 = -236299.012149 nChanged 44 SP:Iteration 10Q (10753.389039 sec): 3 clusters Score: Raw -237825.549554 + Penalty 1494.604395 = -236330.945159 nChanged 38 SP:Iteration 11Q (10753.439666 sec): 3 clusters Score: Raw -237855.558131 + Penalty 1494.604395 = -236360.953736 nChanged 31 SP:Iteration 12Q (10753.484440 sec): 3 clusters Score: Raw -237886.789673 + Penalty 1494.604395 = -236392.185278 nChanged 41 SP:Iteration 13Q (10753.537970 sec): 3 clusters Score: Raw -237926.085574 + Penalty 1494.604395 = -236431.481178 nChanged 36 SP:Iteration 14Q (10753.593914 sec): 3 clusters Score: Raw -237957.762625 + Penalty 1494.604395 = -236463.158230 nChanged 37 SP:Iteration 15Q (10753.631778 sec): 3 clusters Score: Raw -237981.965894 + Penalty 1494.604395 = -236487.361498 nChanged 21 SP:Iteration 16Q (10753.676487 sec): 3 clusters Score: Raw -237991.352426 + Penalty 1494.604395 = -236496.748030 nChanged 6 SP:Iteration 17Q (10753.733666 sec): 3 clusters Score: Raw -237993.336385 + Penalty 1494.604395 = -236498.731989 nChanged 6 SP:Iteration 18Q (10753.785219 sec): 3 clusters Score: Raw -237995.497481 + Penalty 1494.604395 = -236500.893085 nChanged 4 SP:Iteration 19Q (10753.835879 sec): 3 clusters Score: Raw -237996.491640 + Penalty 1494.604395 = -236501.887245 nChanged 3 SP:Iteration 20F (10753.886526 sec): 3 clusters Score: Raw -237998.945058 + Penalty 1494.604395 = -236504.340663 nChanged 7 SP:Iteration 21Q (10753.928763 sec): 3 clusters Score: Raw -238001.955833 + Penalty 1494.604395 = -236507.351438 nChanged 3 SP:Iteration 22Q (10753.976017 sec): 3 clusters Score: Raw -238004.090348 + Penalty 1494.604395 = -236509.485953 nChanged 6 SP:Iteration 23Q (10754.023291 sec): 3 clusters Score: Raw -238007.277724 + Penalty 1494.604395 = -236512.673329 nChanged 6 SP:Iteration 24Q (10754.072893 sec): 3 clusters Score: Raw -238009.960556 + Penalty 1494.604395 = -236515.356161 nChanged 5 SP:Iteration 25Q (10754.114069 sec): 3 clusters Score: Raw -238011.631309 + Penalty 1494.604395 = -236517.026914 nChanged 3 SP:Iteration 26Q (10754.160846 sec): 3 clusters Score: Raw -238012.673330 + Penalty 1494.604395 = -236518.068935 nChanged 1 SP:Iteration 27Q (10754.212356 sec): 3 clusters Score: Raw -238013.369403 + Penalty 1494.604395 = -236518.765008 nChanged 0 SP:Iteration 28F (10754.253401 sec): 3 clusters Score: Raw -238013.369403 + Penalty 1494.604395 = -236518.765008 nChanged 0 Trying to split cluster 39 (6396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10754.293201 sec): 2 clusters Score: Raw -548868.266302 + Penalty 832.525667 = -548035.740635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10754.349692 sec): 3 clusters Score: Raw -545128.798726 + Penalty 1665.051334 = -543463.747392 nChanged 2835 SP:Iteration 1F (10754.396315 sec): 3 clusters Score: Raw -546703.751826 + Penalty 1665.051334 = -545038.700492 nChanged 399 SP:Iteration 2F (10754.443710 sec): 3 clusters Score: Raw -546895.296640 + Penalty 1665.051334 = -545230.245306 nChanged 362 SP:Iteration 3F (10754.508962 sec): 3 clusters Score: Raw -547106.645955 + Penalty 1665.051334 = -545441.594621 nChanged 414 SP:Iteration 4F (10754.552019 sec): 3 clusters Score: Raw -547398.505484 + Penalty 1665.051334 = -545733.454150 nChanged 446 SP:Iteration 5F (10754.612144 sec): 3 clusters Score: Raw -547749.132769 + Penalty 1665.051334 = -546084.081435 nChanged 452 SP:Iteration 6F (10754.667623 sec): 3 clusters Score: Raw -548099.509785 + Penalty 1665.051334 = -546434.458451 nChanged 383 SP:Iteration 7F (10754.723775 sec): 3 clusters Score: Raw -548368.904768 + Penalty 1665.051334 = -546703.853434 nChanged 304 SP:Iteration 8Q (10754.762969 sec): 3 clusters Score: Raw -548600.819215 + Penalty 1665.051334 = -546935.767881 nChanged 237 SP:Iteration 9Q (10754.816067 sec): 3 clusters Score: Raw -548757.217191 + Penalty 1665.051334 = -547092.165857 nChanged 171 SP:Iteration 10Q (10754.877701 sec): 3 clusters Score: Raw -548866.002770 + Penalty 1665.051334 = -547200.951436 nChanged 100 SP:Iteration 11Q (10754.927997 sec): 3 clusters Score: Raw -548916.437032 + Penalty 1665.051334 = -547251.385698 nChanged 80 SP:Iteration 12Q (10754.988364 sec): 3 clusters Score: Raw -548955.309421 + Penalty 1665.051334 = -547290.258087 nChanged 73 SP:Iteration 13Q (10755.041487 sec): 3 clusters Score: Raw -548983.542529 + Penalty 1665.051334 = -547318.491195 nChanged 60 SP:Iteration 14Q (10755.082678 sec): 3 clusters Score: Raw -549009.104640 + Penalty 1665.051334 = -547344.053306 nChanged 58 SP:Iteration 15Q (10755.137380 sec): 3 clusters Score: Raw -549039.647956 + Penalty 1665.051334 = -547374.596622 nChanged 43 SP:Iteration 16Q (10755.193801 sec): 3 clusters Score: Raw -549061.749275 + Penalty 1665.051334 = -547396.697941 nChanged 40 SP:Iteration 17Q (10755.249749 sec): 3 clusters Score: Raw -549077.813699 + Penalty 1665.051334 = -547412.762365 nChanged 34 SP:Iteration 18Q (10755.312845 sec): 3 clusters Score: Raw -549090.277705 + Penalty 1665.051334 = -547425.226371 nChanged 35 SP:Iteration 19Q (10755.361955 sec): 3 clusters Score: Raw -549100.447201 + Penalty 1665.051334 = -547435.395867 nChanged 32 SP:Iteration 20F (10755.407137 sec): 3 clusters Score: Raw -549112.559109 + Penalty 1665.051334 = -547447.507775 nChanged 27 SP:Iteration 21Q (10755.462379 sec): 3 clusters Score: Raw -549118.831021 + Penalty 1665.051334 = -547453.779687 nChanged 17 SP:Iteration 22Q (10755.513719 sec): 3 clusters Score: Raw -549122.797046 + Penalty 1665.051334 = -547457.745712 nChanged 12 SP:Iteration 23Q (10755.567297 sec): 3 clusters Score: Raw -549125.349552 + Penalty 1665.051334 = -547460.298217 nChanged 8 SP:Iteration 24Q (10755.632778 sec): 3 clusters Score: Raw -549126.464461 + Penalty 1665.051334 = -547461.413127 nChanged 7 SP:Iteration 25Q (10755.674243 sec): 3 clusters Score: Raw -549127.815487 + Penalty 1665.051334 = -547462.764153 nChanged 4 SP:Iteration 26Q (10755.727763 sec): 3 clusters Score: Raw -549128.269390 + Penalty 1665.051334 = -547463.218055 nChanged 4 SP:Iteration 27Q (10755.774107 sec): 3 clusters Score: Raw -549129.731951 + Penalty 1665.051334 = -547464.680617 nChanged 8 SP:Iteration 28Q (10755.829806 sec): 3 clusters Score: Raw -549131.247503 + Penalty 1665.051334 = -547466.196169 nChanged 12 SP:Iteration 29Q (10755.885771 sec): 3 clusters Score: Raw -549136.125357 + Penalty 1665.051334 = -547471.074023 nChanged 15 SP:Iteration 30Q (10755.944088 sec): 3 clusters Score: Raw -549142.632910 + Penalty 1665.051334 = -547477.581576 nChanged 16 SP:Iteration 31Q (10755.997749 sec): 3 clusters Score: Raw -549149.920682 + Penalty 1665.051334 = -547484.869348 nChanged 9 SP:Iteration 32Q (10756.044945 sec): 3 clusters Score: Raw -549151.794407 + Penalty 1665.051334 = -547486.743073 nChanged 3 SP:Iteration 33Q (10756.090283 sec): 3 clusters Score: Raw -549152.223236 + Penalty 1665.051334 = -547487.171902 nChanged 5 SP:Iteration 34Q (10756.146824 sec): 3 clusters Score: Raw -549152.910693 + Penalty 1665.051334 = -547487.859359 nChanged 4 SP:Iteration 35Q (10756.204207 sec): 3 clusters Score: Raw -549154.135952 + Penalty 1665.051334 = -547489.084617 nChanged 4 SP:Iteration 36Q (10756.249651 sec): 3 clusters Score: Raw -549155.284792 + Penalty 1665.051334 = -547490.233458 nChanged 5 SP:Iteration 37Q (10756.307411 sec): 3 clusters Score: Raw -549156.802849 + Penalty 1665.051334 = -547491.751515 nChanged 5 SP:Iteration 38Q (10756.360537 sec): 3 clusters Score: Raw -549158.078369 + Penalty 1665.051334 = -547493.027035 nChanged 7 SP:Iteration 39Q (10756.409523 sec): 3 clusters Score: Raw -549161.095875 + Penalty 1665.051334 = -547496.044541 nChanged 10 SP:Iteration 40F (10756.455139 sec): 3 clusters Score: Raw -549163.550526 + Penalty 1665.051334 = -547498.499192 nChanged 4 SP:Iteration 41Q (10756.515864 sec): 3 clusters Score: Raw -549164.810757 + Penalty 1665.051334 = -547499.759423 nChanged 1 SP:Iteration 42Q (10756.557354 sec): 3 clusters Score: Raw -549164.992358 + Penalty 1665.051334 = -547499.941024 nChanged 0 SP:Iteration 43F (10756.614649 sec): 3 clusters Score: Raw -549164.992358 + Penalty 1665.051334 = -547499.941024 nChanged 0 Trying to split cluster 40 (26575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10756.666433 sec): 2 clusters Score: Raw -2349360.590530 + Penalty 967.833989 = -2348392.756541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10756.736468 sec): 3 clusters Score: Raw -2332562.410711 + Penalty 1935.667979 = -2330626.742732 nChanged 12477 SP:Iteration 1F (10756.817473 sec): 3 clusters Score: Raw -2339875.149060 + Penalty 1935.667979 = -2337939.481081 nChanged 1467 SP:Iteration 2F (10756.885115 sec): 3 clusters Score: Raw -2340621.146916 + Penalty 1935.667979 = -2338685.478937 nChanged 1670 SP:Iteration 3F (10756.954077 sec): 3 clusters Score: Raw -2341695.400389 + Penalty 1935.667979 = -2339759.732410 nChanged 1905 SP:Iteration 4F (10757.026685 sec): 3 clusters Score: Raw -2343164.101543 + Penalty 1935.667979 = -2341228.433565 nChanged 2024 SP:Iteration 5F (10757.109018 sec): 3 clusters Score: Raw -2344990.645855 + Penalty 1935.667979 = -2343054.977876 nChanged 1868 SP:Iteration 6F (10757.194563 sec): 3 clusters Score: Raw -2346760.903132 + Penalty 1935.667979 = -2344825.235154 nChanged 1314 SP:Iteration 7Q (10757.276166 sec): 3 clusters Score: Raw -2348001.522614 + Penalty 1935.667979 = -2346065.854635 nChanged 794 SP:Iteration 8Q (10757.349533 sec): 3 clusters Score: Raw -2348762.739045 + Penalty 1935.667979 = -2346827.071067 nChanged 422 SP:Iteration 9Q (10757.408275 sec): 3 clusters Score: Raw -2349135.812361 + Penalty 1935.667979 = -2347200.144383 nChanged 233 SP:Iteration 10Q (10757.478946 sec): 3 clusters Score: Raw -2349302.501782 + Penalty 1935.667979 = -2347366.833804 nChanged 163 SP:Iteration 11Q (10757.554344 sec): 3 clusters Score: Raw -2349390.862597 + Penalty 1935.667979 = -2347455.194618 nChanged 90 SP:Iteration 12Q (10757.622877 sec): 3 clusters Score: Raw -2349439.793119 + Penalty 1935.667979 = -2347504.125141 nChanged 75 SP:Iteration 13Q (10757.683295 sec): 3 clusters Score: Raw -2349485.470553 + Penalty 1935.667979 = -2347549.802574 nChanged 53 SP:Iteration 14Q (10757.752323 sec): 3 clusters Score: Raw -2349511.625729 + Penalty 1935.667979 = -2347575.957750 nChanged 35 SP:Iteration 15Q (10757.821205 sec): 3 clusters Score: Raw -2349523.060341 + Penalty 1935.667979 = -2347587.392363 nChanged 22 SP:Iteration 16Q (10757.901121 sec): 3 clusters Score: Raw -2349531.061543 + Penalty 1935.667979 = -2347595.393564 nChanged 11 SP:Iteration 17Q (10757.969117 sec): 3 clusters Score: Raw -2349536.603789 + Penalty 1935.667979 = -2347600.935810 nChanged 9 SP:Iteration 18Q (10758.037295 sec): 3 clusters Score: Raw -2349540.532633 + Penalty 1935.667979 = -2347604.864654 nChanged 12 SP:Iteration 19Q (10758.107788 sec): 3 clusters Score: Raw -2349544.488898 + Penalty 1935.667979 = -2347608.820919 nChanged 9 SP:Iteration 20F (10758.172209 sec): 3 clusters Score: Raw -2349547.513004 + Penalty 1935.667979 = -2347611.845025 nChanged 4 SP:Iteration 21Q (10758.241998 sec): 3 clusters Score: Raw -2349549.638369 + Penalty 1935.667979 = -2347613.970391 nChanged 8 SP:Iteration 22Q (10758.311586 sec): 3 clusters Score: Raw -2349553.861169 + Penalty 1935.667979 = -2347618.193190 nChanged 5 SP:Iteration 23Q (10758.382030 sec): 3 clusters Score: Raw -2349555.899780 + Penalty 1935.667979 = -2347620.231801 nChanged 6 SP:Iteration 24Q (10758.456139 sec): 3 clusters Score: Raw -2349557.212589 + Penalty 1935.667979 = -2347621.544610 nChanged 2 SP:Iteration 25Q (10758.529909 sec): 3 clusters Score: Raw -2349558.061248 + Penalty 1935.667979 = -2347622.393270 nChanged 4 SP:Iteration 26Q (10758.605635 sec): 3 clusters Score: Raw -2349559.464061 + Penalty 1935.667979 = -2347623.796082 nChanged 6 SP:Iteration 27Q (10758.680444 sec): 3 clusters Score: Raw -2349561.315996 + Penalty 1935.667979 = -2347625.648018 nChanged 4 SP:Iteration 28Q (10758.753777 sec): 3 clusters Score: Raw -2349562.457260 + Penalty 1935.667979 = -2347626.789282 nChanged 5 SP:Iteration 29Q (10758.823581 sec): 3 clusters Score: Raw -2349563.794819 + Penalty 1935.667979 = -2347628.126841 nChanged 4 SP:Iteration 30Q (10758.893516 sec): 3 clusters Score: Raw -2349564.984032 + Penalty 1935.667979 = -2347629.316053 nChanged 4 SP:Iteration 31Q (10758.962284 sec): 3 clusters Score: Raw -2349566.488731 + Penalty 1935.667979 = -2347630.820753 nChanged 8 SP:Iteration 32Q (10759.032260 sec): 3 clusters Score: Raw -2349569.150152 + Penalty 1935.667979 = -2347633.482173 nChanged 3 SP:Iteration 33Q (10759.106345 sec): 3 clusters Score: Raw -2349569.728876 + Penalty 1935.667979 = -2347634.060898 nChanged 2 SP:Iteration 34Q (10759.175945 sec): 3 clusters Score: Raw -2349570.197976 + Penalty 1935.667979 = -2347634.529997 nChanged 3 SP:Iteration 35Q (10759.248561 sec): 3 clusters Score: Raw -2349571.655387 + Penalty 1935.667979 = -2347635.987408 nChanged 3 SP:Iteration 36Q (10759.310277 sec): 3 clusters Score: Raw -2349573.905929 + Penalty 1935.667979 = -2347638.237951 nChanged 4 SP:Iteration 37Q (10759.390433 sec): 3 clusters Score: Raw -2349576.228875 + Penalty 1935.667979 = -2347640.560896 nChanged 2 SP:Iteration 38Q (10759.463202 sec): 3 clusters Score: Raw -2349576.733003 + Penalty 1935.667979 = -2347641.065024 nChanged 3 SP:Iteration 39Q (10759.532174 sec): 3 clusters Score: Raw -2349578.299268 + Penalty 1935.667979 = -2347642.631289 nChanged 2 SP:Iteration 40F (10759.609626 sec): 3 clusters Score: Raw -2349579.361230 + Penalty 1935.667979 = -2347643.693251 nChanged 4 SP:Iteration 41Q (10759.684776 sec): 3 clusters Score: Raw -2349580.414586 + Penalty 1935.667979 = -2347644.746607 nChanged 2 SP:Iteration 42Q (10759.756039 sec): 3 clusters Score: Raw -2349581.026076 + Penalty 1935.667979 = -2347645.358097 nChanged 1 SP:Iteration 43Q (10759.833740 sec): 3 clusters Score: Raw -2349581.101071 + Penalty 1935.667979 = -2347645.433092 nChanged 1 SP:Iteration 44Q (10759.905943 sec): 3 clusters Score: Raw -2349581.270477 + Penalty 1935.667979 = -2347645.602498 nChanged 1 SP:Iteration 45Q (10759.980093 sec): 3 clusters Score: Raw -2349581.736317 + Penalty 1935.667979 = -2347646.068338 nChanged 1 SP:Iteration 46Q (10760.054088 sec): 3 clusters Score: Raw -2349582.243341 + Penalty 1935.667979 = -2347646.575363 nChanged 1 SP:Iteration 47Q (10760.116103 sec): 3 clusters Score: Raw -2349582.838584 + Penalty 1935.667979 = -2347647.170606 nChanged 2 SP:Iteration 48Q (10760.196332 sec): 3 clusters Score: Raw -2349583.175007 + Penalty 1935.667979 = -2347647.507029 nChanged 0 SP:Iteration 49F (10760.270648 sec): 3 clusters Score: Raw -2349583.175007 + Penalty 1935.667979 = -2347647.507029 nChanged 0 Trying to split cluster 41 (106107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10760.406464 sec): 2 clusters Score: Raw -9281742.639390 + Penalty 1099.359313 = -9280643.280076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10760.595897 sec): 3 clusters Score: Raw -9211615.243164 + Penalty 2198.718627 = -9209416.524538 nChanged 51291 SP:Iteration 1F (10760.771239 sec): 3 clusters Score: Raw -9241884.296110 + Penalty 2198.718627 = -9239685.577484 nChanged 4199 SP:Iteration 2Q (10760.966051 sec): 3 clusters Score: Raw -9243155.577279 + Penalty 2198.718627 = -9240956.858652 nChanged 4759 SP:Iteration 3Q (10761.156038 sec): 3 clusters Score: Raw -9245098.381194 + Penalty 2198.718627 = -9242899.662568 nChanged 5912 SP:Iteration 4F (10761.338648 sec): 3 clusters Score: Raw -9248262.069614 + Penalty 2198.718627 = -9246063.350988 nChanged 7041 SP:Iteration 5F (10761.520344 sec): 3 clusters Score: Raw -9252940.218218 + Penalty 2198.718627 = -9250741.499591 nChanged 7653 SP:Iteration 6F (10761.691205 sec): 3 clusters Score: Raw -9259128.356760 + Penalty 2198.718627 = -9256929.638133 nChanged 7397 SP:Iteration 7F (10761.864866 sec): 3 clusters Score: Raw -9265531.428363 + Penalty 2198.718627 = -9263332.709736 nChanged 5855 SP:Iteration 8F (10762.040598 sec): 3 clusters Score: Raw -9270462.689401 + Penalty 2198.718627 = -9268263.970775 nChanged 4378 SP:Iteration 9Q (10762.229674 sec): 3 clusters Score: Raw -9273642.203847 + Penalty 2198.718627 = -9271443.485220 nChanged 3148 SP:Iteration 10Q (10762.408845 sec): 3 clusters Score: Raw -9275572.108273 + Penalty 2198.718627 = -9273373.389646 nChanged 2345 SP:Iteration 11Q (10762.581048 sec): 3 clusters Score: Raw -9276868.631912 + Penalty 2198.718627 = -9274669.913285 nChanged 1946 SP:Iteration 12Q (10762.746834 sec): 3 clusters Score: Raw -9277854.028935 + Penalty 2198.718627 = -9275655.310308 nChanged 1632 SP:Iteration 13Q (10762.919078 sec): 3 clusters Score: Raw -9278638.463909 + Penalty 2198.718627 = -9276439.745282 nChanged 1448 SP:Iteration 14Q (10763.088849 sec): 3 clusters Score: Raw -9279311.874811 + Penalty 2198.718627 = -9277113.156184 nChanged 1269 SP:Iteration 15Q (10763.249235 sec): 3 clusters Score: Raw -9279899.121934 + Penalty 2198.718627 = -9277700.403308 nChanged 1082 SP:Iteration 16Q (10763.393016 sec): 3 clusters Score: Raw -9280394.424402 + Penalty 2198.718627 = -9278195.705775 nChanged 935 SP:Iteration 17Q (10763.544182 sec): 3 clusters Score: Raw -9280796.303624 + Penalty 2198.718627 = -9278597.584997 nChanged 748 SP:Iteration 18Q (10763.705716 sec): 3 clusters Score: Raw -9281110.749792 + Penalty 2198.718627 = -9278912.031165 nChanged 615 SP:Iteration 19Q (10763.876511 sec): 3 clusters Score: Raw -9281374.315164 + Penalty 2198.718627 = -9279175.596537 nChanged 494 SP:Iteration 20F (10764.052022 sec): 3 clusters Score: Raw -9281575.498208 + Penalty 2198.718627 = -9279376.779581 nChanged 386 SP:Iteration 21Q (10764.204171 sec): 3 clusters Score: Raw -9281727.522691 + Penalty 2198.718627 = -9279528.804064 nChanged 293 SP:Iteration 22Q (10764.360294 sec): 3 clusters Score: Raw -9281835.972981 + Penalty 2198.718627 = -9279637.254355 nChanged 223 SP:Iteration 23Q (10764.518256 sec): 3 clusters Score: Raw -9281916.270738 + Penalty 2198.718627 = -9279717.552111 nChanged 170 SP:Iteration 24Q (10764.674153 sec): 3 clusters Score: Raw -9281969.904430 + Penalty 2198.718627 = -9279771.185804 nChanged 140 SP:Iteration 25Q (10764.822782 sec): 3 clusters Score: Raw -9282011.873666 + Penalty 2198.718627 = -9279813.155039 nChanged 120 SP:Iteration 26Q (10764.976705 sec): 3 clusters Score: Raw -9282048.537104 + Penalty 2198.718627 = -9279849.818478 nChanged 99 SP:Iteration 27Q (10765.133271 sec): 3 clusters Score: Raw -9282078.981067 + Penalty 2198.718627 = -9279880.262441 nChanged 97 SP:Iteration 28Q (10765.287727 sec): 3 clusters Score: Raw -9282105.382536 + Penalty 2198.718627 = -9279906.663909 nChanged 70 SP:Iteration 29Q (10765.443801 sec): 3 clusters Score: Raw -9282123.574139 + Penalty 2198.718627 = -9279924.855512 nChanged 55 SP:Iteration 30Q (10765.590954 sec): 3 clusters Score: Raw -9282134.940583 + Penalty 2198.718627 = -9279936.221957 nChanged 35 SP:Iteration 31Q (10765.738385 sec): 3 clusters Score: Raw -9282142.879025 + Penalty 2198.718627 = -9279944.160398 nChanged 30 SP:Iteration 32Q (10765.897463 sec): 3 clusters Score: Raw -9282150.075627 + Penalty 2198.718627 = -9279951.357000 nChanged 25 SP:Iteration 33Q (10766.037902 sec): 3 clusters Score: Raw -9282155.984298 + Penalty 2198.718627 = -9279957.265672 nChanged 25 SP:Iteration 34Q (10766.199515 sec): 3 clusters Score: Raw -9282159.939087 + Penalty 2198.718627 = -9279961.220461 nChanged 13 SP:Iteration 35Q (10766.352341 sec): 3 clusters Score: Raw -9282162.991579 + Penalty 2198.718627 = -9279964.272953 nChanged 11 SP:Iteration 36Q (10766.507062 sec): 3 clusters Score: Raw -9282164.888558 + Penalty 2198.718627 = -9279966.169932 nChanged 11 SP:Iteration 37Q (10766.650310 sec): 3 clusters Score: Raw -9282166.586273 + Penalty 2198.718627 = -9279967.867646 nChanged 8 SP:Iteration 38Q (10766.796719 sec): 3 clusters Score: Raw -9282167.851072 + Penalty 2198.718627 = -9279969.132445 nChanged 8 SP:Iteration 39Q (10766.953848 sec): 3 clusters Score: Raw -9282169.061891 + Penalty 2198.718627 = -9279970.343264 nChanged 8 SP:Iteration 40F (10767.124366 sec): 3 clusters Score: Raw -9282170.421499 + Penalty 2198.718627 = -9279971.702872 nChanged 9 SP:Iteration 41Q (10767.275438 sec): 3 clusters Score: Raw -9282171.910110 + Penalty 2198.718627 = -9279973.191484 nChanged 11 SP:Iteration 42Q (10767.413737 sec): 3 clusters Score: Raw -9282175.045772 + Penalty 2198.718627 = -9279976.327145 nChanged 14 SP:Iteration 43Q (10767.558230 sec): 3 clusters Score: Raw -9282178.479124 + Penalty 2198.718627 = -9279979.760497 nChanged 16 SP:Iteration 44Q (10767.711603 sec): 3 clusters Score: Raw -9282182.572377 + Penalty 2198.718627 = -9279983.853750 nChanged 17 SP:Iteration 45Q (10767.849840 sec): 3 clusters Score: Raw -9282187.615213 + Penalty 2198.718627 = -9279988.896587 nChanged 20 SP:Iteration 46Q (10768.008076 sec): 3 clusters Score: Raw -9282193.146541 + Penalty 2198.718627 = -9279994.427914 nChanged 15 SP:Iteration 47Q (10768.162148 sec): 3 clusters Score: Raw -9282196.185574 + Penalty 2198.718627 = -9279997.466947 nChanged 11 SP:Iteration 48Q (10768.313643 sec): 3 clusters Score: Raw -9282197.623275 + Penalty 2198.718627 = -9279998.904649 nChanged 7 SP:Iteration 49Q (10768.472960 sec): 3 clusters Score: Raw -9282199.862076 + Penalty 2198.718627 = -9280001.143450 nChanged 11 SP:Iteration 50Q (10768.623510 sec): 3 clusters Score: Raw -9282202.316518 + Penalty 2198.718627 = -9280003.597892 nChanged 8 SP:Iteration 51Q (10768.765883 sec): 3 clusters Score: Raw -9282203.905643 + Penalty 2198.718627 = -9280005.187016 nChanged 12 SP:Iteration 52Q (10768.916474 sec): 3 clusters Score: Raw -9282207.185352 + Penalty 2198.718627 = -9280008.466725 nChanged 11 SP:Iteration 53Q (10769.070975 sec): 3 clusters Score: Raw -9282210.253701 + Penalty 2198.718627 = -9280011.535075 nChanged 12 SP:Iteration 54Q (10769.222608 sec): 3 clusters Score: Raw -9282213.533150 + Penalty 2198.718627 = -9280014.814523 nChanged 16 SP:Iteration 55Q (10769.373726 sec): 3 clusters Score: Raw -9282219.456677 + Penalty 2198.718627 = -9280020.738051 nChanged 21 SP:Iteration 56Q (10769.536835 sec): 3 clusters Score: Raw -9282224.892451 + Penalty 2198.718627 = -9280026.173824 nChanged 16 SP:Iteration 57Q (10769.703078 sec): 3 clusters Score: Raw -9282228.251943 + Penalty 2198.718627 = -9280029.533317 nChanged 9 SP:Iteration 58Q (10769.852367 sec): 3 clusters Score: Raw -9282230.157793 + Penalty 2198.718627 = -9280031.439166 nChanged 7 SP:Iteration 59Q (10770.002033 sec): 3 clusters Score: Raw -9282231.515582 + Penalty 2198.718627 = -9280032.796955 nChanged 5 SP:Iteration 60F (10770.171337 sec): 3 clusters Score: Raw -9282232.154227 + Penalty 2198.718627 = -9280033.435600 nChanged 4 SP:Iteration 61Q (10770.312424 sec): 3 clusters Score: Raw -9282233.297630 + Penalty 2198.718627 = -9280034.579004 nChanged 6 SP:Iteration 62Q (10770.454154 sec): 3 clusters Score: Raw -9282234.282809 + Penalty 2198.718627 = -9280035.564182 nChanged 5 SP:Iteration 63Q (10770.607213 sec): 3 clusters Score: Raw -9282235.074067 + Penalty 2198.718627 = -9280036.355440 nChanged 1 SP:Iteration 64Q (10770.751399 sec): 3 clusters Score: Raw -9282235.204429 + Penalty 2198.718627 = -9280036.485803 nChanged 0 SP:Iteration 65F (10770.933384 sec): 3 clusters Score: Raw -9282235.204429 + Penalty 2198.718627 = -9280036.485803 nChanged 0 Trying to split cluster 42 (1309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10770.972175 sec): 2 clusters Score: Raw -91900.958336 + Penalty 681.816783 = -91219.141553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10771.010718 sec): 3 clusters Score: Raw -91346.765742 + Penalty 1363.633566 = -89983.132176 nChanged 509 SP:Iteration 1F (10771.058567 sec): 3 clusters Score: Raw -91765.633996 + Penalty 1363.633566 = -90402.000430 nChanged 128 SP:Iteration 2F (10771.121119 sec): 3 clusters Score: Raw -91902.890067 + Penalty 1363.633566 = -90539.256501 nChanged 89 SP:Iteration 3F (10771.167143 sec): 3 clusters Score: Raw -92003.439204 + Penalty 1363.633566 = -90639.805638 nChanged 64 SP:Iteration 4Q (10771.216021 sec): 3 clusters Score: Raw -92064.766183 + Penalty 1363.633566 = -90701.132617 nChanged 43 SP:Iteration 5Q (10771.265667 sec): 3 clusters Score: Raw -92107.039795 + Penalty 1363.633566 = -90743.406229 nChanged 44 SP:Iteration 6Q (10771.306006 sec): 3 clusters Score: Raw -92139.380405 + Penalty 1363.633566 = -90775.746840 nChanged 29 SP:Iteration 7Q (10771.365157 sec): 3 clusters Score: Raw -92157.448808 + Penalty 1363.633566 = -90793.815242 nChanged 21 SP:Iteration 8Q (10771.416036 sec): 3 clusters Score: Raw -92166.712603 + Penalty 1363.633566 = -90803.079038 nChanged 13 SP:Iteration 9Q (10771.460087 sec): 3 clusters Score: Raw -92174.639803 + Penalty 1363.633566 = -90811.006238 nChanged 15 SP:Iteration 10Q (10771.512403 sec): 3 clusters Score: Raw -92188.842159 + Penalty 1363.633566 = -90825.208593 nChanged 16 SP:Iteration 11Q (10771.547719 sec): 3 clusters Score: Raw -92206.070203 + Penalty 1363.633566 = -90842.436638 nChanged 15 SP:Iteration 12Q (10771.596431 sec): 3 clusters Score: Raw -92218.492730 + Penalty 1363.633566 = -90854.859164 nChanged 13 SP:Iteration 13Q (10771.642943 sec): 3 clusters Score: Raw -92237.277739 + Penalty 1363.633566 = -90873.644173 nChanged 12 SP:Iteration 14Q (10771.684135 sec): 3 clusters Score: Raw -92251.883962 + Penalty 1363.633566 = -90888.250396 nChanged 18 SP:Iteration 15Q (10771.737238 sec): 3 clusters Score: Raw -92270.047317 + Penalty 1363.633566 = -90906.413751 nChanged 20 SP:Iteration 16Q (10771.787935 sec): 3 clusters Score: Raw -92285.153745 + Penalty 1363.633566 = -90921.520179 nChanged 15 SP:Iteration 17Q (10771.834770 sec): 3 clusters Score: Raw -92295.470958 + Penalty 1363.633566 = -90931.837392 nChanged 9 SP:Iteration 18Q (10771.874847 sec): 3 clusters Score: Raw -92299.704038 + Penalty 1363.633566 = -90936.070473 nChanged 2 SP:Iteration 19Q (10771.934719 sec): 3 clusters Score: Raw -92300.212603 + Penalty 1363.633566 = -90936.579038 nChanged 2 SP:Iteration 20F (10771.974776 sec): 3 clusters Score: Raw -92306.642385 + Penalty 1363.633566 = -90943.008819 nChanged 3 SP:Iteration 21Q (10772.026439 sec): 3 clusters Score: Raw -92309.527498 + Penalty 1363.633566 = -90945.893932 nChanged 6 SP:Iteration 22Q (10772.066611 sec): 3 clusters Score: Raw -92311.652529 + Penalty 1363.633566 = -90948.018963 nChanged 3 SP:Iteration 23Q (10772.107245 sec): 3 clusters Score: Raw -92312.077101 + Penalty 1363.633566 = -90948.443535 nChanged 0 SP:Iteration 24F (10772.155164 sec): 3 clusters Score: Raw -92312.077101 + Penalty 1363.633566 = -90948.443535 nChanged 0 Trying to split cluster 43 (8952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10772.195427 sec): 2 clusters Score: Raw -801373.406491 + Penalty 864.465064 = -800508.941427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10772.242182 sec): 3 clusters Score: Raw -796077.482579 + Penalty 1728.930127 = -794348.552451 nChanged 3989 SP:Iteration 1F (10772.302327 sec): 3 clusters Score: Raw -798402.505550 + Penalty 1728.930127 = -796673.575423 nChanged 638 SP:Iteration 2F (10772.350014 sec): 3 clusters Score: Raw -798808.496894 + Penalty 1728.930127 = -797079.566767 nChanged 692 SP:Iteration 3F (10772.409332 sec): 3 clusters Score: Raw -799362.962836 + Penalty 1728.930127 = -797634.032708 nChanged 722 SP:Iteration 4F (10772.461257 sec): 3 clusters Score: Raw -800011.191963 + Penalty 1728.930127 = -798282.261836 nChanged 680 SP:Iteration 5F (10772.517458 sec): 3 clusters Score: Raw -800632.561747 + Penalty 1728.930127 = -798903.631620 nChanged 528 SP:Iteration 6F (10772.569160 sec): 3 clusters Score: Raw -801053.870771 + Penalty 1728.930127 = -799324.940644 nChanged 334 SP:Iteration 7Q (10772.637766 sec): 3 clusters Score: Raw -801294.671502 + Penalty 1728.930127 = -799565.741375 nChanged 236 SP:Iteration 8Q (10772.684184 sec): 3 clusters Score: Raw -801413.308671 + Penalty 1728.930127 = -799684.378544 nChanged 145 SP:Iteration 9Q (10772.746985 sec): 3 clusters Score: Raw -801473.171808 + Penalty 1728.930127 = -799744.241680 nChanged 96 SP:Iteration 10Q (10772.798159 sec): 3 clusters Score: Raw -801512.611220 + Penalty 1728.930127 = -799783.681093 nChanged 84 SP:Iteration 11Q (10772.856007 sec): 3 clusters Score: Raw -801543.931339 + Penalty 1728.930127 = -799815.001212 nChanged 63 SP:Iteration 12Q (10772.912699 sec): 3 clusters Score: Raw -801565.540855 + Penalty 1728.930127 = -799836.610727 nChanged 57 SP:Iteration 13Q (10772.969779 sec): 3 clusters Score: Raw -801583.444072 + Penalty 1728.930127 = -799854.513945 nChanged 53 SP:Iteration 14Q (10773.010983 sec): 3 clusters Score: Raw -801603.718206 + Penalty 1728.930127 = -799874.788079 nChanged 44 SP:Iteration 15Q (10773.077475 sec): 3 clusters Score: Raw -801615.551890 + Penalty 1728.930127 = -799886.621762 nChanged 41 SP:Iteration 16Q (10773.135579 sec): 3 clusters Score: Raw -801624.895996 + Penalty 1728.930127 = -799895.965868 nChanged 33 SP:Iteration 17Q (10773.188851 sec): 3 clusters Score: Raw -801632.571293 + Penalty 1728.930127 = -799903.641166 nChanged 38 SP:Iteration 18Q (10773.243761 sec): 3 clusters Score: Raw -801642.220885 + Penalty 1728.930127 = -799913.290757 nChanged 34 SP:Iteration 19Q (10773.295087 sec): 3 clusters Score: Raw -801651.196022 + Penalty 1728.930127 = -799922.265895 nChanged 33 SP:Iteration 20F (10773.345876 sec): 3 clusters Score: Raw -801657.310375 + Penalty 1728.930127 = -799928.380247 nChanged 22 SP:Iteration 21Q (10773.405316 sec): 3 clusters Score: Raw -801662.031208 + Penalty 1728.930127 = -799933.101080 nChanged 25 SP:Iteration 22Q (10773.465750 sec): 3 clusters Score: Raw -801666.273570 + Penalty 1728.930127 = -799937.343442 nChanged 25 SP:Iteration 23Q (10773.524940 sec): 3 clusters Score: Raw -801670.782921 + Penalty 1728.930127 = -799941.852793 nChanged 13 SP:Iteration 24Q (10773.571882 sec): 3 clusters Score: Raw -801672.372591 + Penalty 1728.930127 = -799943.442463 nChanged 8 SP:Iteration 25Q (10773.639195 sec): 3 clusters Score: Raw -801673.251666 + Penalty 1728.930127 = -799944.321539 nChanged 9 SP:Iteration 26Q (10773.689932 sec): 3 clusters Score: Raw -801674.325646 + Penalty 1728.930127 = -799945.395519 nChanged 7 SP:Iteration 27Q (10773.748697 sec): 3 clusters Score: Raw -801675.956088 + Penalty 1728.930127 = -799947.025960 nChanged 10 SP:Iteration 28Q (10773.801479 sec): 3 clusters Score: Raw -801677.995190 + Penalty 1728.930127 = -799949.065063 nChanged 7 SP:Iteration 29Q (10773.858686 sec): 3 clusters Score: Raw -801679.174337 + Penalty 1728.930127 = -799950.244210 nChanged 7 SP:Iteration 30Q (10773.917306 sec): 3 clusters Score: Raw -801679.931066 + Penalty 1728.930127 = -799951.000939 nChanged 7 SP:Iteration 31Q (10773.968832 sec): 3 clusters Score: Raw -801680.634088 + Penalty 1728.930127 = -799951.703960 nChanged 3 SP:Iteration 32Q (10774.014839 sec): 3 clusters Score: Raw -801681.234252 + Penalty 1728.930127 = -799952.304124 nChanged 3 SP:Iteration 33Q (10774.074747 sec): 3 clusters Score: Raw -801681.556173 + Penalty 1728.930127 = -799952.626046 nChanged 6 SP:Iteration 34Q (10774.132616 sec): 3 clusters Score: Raw -801682.240257 + Penalty 1728.930127 = -799953.310130 nChanged 3 SP:Iteration 35Q (10774.188388 sec): 3 clusters Score: Raw -801682.530963 + Penalty 1728.930127 = -799953.600836 nChanged 1 SP:Iteration 36Q (10774.236706 sec): 3 clusters Score: Raw -801682.735193 + Penalty 1728.930127 = -799953.805066 nChanged 2 SP:Iteration 37Q (10774.291774 sec): 3 clusters Score: Raw -801682.943659 + Penalty 1728.930127 = -799954.013532 nChanged 1 SP:Iteration 38Q (10774.345642 sec): 3 clusters Score: Raw -801682.977927 + Penalty 1728.930127 = -799954.047800 nChanged 1 SP:Iteration 39Q (10774.402840 sec): 3 clusters Score: Raw -801683.142670 + Penalty 1728.930127 = -799954.212543 nChanged 1 SP:Iteration 40F (10774.464277 sec): 3 clusters Score: Raw -801683.195637 + Penalty 1728.930127 = -799954.265510 nChanged 0 Time taken for this iteration:4821.781112 seconds. 21->44 Clusters: Score -69519632.469490, best is -69526807.036638 Main iterations: 752 (time per iteration =3921.068777 ms) Total iterations: 45362 (time per iteration =65.002507 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 657554168376.000000 (time per metric unit =4.484260ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 11835975030768.000000 (time per metric unit=249.125544ps) That took 2948.643721 seconds.